From b38b7c7941311293bf3f075726d8828c96bb7df5 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Wed, 2 Oct 2024 12:50:59 +0300
Subject: [PATCH 001/277] feat: initial commit

---
 .github/workflows/proto_lint.yml |  21 +++
 .github/workflows/rust_lint.yml  |  17 +++
 .gitignore                       |   5 +
 Cargo.toml                       |  21 +++
 build.rs                         |   4 +
 proto/dataflow/v1/dataflow.proto |  66 +++++++++
 src/main.rs                      | 224 +++++++++++++++++++++++++++++++
 7 files changed, 358 insertions(+)
 create mode 100644 .github/workflows/proto_lint.yml
 create mode 100644 .github/workflows/rust_lint.yml
 create mode 100644 Cargo.toml
 create mode 100644 build.rs
 create mode 100644 proto/dataflow/v1/dataflow.proto
 create mode 100644 src/main.rs

diff --git a/.github/workflows/proto_lint.yml b/.github/workflows/proto_lint.yml
new file mode 100644
index 0000000..c17f9e1
--- /dev/null
+++ b/.github/workflows/proto_lint.yml
@@ -0,0 +1,21 @@
+name: proto_lint
+
+on: [pull_request]
+
+jobs:
+  proto_lint:
+    name: proto lint
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - uses: wizhi/setup-buf@v1
+        with:
+          version: '1.43.0'
+
+      - name: Fetching base branch
+        run: |
+            git fetch -u origin ${{ github.head_ref }}:${{ github.head_ref }}
+      - name: Running linter, checking breaking changes
+        run: |
+          cd proto
+          buf lint
\ No newline at end of file
diff --git a/.github/workflows/rust_lint.yml b/.github/workflows/rust_lint.yml
new file mode 100644
index 0000000..e8d3c41
--- /dev/null
+++ b/.github/workflows/rust_lint.yml
@@ -0,0 +1,17 @@
+name: rust_lint
+
+on: [pull_request]
+
+jobs:
+  rust_lint:
+    name: rust lint
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - name: Fetching base branch
+        run: |
+            git fetch -u origin ${{ github.head_ref }}:${{ github.head_ref }}
+      - name: Install Protoc
+        uses: arduino/setup-protoc@v3
+        
+      - uses: rust-marker/marker@v0.5
diff --git a/.gitignore b/.gitignore
index 6985cf1..196e176 100644
--- a/.gitignore
+++ b/.gitignore
@@ -12,3 +12,8 @@ Cargo.lock
 
 # MSVC Windows builds of rustc generate these, which store debugging information
 *.pdb
+
+
+# Added by cargo
+
+/target
diff --git a/Cargo.toml b/Cargo.toml
new file mode 100644
index 0000000..2c94d45
--- /dev/null
+++ b/Cargo.toml
@@ -0,0 +1,21 @@
+[package]
+name = "spannerflow"
+version = "0.1.0"
+edition = "2021"
+
+[dependencies]
+libloading = "0.8.5"
+tonic = "0.12.3"
+prost = "0.13.3"
+prost-types = "0.13.3"
+tokio = { version = "1.40.0", features = ["macros", "rt-multi-thread"] }
+tokio-stream = "0.1"
+lazy_static = "1.5.0"
+
+
+
+[build-dependencies]
+tonic-build = "0.12.3"
+
+[workspace.metadata.marker.lints]
+marker_lints = "0.5.0"
diff --git a/build.rs b/build.rs
new file mode 100644
index 0000000..5d51e17
--- /dev/null
+++ b/build.rs
@@ -0,0 +1,4 @@
+fn main() -> Result<(), Box<dyn std::error::Error>> {
+    tonic_build::compile_protos("proto/dataflow/v1/dataflow.proto")?;
+    Ok(())
+}
\ No newline at end of file
diff --git a/proto/dataflow/v1/dataflow.proto b/proto/dataflow/v1/dataflow.proto
new file mode 100644
index 0000000..2886ad9
--- /dev/null
+++ b/proto/dataflow/v1/dataflow.proto
@@ -0,0 +1,66 @@
+syntax = "proto3";
+package dataflow.v1;
+
+import "google/protobuf/empty.proto";
+
+service IEFunctionService {
+    // maybe stream
+    rpc RunIEFunction (RunIEFunctionRequest) returns (stream RunIEFunctionResponse);
+}
+
+message RunIEFunctionRequest {
+    string function_name = 1;
+    repeated string rows = 2;
+}
+
+message RunIEFunctionResponse {
+    string row = 1;
+}
+
+service DataflowService {
+    rpc AddRow (AddRowRequest) returns (google.protobuf.Empty);
+    rpc DeleteRow (DeleteRowRequest) returns (google.protobuf.Empty);
+    rpc AddCollection (AddCollectionRequest) returns (google.protobuf.Empty);
+    rpc DeleteCollection (DeleteCollectionRequest) returns (google.protobuf.Empty);
+    rpc GetCollections (google.protobuf.Empty) returns (GetCollectionsResponse);
+    rpc GetCollection (GetCollectionRequest) returns (stream GetCollectionResponse);
+    rpc RunDataflow (RunDataflowRequest) returns (google.protobuf.Empty);
+}
+
+message GetCollectionRequest {
+    string collection_name = 1;
+}
+
+message GetCollectionResponse {
+    string row = 1;
+}
+
+message AddRowRequest {
+    string collection_name = 1;
+    string row = 2;
+}
+
+message DeleteRowRequest {
+    string collection_name = 1;
+    string row = 2;
+}
+
+message AddCollectionRequest {   
+    string collection_name = 1;
+    string schema = 2;
+}
+
+message GetCollectionsResponse {
+    repeated string collection_names = 1;
+}
+
+message DeleteCollectionRequest {
+    string collection_name = 1;
+}
+
+message RunDataflowRequest {
+    string so_path = 1;
+    string fn_name = 2;
+    // maybe repeated ?
+    string input_collection_name = 3;
+}
diff --git a/src/main.rs b/src/main.rs
new file mode 100644
index 0000000..d4b4ced
--- /dev/null
+++ b/src/main.rs
@@ -0,0 +1,224 @@
+use std::collections::HashMap;
+use std::sync::Mutex;
+
+
+use libloading::{Library, Symbol};
+
+use tonic::{transport::Server, Request, Response, Status};
+use tokio_stream::iter;
+
+use dataflow::dataflow_service_server::{DataflowService, DataflowServiceServer};
+use dataflow::ie_function_service_client::IeFunctionServiceClient;
+use dataflow::{*};
+
+
+pub mod dataflow {
+    tonic::include_proto!("dataflow.v1");
+}
+
+lazy_static::lazy_static! {
+    // TODO: use real data structure
+    static ref COLLECTIONS: Mutex<HashMap<String, Vec<u64>>> = Mutex::new(HashMap::new());
+}
+
+#[derive(Debug, Default)]
+pub struct MyDataflowService {}
+
+#[tonic::async_trait]
+impl DataflowService for MyDataflowService {
+    
+    type GetCollectionStream = tokio_stream::Iter<std::vec::IntoIter<Result<GetCollectionResponse, tonic::Status>>>;
+
+    async fn get_collection(
+        &self,
+        request: Request<GetCollectionRequest>,
+    ) -> Result<Response<Self::GetCollectionStream>, Status> {
+        println!("Got a request: {:?}", request);
+        let req = request.into_inner();
+
+        let collections = COLLECTIONS.lock().unwrap();
+
+        if let Some(vec) = collections.get(&req.collection_name) {
+            // Create a vector of GetCollectionResponse
+            let responses: Vec<Result<GetCollectionResponse, Status>> = vec.iter().cloned().map(|row| {
+                Ok(GetCollectionResponse { row: row.to_string() }) // Wrap in Ok
+            }).collect();
+
+            // Create a stream from the vector items
+            let stream = iter(responses);
+
+            // Return the stream in the response
+            let response_stream = tonic::Response::new(stream);
+            Ok(response_stream)
+        } else {
+            Err(Status::not_found("Collection not found"))
+        }
+    }
+
+    async fn get_collections(
+        &self,
+        request: Request<()>,
+    ) -> Result<Response<GetCollectionsResponse>, Status> {
+        println!("Got a request: {:?}", request);
+        let collections = COLLECTIONS.lock().unwrap();
+        let collection_names: Vec<String> = collections.keys().cloned().collect();
+        let reply = GetCollectionsResponse {
+            collection_names,
+        };
+
+        Ok(Response::new(reply))
+    }
+
+    async fn add_row(
+        &self,
+        request: Request<AddRowRequest>,
+    ) -> Result<Response<()>, Status> {
+        println!("Got a request: {:?}", request);
+        let req = request.into_inner();
+        let mut collections = COLLECTIONS.lock().unwrap();
+
+        if !collections.contains_key(&req.collection_name) {
+            return Err(Status::not_found("Collection not found"));
+        }
+        if let Some(vec) = collections.get_mut(&req.collection_name) {
+            // TODO: insert real value
+            vec.push(vec.len() as u64);
+        };
+        let reply: () = ();
+
+        Ok(Response::new(reply))
+    }
+
+    async fn delete_row(
+        &self,
+        request: Request<DeleteRowRequest>,
+    ) -> Result<Response<()>, Status> {
+        println!("Got a request: {:?}", request);
+        let req = request.into_inner(); 
+
+        let mut collections = COLLECTIONS.lock().unwrap();
+
+        if !collections.contains_key(&req.collection_name) {
+            return Err(Status::not_found("Collection not found"));
+        }
+        if let Some(vec) = collections.get_mut(&req.collection_name) {
+            // TODO: remove real value
+            vec.pop();
+        }
+
+        let reply: () = ();
+
+        Ok(Response::new(reply))
+    }
+
+    async fn add_collection(
+        &self,
+        request: Request<AddCollectionRequest>,
+    ) -> Result<Response<()>, Status> {
+        println!("Got a request: {:?}", request);
+
+        let reply: () = ();
+        let req = request.into_inner();
+        
+        let mut collections = COLLECTIONS.lock().unwrap();
+        if collections.contains_key(&req.collection_name) {
+            return Err(Status::already_exists("Collection already exists"));
+        }
+        collections.insert(req.collection_name, vec![]);
+
+        Ok(Response::new(reply))
+    }
+
+    async fn delete_collection(
+        &self,
+        request: Request<DeleteCollectionRequest>,
+    ) -> Result<Response<()>, Status> {
+        println!("Got a request: {:?}", request);
+        let req = request.into_inner();
+        
+        let mut collections = COLLECTIONS.lock().unwrap();
+        if !collections.contains_key(&req.collection_name) {
+            return Err(Status::not_found("Collection not found"));
+        }
+        collections.remove(req.collection_name.as_str());
+
+        let reply: () = ();
+
+        Ok(Response::new(reply))
+    }
+
+    async fn run_dataflow(
+        &self,
+        request: Request<RunDataflowRequest>,
+    ) -> Result<Response<()>, Status> {
+        println!("Got a request: {:?}", request);
+        let req = request.into_inner();
+        let mut collections = COLLECTIONS.lock().unwrap();
+        
+        if !collections.contains_key(&req.input_collection_name) {
+            return Err(Status::not_found("Collection not found"));
+        }
+        let collection = collections.get_mut(&req.input_collection_name).unwrap();
+        run_dataflow_so(req.so_path, req.fn_name, collection);
+        let reply: () = ();
+
+        Ok(Response::new(reply))
+    }
+}
+
+#[tokio::main]
+async fn main() -> Result<(), Box<dyn std::error::Error>> {
+    let addr = "127.0.0.1:50051".parse()?;
+    let dataflow = MyDataflowService::default();
+
+    Server::builder()
+        .add_service(DataflowServiceServer::new(dataflow))
+        .serve(addr)
+        .await?;
+
+    Ok(())
+}
+
+fn run_dataflow_so(so_path: String, fn_name: String, collection: &mut Vec<u64>) {
+    // Load and use the shared library
+    unsafe {
+        let lib = Library::new(so_path).unwrap();
+        let function: Symbol<unsafe extern "C" fn(&mut Vec<u64>)> = lib.get(fn_name.as_bytes()).unwrap();
+
+        function(collection);
+        println!("Output: {:?}", collection);
+        
+        // Explicitly unload the library
+        std::mem::drop(lib);
+    }
+
+    println!("Shared library unloaded explicitly.");
+}
+
+pub async fn run_ie_function(
+    server_address: String,
+    function_name: String,
+    rows: Vec<String>,
+) -> Result<Vec<String>, Box<dyn std::error::Error>> {
+    // Create a gRPC client
+    let mut client = IeFunctionServiceClient::connect(server_address).await?;
+
+    // Create the request
+    let request = RunIeFunctionRequest {
+        function_name,
+        rows,
+    };
+
+    // Call the RunIEFunction RPC method
+    let response = client.run_ie_function(Request::new(request)).await?;
+
+    // Collect the streamed responses
+    let mut results = Vec::new();
+    let mut response_stream = response.into_inner();
+    
+    while let Some(response) = response_stream.message().await? {
+        results.push(response.row); // Extract the row from the response
+    }
+
+    Ok(results)
+}

From c09861809f5e68eb3f1ccde71fd1c3f358f4785e Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Wed, 2 Oct 2024 16:49:20 +0300
Subject: [PATCH 002/277] feat: python server

---
 .gitignore                              |   3 +
 proto/dataflow/v1/dataflow.proto        |   2 +-
 python/README.md                        |   5 +
 python/dataflow/v1/dataflow_pb2.py      |  59 ++++
 python/dataflow/v1/dataflow_pb2_grpc.py | 429 ++++++++++++++++++++++++
 python/main.py                          | 120 +++++++
 python/mypy.ini                         |   3 +
 python/requierments.txt                 |   8 +
 src/main.rs                             |   4 +-
 9 files changed, 630 insertions(+), 3 deletions(-)
 create mode 100644 python/README.md
 create mode 100644 python/dataflow/v1/dataflow_pb2.py
 create mode 100644 python/dataflow/v1/dataflow_pb2_grpc.py
 create mode 100644 python/main.py
 create mode 100644 python/mypy.ini
 create mode 100644 python/requierments.txt

diff --git a/.gitignore b/.gitignore
index 196e176..a4aa49c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -17,3 +17,6 @@ Cargo.lock
 # Added by cargo
 
 /target
+
+venv
+__pycache__
\ No newline at end of file
diff --git a/proto/dataflow/v1/dataflow.proto b/proto/dataflow/v1/dataflow.proto
index 2886ad9..302511b 100644
--- a/proto/dataflow/v1/dataflow.proto
+++ b/proto/dataflow/v1/dataflow.proto
@@ -10,7 +10,7 @@ service IEFunctionService {
 
 message RunIEFunctionRequest {
     string function_name = 1;
-    repeated string rows = 2;
+    string collection_name = 2;
 }
 
 message RunIEFunctionResponse {
diff --git a/python/README.md b/python/README.md
new file mode 100644
index 0000000..f55d6a0
--- /dev/null
+++ b/python/README.md
@@ -0,0 +1,5 @@
+# To generate protos:
+
+```bash
+python -m grpc_tools.protoc -I../proto --python_out=. --grpc_python_out=. ../proto/dataflow/v1/dataflow.proto
+```
\ No newline at end of file
diff --git a/python/dataflow/v1/dataflow_pb2.py b/python/dataflow/v1/dataflow_pb2.py
new file mode 100644
index 0000000..b82081b
--- /dev/null
+++ b/python/dataflow/v1/dataflow_pb2.py
@@ -0,0 +1,59 @@
+# -*- coding: utf-8 -*-
+# Generated by the protocol buffer compiler.  DO NOT EDIT!
+# NO CHECKED-IN PROTOBUF GENCODE
+# source: dataflow/v1/dataflow.proto
+# Protobuf Python Version: 5.27.2
+"""Generated protocol buffer code."""
+from google.protobuf import descriptor as _descriptor
+from google.protobuf import descriptor_pool as _descriptor_pool
+from google.protobuf import runtime_version as _runtime_version  # type: ignore
+from google.protobuf import symbol_database as _symbol_database
+from google.protobuf.internal import builder as _builder
+_runtime_version.ValidateProtobufRuntimeVersion(
+    _runtime_version.Domain.PUBLIC,
+    5,
+    27,
+    2,
+    '',
+    'dataflow/v1/dataflow.proto'
+)
+# @@protoc_insertion_point(imports)
+
+_sym_db = _symbol_database.Default()
+
+
+from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
+
+
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto\"F\n\x14RunIEFunctionRequest\x12\x15\n\rfunction_name\x18\x01 \x01(\t\x12\x17\n\x0f\x63ollection_name\x18\x02 \x01(\t\"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x01(\t\"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x01(\t\"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x01(\t\"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x01(\t\"?\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0e\n\x06schema\x18\x02 \x01(\t\"2\n\x16GetCollectionsResponse\x12\x18\n\x10\x63ollection_names\x18\x01 \x03(\t\"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"U\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\x12\x1d\n\x15input_collection_name\x18\x03 \x01(\t2m\n\x11IEFunctionService\x12X\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a\".dataflow.v1.RunIEFunctionResponse0\x01\x32\xa2\x04\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a\".dataflow.v1.GetCollectionResponse0\x01\x12\x46\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a\x16.google.protobuf.Emptyb\x06proto3')
+
+_globals = globals()
+_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
+_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'dataflow.v1.dataflow_pb2', _globals)
+if not _descriptor._USE_C_DESCRIPTORS:
+  DESCRIPTOR._loaded_options = None
+  _globals['_RUNIEFUNCTIONREQUEST']._serialized_start=72
+  _globals['_RUNIEFUNCTIONREQUEST']._serialized_end=142
+  _globals['_RUNIEFUNCTIONRESPONSE']._serialized_start=144
+  _globals['_RUNIEFUNCTIONRESPONSE']._serialized_end=180
+  _globals['_GETCOLLECTIONREQUEST']._serialized_start=182
+  _globals['_GETCOLLECTIONREQUEST']._serialized_end=229
+  _globals['_GETCOLLECTIONRESPONSE']._serialized_start=231
+  _globals['_GETCOLLECTIONRESPONSE']._serialized_end=267
+  _globals['_ADDROWREQUEST']._serialized_start=269
+  _globals['_ADDROWREQUEST']._serialized_end=322
+  _globals['_DELETEROWREQUEST']._serialized_start=324
+  _globals['_DELETEROWREQUEST']._serialized_end=380
+  _globals['_ADDCOLLECTIONREQUEST']._serialized_start=382
+  _globals['_ADDCOLLECTIONREQUEST']._serialized_end=445
+  _globals['_GETCOLLECTIONSRESPONSE']._serialized_start=447
+  _globals['_GETCOLLECTIONSRESPONSE']._serialized_end=497
+  _globals['_DELETECOLLECTIONREQUEST']._serialized_start=499
+  _globals['_DELETECOLLECTIONREQUEST']._serialized_end=549
+  _globals['_RUNDATAFLOWREQUEST']._serialized_start=551
+  _globals['_RUNDATAFLOWREQUEST']._serialized_end=636
+  _globals['_IEFUNCTIONSERVICE']._serialized_start=638
+  _globals['_IEFUNCTIONSERVICE']._serialized_end=747
+  _globals['_DATAFLOWSERVICE']._serialized_start=750
+  _globals['_DATAFLOWSERVICE']._serialized_end=1296
+# @@protoc_insertion_point(module_scope)
diff --git a/python/dataflow/v1/dataflow_pb2_grpc.py b/python/dataflow/v1/dataflow_pb2_grpc.py
new file mode 100644
index 0000000..1b766d8
--- /dev/null
+++ b/python/dataflow/v1/dataflow_pb2_grpc.py
@@ -0,0 +1,429 @@
+# Generated by the gRPC Python protocol compiler plugin. DO NOT EDIT!
+"""Client and server classes corresponding to protobuf-defined services."""
+import grpc
+import warnings
+
+from dataflow.v1 import dataflow_pb2 as dataflow_dot_v1_dot_dataflow__pb2
+from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
+
+GRPC_GENERATED_VERSION = '1.66.2'
+GRPC_VERSION = grpc.__version__
+_version_not_supported = False
+
+try:
+    from grpc._utilities import first_version_is_lower
+    _version_not_supported = first_version_is_lower(GRPC_VERSION, GRPC_GENERATED_VERSION)
+except ImportError:
+    _version_not_supported = True
+
+if _version_not_supported:
+    raise RuntimeError(
+        f'The grpc package installed is at version {GRPC_VERSION},'
+        + f' but the generated code in dataflow/v1/dataflow_pb2_grpc.py depends on'
+        + f' grpcio>={GRPC_GENERATED_VERSION}.'
+        + f' Please upgrade your grpc module to grpcio>={GRPC_GENERATED_VERSION}'
+        + f' or downgrade your generated code using grpcio-tools<={GRPC_VERSION}.'
+    )
+
+
+class IEFunctionServiceStub(object):
+    """Missing associated documentation comment in .proto file."""
+
+    def __init__(self, channel):
+        """Constructor.
+
+        Args:
+            channel: A grpc.Channel.
+        """
+        self.RunIEFunction = channel.unary_stream(
+                '/dataflow.v1.IEFunctionService/RunIEFunction',
+                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionRequest.SerializeToString,
+                response_deserializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionResponse.FromString,
+                _registered_method=True)
+
+
+class IEFunctionServiceServicer(object):
+    """Missing associated documentation comment in .proto file."""
+
+    def RunIEFunction(self, request, context):
+        """maybe stream
+        """
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
+
+
+def add_IEFunctionServiceServicer_to_server(servicer, server):
+    rpc_method_handlers = {
+            'RunIEFunction': grpc.unary_stream_rpc_method_handler(
+                    servicer.RunIEFunction,
+                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionRequest.FromString,
+                    response_serializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionResponse.SerializeToString,
+            ),
+    }
+    generic_handler = grpc.method_handlers_generic_handler(
+            'dataflow.v1.IEFunctionService', rpc_method_handlers)
+    server.add_generic_rpc_handlers((generic_handler,))
+    server.add_registered_method_handlers('dataflow.v1.IEFunctionService', rpc_method_handlers)
+
+
+ # This class is part of an EXPERIMENTAL API.
+class IEFunctionService(object):
+    """Missing associated documentation comment in .proto file."""
+
+    @staticmethod
+    def RunIEFunction(request,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
+        return grpc.experimental.unary_stream(
+            request,
+            target,
+            '/dataflow.v1.IEFunctionService/RunIEFunction',
+            dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionRequest.SerializeToString,
+            dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionResponse.FromString,
+            options,
+            channel_credentials,
+            insecure,
+            call_credentials,
+            compression,
+            wait_for_ready,
+            timeout,
+            metadata,
+            _registered_method=True)
+
+
+class DataflowServiceStub(object):
+    """Missing associated documentation comment in .proto file."""
+
+    def __init__(self, channel):
+        """Constructor.
+
+        Args:
+            channel: A grpc.Channel.
+        """
+        self.AddRow = channel.unary_unary(
+                '/dataflow.v1.DataflowService/AddRow',
+                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.AddRowRequest.SerializeToString,
+                response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+                _registered_method=True)
+        self.DeleteRow = channel.unary_unary(
+                '/dataflow.v1.DataflowService/DeleteRow',
+                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.DeleteRowRequest.SerializeToString,
+                response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+                _registered_method=True)
+        self.AddCollection = channel.unary_unary(
+                '/dataflow.v1.DataflowService/AddCollection',
+                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.AddCollectionRequest.SerializeToString,
+                response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+                _registered_method=True)
+        self.DeleteCollection = channel.unary_unary(
+                '/dataflow.v1.DataflowService/DeleteCollection',
+                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.DeleteCollectionRequest.SerializeToString,
+                response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+                _registered_method=True)
+        self.GetCollections = channel.unary_unary(
+                '/dataflow.v1.DataflowService/GetCollections',
+                request_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+                response_deserializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionsResponse.FromString,
+                _registered_method=True)
+        self.GetCollection = channel.unary_stream(
+                '/dataflow.v1.DataflowService/GetCollection',
+                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionRequest.SerializeToString,
+                response_deserializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionResponse.FromString,
+                _registered_method=True)
+        self.RunDataflow = channel.unary_unary(
+                '/dataflow.v1.DataflowService/RunDataflow',
+                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.RunDataflowRequest.SerializeToString,
+                response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+                _registered_method=True)
+
+
+class DataflowServiceServicer(object):
+    """Missing associated documentation comment in .proto file."""
+
+    def AddRow(self, request, context):
+        """Missing associated documentation comment in .proto file."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
+
+    def DeleteRow(self, request, context):
+        """Missing associated documentation comment in .proto file."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
+
+    def AddCollection(self, request, context):
+        """Missing associated documentation comment in .proto file."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
+
+    def DeleteCollection(self, request, context):
+        """Missing associated documentation comment in .proto file."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
+
+    def GetCollections(self, request, context):
+        """Missing associated documentation comment in .proto file."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
+
+    def GetCollection(self, request, context):
+        """Missing associated documentation comment in .proto file."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
+
+    def RunDataflow(self, request, context):
+        """Missing associated documentation comment in .proto file."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
+
+
+def add_DataflowServiceServicer_to_server(servicer, server):
+    rpc_method_handlers = {
+            'AddRow': grpc.unary_unary_rpc_method_handler(
+                    servicer.AddRow,
+                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.AddRowRequest.FromString,
+                    response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+            ),
+            'DeleteRow': grpc.unary_unary_rpc_method_handler(
+                    servicer.DeleteRow,
+                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.DeleteRowRequest.FromString,
+                    response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+            ),
+            'AddCollection': grpc.unary_unary_rpc_method_handler(
+                    servicer.AddCollection,
+                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.AddCollectionRequest.FromString,
+                    response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+            ),
+            'DeleteCollection': grpc.unary_unary_rpc_method_handler(
+                    servicer.DeleteCollection,
+                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.DeleteCollectionRequest.FromString,
+                    response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+            ),
+            'GetCollections': grpc.unary_unary_rpc_method_handler(
+                    servicer.GetCollections,
+                    request_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+                    response_serializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionsResponse.SerializeToString,
+            ),
+            'GetCollection': grpc.unary_stream_rpc_method_handler(
+                    servicer.GetCollection,
+                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionRequest.FromString,
+                    response_serializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionResponse.SerializeToString,
+            ),
+            'RunDataflow': grpc.unary_unary_rpc_method_handler(
+                    servicer.RunDataflow,
+                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.RunDataflowRequest.FromString,
+                    response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+            ),
+    }
+    generic_handler = grpc.method_handlers_generic_handler(
+            'dataflow.v1.DataflowService', rpc_method_handlers)
+    server.add_generic_rpc_handlers((generic_handler,))
+    server.add_registered_method_handlers('dataflow.v1.DataflowService', rpc_method_handlers)
+
+
+ # This class is part of an EXPERIMENTAL API.
+class DataflowService(object):
+    """Missing associated documentation comment in .proto file."""
+
+    @staticmethod
+    def AddRow(request,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
+        return grpc.experimental.unary_unary(
+            request,
+            target,
+            '/dataflow.v1.DataflowService/AddRow',
+            dataflow_dot_v1_dot_dataflow__pb2.AddRowRequest.SerializeToString,
+            google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+            options,
+            channel_credentials,
+            insecure,
+            call_credentials,
+            compression,
+            wait_for_ready,
+            timeout,
+            metadata,
+            _registered_method=True)
+
+    @staticmethod
+    def DeleteRow(request,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
+        return grpc.experimental.unary_unary(
+            request,
+            target,
+            '/dataflow.v1.DataflowService/DeleteRow',
+            dataflow_dot_v1_dot_dataflow__pb2.DeleteRowRequest.SerializeToString,
+            google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+            options,
+            channel_credentials,
+            insecure,
+            call_credentials,
+            compression,
+            wait_for_ready,
+            timeout,
+            metadata,
+            _registered_method=True)
+
+    @staticmethod
+    def AddCollection(request,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
+        return grpc.experimental.unary_unary(
+            request,
+            target,
+            '/dataflow.v1.DataflowService/AddCollection',
+            dataflow_dot_v1_dot_dataflow__pb2.AddCollectionRequest.SerializeToString,
+            google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+            options,
+            channel_credentials,
+            insecure,
+            call_credentials,
+            compression,
+            wait_for_ready,
+            timeout,
+            metadata,
+            _registered_method=True)
+
+    @staticmethod
+    def DeleteCollection(request,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
+        return grpc.experimental.unary_unary(
+            request,
+            target,
+            '/dataflow.v1.DataflowService/DeleteCollection',
+            dataflow_dot_v1_dot_dataflow__pb2.DeleteCollectionRequest.SerializeToString,
+            google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+            options,
+            channel_credentials,
+            insecure,
+            call_credentials,
+            compression,
+            wait_for_ready,
+            timeout,
+            metadata,
+            _registered_method=True)
+
+    @staticmethod
+    def GetCollections(request,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
+        return grpc.experimental.unary_unary(
+            request,
+            target,
+            '/dataflow.v1.DataflowService/GetCollections',
+            google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+            dataflow_dot_v1_dot_dataflow__pb2.GetCollectionsResponse.FromString,
+            options,
+            channel_credentials,
+            insecure,
+            call_credentials,
+            compression,
+            wait_for_ready,
+            timeout,
+            metadata,
+            _registered_method=True)
+
+    @staticmethod
+    def GetCollection(request,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
+        return grpc.experimental.unary_stream(
+            request,
+            target,
+            '/dataflow.v1.DataflowService/GetCollection',
+            dataflow_dot_v1_dot_dataflow__pb2.GetCollectionRequest.SerializeToString,
+            dataflow_dot_v1_dot_dataflow__pb2.GetCollectionResponse.FromString,
+            options,
+            channel_credentials,
+            insecure,
+            call_credentials,
+            compression,
+            wait_for_ready,
+            timeout,
+            metadata,
+            _registered_method=True)
+
+    @staticmethod
+    def RunDataflow(request,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
+        return grpc.experimental.unary_unary(
+            request,
+            target,
+            '/dataflow.v1.DataflowService/RunDataflow',
+            dataflow_dot_v1_dot_dataflow__pb2.RunDataflowRequest.SerializeToString,
+            google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+            options,
+            channel_credentials,
+            insecure,
+            call_credentials,
+            compression,
+            wait_for_ready,
+            timeout,
+            metadata,
+            _registered_method=True)
diff --git a/python/main.py b/python/main.py
new file mode 100644
index 0000000..0af6b11
--- /dev/null
+++ b/python/main.py
@@ -0,0 +1,120 @@
+import asyncio
+import inspect
+from dataclasses import dataclass
+from typing import AsyncGenerator, Generator
+
+import grpc
+
+from dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc
+
+_IE_FUNCTIONS = {}
+
+
+@dataclass
+class Config:
+    LISTEN_PORT: int = 50052
+    LISTEN_IP: str = "localhost"
+    LISTEN_ADDRESS: str = f"{LISTEN_IP}:{LISTEN_PORT}"
+    DATAFLOW_PORT: int = 50051
+    DATAFLOW_IP: str = "localhost"
+    DATAFLOW_ADDRESS: str = f"{DATAFLOW_IP}:{DATAFLOW_PORT}"
+
+
+def register_function(func):
+    signature = inspect.signature(func)
+    parameters = signature.parameters
+    # Check for mandatory arguments
+    mandatory_count = sum(
+        1
+        for p in parameters.values()
+        if p.default == inspect.Parameter.empty
+        and p.kind
+        not in (inspect.Parameter.VAR_KEYWORD, inspect.Parameter.VAR_POSITIONAL)
+    )
+
+    if mandatory_count > 1 or len(parameters) == 0:
+        raise ValueError(
+            f"{func.__name__} must have at least one argument. and at most one not default argument"
+        )
+
+    # Register the function in the global dictionary
+    _IE_FUNCTIONS[func.__name__] = func
+    return func
+
+
+@register_function
+async def async_greet(rows: AsyncGenerator[str, None]) -> AsyncGenerator[str, None]:
+    async for row in rows:
+        yield f"Hello, World! {row}"
+
+
+@register_function
+def sync_greet(rows: Generator[str, None, None]) -> Generator[str, None, None]:
+    for row in rows:
+        yield f"Hello, World! {row}"
+
+
+class IEFunctionService(dataflow_pb2_grpc.IEFunctionServiceServicer):
+    async def RunIEFunction(
+        self, request: dataflow_pb2.RunIEFunctionRequest, context  # type: ignore
+    ) -> AsyncGenerator[dataflow_pb2.RunIEFunctionResponse, None]:  # type: ignore
+        # Here you would implement your logic for running the IE function
+        collection_name = request.collection_name
+        function_name = request.function_name
+        func = _IE_FUNCTIONS.get(function_name)
+        if func is None:
+            context.set_details("IE Function not found.")
+            context.set_code(grpc.StatusCode.NOT_FOUND)
+            return  # Return early after setting the error
+        if inspect.isasyncgenfunction(func):
+            async for row in func(get_collection_async(collection_name)):
+                yield dataflow_pb2.RunIEFunctionResponse(row=row)  # type: ignore
+
+        else:
+            for row in func(get_collection_sync(collection_name)):
+                yield dataflow_pb2.RunIEFunctionResponse(row=row)  # type: ignore
+
+
+def get_collection_sync(collection_name):
+    with grpc.insecure_channel(Config.DATAFLOW_ADDRESS) as channel:
+        # Create a stub (client)
+        stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
+
+        # Prepare the request
+        request = dataflow_pb2.GetCollectionRequest(collection_name=collection_name)  # type: ignore
+
+        # Call the GetCollection method and receive a stream of responses
+        response_iterator = stub.GetCollection(request)
+
+        for response in response_iterator:
+            yield response.row
+
+
+async def get_collection_async(collection_name):
+    async with grpc.aio.insecure_channel(Config.DATAFLOW_ADDRESS) as channel:
+        # Create a stub (client)
+        stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
+
+        # Prepare the request
+        request = dataflow_pb2.GetCollectionRequest(collection_name=collection_name)  # type: ignore
+
+        # Call the GetCollection method and receive a stream of responses
+        response_iterator = stub.GetCollection(request)
+
+        async for response in response_iterator:
+            yield response.row
+
+
+async def serve() -> None:
+    server = grpc.aio.server()
+    dataflow_pb2_grpc.add_IEFunctionServiceServicer_to_server(
+        IEFunctionService(), server
+    )
+
+    server.add_insecure_port(Config.LISTEN_ADDRESS)
+    await server.start()
+    await server.wait_for_termination()  # Keep the server running
+
+
+if __name__ == "__main__":
+    asyncio.run(serve())
diff --git a/python/mypy.ini b/python/mypy.ini
new file mode 100644
index 0000000..35f9bb4
--- /dev/null
+++ b/python/mypy.ini
@@ -0,0 +1,3 @@
+[mypy]
+ignore_missing_imports = True
+files = main.py
diff --git a/python/requierments.txt b/python/requierments.txt
new file mode 100644
index 0000000..50d1b6c
--- /dev/null
+++ b/python/requierments.txt
@@ -0,0 +1,8 @@
+grpcio~=1.66.0
+grpcio-tools~=1.66.0
+aiohttp~=3.10.0
+mypy~=1.11.0
+ruff~=0.6.0
+types-protobuf
+black
+isort
\ No newline at end of file
diff --git a/src/main.rs b/src/main.rs
index d4b4ced..aeeb5ff 100644
--- a/src/main.rs
+++ b/src/main.rs
@@ -198,7 +198,7 @@ fn run_dataflow_so(so_path: String, fn_name: String, collection: &mut Vec<u64>)
 pub async fn run_ie_function(
     server_address: String,
     function_name: String,
-    rows: Vec<String>,
+    collection_name: String,
 ) -> Result<Vec<String>, Box<dyn std::error::Error>> {
     // Create a gRPC client
     let mut client = IeFunctionServiceClient::connect(server_address).await?;
@@ -206,7 +206,7 @@ pub async fn run_ie_function(
     // Create the request
     let request = RunIeFunctionRequest {
         function_name,
-        rows,
+        collection_name,
     };
 
     // Call the RunIEFunction RPC method

From 7c5e59902971859c37573e1b7ab71b064b670ba3 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 3 Oct 2024 00:43:15 +0300
Subject: [PATCH 003/277] WIP

---
 .gitignore                           |  3 +-
 python/main.py                       | 68 +++++++++++++++++++++-
 python/requierments.txt              |  1 +
 python/templates/Cargo.toml.jinja2   | 15 +++++
 python/templates/rust_test.rs.jinja2 | 14 +++++
 src/main.rs                          | 87 ++++++++++++++++++++++------
 6 files changed, 168 insertions(+), 20 deletions(-)
 create mode 100644 python/templates/Cargo.toml.jinja2
 create mode 100644 python/templates/rust_test.rs.jinja2

diff --git a/.gitignore b/.gitignore
index a4aa49c..0cb80d4 100644
--- a/.gitignore
+++ b/.gitignore
@@ -19,4 +19,5 @@ Cargo.lock
 /target
 
 venv
-__pycache__
\ No newline at end of file
+__pycache__
+python/generated_rust
\ No newline at end of file
diff --git a/python/main.py b/python/main.py
index 0af6b11..e707776 100644
--- a/python/main.py
+++ b/python/main.py
@@ -1,6 +1,10 @@
 import asyncio
 import inspect
+import jinja2
+import subprocess
 from dataclasses import dataclass
+from pathlib import Path
+from datetime import datetime
 from typing import AsyncGenerator, Generator
 
 import grpc
@@ -18,6 +22,7 @@ class Config:
     DATAFLOW_PORT: int = 50051
     DATAFLOW_IP: str = "localhost"
     DATAFLOW_ADDRESS: str = f"{DATAFLOW_IP}:{DATAFLOW_PORT}"
+    GENERATED_RUST_PROJECT_PATH: Path = Path("generated_rust")
 
 
 def register_function(func):
@@ -42,6 +47,7 @@ def register_function(func):
     return func
 
 
+## Example Functions Start ##
 @register_function
 async def async_greet(rows: AsyncGenerator[str, None]) -> AsyncGenerator[str, None]:
     async for row in rows:
@@ -52,7 +58,64 @@ async def async_greet(rows: AsyncGenerator[str, None]) -> AsyncGenerator[str, No
 def sync_greet(rows: Generator[str, None, None]) -> Generator[str, None, None]:
     for row in rows:
         yield f"Hello, World! {row}"
-
+## Example Functions End ##
+
+
+
+def create_cargo_toml(file_name: str, timestamp: str) -> None:
+    # Define project name and dependencies
+    dest_path = Config.GENERATED_RUST_PROJECT_PATH / file_name
+    dependencies = [
+        {"name": "timely", "version": "0.12.0"},  # Check for the latest version
+        {"name": "differential-dataflow", "version": "0.12.0"},
+    ]
+
+    # Load the Jinja2 template
+    template_loader = jinja2.FileSystemLoader(searchpath="./templates")
+    template_env = jinja2.Environment(loader=template_loader)
+    template = template_env.get_template("Cargo.toml.jinja2")
+
+    # Render the template with context
+    output_text = template.render(project_name="spannerflow", 
+                                  rust_file_name=f"{timestamp}.rs",
+                                  dependencies=dependencies)
+
+    # Write the output to Cargo.toml
+    with open(dest_path, "w") as f:
+        f.write(output_text)
+
+def create_rust_file(timestamp: str) -> None:
+    # Define project name and dependencies
+    dest_path = Config.GENERATED_RUST_PROJECT_PATH / "src" / f"{timestamp}.rs"
+    template_loader = jinja2.FileSystemLoader(searchpath="./templates")
+    template_env = jinja2.Environment(loader=template_loader)
+    template = template_env.get_template("rust_test.rs.jinja2")
+
+    # Render the template with context
+    output_text = template.render()
+
+    # Write the output to Cargo.toml
+    with open(dest_path, "w") as f:
+        f.write(output_text)
+    
+def build_so() -> None:
+    Config.GENERATED_RUST_PROJECT_PATH.joinpath("src").mkdir(parents=True, exist_ok=True)
+    timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
+    cargo_file_name = f"Cargo.toml"
+    create_cargo_toml(cargo_file_name, timestamp)
+    create_rust_file(timestamp)
+    command =  [
+            "cargo",
+            "build",
+            "--release",
+            "--manifest-path",
+            str(Config.GENERATED_RUST_PROJECT_PATH.joinpath(cargo_file_name).absolute()),
+        ]
+    print(command)
+    subprocess.run(
+       command,
+       cwd=str(Config.GENERATED_RUST_PROJECT_PATH),
+    )
 
 class IEFunctionService(dataflow_pb2_grpc.IEFunctionServiceServicer):
     async def RunIEFunction(
@@ -117,4 +180,5 @@ async def serve() -> None:
 
 
 if __name__ == "__main__":
-    asyncio.run(serve())
+    # asyncio.run(serve())
+    build_so()
diff --git a/python/requierments.txt b/python/requierments.txt
index 50d1b6c..68cf9f8 100644
--- a/python/requierments.txt
+++ b/python/requierments.txt
@@ -1,6 +1,7 @@
 grpcio~=1.66.0
 grpcio-tools~=1.66.0
 aiohttp~=3.10.0
+Jinja2~=3.1.0
 mypy~=1.11.0
 ruff~=0.6.0
 types-protobuf
diff --git a/python/templates/Cargo.toml.jinja2 b/python/templates/Cargo.toml.jinja2
new file mode 100644
index 0000000..ec06d88
--- /dev/null
+++ b/python/templates/Cargo.toml.jinja2
@@ -0,0 +1,15 @@
+[package]
+name = "{{ project_name }}"
+version = "0.1.0"
+edition = "2021"
+
+[lib]
+crate-type = ["cdylib"]
+path = "src/{{rust_file_name }}"
+
+[dependencies]
+{% for dependency in dependencies %}
+{{ dependency.name }} = "{{ dependency.version }}"
+{% endfor %}
+
+[workspace]
\ No newline at end of file
diff --git a/python/templates/rust_test.rs.jinja2 b/python/templates/rust_test.rs.jinja2
new file mode 100644
index 0000000..89efe46
--- /dev/null
+++ b/python/templates/rust_test.rs.jinja2
@@ -0,0 +1,14 @@
+extern crate timely;
+extern crate differential_dataflow;
+
+use differential_dataflow::input::InputSession;
+use differential_dataflow::operators::*;
+
+#[no_mangle]
+pub extern "C" fn foo(rows: &mut Vec<u64>){
+    for row in rows.iter_mut() {
+        *row *= 1000;
+    }
+    rows.push(42);
+    rows.push(43);
+}
\ No newline at end of file
diff --git a/src/main.rs b/src/main.rs
index aeeb5ff..d3353f0 100644
--- a/src/main.rs
+++ b/src/main.rs
@@ -36,8 +36,13 @@ impl DataflowService for MyDataflowService {
         println!("Got a request: {:?}", request);
         let req = request.into_inner();
 
-        let collections = COLLECTIONS.lock().unwrap();
-
+        let collections = match COLLECTIONS.lock() {
+            Ok(lock) => lock,
+            Err(poisoned) => {
+                eprintln!("Mutex was poisoned: {:?}", poisoned);
+                poisoned.into_inner() // This will give you access to the inner data.
+            }
+        };
         if let Some(vec) = collections.get(&req.collection_name) {
             // Create a vector of GetCollectionResponse
             let responses: Vec<Result<GetCollectionResponse, Status>> = vec.iter().cloned().map(|row| {
@@ -60,7 +65,13 @@ impl DataflowService for MyDataflowService {
         request: Request<()>,
     ) -> Result<Response<GetCollectionsResponse>, Status> {
         println!("Got a request: {:?}", request);
-        let collections = COLLECTIONS.lock().unwrap();
+        let collections = match COLLECTIONS.lock() {
+            Ok(lock) => lock,
+            Err(poisoned) => {
+                eprintln!("Mutex was poisoned: {:?}", poisoned);
+                poisoned.into_inner() // This will give you access to the inner data.
+            }
+        };
         let collection_names: Vec<String> = collections.keys().cloned().collect();
         let reply = GetCollectionsResponse {
             collection_names,
@@ -75,7 +86,13 @@ impl DataflowService for MyDataflowService {
     ) -> Result<Response<()>, Status> {
         println!("Got a request: {:?}", request);
         let req = request.into_inner();
-        let mut collections = COLLECTIONS.lock().unwrap();
+        let mut collections = match COLLECTIONS.lock() {
+            Ok(lock) => lock,
+            Err(poisoned) => {
+                eprintln!("Mutex was poisoned: {:?}", poisoned);
+                poisoned.into_inner() // This will give you access to the inner data.
+            }
+        };
 
         if !collections.contains_key(&req.collection_name) {
             return Err(Status::not_found("Collection not found"));
@@ -96,7 +113,13 @@ impl DataflowService for MyDataflowService {
         println!("Got a request: {:?}", request);
         let req = request.into_inner(); 
 
-        let mut collections = COLLECTIONS.lock().unwrap();
+        let mut collections = match COLLECTIONS.lock() {
+            Ok(lock) => lock,
+            Err(poisoned) => {
+                eprintln!("Mutex was poisoned: {:?}", poisoned);
+                poisoned.into_inner() // This will give you access to the inner data.
+            }
+        };
 
         if !collections.contains_key(&req.collection_name) {
             return Err(Status::not_found("Collection not found"));
@@ -120,7 +143,13 @@ impl DataflowService for MyDataflowService {
         let reply: () = ();
         let req = request.into_inner();
         
-        let mut collections = COLLECTIONS.lock().unwrap();
+        let mut collections = match COLLECTIONS.lock() {
+            Ok(lock) => lock,
+            Err(poisoned) => {
+                eprintln!("Mutex was poisoned: {:?}", poisoned);
+                poisoned.into_inner() // This will give you access to the inner data.
+            }
+        };
         if collections.contains_key(&req.collection_name) {
             return Err(Status::already_exists("Collection already exists"));
         }
@@ -136,7 +165,13 @@ impl DataflowService for MyDataflowService {
         println!("Got a request: {:?}", request);
         let req = request.into_inner();
         
-        let mut collections = COLLECTIONS.lock().unwrap();
+        let mut collections = match COLLECTIONS.lock() {
+            Ok(lock) => lock,
+            Err(poisoned) => {
+                eprintln!("Mutex was poisoned: {:?}", poisoned);
+                poisoned.into_inner() // This will give you access to the inner data.
+            }
+        };
         if !collections.contains_key(&req.collection_name) {
             return Err(Status::not_found("Collection not found"));
         }
@@ -153,13 +188,23 @@ impl DataflowService for MyDataflowService {
     ) -> Result<Response<()>, Status> {
         println!("Got a request: {:?}", request);
         let req = request.into_inner();
-        let mut collections = COLLECTIONS.lock().unwrap();
-        
+        let mut collections = match COLLECTIONS.lock() {
+            Ok(lock) => lock,
+            Err(poisoned) => {
+                eprintln!("Mutex was poisoned: {:?}", poisoned);
+                poisoned.into_inner() // This will give you access to the inner data.
+            }
+        };
+
         if !collections.contains_key(&req.input_collection_name) {
             return Err(Status::not_found("Collection not found"));
         }
         let collection = collections.get_mut(&req.input_collection_name).unwrap();
-        run_dataflow_so(req.so_path, req.fn_name, collection);
+        let result = run_dataflow_so(req.so_path, req.fn_name, collection);
+        if let Err(status) = result {
+            return Err(status); // Propagate the error back to the caller
+        }
+
         let reply: () = ();
 
         Ok(Response::new(reply))
@@ -179,20 +224,28 @@ async fn main() -> Result<(), Box<dyn std::error::Error>> {
     Ok(())
 }
 
-fn run_dataflow_so(so_path: String, fn_name: String, collection: &mut Vec<u64>) {
+fn run_dataflow_so(so_path: String, fn_name: String, collection: &mut Vec<u64>) -> Result<(), Status> {
     // Load and use the shared library
     unsafe {
-        let lib = Library::new(so_path).unwrap();
-        let function: Symbol<unsafe extern "C" fn(&mut Vec<u64>)> = lib.get(fn_name.as_bytes()).unwrap();
-
-        function(collection);
-        println!("Output: {:?}", collection);
+        let lib = Library::new(&so_path).map_err(|e| {
+            eprintln!("Failed to load library from path {}: {:?}", so_path, e);
+            Status::not_found("Failed to load shared library")
+        })?;
+
+        let function: Symbol<unsafe extern "C" fn(&mut Vec<u64>)> = lib.get(fn_name.as_bytes()).map_err(|e| {
+            eprintln!("Failed to get function {}: {:?}", fn_name, e);
+            Status::not_found("Failed to get function from library")
+        })?;
         
-        // Explicitly unload the library
+        function(collection);
         std::mem::drop(lib);
     }
+    println!("Output: {:?}", collection);
+    
+    // Explicitly unload the library
 
     println!("Shared library unloaded explicitly.");
+    Ok(())
 }
 
 pub async fn run_ie_function(

From c66fc7269fc0c6b6c21ceb675b4d7fb70e599c7d Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 3 Oct 2024 16:02:01 +0300
Subject: [PATCH 004/277] feat: csv load and save

---
 Cargo.toml                         |  2 +-
 proto/buf.yaml                     |  6 +++
 proto/dataflow/v1/dataflow.proto   | 12 +++++
 python/main.py                     |  3 +-
 python/templates/Cargo.toml.jinja2 |  2 +-
 src/main.rs                        | 80 ++++++++++++++++++++++++++++++
 6 files changed, 101 insertions(+), 4 deletions(-)
 create mode 100644 proto/buf.yaml

diff --git a/Cargo.toml b/Cargo.toml
index 2c94d45..0c898b5 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -11,7 +11,7 @@ prost-types = "0.13.3"
 tokio = { version = "1.40.0", features = ["macros", "rt-multi-thread"] }
 tokio-stream = "0.1"
 lazy_static = "1.5.0"
-
+csv = "1.3.0"
 
 
 [build-dependencies]
diff --git a/proto/buf.yaml b/proto/buf.yaml
new file mode 100644
index 0000000..df23aef
--- /dev/null
+++ b/proto/buf.yaml
@@ -0,0 +1,6 @@
+version: v2
+lint:
+  use:
+    - BASIC
+  rpc_allow_google_protobuf_empty_requests: true
+  rpc_allow_google_protobuf_empty_responses: true
diff --git a/proto/dataflow/v1/dataflow.proto b/proto/dataflow/v1/dataflow.proto
index 302511b..77e69ac 100644
--- a/proto/dataflow/v1/dataflow.proto
+++ b/proto/dataflow/v1/dataflow.proto
@@ -25,6 +25,18 @@ service DataflowService {
     rpc GetCollections (google.protobuf.Empty) returns (GetCollectionsResponse);
     rpc GetCollection (GetCollectionRequest) returns (stream GetCollectionResponse);
     rpc RunDataflow (RunDataflowRequest) returns (google.protobuf.Empty);
+    rpc LoadFromCSV (LoadFromCSVRequest) returns (google.protobuf.Empty);
+    rpc SaveToCSV (SaveToCSVRequest) returns (google.protobuf.Empty);
+}
+
+message LoadFromCSVRequest {
+    string collection_name = 1;
+    string file_path = 2;
+}
+
+message SaveToCSVRequest {
+    string collection_name = 1;
+    string file_path = 2;
 }
 
 message GetCollectionRequest {
diff --git a/python/main.py b/python/main.py
index e707776..e29ef48 100644
--- a/python/main.py
+++ b/python/main.py
@@ -121,7 +121,6 @@ class IEFunctionService(dataflow_pb2_grpc.IEFunctionServiceServicer):
     async def RunIEFunction(
         self, request: dataflow_pb2.RunIEFunctionRequest, context  # type: ignore
     ) -> AsyncGenerator[dataflow_pb2.RunIEFunctionResponse, None]:  # type: ignore
-        # Here you would implement your logic for running the IE function
         collection_name = request.collection_name
         function_name = request.function_name
         func = _IE_FUNCTIONS.get(function_name)
@@ -180,5 +179,5 @@ async def serve() -> None:
 
 
 if __name__ == "__main__":
-    # asyncio.run(serve())
     build_so()
+    asyncio.run(serve())
diff --git a/python/templates/Cargo.toml.jinja2 b/python/templates/Cargo.toml.jinja2
index ec06d88..0b65454 100644
--- a/python/templates/Cargo.toml.jinja2
+++ b/python/templates/Cargo.toml.jinja2
@@ -5,7 +5,7 @@ edition = "2021"
 
 [lib]
 crate-type = ["cdylib"]
-path = "src/{{rust_file_name }}"
+path = "src/{{ rust_file_name }}"
 
 [dependencies]
 {% for dependency in dependencies %}
diff --git a/src/main.rs b/src/main.rs
index d3353f0..629af74 100644
--- a/src/main.rs
+++ b/src/main.rs
@@ -1,5 +1,6 @@
 use std::collections::HashMap;
 use std::sync::Mutex;
+use csv;
 
 
 use libloading::{Library, Symbol};
@@ -29,6 +30,85 @@ impl DataflowService for MyDataflowService {
     
     type GetCollectionStream = tokio_stream::Iter<std::vec::IntoIter<Result<GetCollectionResponse, tonic::Status>>>;
 
+    async fn save_to_csv(
+        &self,
+        request: Request<SaveToCsvRequest>,
+    ) -> Result<Response<()>, Status> {
+        println!("Got a request: {:?}", request);
+        let req = request.into_inner();
+        let collections = match COLLECTIONS.lock() {
+            Ok(lock) => lock,
+            Err(poisoned) => {
+                eprintln!("Mutex was poisoned: {:?}", poisoned);
+                poisoned.into_inner() // This will give you access to the inner data.
+            }
+        };
+        if let Some(vec) = collections.get(&req.collection_name) {
+            let mut wtr = csv::Writer::from_path(req.file_path).map_err(|e| {
+                eprintln!("Failed to create CSV writer: {:?}", e);
+                Status::internal("Failed to create CSV writer")
+            })?;
+            // TODO: write real header
+            wtr.write_record(&["field"]).map_err(|e| {
+                eprintln!("Failed to write field to CSV: {:?}", e);
+                Status::internal("Failed to write field to CSV")
+            })?;
+            for row in vec {
+                wtr.write_record(&[row.to_string()]).map_err(|e| {
+                    eprintln!("Failed to write record to CSV: {:?}", e);
+                    Status::internal("Failed to write record to CSV")
+                })?;
+            }
+            wtr.flush().map_err(|e| {
+                eprintln!("Failed to flush CSV writer: {:?}", e);
+                Status::internal("Failed to flush CSV writer")
+            })?;
+        } else {
+            return Err(Status::not_found("Collection not found"));
+        }
+
+        let reply: () = ();
+        Ok(Response::new(reply))
+    }
+
+    async fn load_from_csv(
+        &self,
+        request: Request<LoadFromCsvRequest>,
+    ) -> Result<Response<()>, Status> {
+        println!("Got a request: {:?}", request);
+        let req = request.into_inner();
+        let mut collections = match COLLECTIONS.lock() {
+            Ok(lock) => lock,
+            Err(poisoned) => {
+                eprintln!("Mutex was poisoned: {:?}", poisoned);
+                poisoned.into_inner() // This will give you access to the inner data.
+            }
+        };
+        if collections.contains_key(&req.collection_name) {
+            return Err(Status::already_exists("Collection already exists"));
+        }
+        let mut rdr = csv::Reader::from_path(req.file_path).map_err(|e| {
+            eprintln!("Failed to create CSV reader: {:?}", e);
+            Status::internal("Failed to create CSV reader")
+        })?;
+        let mut vec = Vec::new();
+        for result in rdr.records() {
+            let record = result.map_err(|e| {
+                eprintln!("Failed to read record from CSV: {:?}", e);
+                Status::internal("Failed to read record from CSV")
+            })?;
+            let row: u64 = record[0].parse().map_err(|e| {
+                eprintln!("Failed to parse record from CSV: {:?}", e);
+                Status::internal("Failed to parse record from CSV")
+            })?;
+            vec.push(row);
+        }
+        collections.insert(req.collection_name, vec);
+
+        let reply: () = ();
+        Ok(Response::new(reply))
+    }   
+
     async fn get_collection(
         &self,
         request: Request<GetCollectionRequest>,

From ad0c6d6e14b4eeb2b859b1a0b5adc814bc057376 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Fri, 4 Oct 2024 02:48:25 +0300
Subject: [PATCH 005/277] rows with multiple values

---
 proto/dataflow/v1/dataflow.proto        |  8 +--
 python/dataflow/v1/dataflow_pb2.py      | 48 +++++++-------
 python/dataflow/v1/dataflow_pb2_grpc.py | 86 +++++++++++++++++++++++++
 python/templates/rust_test.rs.jinja2    |  8 +--
 src/main.rs                             | 30 ++++-----
 5 files changed, 135 insertions(+), 45 deletions(-)

diff --git a/proto/dataflow/v1/dataflow.proto b/proto/dataflow/v1/dataflow.proto
index 77e69ac..3f1fc76 100644
--- a/proto/dataflow/v1/dataflow.proto
+++ b/proto/dataflow/v1/dataflow.proto
@@ -14,7 +14,7 @@ message RunIEFunctionRequest {
 }
 
 message RunIEFunctionResponse {
-    string row = 1;
+    repeated string row = 1;
 }
 
 service DataflowService {
@@ -44,17 +44,17 @@ message GetCollectionRequest {
 }
 
 message GetCollectionResponse {
-    string row = 1;
+    repeated string row = 1;
 }
 
 message AddRowRequest {
     string collection_name = 1;
-    string row = 2;
+    repeated string row = 2;
 }
 
 message DeleteRowRequest {
     string collection_name = 1;
-    string row = 2;
+    repeated string row = 2;
 }
 
 message AddCollectionRequest {   
diff --git a/python/dataflow/v1/dataflow_pb2.py b/python/dataflow/v1/dataflow_pb2.py
index b82081b..096ff2e 100644
--- a/python/dataflow/v1/dataflow_pb2.py
+++ b/python/dataflow/v1/dataflow_pb2.py
@@ -6,7 +6,7 @@
 """Generated protocol buffer code."""
 from google.protobuf import descriptor as _descriptor
 from google.protobuf import descriptor_pool as _descriptor_pool
-from google.protobuf import runtime_version as _runtime_version  # type: ignore
+from google.protobuf import runtime_version as _runtime_version
 from google.protobuf import symbol_database as _symbol_database
 from google.protobuf.internal import builder as _builder
 _runtime_version.ValidateProtobufRuntimeVersion(
@@ -25,7 +25,7 @@
 from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto\"F\n\x14RunIEFunctionRequest\x12\x15\n\rfunction_name\x18\x01 \x01(\t\x12\x17\n\x0f\x63ollection_name\x18\x02 \x01(\t\"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x01(\t\"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x01(\t\"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x01(\t\"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x01(\t\"?\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0e\n\x06schema\x18\x02 \x01(\t\"2\n\x16GetCollectionsResponse\x12\x18\n\x10\x63ollection_names\x18\x01 \x03(\t\"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"U\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\x12\x1d\n\x15input_collection_name\x18\x03 \x01(\t2m\n\x11IEFunctionService\x12X\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a\".dataflow.v1.RunIEFunctionResponse0\x01\x32\xa2\x04\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a\".dataflow.v1.GetCollectionResponse0\x01\x12\x46\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a\x16.google.protobuf.Emptyb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto\"F\n\x14RunIEFunctionRequest\x12\x15\n\rfunction_name\x18\x01 \x01(\t\x12\x17\n\x0f\x63ollection_name\x18\x02 \x01(\t\"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"@\n\x12LoadFromCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\">\n\x10SaveToCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"?\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0e\n\x06schema\x18\x02 \x01(\t\"2\n\x16GetCollectionsResponse\x12\x18\n\x10\x63ollection_names\x18\x01 \x03(\t\"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"U\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\x12\x1d\n\x15input_collection_name\x18\x03 \x01(\t2m\n\x11IEFunctionService\x12X\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a\".dataflow.v1.RunIEFunctionResponse0\x01\x32\xae\x05\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a\".dataflow.v1.GetCollectionResponse0\x01\x12\x46\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a\x16.google.protobuf.Empty\x12\x46\n\x0bLoadFromCSV\x12\x1f.dataflow.v1.LoadFromCSVRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tSaveToCSV\x12\x1d.dataflow.v1.SaveToCSVRequest\x1a\x16.google.protobuf.Emptyb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
@@ -36,24 +36,28 @@
   _globals['_RUNIEFUNCTIONREQUEST']._serialized_end=142
   _globals['_RUNIEFUNCTIONRESPONSE']._serialized_start=144
   _globals['_RUNIEFUNCTIONRESPONSE']._serialized_end=180
-  _globals['_GETCOLLECTIONREQUEST']._serialized_start=182
-  _globals['_GETCOLLECTIONREQUEST']._serialized_end=229
-  _globals['_GETCOLLECTIONRESPONSE']._serialized_start=231
-  _globals['_GETCOLLECTIONRESPONSE']._serialized_end=267
-  _globals['_ADDROWREQUEST']._serialized_start=269
-  _globals['_ADDROWREQUEST']._serialized_end=322
-  _globals['_DELETEROWREQUEST']._serialized_start=324
-  _globals['_DELETEROWREQUEST']._serialized_end=380
-  _globals['_ADDCOLLECTIONREQUEST']._serialized_start=382
-  _globals['_ADDCOLLECTIONREQUEST']._serialized_end=445
-  _globals['_GETCOLLECTIONSRESPONSE']._serialized_start=447
-  _globals['_GETCOLLECTIONSRESPONSE']._serialized_end=497
-  _globals['_DELETECOLLECTIONREQUEST']._serialized_start=499
-  _globals['_DELETECOLLECTIONREQUEST']._serialized_end=549
-  _globals['_RUNDATAFLOWREQUEST']._serialized_start=551
-  _globals['_RUNDATAFLOWREQUEST']._serialized_end=636
-  _globals['_IEFUNCTIONSERVICE']._serialized_start=638
-  _globals['_IEFUNCTIONSERVICE']._serialized_end=747
-  _globals['_DATAFLOWSERVICE']._serialized_start=750
-  _globals['_DATAFLOWSERVICE']._serialized_end=1296
+  _globals['_LOADFROMCSVREQUEST']._serialized_start=182
+  _globals['_LOADFROMCSVREQUEST']._serialized_end=246
+  _globals['_SAVETOCSVREQUEST']._serialized_start=248
+  _globals['_SAVETOCSVREQUEST']._serialized_end=310
+  _globals['_GETCOLLECTIONREQUEST']._serialized_start=312
+  _globals['_GETCOLLECTIONREQUEST']._serialized_end=359
+  _globals['_GETCOLLECTIONRESPONSE']._serialized_start=361
+  _globals['_GETCOLLECTIONRESPONSE']._serialized_end=397
+  _globals['_ADDROWREQUEST']._serialized_start=399
+  _globals['_ADDROWREQUEST']._serialized_end=452
+  _globals['_DELETEROWREQUEST']._serialized_start=454
+  _globals['_DELETEROWREQUEST']._serialized_end=510
+  _globals['_ADDCOLLECTIONREQUEST']._serialized_start=512
+  _globals['_ADDCOLLECTIONREQUEST']._serialized_end=575
+  _globals['_GETCOLLECTIONSRESPONSE']._serialized_start=577
+  _globals['_GETCOLLECTIONSRESPONSE']._serialized_end=627
+  _globals['_DELETECOLLECTIONREQUEST']._serialized_start=629
+  _globals['_DELETECOLLECTIONREQUEST']._serialized_end=679
+  _globals['_RUNDATAFLOWREQUEST']._serialized_start=681
+  _globals['_RUNDATAFLOWREQUEST']._serialized_end=766
+  _globals['_IEFUNCTIONSERVICE']._serialized_start=768
+  _globals['_IEFUNCTIONSERVICE']._serialized_end=877
+  _globals['_DATAFLOWSERVICE']._serialized_start=880
+  _globals['_DATAFLOWSERVICE']._serialized_end=1566
 # @@protoc_insertion_point(module_scope)
diff --git a/python/dataflow/v1/dataflow_pb2_grpc.py b/python/dataflow/v1/dataflow_pb2_grpc.py
index 1b766d8..31766c5 100644
--- a/python/dataflow/v1/dataflow_pb2_grpc.py
+++ b/python/dataflow/v1/dataflow_pb2_grpc.py
@@ -143,6 +143,16 @@ def __init__(self, channel):
                 request_serializer=dataflow_dot_v1_dot_dataflow__pb2.RunDataflowRequest.SerializeToString,
                 response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
                 _registered_method=True)
+        self.LoadFromCSV = channel.unary_unary(
+                '/dataflow.v1.DataflowService/LoadFromCSV',
+                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.LoadFromCSVRequest.SerializeToString,
+                response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+                _registered_method=True)
+        self.SaveToCSV = channel.unary_unary(
+                '/dataflow.v1.DataflowService/SaveToCSV',
+                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.SaveToCSVRequest.SerializeToString,
+                response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+                _registered_method=True)
 
 
 class DataflowServiceServicer(object):
@@ -190,6 +200,18 @@ def RunDataflow(self, request, context):
         context.set_details('Method not implemented!')
         raise NotImplementedError('Method not implemented!')
 
+    def LoadFromCSV(self, request, context):
+        """Missing associated documentation comment in .proto file."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
+
+    def SaveToCSV(self, request, context):
+        """Missing associated documentation comment in .proto file."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
+
 
 def add_DataflowServiceServicer_to_server(servicer, server):
     rpc_method_handlers = {
@@ -228,6 +250,16 @@ def add_DataflowServiceServicer_to_server(servicer, server):
                     request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.RunDataflowRequest.FromString,
                     response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
             ),
+            'LoadFromCSV': grpc.unary_unary_rpc_method_handler(
+                    servicer.LoadFromCSV,
+                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.LoadFromCSVRequest.FromString,
+                    response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+            ),
+            'SaveToCSV': grpc.unary_unary_rpc_method_handler(
+                    servicer.SaveToCSV,
+                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.SaveToCSVRequest.FromString,
+                    response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+            ),
     }
     generic_handler = grpc.method_handlers_generic_handler(
             'dataflow.v1.DataflowService', rpc_method_handlers)
@@ -427,3 +459,57 @@ def RunDataflow(request,
             timeout,
             metadata,
             _registered_method=True)
+
+    @staticmethod
+    def LoadFromCSV(request,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
+        return grpc.experimental.unary_unary(
+            request,
+            target,
+            '/dataflow.v1.DataflowService/LoadFromCSV',
+            dataflow_dot_v1_dot_dataflow__pb2.LoadFromCSVRequest.SerializeToString,
+            google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+            options,
+            channel_credentials,
+            insecure,
+            call_credentials,
+            compression,
+            wait_for_ready,
+            timeout,
+            metadata,
+            _registered_method=True)
+
+    @staticmethod
+    def SaveToCSV(request,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
+        return grpc.experimental.unary_unary(
+            request,
+            target,
+            '/dataflow.v1.DataflowService/SaveToCSV',
+            dataflow_dot_v1_dot_dataflow__pb2.SaveToCSVRequest.SerializeToString,
+            google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+            options,
+            channel_credentials,
+            insecure,
+            call_credentials,
+            compression,
+            wait_for_ready,
+            timeout,
+            metadata,
+            _registered_method=True)
diff --git a/python/templates/rust_test.rs.jinja2 b/python/templates/rust_test.rs.jinja2
index 89efe46..2498fd7 100644
--- a/python/templates/rust_test.rs.jinja2
+++ b/python/templates/rust_test.rs.jinja2
@@ -5,10 +5,10 @@ use differential_dataflow::input::InputSession;
 use differential_dataflow::operators::*;
 
 #[no_mangle]
-pub extern "C" fn foo(rows: &mut Vec<u64>){
+pub extern "C" fn foo(rows: &mut Vec<Vec<String>>){
     for row in rows.iter_mut() {
-        *row *= 1000;
+        row.insert(1, "Modified".to_string()) ;
     }
-    rows.push(42);
-    rows.push(43);
+    rows.push(vec!["42".to_string()]);
+    rows.push(vec!["43".to_string()]);
 }
\ No newline at end of file
diff --git a/src/main.rs b/src/main.rs
index 629af74..6c530d2 100644
--- a/src/main.rs
+++ b/src/main.rs
@@ -19,7 +19,7 @@ pub mod dataflow {
 
 lazy_static::lazy_static! {
     // TODO: use real data structure
-    static ref COLLECTIONS: Mutex<HashMap<String, Vec<u64>>> = Mutex::new(HashMap::new());
+    static ref COLLECTIONS: Mutex<HashMap<String, Vec<Vec<String>>>> = Mutex::new(HashMap::new());
 }
 
 #[derive(Debug, Default)]
@@ -49,12 +49,12 @@ impl DataflowService for MyDataflowService {
                 Status::internal("Failed to create CSV writer")
             })?;
             // TODO: write real header
-            wtr.write_record(&["field"]).map_err(|e| {
+            wtr.write_record(&["field1", "field2"]).map_err(|e| {
                 eprintln!("Failed to write field to CSV: {:?}", e);
                 Status::internal("Failed to write field to CSV")
             })?;
             for row in vec {
-                wtr.write_record(&[row.to_string()]).map_err(|e| {
+                wtr.write_record(row).map_err(|e| {
                     eprintln!("Failed to write record to CSV: {:?}", e);
                     Status::internal("Failed to write record to CSV")
                 })?;
@@ -97,10 +97,7 @@ impl DataflowService for MyDataflowService {
                 eprintln!("Failed to read record from CSV: {:?}", e);
                 Status::internal("Failed to read record from CSV")
             })?;
-            let row: u64 = record[0].parse().map_err(|e| {
-                eprintln!("Failed to parse record from CSV: {:?}", e);
-                Status::internal("Failed to parse record from CSV")
-            })?;
+            let row: Vec<String> = record.iter().map(|s| s.to_string()).collect();
             vec.push(row);
         }
         collections.insert(req.collection_name, vec);
@@ -126,7 +123,7 @@ impl DataflowService for MyDataflowService {
         if let Some(vec) = collections.get(&req.collection_name) {
             // Create a vector of GetCollectionResponse
             let responses: Vec<Result<GetCollectionResponse, Status>> = vec.iter().cloned().map(|row| {
-                Ok(GetCollectionResponse { row: row.to_string() }) // Wrap in Ok
+                Ok(GetCollectionResponse { row: row }) // Wrap in Ok
             }).collect();
 
             // Create a stream from the vector items
@@ -178,8 +175,7 @@ impl DataflowService for MyDataflowService {
             return Err(Status::not_found("Collection not found"));
         }
         if let Some(vec) = collections.get_mut(&req.collection_name) {
-            // TODO: insert real value
-            vec.push(vec.len() as u64);
+            vec.push(req.row);
         };
         let reply: () = ();
 
@@ -205,8 +201,12 @@ impl DataflowService for MyDataflowService {
             return Err(Status::not_found("Collection not found"));
         }
         if let Some(vec) = collections.get_mut(&req.collection_name) {
-            // TODO: remove real value
-            vec.pop();
+            if let Some(pos) = vec.iter().position(|x| *x == req.row) {
+                vec.remove(pos);
+            }
+            else {
+                return Err(Status::not_found("row not found"));
+            }
         }
 
         let reply: () = ();
@@ -304,7 +304,7 @@ async fn main() -> Result<(), Box<dyn std::error::Error>> {
     Ok(())
 }
 
-fn run_dataflow_so(so_path: String, fn_name: String, collection: &mut Vec<u64>) -> Result<(), Status> {
+fn run_dataflow_so(so_path: String, fn_name: String, collection: &mut Vec<Vec<String>>) -> Result<(), Status> {
     // Load and use the shared library
     unsafe {
         let lib = Library::new(&so_path).map_err(|e| {
@@ -312,7 +312,7 @@ fn run_dataflow_so(so_path: String, fn_name: String, collection: &mut Vec<u64>)
             Status::not_found("Failed to load shared library")
         })?;
 
-        let function: Symbol<unsafe extern "C" fn(&mut Vec<u64>)> = lib.get(fn_name.as_bytes()).map_err(|e| {
+        let function: Symbol<unsafe extern "C" fn(&mut Vec<Vec<String>>)> = lib.get(fn_name.as_bytes()).map_err(|e| {
             eprintln!("Failed to get function {}: {:?}", fn_name, e);
             Status::not_found("Failed to get function from library")
         })?;
@@ -332,7 +332,7 @@ pub async fn run_ie_function(
     server_address: String,
     function_name: String,
     collection_name: String,
-) -> Result<Vec<String>, Box<dyn std::error::Error>> {
+) -> Result<Vec<Vec<String>>, Box<dyn std::error::Error>> {
     // Create a gRPC client
     let mut client = IeFunctionServiceClient::connect(server_address).await?;
 

From 0169237926d794077e7b20fa1ca8f8515474c5c6 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Fri, 4 Oct 2024 04:12:00 +0300
Subject: [PATCH 006/277] feat: schemas

---
 proto/dataflow/v1/dataflow.proto     |  17 ++-
 python/dataflow/v1/dataflow_pb2.py   |  30 ++--
 python/main.py                       | 141 +++++++++++--------
 python/templates/Cargo.toml.jinja2   |   5 +
 python/templates/build.rs.jinja2     |   6 +
 python/templates/rust_test.rs.jinja2 |   9 +-
 src/main.rs                          | 201 +++++++++++++++++++++------
 7 files changed, 292 insertions(+), 117 deletions(-)
 create mode 100644 python/templates/build.rs.jinja2

diff --git a/proto/dataflow/v1/dataflow.proto b/proto/dataflow/v1/dataflow.proto
index 3f1fc76..bd97b34 100644
--- a/proto/dataflow/v1/dataflow.proto
+++ b/proto/dataflow/v1/dataflow.proto
@@ -57,13 +57,26 @@ message DeleteRowRequest {
     repeated string row = 2;
 }
 
+enum DataType {
+    DATA_TYPE_UNSPECIFIED = 0;
+    DATA_TYPE_STRING = 1;
+    DATA_TYPE_INT = 2;
+    DATA_TYPE_FLOAT = 3;
+    DATA_TYPE_BOOL = 4;
+}
+
 message AddCollectionRequest {   
     string collection_name = 1;
-    string schema = 2;
+    repeated DataType schema = 2;
+}
+
+message Collection {
+    string name = 1;
+    repeated DataType schema = 2;
 }
 
 message GetCollectionsResponse {
-    repeated string collection_names = 1;
+    repeated Collection collections = 3;
 }
 
 message DeleteCollectionRequest {
diff --git a/python/dataflow/v1/dataflow_pb2.py b/python/dataflow/v1/dataflow_pb2.py
index 096ff2e..8f8c2bb 100644
--- a/python/dataflow/v1/dataflow_pb2.py
+++ b/python/dataflow/v1/dataflow_pb2.py
@@ -6,7 +6,7 @@
 """Generated protocol buffer code."""
 from google.protobuf import descriptor as _descriptor
 from google.protobuf import descriptor_pool as _descriptor_pool
-from google.protobuf import runtime_version as _runtime_version
+from google.protobuf import runtime_version as _runtime_version  # type: ignore
 from google.protobuf import symbol_database as _symbol_database
 from google.protobuf.internal import builder as _builder
 _runtime_version.ValidateProtobufRuntimeVersion(
@@ -25,13 +25,15 @@
 from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto\"F\n\x14RunIEFunctionRequest\x12\x15\n\rfunction_name\x18\x01 \x01(\t\x12\x17\n\x0f\x63ollection_name\x18\x02 \x01(\t\"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"@\n\x12LoadFromCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\">\n\x10SaveToCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"?\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0e\n\x06schema\x18\x02 \x01(\t\"2\n\x16GetCollectionsResponse\x12\x18\n\x10\x63ollection_names\x18\x01 \x03(\t\"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"U\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\x12\x1d\n\x15input_collection_name\x18\x03 \x01(\t2m\n\x11IEFunctionService\x12X\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a\".dataflow.v1.RunIEFunctionResponse0\x01\x32\xae\x05\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a\".dataflow.v1.GetCollectionResponse0\x01\x12\x46\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a\x16.google.protobuf.Empty\x12\x46\n\x0bLoadFromCSV\x12\x1f.dataflow.v1.LoadFromCSVRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tSaveToCSV\x12\x1d.dataflow.v1.SaveToCSVRequest\x1a\x16.google.protobuf.Emptyb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto\"F\n\x14RunIEFunctionRequest\x12\x15\n\rfunction_name\x18\x01 \x01(\t\x12\x17\n\x0f\x63ollection_name\x18\x02 \x01(\t\"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"@\n\x12LoadFromCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\">\n\x10SaveToCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"V\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"A\n\nCollection\x12\x0c\n\x04name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"F\n\x16GetCollectionsResponse\x12,\n\x0b\x63ollections\x18\x03 \x03(\x0b\x32\x17.dataflow.v1.Collection\"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"U\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\x12\x1d\n\x15input_collection_name\x18\x03 \x01(\t*w\n\x08\x44\x61taType\x12\x19\n\x15\x44\x41TA_TYPE_UNSPECIFIED\x10\x00\x12\x14\n\x10\x44\x41TA_TYPE_STRING\x10\x01\x12\x11\n\rDATA_TYPE_INT\x10\x02\x12\x13\n\x0f\x44\x41TA_TYPE_FLOAT\x10\x03\x12\x12\n\x0e\x44\x41TA_TYPE_BOOL\x10\x04\x32m\n\x11IEFunctionService\x12X\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a\".dataflow.v1.RunIEFunctionResponse0\x01\x32\xae\x05\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a\".dataflow.v1.GetCollectionResponse0\x01\x12\x46\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a\x16.google.protobuf.Empty\x12\x46\n\x0bLoadFromCSV\x12\x1f.dataflow.v1.LoadFromCSVRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tSaveToCSV\x12\x1d.dataflow.v1.SaveToCSVRequest\x1a\x16.google.protobuf.Emptyb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
 _builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'dataflow.v1.dataflow_pb2', _globals)
 if not _descriptor._USE_C_DESCRIPTORS:
   DESCRIPTOR._loaded_options = None
+  _globals['_DATATYPE']._serialized_start=878
+  _globals['_DATATYPE']._serialized_end=997
   _globals['_RUNIEFUNCTIONREQUEST']._serialized_start=72
   _globals['_RUNIEFUNCTIONREQUEST']._serialized_end=142
   _globals['_RUNIEFUNCTIONRESPONSE']._serialized_start=144
@@ -49,15 +51,17 @@
   _globals['_DELETEROWREQUEST']._serialized_start=454
   _globals['_DELETEROWREQUEST']._serialized_end=510
   _globals['_ADDCOLLECTIONREQUEST']._serialized_start=512
-  _globals['_ADDCOLLECTIONREQUEST']._serialized_end=575
-  _globals['_GETCOLLECTIONSRESPONSE']._serialized_start=577
-  _globals['_GETCOLLECTIONSRESPONSE']._serialized_end=627
-  _globals['_DELETECOLLECTIONREQUEST']._serialized_start=629
-  _globals['_DELETECOLLECTIONREQUEST']._serialized_end=679
-  _globals['_RUNDATAFLOWREQUEST']._serialized_start=681
-  _globals['_RUNDATAFLOWREQUEST']._serialized_end=766
-  _globals['_IEFUNCTIONSERVICE']._serialized_start=768
-  _globals['_IEFUNCTIONSERVICE']._serialized_end=877
-  _globals['_DATAFLOWSERVICE']._serialized_start=880
-  _globals['_DATAFLOWSERVICE']._serialized_end=1566
+  _globals['_ADDCOLLECTIONREQUEST']._serialized_end=598
+  _globals['_COLLECTION']._serialized_start=600
+  _globals['_COLLECTION']._serialized_end=665
+  _globals['_GETCOLLECTIONSRESPONSE']._serialized_start=667
+  _globals['_GETCOLLECTIONSRESPONSE']._serialized_end=737
+  _globals['_DELETECOLLECTIONREQUEST']._serialized_start=739
+  _globals['_DELETECOLLECTIONREQUEST']._serialized_end=789
+  _globals['_RUNDATAFLOWREQUEST']._serialized_start=791
+  _globals['_RUNDATAFLOWREQUEST']._serialized_end=876
+  _globals['_IEFUNCTIONSERVICE']._serialized_start=999
+  _globals['_IEFUNCTIONSERVICE']._serialized_end=1108
+  _globals['_DATAFLOWSERVICE']._serialized_start=1111
+  _globals['_DATAFLOWSERVICE']._serialized_end=1797
 # @@protoc_insertion_point(module_scope)
diff --git a/python/main.py b/python/main.py
index e29ef48..43451ef 100644
--- a/python/main.py
+++ b/python/main.py
@@ -1,13 +1,13 @@
 import asyncio
 import inspect
-import jinja2
 import subprocess
-from dataclasses import dataclass
-from pathlib import Path
+from dataclasses import dataclass, field
 from datetime import datetime
-from typing import AsyncGenerator, Generator
+from pathlib import Path
+from typing import AsyncGenerator, Generator, Iterable
 
 import grpc
+import jinja2
 
 from dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc
 
@@ -23,12 +23,34 @@ class Config:
     DATAFLOW_IP: str = "localhost"
     DATAFLOW_ADDRESS: str = f"{DATAFLOW_IP}:{DATAFLOW_PORT}"
     GENERATED_RUST_PROJECT_PATH: Path = Path("generated_rust")
+    TEMPLATES_PATH: Path = Path("templates")
+    CARGO_TOML_TEMPLATE_NAME: str = "Cargo.toml.jinja2"
+    RUST_FILE_TEMPLATE_NAME: str = "rust_test.rs.jinja2"
+    RUST_BUILD_TEMPLATE_NAME: str = "build.rs.jinja2"
+    RUST_PROJECT_NAME: str = "spannerflow"
+    RUST_DEPENDENCIES: list[dict[str, str]] = field(
+        default_factory=lambda: [
+            {"name": "timely", "version": "0.12.0"},
+            {"name": "differential-dataflow", "version": "0.12.0"},
+            {"name": "prost", "version": "0.13.3"},
+            {"name": "prost-types", "version": "0.13.3"},
+        ]
+    )
+    RUST_BUILD_DEPEDENCIES: list[dict[str, str]] = field(
+        default_factory=lambda: [
+            {"name": "prost-build", "version": "0.13.3"},
+        ]
+    )
+    PROTO_DIR_PATH: Path = Path("../proto").absolute()
+    PROTO_FILE_PATH: Path = PROTO_DIR_PATH.joinpath("dataflow", "v1", "dataflow.proto")
+
+
+config = Config()
 
 
 def register_function(func):
     signature = inspect.signature(func)
     parameters = signature.parameters
-    # Check for mandatory arguments
     mandatory_count = sum(
         1
         for p in parameters.values()
@@ -42,81 +64,96 @@ def register_function(func):
             f"{func.__name__} must have at least one argument. and at most one not default argument"
         )
 
-    # Register the function in the global dictionary
     _IE_FUNCTIONS[func.__name__] = func
     return func
 
 
 ## Example Functions Start ##
 @register_function
-async def async_greet(rows: AsyncGenerator[str, None]) -> AsyncGenerator[str, None]:
+async def async_greet(
+    rows: AsyncGenerator[Iterable[str], None]
+) -> AsyncGenerator[list[str], None]:
     async for row in rows:
-        yield f"Hello, World! {row}"
+        yield list(row) + ["Hello, World!"]
 
 
 @register_function
-def sync_greet(rows: Generator[str, None, None]) -> Generator[str, None, None]:
+def sync_greet(
+    rows: Generator[Iterable[str], None, None]
+) -> Generator[list[str], None, None]:
     for row in rows:
-        yield f"Hello, World! {row}"
-## Example Functions End ##
+        yield list(row) + ["Hello, World!"]
 
 
+## Example Functions End ##
 
-def create_cargo_toml(file_name: str, timestamp: str) -> None:
-    # Define project name and dependencies
-    dest_path = Config.GENERATED_RUST_PROJECT_PATH / file_name
-    dependencies = [
-        {"name": "timely", "version": "0.12.0"},  # Check for the latest version
-        {"name": "differential-dataflow", "version": "0.12.0"},
-    ]
 
-    # Load the Jinja2 template
-    template_loader = jinja2.FileSystemLoader(searchpath="./templates")
+def create_cargo_toml(file_name: str, timestamp: str) -> None:
+    dest_path = config.GENERATED_RUST_PROJECT_PATH / file_name
+    template_loader = jinja2.FileSystemLoader(searchpath=config.TEMPLATES_PATH)
     template_env = jinja2.Environment(loader=template_loader)
-    template = template_env.get_template("Cargo.toml.jinja2")
+    template = template_env.get_template(config.CARGO_TOML_TEMPLATE_NAME)
 
-    # Render the template with context
-    output_text = template.render(project_name="spannerflow", 
-                                  rust_file_name=f"{timestamp}.rs",
-                                  dependencies=dependencies)
+    output_text = template.render(
+        project_name=config.RUST_PROJECT_NAME,
+        rust_file_name=f"{timestamp}.rs",
+        dependencies=config.RUST_DEPENDENCIES,
+        build_dependencies=config.RUST_BUILD_DEPEDENCIES,
+    )
 
-    # Write the output to Cargo.toml
     with open(dest_path, "w") as f:
         f.write(output_text)
 
+
 def create_rust_file(timestamp: str) -> None:
-    # Define project name and dependencies
-    dest_path = Config.GENERATED_RUST_PROJECT_PATH / "src" / f"{timestamp}.rs"
-    template_loader = jinja2.FileSystemLoader(searchpath="./templates")
+    dest_path = config.GENERATED_RUST_PROJECT_PATH / "src" / f"{timestamp}.rs"
+    template_loader = jinja2.FileSystemLoader(searchpath=config.TEMPLATES_PATH)
     template_env = jinja2.Environment(loader=template_loader)
-    template = template_env.get_template("rust_test.rs.jinja2")
+    template = template_env.get_template(config.RUST_FILE_TEMPLATE_NAME)
 
-    # Render the template with context
     output_text = template.render()
 
-    # Write the output to Cargo.toml
     with open(dest_path, "w") as f:
         f.write(output_text)
-    
+
+
+def create_rust_build_file(proto_dir_path: Path, proto_file_path: Path) -> None:
+    dest_path = config.GENERATED_RUST_PROJECT_PATH / "build.rs"
+    template_loader = jinja2.FileSystemLoader(searchpath=config.TEMPLATES_PATH)
+    template_env = jinja2.Environment(loader=template_loader)
+    template = template_env.get_template(config.RUST_BUILD_TEMPLATE_NAME)
+
+    output_text = template.render(
+        proto_dir_path=proto_dir_path, proto_file_path=proto_file_path
+    )
+
+    with open(dest_path, "w") as f:
+        f.write(output_text)
+
+
 def build_so() -> None:
-    Config.GENERATED_RUST_PROJECT_PATH.joinpath("src").mkdir(parents=True, exist_ok=True)
+    config.GENERATED_RUST_PROJECT_PATH.joinpath("src").mkdir(
+        parents=True, exist_ok=True
+    )
     timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
-    cargo_file_name = f"Cargo.toml"
+    cargo_file_name = "Cargo.toml"
     create_cargo_toml(cargo_file_name, timestamp)
     create_rust_file(timestamp)
-    command =  [
-            "cargo",
-            "build",
-            "--release",
-            "--manifest-path",
-            str(Config.GENERATED_RUST_PROJECT_PATH.joinpath(cargo_file_name).absolute()),
-        ]
+    create_rust_build_file(config.PROTO_DIR_PATH, config.PROTO_FILE_PATH)
+    command = [
+        "cargo",
+        "build",
+        "--release",
+        "--manifest-path",
+        str(config.GENERATED_RUST_PROJECT_PATH.joinpath(cargo_file_name).absolute()),
+    ]
     print(command)
     subprocess.run(
-       command,
-       cwd=str(Config.GENERATED_RUST_PROJECT_PATH),
+        command,
+        cwd=str(config.GENERATED_RUST_PROJECT_PATH),
     )
 
+
 class IEFunctionService(dataflow_pb2_grpc.IEFunctionServiceServicer):
     async def RunIEFunction(
         self, request: dataflow_pb2.RunIEFunctionRequest, context  # type: ignore
@@ -138,14 +175,9 @@ async def RunIEFunction(
 
 
 def get_collection_sync(collection_name):
-    with grpc.insecure_channel(Config.DATAFLOW_ADDRESS) as channel:
-        # Create a stub (client)
+    with grpc.insecure_channel(config.DATAFLOW_ADDRESS) as channel:
         stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
-
-        # Prepare the request
         request = dataflow_pb2.GetCollectionRequest(collection_name=collection_name)  # type: ignore
-
-        # Call the GetCollection method and receive a stream of responses
         response_iterator = stub.GetCollection(request)
 
         for response in response_iterator:
@@ -153,14 +185,9 @@ def get_collection_sync(collection_name):
 
 
 async def get_collection_async(collection_name):
-    async with grpc.aio.insecure_channel(Config.DATAFLOW_ADDRESS) as channel:
-        # Create a stub (client)
+    async with grpc.aio.insecure_channel(config.DATAFLOW_ADDRESS) as channel:
         stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
-
-        # Prepare the request
         request = dataflow_pb2.GetCollectionRequest(collection_name=collection_name)  # type: ignore
-
-        # Call the GetCollection method and receive a stream of responses
         response_iterator = stub.GetCollection(request)
 
         async for response in response_iterator:
@@ -173,7 +200,7 @@ async def serve() -> None:
         IEFunctionService(), server
     )
 
-    server.add_insecure_port(Config.LISTEN_ADDRESS)
+    server.add_insecure_port(config.LISTEN_ADDRESS)
     await server.start()
     await server.wait_for_termination()  # Keep the server running
 
diff --git a/python/templates/Cargo.toml.jinja2 b/python/templates/Cargo.toml.jinja2
index 0b65454..55b37c8 100644
--- a/python/templates/Cargo.toml.jinja2
+++ b/python/templates/Cargo.toml.jinja2
@@ -12,4 +12,9 @@ path = "src/{{ rust_file_name }}"
 {{ dependency.name }} = "{{ dependency.version }}"
 {% endfor %}
 
+[build-dependencies]
+{% for dependency in build_dependencies %}
+{{ dependency.name }} = "{{ dependency.version }}"
+{% endfor %}
+
 [workspace]
\ No newline at end of file
diff --git a/python/templates/build.rs.jinja2 b/python/templates/build.rs.jinja2
new file mode 100644
index 0000000..ae93d52
--- /dev/null
+++ b/python/templates/build.rs.jinja2
@@ -0,0 +1,6 @@
+fn main() {
+    prost_build::compile_protos(
+        &["{{ proto_file_path }}"],  // Path to your .proto files
+        &["{{ proto_dir_path }}"],                 // Include path for the .proto files
+    ).unwrap_or_else(|e| panic!("Failed to compile protos: {:?}", e));
+}
\ No newline at end of file
diff --git a/python/templates/rust_test.rs.jinja2 b/python/templates/rust_test.rs.jinja2
index 2498fd7..8e47524 100644
--- a/python/templates/rust_test.rs.jinja2
+++ b/python/templates/rust_test.rs.jinja2
@@ -3,9 +3,16 @@ extern crate differential_dataflow;
 
 use differential_dataflow::input::InputSession;
 use differential_dataflow::operators::*;
+use dataflow::{*};
+
+
+pub mod dataflow {
+    // Include the generated file directly
+    include!(concat!(env!("OUT_DIR"), "/dataflow.v1.rs"));
+}
 
 #[no_mangle]
-pub extern "C" fn foo(rows: &mut Vec<Vec<String>>){
+pub extern "C" fn foo(schema: &mut Vec<dataflow::DataType>, rows: &mut Vec<Vec<String>>){
     for row in rows.iter_mut() {
         row.insert(1, "Modified".to_string()) ;
     }
diff --git a/src/main.rs b/src/main.rs
index 6c530d2..de264a6 100644
--- a/src/main.rs
+++ b/src/main.rs
@@ -18,13 +18,48 @@ pub mod dataflow {
 }
 
 lazy_static::lazy_static! {
-    // TODO: use real data structure
     static ref COLLECTIONS: Mutex<HashMap<String, Vec<Vec<String>>>> = Mutex::new(HashMap::new());
+    static ref SCHEMAS: Mutex<HashMap<String, Vec<dataflow::DataType>>> = Mutex::new(HashMap::new());
 }
 
 #[derive(Debug, Default)]
 pub struct MyDataflowService {}
 
+fn validate_schema(schema: &Vec<dataflow::DataType>, row: &Vec<String>) -> bool {
+    if schema.len() != row.len() {
+        return false;
+    }
+    for (data_type, value) in schema.iter().zip(row.iter()) {
+        match data_type {
+            dataflow::DataType::Bool => {
+                if value.parse::<bool>().is_err() {
+                    return false;
+                }
+            }
+            dataflow::DataType::Float => {
+                if value.parse::<f64>().is_err() {
+                    return false;
+                }
+            }
+            dataflow::DataType::Int => {
+                if value.parse::<i64>().is_err() {
+                    return false;
+                }
+            }
+            dataflow::DataType::String => {
+                if value.parse::<String>().is_err() {
+                    return false;
+                }
+            }
+            dataflow::DataType::Unspecified => {
+                return false;
+            }
+        }
+    }
+    true
+}
+
+
 #[tonic::async_trait]
 impl DataflowService for MyDataflowService {
     
@@ -40,7 +75,7 @@ impl DataflowService for MyDataflowService {
             Ok(lock) => lock,
             Err(poisoned) => {
                 eprintln!("Mutex was poisoned: {:?}", poisoned);
-                poisoned.into_inner() // This will give you access to the inner data.
+                poisoned.into_inner()
             }
         };
         if let Some(vec) = collections.get(&req.collection_name) {
@@ -48,11 +83,17 @@ impl DataflowService for MyDataflowService {
                 eprintln!("Failed to create CSV writer: {:?}", e);
                 Status::internal("Failed to create CSV writer")
             })?;
-            // TODO: write real header
-            wtr.write_record(&["field1", "field2"]).map_err(|e| {
-                eprintln!("Failed to write field to CSV: {:?}", e);
-                Status::internal("Failed to write field to CSV")
-            })?;
+
+            if let Some(schema) = SCHEMAS.lock().unwrap().get(&req.collection_name) {
+                let mut csv_row = Vec::new();
+                for data_type in schema {
+                    csv_row.push(data_type.as_str_name());
+                }
+                wtr.write_record(csv_row).map_err(|e| {
+                    eprintln!("Failed to write schema to CSV: {:?}", e);
+                    Status::internal("Failed to write schema to CSV")
+                })?;
+            }
             for row in vec {
                 wtr.write_record(row).map_err(|e| {
                     eprintln!("Failed to write record to CSV: {:?}", e);
@@ -81,17 +122,45 @@ impl DataflowService for MyDataflowService {
             Ok(lock) => lock,
             Err(poisoned) => {
                 eprintln!("Mutex was poisoned: {:?}", poisoned);
-                poisoned.into_inner() // This will give you access to the inner data.
+                poisoned.into_inner()
             }
         };
-        if collections.contains_key(&req.collection_name) {
+        let mut schemas = match SCHEMAS.lock() {
+            Ok(lock) => lock,
+            Err(poisoned) => {
+                eprintln!("Mutex was poisoned: {:?}", poisoned);
+                return Err(Status::internal("Internal server error due to mutex poisoning"));
+            }
+        };
+        if collections.contains_key(&req.collection_name) || schemas.contains_key(&req.collection_name) {
             return Err(Status::already_exists("Collection already exists"));
         }
         let mut rdr = csv::Reader::from_path(req.file_path).map_err(|e| {
             eprintln!("Failed to create CSV reader: {:?}", e);
             Status::internal("Failed to create CSV reader")
         })?;
+        let mut schema = Vec::new();
+        match rdr.headers() {
+            Ok(header) => {
+                for field in header.iter() {
+                    // Assuming dataflow::DataType::from_str_name returns an Option or Result
+                    // Handle the unwrap safely if needed
+                    if let Some(data_type) = dataflow::DataType::from_str_name(field) {
+                        schema.push(data_type);
+                    } else {
+                        // Handle the case where from_str_name returns None
+                        eprintln!("Unknown data type in header: {}", field);
+                    }
+                }
+            }
+            Err(e) => {
+                eprintln!("Failed to read CSV headers: {}", e);
+                return Err(Status::internal("Failed to read CSV headers"));
+            }
+        }
+        schemas.insert(req.collection_name.clone(), schema);
         let mut vec = Vec::new();
+
         for result in rdr.records() {
             let record = result.map_err(|e| {
                 eprintln!("Failed to read record from CSV: {:?}", e);
@@ -117,19 +186,16 @@ impl DataflowService for MyDataflowService {
             Ok(lock) => lock,
             Err(poisoned) => {
                 eprintln!("Mutex was poisoned: {:?}", poisoned);
-                poisoned.into_inner() // This will give you access to the inner data.
+                poisoned.into_inner()
             }
         };
         if let Some(vec) = collections.get(&req.collection_name) {
-            // Create a vector of GetCollectionResponse
             let responses: Vec<Result<GetCollectionResponse, Status>> = vec.iter().cloned().map(|row| {
-                Ok(GetCollectionResponse { row: row }) // Wrap in Ok
+                Ok(GetCollectionResponse { row: row })
             }).collect();
 
-            // Create a stream from the vector items
             let stream = iter(responses);
 
-            // Return the stream in the response
             let response_stream = tonic::Response::new(stream);
             Ok(response_stream)
         } else {
@@ -142,18 +208,36 @@ impl DataflowService for MyDataflowService {
         request: Request<()>,
     ) -> Result<Response<GetCollectionsResponse>, Status> {
         println!("Got a request: {:?}", request);
+    
         let collections = match COLLECTIONS.lock() {
             Ok(lock) => lock,
             Err(poisoned) => {
                 eprintln!("Mutex was poisoned: {:?}", poisoned);
-                poisoned.into_inner() // This will give you access to the inner data.
+                return Err(Status::internal("Internal server error due to mutex poisoning"));
             }
         };
-        let collection_names: Vec<String> = collections.keys().cloned().collect();
+    
+        let mut response_collections: Vec<dataflow::Collection> = Vec::new();
+    
+        for (name, _schema) in collections.iter() {
+            let schema_types: Vec<i32> = SCHEMAS.lock()
+            .map(|s| s.get(name)
+                .map(|data_types| data_types.iter().map(|data_type| *data_type as i32).collect())
+                .unwrap_or_default())
+            .unwrap_or_default();
+            
+            let collection = dataflow::Collection {
+                name: name.clone(),
+                schema: schema_types,
+            };
+            
+            response_collections.push(collection);
+        }
+    
         let reply = GetCollectionsResponse {
-            collection_names,
+            collections: response_collections,
         };
-
+    
         Ok(Response::new(reply))
     }
 
@@ -167,13 +251,26 @@ impl DataflowService for MyDataflowService {
             Ok(lock) => lock,
             Err(poisoned) => {
                 eprintln!("Mutex was poisoned: {:?}", poisoned);
-                poisoned.into_inner() // This will give you access to the inner data.
+                poisoned.into_inner()
+            }
+        };
+        
+        let schema = match SCHEMAS.lock() {
+            Ok(lock) => lock,
+            Err(poisoned) => {
+                eprintln!("Mutex was poisoned: {:?}", poisoned);
+                poisoned.into_inner()
             }
         };
 
-        if !collections.contains_key(&req.collection_name) {
+        if !collections.contains_key(&req.collection_name) || !schema.contains_key(&req.collection_name) {
             return Err(Status::not_found("Collection not found"));
         }
+
+        if !validate_schema(schema.get(&req.collection_name).unwrap(), &req.row) {
+            return Err(Status::invalid_argument("Invalid row schema"));
+        }
+
         if let Some(vec) = collections.get_mut(&req.collection_name) {
             vec.push(req.row);
         };
@@ -193,7 +290,7 @@ impl DataflowService for MyDataflowService {
             Ok(lock) => lock,
             Err(poisoned) => {
                 eprintln!("Mutex was poisoned: {:?}", poisoned);
-                poisoned.into_inner() // This will give you access to the inner data.
+                poisoned.into_inner()
             }
         };
 
@@ -227,13 +324,22 @@ impl DataflowService for MyDataflowService {
             Ok(lock) => lock,
             Err(poisoned) => {
                 eprintln!("Mutex was poisoned: {:?}", poisoned);
-                poisoned.into_inner() // This will give you access to the inner data.
+                poisoned.into_inner()
+            }
+        };
+        let mut schemas = match SCHEMAS.lock() {
+            Ok(lock) => lock,
+            Err(poisoned) => {
+                eprintln!("Mutex was poisoned: {:?}", poisoned);
+                poisoned.into_inner()
             }
         };
-        if collections.contains_key(&req.collection_name) {
+        if collections.contains_key(&req.collection_name) || schemas.contains_key(&req.collection_name) {
             return Err(Status::already_exists("Collection already exists"));
         }
-        collections.insert(req.collection_name, vec![]);
+        
+        collections.insert(req.collection_name.clone(), vec![]);
+        schemas.insert(req.collection_name, req.schema.iter().map(|i| dataflow::DataType::try_from(*i).unwrap()).collect());
 
         Ok(Response::new(reply))
     }
@@ -249,13 +355,21 @@ impl DataflowService for MyDataflowService {
             Ok(lock) => lock,
             Err(poisoned) => {
                 eprintln!("Mutex was poisoned: {:?}", poisoned);
-                poisoned.into_inner() // This will give you access to the inner data.
+                poisoned.into_inner()
             }
         };
-        if !collections.contains_key(&req.collection_name) {
+        let mut schemas = match SCHEMAS.lock() {
+            Ok(lock) => lock,
+            Err(poisoned) => {
+                eprintln!("Mutex was poisoned: {:?}", poisoned);
+                poisoned.into_inner()
+            }
+        };
+        if !collections.contains_key(&req.collection_name) || !schemas.contains_key(&req.collection_name) {
             return Err(Status::not_found("Collection not found"));
         }
         collections.remove(req.collection_name.as_str());
+        schemas.remove(req.collection_name.as_str());
 
         let reply: () = ();
 
@@ -272,17 +386,26 @@ impl DataflowService for MyDataflowService {
             Ok(lock) => lock,
             Err(poisoned) => {
                 eprintln!("Mutex was poisoned: {:?}", poisoned);
-                poisoned.into_inner() // This will give you access to the inner data.
+                poisoned.into_inner()
+            }
+        };
+        
+        let mut schemas = match SCHEMAS.lock() {
+            Ok(lock) => lock,
+            Err(poisoned) => {
+                eprintln!("Mutex was poisoned: {:?}", poisoned);
+                poisoned.into_inner()
             }
         };
 
-        if !collections.contains_key(&req.input_collection_name) {
+        if !collections.contains_key(&req.input_collection_name) || !schemas.contains_key(&req.input_collection_name) {
             return Err(Status::not_found("Collection not found"));
         }
+        let schema = schemas.get_mut(&req.input_collection_name).unwrap();
         let collection = collections.get_mut(&req.input_collection_name).unwrap();
-        let result = run_dataflow_so(req.so_path, req.fn_name, collection);
+        let result = run_dataflow_so(req.so_path, req.fn_name, schema, collection);
         if let Err(status) = result {
-            return Err(status); // Propagate the error back to the caller
+            return Err(status);
         }
 
         let reply: () = ();
@@ -304,27 +427,21 @@ async fn main() -> Result<(), Box<dyn std::error::Error>> {
     Ok(())
 }
 
-fn run_dataflow_so(so_path: String, fn_name: String, collection: &mut Vec<Vec<String>>) -> Result<(), Status> {
-    // Load and use the shared library
+fn run_dataflow_so(so_path: String, fn_name: String, schema: &mut Vec<dataflow::DataType>, collection: &mut Vec<Vec<String>>) -> Result<(), Status> {
     unsafe {
         let lib = Library::new(&so_path).map_err(|e| {
             eprintln!("Failed to load library from path {}: {:?}", so_path, e);
             Status::not_found("Failed to load shared library")
         })?;
 
-        let function: Symbol<unsafe extern "C" fn(&mut Vec<Vec<String>>)> = lib.get(fn_name.as_bytes()).map_err(|e| {
+        let function: Symbol<unsafe extern "C" fn( &mut Vec<dataflow::DataType>, &mut Vec<Vec<String>>)> = lib.get(fn_name.as_bytes()).map_err(|e| {
             eprintln!("Failed to get function {}: {:?}", fn_name, e);
             Status::not_found("Failed to get function from library")
         })?;
         
-        function(collection);
+        function(schema, collection);
         std::mem::drop(lib);
     }
-    println!("Output: {:?}", collection);
-    
-    // Explicitly unload the library
-
-    println!("Shared library unloaded explicitly.");
     Ok(())
 }
 
@@ -333,24 +450,20 @@ pub async fn run_ie_function(
     function_name: String,
     collection_name: String,
 ) -> Result<Vec<Vec<String>>, Box<dyn std::error::Error>> {
-    // Create a gRPC client
     let mut client = IeFunctionServiceClient::connect(server_address).await?;
 
-    // Create the request
     let request = RunIeFunctionRequest {
         function_name,
         collection_name,
     };
 
-    // Call the RunIEFunction RPC method
     let response = client.run_ie_function(Request::new(request)).await?;
 
-    // Collect the streamed responses
     let mut results = Vec::new();
     let mut response_stream = response.into_inner();
     
     while let Some(response) = response_stream.message().await? {
-        results.push(response.row); // Extract the row from the response
+        results.push(response.row);
     }
 
     Ok(results)

From 713148b4757b71acc58c8da639bbc7c2b6a02b7b Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sat, 5 Oct 2024 02:41:11 +0300
Subject: [PATCH 007/277] feat: Dockerfile

---
 Dockerfile  | 22 ++++++++++++++++++++++
 src/main.rs |  4 +++-
 2 files changed, 25 insertions(+), 1 deletion(-)
 create mode 100644 Dockerfile

diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..f63d69e
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,22 @@
+FROM lukemathwalker/cargo-chef:latest-rust-alpine AS chef
+WORKDIR /app
+
+FROM chef AS planner
+COPY ./Cargo.toml ./Cargo.lock ./
+COPY ./src ./src
+RUN cargo chef prepare
+
+FROM chef AS builder
+COPY --from=planner /app/recipe.json .
+RUN cargo chef cook --release
+RUN apk update && apk add --no-cache make protobuf-dev
+COPY . .
+RUN cargo build --release
+RUN mv ./target/release/spannerflow ./app
+
+FROM scratch AS runtime
+WORKDIR /app
+COPY --from=builder /app/app /usr/local/bin/
+EXPOSE 50051
+ENV BIND_IP=0.0.0.0
+ENTRYPOINT ["/usr/local/bin/app"]
\ No newline at end of file
diff --git a/src/main.rs b/src/main.rs
index de264a6..8203c5b 100644
--- a/src/main.rs
+++ b/src/main.rs
@@ -1,4 +1,5 @@
 use std::collections::HashMap;
+use std::env;
 use std::sync::Mutex;
 use csv;
 
@@ -416,7 +417,8 @@ impl DataflowService for MyDataflowService {
 
 #[tokio::main]
 async fn main() -> Result<(), Box<dyn std::error::Error>> {
-    let addr = "127.0.0.1:50051".parse()?;
+    let bind_ip = env::var("BIND_IP").unwrap_or_else(|_| "127.0.0.1".to_string());
+    let addr = (bind_ip + ":50051").parse()?;
     let dataflow = MyDataflowService::default();
 
     Server::builder()

From 942e51d70f86204aae04acdcce16c5136e7e8239 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sun, 6 Oct 2024 19:50:28 +0300
Subject: [PATCH 008/277] feat: spannerflow as python project

---
 .github/workflows/proto_lint.yml              |   1 -
 .github/workflows/rust_lint.yml               |   8 +-
 .gitignore                                    | 169 +++++-
 .pre-commit-config.yaml                       |  33 +
 README.md                                     |  15 +-
 proto/buf.yaml => buf.yaml                    |   5 +-
 pyproject.toml                                |  46 ++
 python/README.md                              |   5 -
 python/dataflow/v1/dataflow_pb2.py            |  67 ---
 python/dataflow/v1/dataflow_pb2_grpc.py       | 515 ----------------
 python/mypy.ini                               |   3 -
 python/requierments.txt                       |   9 -
 Cargo.toml => spannerflow/Cargo.toml          |   3 +-
 spannerflow/__init__.py                       |   0
 build.rs => spannerflow/build.rs              |   0
 spannerflow/dataflow/v1/dataflow_pb2.py       |  69 +++
 spannerflow/dataflow/v1/dataflow_pb2_grpc.py  | 564 ++++++++++++++++++
 {python => spannerflow}/main.py               |  49 +-
 .../proto}/dataflow/v1/dataflow.proto         |  10 +-
 {src => spannerflow/src}/main.rs              |   0
 .../templates/Cargo.toml.jinja2               |   0
 .../templates/build.rs.jinja2                 |   0
 .../templates/rust_test.rs.jinja2             |   0
 23 files changed, 951 insertions(+), 620 deletions(-)
 create mode 100644 .pre-commit-config.yaml
 rename proto/buf.yaml => buf.yaml (70%)
 create mode 100644 pyproject.toml
 delete mode 100644 python/README.md
 delete mode 100644 python/dataflow/v1/dataflow_pb2.py
 delete mode 100644 python/dataflow/v1/dataflow_pb2_grpc.py
 delete mode 100644 python/mypy.ini
 delete mode 100644 python/requierments.txt
 rename Cargo.toml => spannerflow/Cargo.toml (93%)
 create mode 100644 spannerflow/__init__.py
 rename build.rs => spannerflow/build.rs (100%)
 create mode 100644 spannerflow/dataflow/v1/dataflow_pb2.py
 create mode 100644 spannerflow/dataflow/v1/dataflow_pb2_grpc.py
 rename {python => spannerflow}/main.py (83%)
 rename {proto => spannerflow/proto}/dataflow/v1/dataflow.proto (90%)
 rename {src => spannerflow/src}/main.rs (100%)
 rename {python => spannerflow}/templates/Cargo.toml.jinja2 (100%)
 rename {python => spannerflow}/templates/build.rs.jinja2 (100%)
 rename {python => spannerflow}/templates/rust_test.rs.jinja2 (100%)

diff --git a/.github/workflows/proto_lint.yml b/.github/workflows/proto_lint.yml
index c17f9e1..741a47d 100644
--- a/.github/workflows/proto_lint.yml
+++ b/.github/workflows/proto_lint.yml
@@ -17,5 +17,4 @@ jobs:
             git fetch -u origin ${{ github.head_ref }}:${{ github.head_ref }}
       - name: Running linter, checking breaking changes
         run: |
-          cd proto
           buf lint
\ No newline at end of file
diff --git a/.github/workflows/rust_lint.yml b/.github/workflows/rust_lint.yml
index e8d3c41..7e97bd2 100644
--- a/.github/workflows/rust_lint.yml
+++ b/.github/workflows/rust_lint.yml
@@ -13,5 +13,11 @@ jobs:
             git fetch -u origin ${{ github.head_ref }}:${{ github.head_ref }}
       - name: Install Protoc
         uses: arduino/setup-protoc@v3
-        
+
       - uses: rust-marker/marker@v0.5
+        with:
+          install-only: true
+
+      - name: Rust Lint
+        run: cargo marker check
+        working-directory: ./spannerflow
diff --git a/.gitignore b/.gitignore
index 0cb80d4..69e88bc 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,166 @@
+.ruff_cache
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/latest/usage/project/#working-with-version-control
+.pdm.toml
+.pdm-python
+.pdm-build/
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+.idea/
 # Generated by Cargo
 # will have compiled files and executables
 debug/
@@ -17,7 +180,5 @@ Cargo.lock
 # Added by cargo
 
 /target
-
-venv
-__pycache__
-python/generated_rust
\ No newline at end of file
+generated_rust
+.DS_Store
\ No newline at end of file
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..57ff44e
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,33 @@
+repos:
+  - repo: https://github.com/pre-commit/mirrors-mypy
+    rev: 'v1.11.2'
+    hooks:
+      - id: mypy
+        exclude: '.*_pb2\.py$|.*_pb2_grpc\.py$'
+
+  - repo: https://github.com/pre-commit/mirrors-isort
+    rev: 'v5.10.1'
+    hooks:
+      - id: isort
+        exclude: '.*_pb2\.py$|.*_pb2_grpc\.py$'
+
+  - repo: https://github.com/psf/black-pre-commit-mirror
+    rev: '24.8.0'
+    hooks:
+      - id: black
+        exclude: '.*_pb2\.py$|.*_pb2_grpc\.py$'
+        language_version: python3
+
+  - repo: https://github.com/astral-sh/ruff-pre-commit
+    rev: 'v0.6.9'
+    hooks:
+    - id: ruff
+      exclude: '.*_pb2\.py$|.*_pb2_grpc\.py$'
+    - id: ruff-format
+      exclude: '.*_pb2\.py$|.*_pb2_grpc\.py$'
+
+  - repo: https://github.com/bufbuild/buf
+    rev: v1.44.0
+    hooks:
+      - id: buf-lint
+        args: [spannerflow/proto/dataflow/v1/dataflow.proto]
\ No newline at end of file
diff --git a/README.md b/README.md
index 177a5a6..f45f8d2 100644
--- a/README.md
+++ b/README.md
@@ -1 +1,14 @@
-# spannerflow
\ No newline at end of file
+# spannerflow
+
+```bash
+python -m venv venv
+source venv/bin/activate
+pip install poetry
+poetry install
+pre-commit install
+
+python -m grpc_tools.protoc -I./proto --python_out=./spannerflow --grpc_python_out=./spannerflow ./spannerflow/proto/dataflow/v1/dataflow.proto
+
+pre-commit run --all-files
+poetry build
+```
\ No newline at end of file
diff --git a/proto/buf.yaml b/buf.yaml
similarity index 70%
rename from proto/buf.yaml
rename to buf.yaml
index df23aef..d3abb02 100644
--- a/proto/buf.yaml
+++ b/buf.yaml
@@ -1,6 +1,9 @@
 version: v2
+modules:
+  - path: spannerflow/proto
+
 lint:
   use:
-    - BASIC
+    - STANDARD
   rpc_allow_google_protobuf_empty_requests: true
   rpc_allow_google_protobuf_empty_responses: true
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..41c4038
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,46 @@
+[tool.poetry]
+name = "spannerflow"
+version = "0.1.0"
+description = ""
+authors = ["Ofer Katz <ofer.katz@campus.technion.ac.il>"]
+readme = "README.md"
+packages = [
+    { include = "spannerflow", from = "." }
+]
+
+include = [
+    { path = "spannerflow/src", format = ["sdist", "wheel"] },
+    { path = "spannerflow/proto", format = ["sdist", "wheel"] },
+    { path = "spannerflow/templates", format = ["sdist", "wheel"] },
+    { path = "spannerflow/Cargo.toml", format = ["sdist", "wheel"] }
+]
+
+
+
+[tool.poetry.dependencies]
+python = "^3.12"
+grpcio = "^1.66.2"
+grpcio-tools = "^1.66.2"
+aiohttp = "^3.10.9"
+jinja2 = "^3.1.4"
+
+
+[tool.poetry.group.dev.dependencies]
+pre-commit = "^4.0.0"
+isort = "^5.13.2"
+black = "^24.8.0"
+types-protobuf = "^5.28.0.20240924"
+ruff = "^0.6.9"
+mypy = "^1.11.2"
+maturin = "^1.7.4"
+pytest = "^8.3.3"
+pytest-benchmark = "^4.0.0"
+
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
+
+[tool.mypy]
+python_version = "3.12"
+ignore_missing_imports = true
\ No newline at end of file
diff --git a/python/README.md b/python/README.md
deleted file mode 100644
index f55d6a0..0000000
--- a/python/README.md
+++ /dev/null
@@ -1,5 +0,0 @@
-# To generate protos:
-
-```bash
-python -m grpc_tools.protoc -I../proto --python_out=. --grpc_python_out=. ../proto/dataflow/v1/dataflow.proto
-```
\ No newline at end of file
diff --git a/python/dataflow/v1/dataflow_pb2.py b/python/dataflow/v1/dataflow_pb2.py
deleted file mode 100644
index 8f8c2bb..0000000
--- a/python/dataflow/v1/dataflow_pb2.py
+++ /dev/null
@@ -1,67 +0,0 @@
-# -*- coding: utf-8 -*-
-# Generated by the protocol buffer compiler.  DO NOT EDIT!
-# NO CHECKED-IN PROTOBUF GENCODE
-# source: dataflow/v1/dataflow.proto
-# Protobuf Python Version: 5.27.2
-"""Generated protocol buffer code."""
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import descriptor_pool as _descriptor_pool
-from google.protobuf import runtime_version as _runtime_version  # type: ignore
-from google.protobuf import symbol_database as _symbol_database
-from google.protobuf.internal import builder as _builder
-_runtime_version.ValidateProtobufRuntimeVersion(
-    _runtime_version.Domain.PUBLIC,
-    5,
-    27,
-    2,
-    '',
-    'dataflow/v1/dataflow.proto'
-)
-# @@protoc_insertion_point(imports)
-
-_sym_db = _symbol_database.Default()
-
-
-from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
-
-
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto\"F\n\x14RunIEFunctionRequest\x12\x15\n\rfunction_name\x18\x01 \x01(\t\x12\x17\n\x0f\x63ollection_name\x18\x02 \x01(\t\"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"@\n\x12LoadFromCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\">\n\x10SaveToCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"V\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"A\n\nCollection\x12\x0c\n\x04name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"F\n\x16GetCollectionsResponse\x12,\n\x0b\x63ollections\x18\x03 \x03(\x0b\x32\x17.dataflow.v1.Collection\"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"U\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\x12\x1d\n\x15input_collection_name\x18\x03 \x01(\t*w\n\x08\x44\x61taType\x12\x19\n\x15\x44\x41TA_TYPE_UNSPECIFIED\x10\x00\x12\x14\n\x10\x44\x41TA_TYPE_STRING\x10\x01\x12\x11\n\rDATA_TYPE_INT\x10\x02\x12\x13\n\x0f\x44\x41TA_TYPE_FLOAT\x10\x03\x12\x12\n\x0e\x44\x41TA_TYPE_BOOL\x10\x04\x32m\n\x11IEFunctionService\x12X\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a\".dataflow.v1.RunIEFunctionResponse0\x01\x32\xae\x05\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a\".dataflow.v1.GetCollectionResponse0\x01\x12\x46\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a\x16.google.protobuf.Empty\x12\x46\n\x0bLoadFromCSV\x12\x1f.dataflow.v1.LoadFromCSVRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tSaveToCSV\x12\x1d.dataflow.v1.SaveToCSVRequest\x1a\x16.google.protobuf.Emptyb\x06proto3')
-
-_globals = globals()
-_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
-_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'dataflow.v1.dataflow_pb2', _globals)
-if not _descriptor._USE_C_DESCRIPTORS:
-  DESCRIPTOR._loaded_options = None
-  _globals['_DATATYPE']._serialized_start=878
-  _globals['_DATATYPE']._serialized_end=997
-  _globals['_RUNIEFUNCTIONREQUEST']._serialized_start=72
-  _globals['_RUNIEFUNCTIONREQUEST']._serialized_end=142
-  _globals['_RUNIEFUNCTIONRESPONSE']._serialized_start=144
-  _globals['_RUNIEFUNCTIONRESPONSE']._serialized_end=180
-  _globals['_LOADFROMCSVREQUEST']._serialized_start=182
-  _globals['_LOADFROMCSVREQUEST']._serialized_end=246
-  _globals['_SAVETOCSVREQUEST']._serialized_start=248
-  _globals['_SAVETOCSVREQUEST']._serialized_end=310
-  _globals['_GETCOLLECTIONREQUEST']._serialized_start=312
-  _globals['_GETCOLLECTIONREQUEST']._serialized_end=359
-  _globals['_GETCOLLECTIONRESPONSE']._serialized_start=361
-  _globals['_GETCOLLECTIONRESPONSE']._serialized_end=397
-  _globals['_ADDROWREQUEST']._serialized_start=399
-  _globals['_ADDROWREQUEST']._serialized_end=452
-  _globals['_DELETEROWREQUEST']._serialized_start=454
-  _globals['_DELETEROWREQUEST']._serialized_end=510
-  _globals['_ADDCOLLECTIONREQUEST']._serialized_start=512
-  _globals['_ADDCOLLECTIONREQUEST']._serialized_end=598
-  _globals['_COLLECTION']._serialized_start=600
-  _globals['_COLLECTION']._serialized_end=665
-  _globals['_GETCOLLECTIONSRESPONSE']._serialized_start=667
-  _globals['_GETCOLLECTIONSRESPONSE']._serialized_end=737
-  _globals['_DELETECOLLECTIONREQUEST']._serialized_start=739
-  _globals['_DELETECOLLECTIONREQUEST']._serialized_end=789
-  _globals['_RUNDATAFLOWREQUEST']._serialized_start=791
-  _globals['_RUNDATAFLOWREQUEST']._serialized_end=876
-  _globals['_IEFUNCTIONSERVICE']._serialized_start=999
-  _globals['_IEFUNCTIONSERVICE']._serialized_end=1108
-  _globals['_DATAFLOWSERVICE']._serialized_start=1111
-  _globals['_DATAFLOWSERVICE']._serialized_end=1797
-# @@protoc_insertion_point(module_scope)
diff --git a/python/dataflow/v1/dataflow_pb2_grpc.py b/python/dataflow/v1/dataflow_pb2_grpc.py
deleted file mode 100644
index 31766c5..0000000
--- a/python/dataflow/v1/dataflow_pb2_grpc.py
+++ /dev/null
@@ -1,515 +0,0 @@
-# Generated by the gRPC Python protocol compiler plugin. DO NOT EDIT!
-"""Client and server classes corresponding to protobuf-defined services."""
-import grpc
-import warnings
-
-from dataflow.v1 import dataflow_pb2 as dataflow_dot_v1_dot_dataflow__pb2
-from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
-
-GRPC_GENERATED_VERSION = '1.66.2'
-GRPC_VERSION = grpc.__version__
-_version_not_supported = False
-
-try:
-    from grpc._utilities import first_version_is_lower
-    _version_not_supported = first_version_is_lower(GRPC_VERSION, GRPC_GENERATED_VERSION)
-except ImportError:
-    _version_not_supported = True
-
-if _version_not_supported:
-    raise RuntimeError(
-        f'The grpc package installed is at version {GRPC_VERSION},'
-        + f' but the generated code in dataflow/v1/dataflow_pb2_grpc.py depends on'
-        + f' grpcio>={GRPC_GENERATED_VERSION}.'
-        + f' Please upgrade your grpc module to grpcio>={GRPC_GENERATED_VERSION}'
-        + f' or downgrade your generated code using grpcio-tools<={GRPC_VERSION}.'
-    )
-
-
-class IEFunctionServiceStub(object):
-    """Missing associated documentation comment in .proto file."""
-
-    def __init__(self, channel):
-        """Constructor.
-
-        Args:
-            channel: A grpc.Channel.
-        """
-        self.RunIEFunction = channel.unary_stream(
-                '/dataflow.v1.IEFunctionService/RunIEFunction',
-                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionRequest.SerializeToString,
-                response_deserializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionResponse.FromString,
-                _registered_method=True)
-
-
-class IEFunctionServiceServicer(object):
-    """Missing associated documentation comment in .proto file."""
-
-    def RunIEFunction(self, request, context):
-        """maybe stream
-        """
-        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
-        context.set_details('Method not implemented!')
-        raise NotImplementedError('Method not implemented!')
-
-
-def add_IEFunctionServiceServicer_to_server(servicer, server):
-    rpc_method_handlers = {
-            'RunIEFunction': grpc.unary_stream_rpc_method_handler(
-                    servicer.RunIEFunction,
-                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionRequest.FromString,
-                    response_serializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionResponse.SerializeToString,
-            ),
-    }
-    generic_handler = grpc.method_handlers_generic_handler(
-            'dataflow.v1.IEFunctionService', rpc_method_handlers)
-    server.add_generic_rpc_handlers((generic_handler,))
-    server.add_registered_method_handlers('dataflow.v1.IEFunctionService', rpc_method_handlers)
-
-
- # This class is part of an EXPERIMENTAL API.
-class IEFunctionService(object):
-    """Missing associated documentation comment in .proto file."""
-
-    @staticmethod
-    def RunIEFunction(request,
-            target,
-            options=(),
-            channel_credentials=None,
-            call_credentials=None,
-            insecure=False,
-            compression=None,
-            wait_for_ready=None,
-            timeout=None,
-            metadata=None):
-        return grpc.experimental.unary_stream(
-            request,
-            target,
-            '/dataflow.v1.IEFunctionService/RunIEFunction',
-            dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionRequest.SerializeToString,
-            dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionResponse.FromString,
-            options,
-            channel_credentials,
-            insecure,
-            call_credentials,
-            compression,
-            wait_for_ready,
-            timeout,
-            metadata,
-            _registered_method=True)
-
-
-class DataflowServiceStub(object):
-    """Missing associated documentation comment in .proto file."""
-
-    def __init__(self, channel):
-        """Constructor.
-
-        Args:
-            channel: A grpc.Channel.
-        """
-        self.AddRow = channel.unary_unary(
-                '/dataflow.v1.DataflowService/AddRow',
-                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.AddRowRequest.SerializeToString,
-                response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
-                _registered_method=True)
-        self.DeleteRow = channel.unary_unary(
-                '/dataflow.v1.DataflowService/DeleteRow',
-                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.DeleteRowRequest.SerializeToString,
-                response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
-                _registered_method=True)
-        self.AddCollection = channel.unary_unary(
-                '/dataflow.v1.DataflowService/AddCollection',
-                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.AddCollectionRequest.SerializeToString,
-                response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
-                _registered_method=True)
-        self.DeleteCollection = channel.unary_unary(
-                '/dataflow.v1.DataflowService/DeleteCollection',
-                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.DeleteCollectionRequest.SerializeToString,
-                response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
-                _registered_method=True)
-        self.GetCollections = channel.unary_unary(
-                '/dataflow.v1.DataflowService/GetCollections',
-                request_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
-                response_deserializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionsResponse.FromString,
-                _registered_method=True)
-        self.GetCollection = channel.unary_stream(
-                '/dataflow.v1.DataflowService/GetCollection',
-                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionRequest.SerializeToString,
-                response_deserializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionResponse.FromString,
-                _registered_method=True)
-        self.RunDataflow = channel.unary_unary(
-                '/dataflow.v1.DataflowService/RunDataflow',
-                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.RunDataflowRequest.SerializeToString,
-                response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
-                _registered_method=True)
-        self.LoadFromCSV = channel.unary_unary(
-                '/dataflow.v1.DataflowService/LoadFromCSV',
-                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.LoadFromCSVRequest.SerializeToString,
-                response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
-                _registered_method=True)
-        self.SaveToCSV = channel.unary_unary(
-                '/dataflow.v1.DataflowService/SaveToCSV',
-                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.SaveToCSVRequest.SerializeToString,
-                response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
-                _registered_method=True)
-
-
-class DataflowServiceServicer(object):
-    """Missing associated documentation comment in .proto file."""
-
-    def AddRow(self, request, context):
-        """Missing associated documentation comment in .proto file."""
-        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
-        context.set_details('Method not implemented!')
-        raise NotImplementedError('Method not implemented!')
-
-    def DeleteRow(self, request, context):
-        """Missing associated documentation comment in .proto file."""
-        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
-        context.set_details('Method not implemented!')
-        raise NotImplementedError('Method not implemented!')
-
-    def AddCollection(self, request, context):
-        """Missing associated documentation comment in .proto file."""
-        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
-        context.set_details('Method not implemented!')
-        raise NotImplementedError('Method not implemented!')
-
-    def DeleteCollection(self, request, context):
-        """Missing associated documentation comment in .proto file."""
-        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
-        context.set_details('Method not implemented!')
-        raise NotImplementedError('Method not implemented!')
-
-    def GetCollections(self, request, context):
-        """Missing associated documentation comment in .proto file."""
-        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
-        context.set_details('Method not implemented!')
-        raise NotImplementedError('Method not implemented!')
-
-    def GetCollection(self, request, context):
-        """Missing associated documentation comment in .proto file."""
-        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
-        context.set_details('Method not implemented!')
-        raise NotImplementedError('Method not implemented!')
-
-    def RunDataflow(self, request, context):
-        """Missing associated documentation comment in .proto file."""
-        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
-        context.set_details('Method not implemented!')
-        raise NotImplementedError('Method not implemented!')
-
-    def LoadFromCSV(self, request, context):
-        """Missing associated documentation comment in .proto file."""
-        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
-        context.set_details('Method not implemented!')
-        raise NotImplementedError('Method not implemented!')
-
-    def SaveToCSV(self, request, context):
-        """Missing associated documentation comment in .proto file."""
-        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
-        context.set_details('Method not implemented!')
-        raise NotImplementedError('Method not implemented!')
-
-
-def add_DataflowServiceServicer_to_server(servicer, server):
-    rpc_method_handlers = {
-            'AddRow': grpc.unary_unary_rpc_method_handler(
-                    servicer.AddRow,
-                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.AddRowRequest.FromString,
-                    response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
-            ),
-            'DeleteRow': grpc.unary_unary_rpc_method_handler(
-                    servicer.DeleteRow,
-                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.DeleteRowRequest.FromString,
-                    response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
-            ),
-            'AddCollection': grpc.unary_unary_rpc_method_handler(
-                    servicer.AddCollection,
-                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.AddCollectionRequest.FromString,
-                    response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
-            ),
-            'DeleteCollection': grpc.unary_unary_rpc_method_handler(
-                    servicer.DeleteCollection,
-                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.DeleteCollectionRequest.FromString,
-                    response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
-            ),
-            'GetCollections': grpc.unary_unary_rpc_method_handler(
-                    servicer.GetCollections,
-                    request_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
-                    response_serializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionsResponse.SerializeToString,
-            ),
-            'GetCollection': grpc.unary_stream_rpc_method_handler(
-                    servicer.GetCollection,
-                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionRequest.FromString,
-                    response_serializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionResponse.SerializeToString,
-            ),
-            'RunDataflow': grpc.unary_unary_rpc_method_handler(
-                    servicer.RunDataflow,
-                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.RunDataflowRequest.FromString,
-                    response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
-            ),
-            'LoadFromCSV': grpc.unary_unary_rpc_method_handler(
-                    servicer.LoadFromCSV,
-                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.LoadFromCSVRequest.FromString,
-                    response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
-            ),
-            'SaveToCSV': grpc.unary_unary_rpc_method_handler(
-                    servicer.SaveToCSV,
-                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.SaveToCSVRequest.FromString,
-                    response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
-            ),
-    }
-    generic_handler = grpc.method_handlers_generic_handler(
-            'dataflow.v1.DataflowService', rpc_method_handlers)
-    server.add_generic_rpc_handlers((generic_handler,))
-    server.add_registered_method_handlers('dataflow.v1.DataflowService', rpc_method_handlers)
-
-
- # This class is part of an EXPERIMENTAL API.
-class DataflowService(object):
-    """Missing associated documentation comment in .proto file."""
-
-    @staticmethod
-    def AddRow(request,
-            target,
-            options=(),
-            channel_credentials=None,
-            call_credentials=None,
-            insecure=False,
-            compression=None,
-            wait_for_ready=None,
-            timeout=None,
-            metadata=None):
-        return grpc.experimental.unary_unary(
-            request,
-            target,
-            '/dataflow.v1.DataflowService/AddRow',
-            dataflow_dot_v1_dot_dataflow__pb2.AddRowRequest.SerializeToString,
-            google_dot_protobuf_dot_empty__pb2.Empty.FromString,
-            options,
-            channel_credentials,
-            insecure,
-            call_credentials,
-            compression,
-            wait_for_ready,
-            timeout,
-            metadata,
-            _registered_method=True)
-
-    @staticmethod
-    def DeleteRow(request,
-            target,
-            options=(),
-            channel_credentials=None,
-            call_credentials=None,
-            insecure=False,
-            compression=None,
-            wait_for_ready=None,
-            timeout=None,
-            metadata=None):
-        return grpc.experimental.unary_unary(
-            request,
-            target,
-            '/dataflow.v1.DataflowService/DeleteRow',
-            dataflow_dot_v1_dot_dataflow__pb2.DeleteRowRequest.SerializeToString,
-            google_dot_protobuf_dot_empty__pb2.Empty.FromString,
-            options,
-            channel_credentials,
-            insecure,
-            call_credentials,
-            compression,
-            wait_for_ready,
-            timeout,
-            metadata,
-            _registered_method=True)
-
-    @staticmethod
-    def AddCollection(request,
-            target,
-            options=(),
-            channel_credentials=None,
-            call_credentials=None,
-            insecure=False,
-            compression=None,
-            wait_for_ready=None,
-            timeout=None,
-            metadata=None):
-        return grpc.experimental.unary_unary(
-            request,
-            target,
-            '/dataflow.v1.DataflowService/AddCollection',
-            dataflow_dot_v1_dot_dataflow__pb2.AddCollectionRequest.SerializeToString,
-            google_dot_protobuf_dot_empty__pb2.Empty.FromString,
-            options,
-            channel_credentials,
-            insecure,
-            call_credentials,
-            compression,
-            wait_for_ready,
-            timeout,
-            metadata,
-            _registered_method=True)
-
-    @staticmethod
-    def DeleteCollection(request,
-            target,
-            options=(),
-            channel_credentials=None,
-            call_credentials=None,
-            insecure=False,
-            compression=None,
-            wait_for_ready=None,
-            timeout=None,
-            metadata=None):
-        return grpc.experimental.unary_unary(
-            request,
-            target,
-            '/dataflow.v1.DataflowService/DeleteCollection',
-            dataflow_dot_v1_dot_dataflow__pb2.DeleteCollectionRequest.SerializeToString,
-            google_dot_protobuf_dot_empty__pb2.Empty.FromString,
-            options,
-            channel_credentials,
-            insecure,
-            call_credentials,
-            compression,
-            wait_for_ready,
-            timeout,
-            metadata,
-            _registered_method=True)
-
-    @staticmethod
-    def GetCollections(request,
-            target,
-            options=(),
-            channel_credentials=None,
-            call_credentials=None,
-            insecure=False,
-            compression=None,
-            wait_for_ready=None,
-            timeout=None,
-            metadata=None):
-        return grpc.experimental.unary_unary(
-            request,
-            target,
-            '/dataflow.v1.DataflowService/GetCollections',
-            google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
-            dataflow_dot_v1_dot_dataflow__pb2.GetCollectionsResponse.FromString,
-            options,
-            channel_credentials,
-            insecure,
-            call_credentials,
-            compression,
-            wait_for_ready,
-            timeout,
-            metadata,
-            _registered_method=True)
-
-    @staticmethod
-    def GetCollection(request,
-            target,
-            options=(),
-            channel_credentials=None,
-            call_credentials=None,
-            insecure=False,
-            compression=None,
-            wait_for_ready=None,
-            timeout=None,
-            metadata=None):
-        return grpc.experimental.unary_stream(
-            request,
-            target,
-            '/dataflow.v1.DataflowService/GetCollection',
-            dataflow_dot_v1_dot_dataflow__pb2.GetCollectionRequest.SerializeToString,
-            dataflow_dot_v1_dot_dataflow__pb2.GetCollectionResponse.FromString,
-            options,
-            channel_credentials,
-            insecure,
-            call_credentials,
-            compression,
-            wait_for_ready,
-            timeout,
-            metadata,
-            _registered_method=True)
-
-    @staticmethod
-    def RunDataflow(request,
-            target,
-            options=(),
-            channel_credentials=None,
-            call_credentials=None,
-            insecure=False,
-            compression=None,
-            wait_for_ready=None,
-            timeout=None,
-            metadata=None):
-        return grpc.experimental.unary_unary(
-            request,
-            target,
-            '/dataflow.v1.DataflowService/RunDataflow',
-            dataflow_dot_v1_dot_dataflow__pb2.RunDataflowRequest.SerializeToString,
-            google_dot_protobuf_dot_empty__pb2.Empty.FromString,
-            options,
-            channel_credentials,
-            insecure,
-            call_credentials,
-            compression,
-            wait_for_ready,
-            timeout,
-            metadata,
-            _registered_method=True)
-
-    @staticmethod
-    def LoadFromCSV(request,
-            target,
-            options=(),
-            channel_credentials=None,
-            call_credentials=None,
-            insecure=False,
-            compression=None,
-            wait_for_ready=None,
-            timeout=None,
-            metadata=None):
-        return grpc.experimental.unary_unary(
-            request,
-            target,
-            '/dataflow.v1.DataflowService/LoadFromCSV',
-            dataflow_dot_v1_dot_dataflow__pb2.LoadFromCSVRequest.SerializeToString,
-            google_dot_protobuf_dot_empty__pb2.Empty.FromString,
-            options,
-            channel_credentials,
-            insecure,
-            call_credentials,
-            compression,
-            wait_for_ready,
-            timeout,
-            metadata,
-            _registered_method=True)
-
-    @staticmethod
-    def SaveToCSV(request,
-            target,
-            options=(),
-            channel_credentials=None,
-            call_credentials=None,
-            insecure=False,
-            compression=None,
-            wait_for_ready=None,
-            timeout=None,
-            metadata=None):
-        return grpc.experimental.unary_unary(
-            request,
-            target,
-            '/dataflow.v1.DataflowService/SaveToCSV',
-            dataflow_dot_v1_dot_dataflow__pb2.SaveToCSVRequest.SerializeToString,
-            google_dot_protobuf_dot_empty__pb2.Empty.FromString,
-            options,
-            channel_credentials,
-            insecure,
-            call_credentials,
-            compression,
-            wait_for_ready,
-            timeout,
-            metadata,
-            _registered_method=True)
diff --git a/python/mypy.ini b/python/mypy.ini
deleted file mode 100644
index 35f9bb4..0000000
--- a/python/mypy.ini
+++ /dev/null
@@ -1,3 +0,0 @@
-[mypy]
-ignore_missing_imports = True
-files = main.py
diff --git a/python/requierments.txt b/python/requierments.txt
deleted file mode 100644
index 68cf9f8..0000000
--- a/python/requierments.txt
+++ /dev/null
@@ -1,9 +0,0 @@
-grpcio~=1.66.0
-grpcio-tools~=1.66.0
-aiohttp~=3.10.0
-Jinja2~=3.1.0
-mypy~=1.11.0
-ruff~=0.6.0
-types-protobuf
-black
-isort
\ No newline at end of file
diff --git a/Cargo.toml b/spannerflow/Cargo.toml
similarity index 93%
rename from Cargo.toml
rename to spannerflow/Cargo.toml
index 0c898b5..4011c8d 100644
--- a/Cargo.toml
+++ b/spannerflow/Cargo.toml
@@ -1,5 +1,5 @@
 [package]
-name = "spannerflow"
+name = "spannerflow_rust"
 version = "0.1.0"
 edition = "2021"
 
@@ -13,7 +13,6 @@ tokio-stream = "0.1"
 lazy_static = "1.5.0"
 csv = "1.3.0"
 
-
 [build-dependencies]
 tonic-build = "0.12.3"
 
diff --git a/spannerflow/__init__.py b/spannerflow/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/build.rs b/spannerflow/build.rs
similarity index 100%
rename from build.rs
rename to spannerflow/build.rs
diff --git a/spannerflow/dataflow/v1/dataflow_pb2.py b/spannerflow/dataflow/v1/dataflow_pb2.py
new file mode 100644
index 0000000..60853fc
--- /dev/null
+++ b/spannerflow/dataflow/v1/dataflow_pb2.py
@@ -0,0 +1,69 @@
+# -*- coding: utf-8 -*-
+# Generated by the protocol buffer compiler.  DO NOT EDIT!
+# NO CHECKED-IN PROTOBUF GENCODE
+# source: dataflow/v1/dataflow.proto
+# Protobuf Python Version: 5.27.2
+"""Generated protocol buffer code."""
+
+from google.protobuf import descriptor as _descriptor
+from google.protobuf import descriptor_pool as _descriptor_pool
+from google.protobuf import runtime_version as _runtime_version
+from google.protobuf import symbol_database as _symbol_database
+from google.protobuf.internal import builder as _builder
+
+_runtime_version.ValidateProtobufRuntimeVersion(
+    _runtime_version.Domain.PUBLIC, 5, 27, 2, "", "dataflow/v1/dataflow.proto"
+)
+# @@protoc_insertion_point(imports)
+
+_sym_db = _symbol_database.Default()
+
+
+from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
+
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(
+    b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto"F\n\x14RunIEFunctionRequest\x12\x15\n\rfunction_name\x18\x01 \x01(\t\x12\x17\n\x0f\x63ollection_name\x18\x02 \x01(\t"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t"@\n\x12LoadFromCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t">\n\x10SaveToCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t"V\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType"A\n\nCollection\x12\x0c\n\x04name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType"F\n\x16GetCollectionsResponse\x12,\n\x0b\x63ollections\x18\x03 \x03(\x0b\x32\x17.dataflow.v1.Collection"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t"u\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\x12\x1d\n\x15input_collection_name\x18\x03 \x01(\t\x12\x1e\n\x16output_collection_name\x18\x04 \x01(\t""\n\x13RunDataflowResponse\x12\x0b\n\x03row\x18\x01 \x03(\t*w\n\x08\x44\x61taType\x12\x19\n\x15\x44\x41TA_TYPE_UNSPECIFIED\x10\x00\x12\x14\n\x10\x44\x41TA_TYPE_STRING\x10\x01\x12\x11\n\rDATA_TYPE_INT\x10\x02\x12\x13\n\x0f\x44\x41TA_TYPE_FLOAT\x10\x03\x12\x12\n\x0e\x44\x41TA_TYPE_BOOL\x10\x04\x32m\n\x11IEFunctionService\x12X\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a".dataflow.v1.RunIEFunctionResponse0\x01\x32\xae\x05\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a".dataflow.v1.GetCollectionResponse0\x01\x12\x46\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a\x16.google.protobuf.Empty\x12\x46\n\x0bLoadFromCSV\x12\x1f.dataflow.v1.LoadFromCSVRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tSaveToCSV\x12\x1d.dataflow.v1.SaveToCSVRequest\x1a\x16.google.protobuf.Emptyb\x06proto3'
+)
+
+_globals = globals()
+_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
+_builder.BuildTopDescriptorsAndMessages(
+    DESCRIPTOR, "dataflow.v1.dataflow_pb2", _globals
+)
+if not _descriptor._USE_C_DESCRIPTORS:
+    DESCRIPTOR._loaded_options = None
+    _globals["_DATATYPE"]._serialized_start = 946
+    _globals["_DATATYPE"]._serialized_end = 1065
+    _globals["_RUNIEFUNCTIONREQUEST"]._serialized_start = 72
+    _globals["_RUNIEFUNCTIONREQUEST"]._serialized_end = 142
+    _globals["_RUNIEFUNCTIONRESPONSE"]._serialized_start = 144
+    _globals["_RUNIEFUNCTIONRESPONSE"]._serialized_end = 180
+    _globals["_LOADFROMCSVREQUEST"]._serialized_start = 182
+    _globals["_LOADFROMCSVREQUEST"]._serialized_end = 246
+    _globals["_SAVETOCSVREQUEST"]._serialized_start = 248
+    _globals["_SAVETOCSVREQUEST"]._serialized_end = 310
+    _globals["_GETCOLLECTIONREQUEST"]._serialized_start = 312
+    _globals["_GETCOLLECTIONREQUEST"]._serialized_end = 359
+    _globals["_GETCOLLECTIONRESPONSE"]._serialized_start = 361
+    _globals["_GETCOLLECTIONRESPONSE"]._serialized_end = 397
+    _globals["_ADDROWREQUEST"]._serialized_start = 399
+    _globals["_ADDROWREQUEST"]._serialized_end = 452
+    _globals["_DELETEROWREQUEST"]._serialized_start = 454
+    _globals["_DELETEROWREQUEST"]._serialized_end = 510
+    _globals["_ADDCOLLECTIONREQUEST"]._serialized_start = 512
+    _globals["_ADDCOLLECTIONREQUEST"]._serialized_end = 598
+    _globals["_COLLECTION"]._serialized_start = 600
+    _globals["_COLLECTION"]._serialized_end = 665
+    _globals["_GETCOLLECTIONSRESPONSE"]._serialized_start = 667
+    _globals["_GETCOLLECTIONSRESPONSE"]._serialized_end = 737
+    _globals["_DELETECOLLECTIONREQUEST"]._serialized_start = 739
+    _globals["_DELETECOLLECTIONREQUEST"]._serialized_end = 789
+    _globals["_RUNDATAFLOWREQUEST"]._serialized_start = 791
+    _globals["_RUNDATAFLOWREQUEST"]._serialized_end = 908
+    _globals["_RUNDATAFLOWRESPONSE"]._serialized_start = 910
+    _globals["_RUNDATAFLOWRESPONSE"]._serialized_end = 944
+    _globals["_IEFUNCTIONSERVICE"]._serialized_start = 1067
+    _globals["_IEFUNCTIONSERVICE"]._serialized_end = 1176
+    _globals["_DATAFLOWSERVICE"]._serialized_start = 1179
+    _globals["_DATAFLOWSERVICE"]._serialized_end = 1865
+# @@protoc_insertion_point(module_scope)
diff --git a/spannerflow/dataflow/v1/dataflow_pb2_grpc.py b/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
new file mode 100644
index 0000000..ddeb75d
--- /dev/null
+++ b/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
@@ -0,0 +1,564 @@
+# Generated by the gRPC Python protocol compiler plugin. DO NOT EDIT!
+"""Client and server classes corresponding to protobuf-defined services."""
+
+import warnings
+
+import grpc
+from dataflow.v1 import dataflow_pb2 as dataflow_dot_v1_dot_dataflow__pb2
+from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
+
+GRPC_GENERATED_VERSION = "1.66.2"
+GRPC_VERSION = grpc.__version__
+_version_not_supported = False
+
+try:
+    from grpc._utilities import first_version_is_lower
+
+    _version_not_supported = first_version_is_lower(
+        GRPC_VERSION, GRPC_GENERATED_VERSION
+    )
+except ImportError:
+    _version_not_supported = True
+
+if _version_not_supported:
+    raise RuntimeError(
+        f"The grpc package installed is at version {GRPC_VERSION},"
+        + f" but the generated code in dataflow/v1/dataflow_pb2_grpc.py depends on"
+        + f" grpcio>={GRPC_GENERATED_VERSION}."
+        + f" Please upgrade your grpc module to grpcio>={GRPC_GENERATED_VERSION}"
+        + f" or downgrade your generated code using grpcio-tools<={GRPC_VERSION}."
+    )
+
+
+class IEFunctionServiceStub(object):
+    """Missing associated documentation comment in .proto file."""
+
+    def __init__(self, channel):
+        """Constructor.
+
+        Args:
+            channel: A grpc.Channel.
+        """
+        self.RunIEFunction = channel.unary_stream(
+            "/dataflow.v1.IEFunctionService/RunIEFunction",
+            request_serializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionRequest.SerializeToString,
+            response_deserializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionResponse.FromString,
+            _registered_method=True,
+        )
+
+
+class IEFunctionServiceServicer(object):
+    """Missing associated documentation comment in .proto file."""
+
+    def RunIEFunction(self, request, context):
+        """Missing associated documentation comment in .proto file."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details("Method not implemented!")
+        raise NotImplementedError("Method not implemented!")
+
+
+def add_IEFunctionServiceServicer_to_server(servicer, server):
+    rpc_method_handlers = {
+        "RunIEFunction": grpc.unary_stream_rpc_method_handler(
+            servicer.RunIEFunction,
+            request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionRequest.FromString,
+            response_serializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionResponse.SerializeToString,
+        ),
+    }
+    generic_handler = grpc.method_handlers_generic_handler(
+        "dataflow.v1.IEFunctionService", rpc_method_handlers
+    )
+    server.add_generic_rpc_handlers((generic_handler,))
+    server.add_registered_method_handlers(
+        "dataflow.v1.IEFunctionService", rpc_method_handlers
+    )
+
+
+# This class is part of an EXPERIMENTAL API.
+class IEFunctionService(object):
+    """Missing associated documentation comment in .proto file."""
+
+    @staticmethod
+    def RunIEFunction(
+        request,
+        target,
+        options=(),
+        channel_credentials=None,
+        call_credentials=None,
+        insecure=False,
+        compression=None,
+        wait_for_ready=None,
+        timeout=None,
+        metadata=None,
+    ):
+        return grpc.experimental.unary_stream(
+            request,
+            target,
+            "/dataflow.v1.IEFunctionService/RunIEFunction",
+            dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionRequest.SerializeToString,
+            dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionResponse.FromString,
+            options,
+            channel_credentials,
+            insecure,
+            call_credentials,
+            compression,
+            wait_for_ready,
+            timeout,
+            metadata,
+            _registered_method=True,
+        )
+
+
+class DataflowServiceStub(object):
+    """Missing associated documentation comment in .proto file."""
+
+    def __init__(self, channel):
+        """Constructor.
+
+        Args:
+            channel: A grpc.Channel.
+        """
+        self.AddRow = channel.unary_unary(
+            "/dataflow.v1.DataflowService/AddRow",
+            request_serializer=dataflow_dot_v1_dot_dataflow__pb2.AddRowRequest.SerializeToString,
+            response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+            _registered_method=True,
+        )
+        self.DeleteRow = channel.unary_unary(
+            "/dataflow.v1.DataflowService/DeleteRow",
+            request_serializer=dataflow_dot_v1_dot_dataflow__pb2.DeleteRowRequest.SerializeToString,
+            response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+            _registered_method=True,
+        )
+        self.AddCollection = channel.unary_unary(
+            "/dataflow.v1.DataflowService/AddCollection",
+            request_serializer=dataflow_dot_v1_dot_dataflow__pb2.AddCollectionRequest.SerializeToString,
+            response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+            _registered_method=True,
+        )
+        self.DeleteCollection = channel.unary_unary(
+            "/dataflow.v1.DataflowService/DeleteCollection",
+            request_serializer=dataflow_dot_v1_dot_dataflow__pb2.DeleteCollectionRequest.SerializeToString,
+            response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+            _registered_method=True,
+        )
+        self.GetCollections = channel.unary_unary(
+            "/dataflow.v1.DataflowService/GetCollections",
+            request_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+            response_deserializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionsResponse.FromString,
+            _registered_method=True,
+        )
+        self.GetCollection = channel.unary_stream(
+            "/dataflow.v1.DataflowService/GetCollection",
+            request_serializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionRequest.SerializeToString,
+            response_deserializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionResponse.FromString,
+            _registered_method=True,
+        )
+        self.RunDataflow = channel.unary_unary(
+            "/dataflow.v1.DataflowService/RunDataflow",
+            request_serializer=dataflow_dot_v1_dot_dataflow__pb2.RunDataflowRequest.SerializeToString,
+            response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+            _registered_method=True,
+        )
+        self.LoadFromCSV = channel.unary_unary(
+            "/dataflow.v1.DataflowService/LoadFromCSV",
+            request_serializer=dataflow_dot_v1_dot_dataflow__pb2.LoadFromCSVRequest.SerializeToString,
+            response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+            _registered_method=True,
+        )
+        self.SaveToCSV = channel.unary_unary(
+            "/dataflow.v1.DataflowService/SaveToCSV",
+            request_serializer=dataflow_dot_v1_dot_dataflow__pb2.SaveToCSVRequest.SerializeToString,
+            response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+            _registered_method=True,
+        )
+
+
+class DataflowServiceServicer(object):
+    """Missing associated documentation comment in .proto file."""
+
+    def AddRow(self, request, context):
+        """Missing associated documentation comment in .proto file."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details("Method not implemented!")
+        raise NotImplementedError("Method not implemented!")
+
+    def DeleteRow(self, request, context):
+        """Missing associated documentation comment in .proto file."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details("Method not implemented!")
+        raise NotImplementedError("Method not implemented!")
+
+    def AddCollection(self, request, context):
+        """Missing associated documentation comment in .proto file."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details("Method not implemented!")
+        raise NotImplementedError("Method not implemented!")
+
+    def DeleteCollection(self, request, context):
+        """Missing associated documentation comment in .proto file."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details("Method not implemented!")
+        raise NotImplementedError("Method not implemented!")
+
+    def GetCollections(self, request, context):
+        """Missing associated documentation comment in .proto file."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details("Method not implemented!")
+        raise NotImplementedError("Method not implemented!")
+
+    def GetCollection(self, request, context):
+        """Missing associated documentation comment in .proto file."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details("Method not implemented!")
+        raise NotImplementedError("Method not implemented!")
+
+    def RunDataflow(self, request, context):
+        """rpc RunDataflow (RunDataflowRequest) returns (stream RunDataflowResponse);"""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details("Method not implemented!")
+        raise NotImplementedError("Method not implemented!")
+
+    def LoadFromCSV(self, request, context):
+        """Missing associated documentation comment in .proto file."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details("Method not implemented!")
+        raise NotImplementedError("Method not implemented!")
+
+    def SaveToCSV(self, request, context):
+        """Missing associated documentation comment in .proto file."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details("Method not implemented!")
+        raise NotImplementedError("Method not implemented!")
+
+
+def add_DataflowServiceServicer_to_server(servicer, server):
+    rpc_method_handlers = {
+        "AddRow": grpc.unary_unary_rpc_method_handler(
+            servicer.AddRow,
+            request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.AddRowRequest.FromString,
+            response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+        ),
+        "DeleteRow": grpc.unary_unary_rpc_method_handler(
+            servicer.DeleteRow,
+            request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.DeleteRowRequest.FromString,
+            response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+        ),
+        "AddCollection": grpc.unary_unary_rpc_method_handler(
+            servicer.AddCollection,
+            request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.AddCollectionRequest.FromString,
+            response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+        ),
+        "DeleteCollection": grpc.unary_unary_rpc_method_handler(
+            servicer.DeleteCollection,
+            request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.DeleteCollectionRequest.FromString,
+            response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+        ),
+        "GetCollections": grpc.unary_unary_rpc_method_handler(
+            servicer.GetCollections,
+            request_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+            response_serializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionsResponse.SerializeToString,
+        ),
+        "GetCollection": grpc.unary_stream_rpc_method_handler(
+            servicer.GetCollection,
+            request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionRequest.FromString,
+            response_serializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionResponse.SerializeToString,
+        ),
+        "RunDataflow": grpc.unary_unary_rpc_method_handler(
+            servicer.RunDataflow,
+            request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.RunDataflowRequest.FromString,
+            response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+        ),
+        "LoadFromCSV": grpc.unary_unary_rpc_method_handler(
+            servicer.LoadFromCSV,
+            request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.LoadFromCSVRequest.FromString,
+            response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+        ),
+        "SaveToCSV": grpc.unary_unary_rpc_method_handler(
+            servicer.SaveToCSV,
+            request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.SaveToCSVRequest.FromString,
+            response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+        ),
+    }
+    generic_handler = grpc.method_handlers_generic_handler(
+        "dataflow.v1.DataflowService", rpc_method_handlers
+    )
+    server.add_generic_rpc_handlers((generic_handler,))
+    server.add_registered_method_handlers(
+        "dataflow.v1.DataflowService", rpc_method_handlers
+    )
+
+
+# This class is part of an EXPERIMENTAL API.
+class DataflowService(object):
+    """Missing associated documentation comment in .proto file."""
+
+    @staticmethod
+    def AddRow(
+        request,
+        target,
+        options=(),
+        channel_credentials=None,
+        call_credentials=None,
+        insecure=False,
+        compression=None,
+        wait_for_ready=None,
+        timeout=None,
+        metadata=None,
+    ):
+        return grpc.experimental.unary_unary(
+            request,
+            target,
+            "/dataflow.v1.DataflowService/AddRow",
+            dataflow_dot_v1_dot_dataflow__pb2.AddRowRequest.SerializeToString,
+            google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+            options,
+            channel_credentials,
+            insecure,
+            call_credentials,
+            compression,
+            wait_for_ready,
+            timeout,
+            metadata,
+            _registered_method=True,
+        )
+
+    @staticmethod
+    def DeleteRow(
+        request,
+        target,
+        options=(),
+        channel_credentials=None,
+        call_credentials=None,
+        insecure=False,
+        compression=None,
+        wait_for_ready=None,
+        timeout=None,
+        metadata=None,
+    ):
+        return grpc.experimental.unary_unary(
+            request,
+            target,
+            "/dataflow.v1.DataflowService/DeleteRow",
+            dataflow_dot_v1_dot_dataflow__pb2.DeleteRowRequest.SerializeToString,
+            google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+            options,
+            channel_credentials,
+            insecure,
+            call_credentials,
+            compression,
+            wait_for_ready,
+            timeout,
+            metadata,
+            _registered_method=True,
+        )
+
+    @staticmethod
+    def AddCollection(
+        request,
+        target,
+        options=(),
+        channel_credentials=None,
+        call_credentials=None,
+        insecure=False,
+        compression=None,
+        wait_for_ready=None,
+        timeout=None,
+        metadata=None,
+    ):
+        return grpc.experimental.unary_unary(
+            request,
+            target,
+            "/dataflow.v1.DataflowService/AddCollection",
+            dataflow_dot_v1_dot_dataflow__pb2.AddCollectionRequest.SerializeToString,
+            google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+            options,
+            channel_credentials,
+            insecure,
+            call_credentials,
+            compression,
+            wait_for_ready,
+            timeout,
+            metadata,
+            _registered_method=True,
+        )
+
+    @staticmethod
+    def DeleteCollection(
+        request,
+        target,
+        options=(),
+        channel_credentials=None,
+        call_credentials=None,
+        insecure=False,
+        compression=None,
+        wait_for_ready=None,
+        timeout=None,
+        metadata=None,
+    ):
+        return grpc.experimental.unary_unary(
+            request,
+            target,
+            "/dataflow.v1.DataflowService/DeleteCollection",
+            dataflow_dot_v1_dot_dataflow__pb2.DeleteCollectionRequest.SerializeToString,
+            google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+            options,
+            channel_credentials,
+            insecure,
+            call_credentials,
+            compression,
+            wait_for_ready,
+            timeout,
+            metadata,
+            _registered_method=True,
+        )
+
+    @staticmethod
+    def GetCollections(
+        request,
+        target,
+        options=(),
+        channel_credentials=None,
+        call_credentials=None,
+        insecure=False,
+        compression=None,
+        wait_for_ready=None,
+        timeout=None,
+        metadata=None,
+    ):
+        return grpc.experimental.unary_unary(
+            request,
+            target,
+            "/dataflow.v1.DataflowService/GetCollections",
+            google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+            dataflow_dot_v1_dot_dataflow__pb2.GetCollectionsResponse.FromString,
+            options,
+            channel_credentials,
+            insecure,
+            call_credentials,
+            compression,
+            wait_for_ready,
+            timeout,
+            metadata,
+            _registered_method=True,
+        )
+
+    @staticmethod
+    def GetCollection(
+        request,
+        target,
+        options=(),
+        channel_credentials=None,
+        call_credentials=None,
+        insecure=False,
+        compression=None,
+        wait_for_ready=None,
+        timeout=None,
+        metadata=None,
+    ):
+        return grpc.experimental.unary_stream(
+            request,
+            target,
+            "/dataflow.v1.DataflowService/GetCollection",
+            dataflow_dot_v1_dot_dataflow__pb2.GetCollectionRequest.SerializeToString,
+            dataflow_dot_v1_dot_dataflow__pb2.GetCollectionResponse.FromString,
+            options,
+            channel_credentials,
+            insecure,
+            call_credentials,
+            compression,
+            wait_for_ready,
+            timeout,
+            metadata,
+            _registered_method=True,
+        )
+
+    @staticmethod
+    def RunDataflow(
+        request,
+        target,
+        options=(),
+        channel_credentials=None,
+        call_credentials=None,
+        insecure=False,
+        compression=None,
+        wait_for_ready=None,
+        timeout=None,
+        metadata=None,
+    ):
+        return grpc.experimental.unary_unary(
+            request,
+            target,
+            "/dataflow.v1.DataflowService/RunDataflow",
+            dataflow_dot_v1_dot_dataflow__pb2.RunDataflowRequest.SerializeToString,
+            google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+            options,
+            channel_credentials,
+            insecure,
+            call_credentials,
+            compression,
+            wait_for_ready,
+            timeout,
+            metadata,
+            _registered_method=True,
+        )
+
+    @staticmethod
+    def LoadFromCSV(
+        request,
+        target,
+        options=(),
+        channel_credentials=None,
+        call_credentials=None,
+        insecure=False,
+        compression=None,
+        wait_for_ready=None,
+        timeout=None,
+        metadata=None,
+    ):
+        return grpc.experimental.unary_unary(
+            request,
+            target,
+            "/dataflow.v1.DataflowService/LoadFromCSV",
+            dataflow_dot_v1_dot_dataflow__pb2.LoadFromCSVRequest.SerializeToString,
+            google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+            options,
+            channel_credentials,
+            insecure,
+            call_credentials,
+            compression,
+            wait_for_ready,
+            timeout,
+            metadata,
+            _registered_method=True,
+        )
+
+    @staticmethod
+    def SaveToCSV(
+        request,
+        target,
+        options=(),
+        channel_credentials=None,
+        call_credentials=None,
+        insecure=False,
+        compression=None,
+        wait_for_ready=None,
+        timeout=None,
+        metadata=None,
+    ):
+        return grpc.experimental.unary_unary(
+            request,
+            target,
+            "/dataflow.v1.DataflowService/SaveToCSV",
+            dataflow_dot_v1_dot_dataflow__pb2.SaveToCSVRequest.SerializeToString,
+            google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+            options,
+            channel_credentials,
+            insecure,
+            call_credentials,
+            compression,
+            wait_for_ready,
+            timeout,
+            metadata,
+            _registered_method=True,
+        )
diff --git a/python/main.py b/spannerflow/main.py
similarity index 83%
rename from python/main.py
rename to spannerflow/main.py
index 43451ef..3958af0 100644
--- a/python/main.py
+++ b/spannerflow/main.py
@@ -1,6 +1,7 @@
 import asyncio
 import inspect
 import subprocess
+from contextlib import contextmanager
 from dataclasses import dataclass, field
 from datetime import datetime
 from pathlib import Path
@@ -8,7 +9,6 @@
 
 import grpc
 import jinja2
-
 from dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc
 
 _IE_FUNCTIONS = {}
@@ -41,7 +41,7 @@ class Config:
             {"name": "prost-build", "version": "0.13.3"},
         ]
     )
-    PROTO_DIR_PATH: Path = Path("../proto").absolute()
+    PROTO_DIR_PATH: Path = Path("./proto").absolute()
     PROTO_FILE_PATH: Path = PROTO_DIR_PATH.joinpath("dataflow", "v1", "dataflow.proto")
 
 
@@ -71,7 +71,7 @@ def register_function(func):
 ## Example Functions Start ##
 @register_function
 async def async_greet(
-    rows: AsyncGenerator[Iterable[str], None]
+    rows: AsyncGenerator[Iterable[str], None],
 ) -> AsyncGenerator[list[str], None]:
     async for row in rows:
         yield list(row) + ["Hello, World!"]
@@ -79,7 +79,7 @@ async def async_greet(
 
 @register_function
 def sync_greet(
-    rows: Generator[Iterable[str], None, None]
+    rows: Generator[Iterable[str], None, None],
 ) -> Generator[list[str], None, None]:
     for row in rows:
         yield list(row) + ["Hello, World!"]
@@ -140,23 +140,29 @@ def build_so() -> None:
     create_cargo_toml(cargo_file_name, timestamp)
     create_rust_file(timestamp)
     create_rust_build_file(config.PROTO_DIR_PATH, config.PROTO_FILE_PATH)
+    build_rust(config.GENERATED_RUST_PROJECT_PATH.joinpath(cargo_file_name).absolute())
+
+
+def build_rust(cargo_toml_path: Path) -> None:
     command = [
         "cargo",
         "build",
         "--release",
         "--manifest-path",
-        str(config.GENERATED_RUST_PROJECT_PATH.joinpath(cargo_file_name).absolute()),
+        str(cargo_toml_path),
     ]
-    print(command)
     subprocess.run(
         command,
-        cwd=str(config.GENERATED_RUST_PROJECT_PATH),
+        cwd=str(cargo_toml_path.parent),
+        check=True,
     )
 
 
 class IEFunctionService(dataflow_pb2_grpc.IEFunctionServiceServicer):
     async def RunIEFunction(
-        self, request: dataflow_pb2.RunIEFunctionRequest, context  # type: ignore
+        self,
+        request: dataflow_pb2.RunIEFunctionRequest,
+        context,  # type: ignore
     ) -> AsyncGenerator[dataflow_pb2.RunIEFunctionResponse, None]:  # type: ignore
         collection_name = request.collection_name
         function_name = request.function_name
@@ -165,6 +171,7 @@ async def RunIEFunction(
             context.set_details("IE Function not found.")
             context.set_code(grpc.StatusCode.NOT_FOUND)
             return  # Return early after setting the error
+        # TODO: Add support for more function structures
         if inspect.isasyncgenfunction(func):
             async for row in func(get_collection_async(collection_name)):
                 yield dataflow_pb2.RunIEFunctionResponse(row=row)  # type: ignore
@@ -194,6 +201,11 @@ async def get_collection_async(collection_name):
             yield response.row
 
 
+def build_rust_server() -> None:
+    cargo_toml_path = Path(__file__).parent.joinpath("Cargo.toml")
+    build_rust(cargo_toml_path.absolute())
+
+
 async def serve() -> None:
     server = grpc.aio.server()
     dataflow_pb2_grpc.add_IEFunctionServiceServicer_to_server(
@@ -205,6 +217,25 @@ async def serve() -> None:
     await server.wait_for_termination()  # Keep the server running
 
 
+@contextmanager
+def run_rust_server_in_background() -> Generator[None, None, None]:
+    # TODO: handle port is already in use
+    server_path = (
+        Path(__file__)
+        .parent.joinpath("target", "release", "spannerflow_rust")
+        .absolute()
+    )
+    with open("process.log", "a") as log_file:
+        process = subprocess.Popen([str(server_path)], stdout=log_file, stderr=log_file)
+        try:
+            yield
+        finally:
+            process.terminate()
+            process.wait()
+
+
 if __name__ == "__main__":
+    build_rust_server()
     build_so()
-    asyncio.run(serve())
+    with run_rust_server_in_background():
+        asyncio.run(serve())
diff --git a/proto/dataflow/v1/dataflow.proto b/spannerflow/proto/dataflow/v1/dataflow.proto
similarity index 90%
rename from proto/dataflow/v1/dataflow.proto
rename to spannerflow/proto/dataflow/v1/dataflow.proto
index bd97b34..4a198b9 100644
--- a/proto/dataflow/v1/dataflow.proto
+++ b/spannerflow/proto/dataflow/v1/dataflow.proto
@@ -4,7 +4,6 @@ package dataflow.v1;
 import "google/protobuf/empty.proto";
 
 service IEFunctionService {
-    // maybe stream
     rpc RunIEFunction (RunIEFunctionRequest) returns (stream RunIEFunctionResponse);
 }
 
@@ -24,6 +23,7 @@ service DataflowService {
     rpc DeleteCollection (DeleteCollectionRequest) returns (google.protobuf.Empty);
     rpc GetCollections (google.protobuf.Empty) returns (GetCollectionsResponse);
     rpc GetCollection (GetCollectionRequest) returns (stream GetCollectionResponse);
+    //rpc RunDataflow (RunDataflowRequest) returns (stream RunDataflowResponse);
     rpc RunDataflow (RunDataflowRequest) returns (google.protobuf.Empty);
     rpc LoadFromCSV (LoadFromCSVRequest) returns (google.protobuf.Empty);
     rpc SaveToCSV (SaveToCSVRequest) returns (google.protobuf.Empty);
@@ -63,6 +63,7 @@ enum DataType {
     DATA_TYPE_INT = 2;
     DATA_TYPE_FLOAT = 3;
     DATA_TYPE_BOOL = 4;
+    // TODO: Handle generic types
 }
 
 message AddCollectionRequest {   
@@ -86,6 +87,11 @@ message DeleteCollectionRequest {
 message RunDataflowRequest {
     string so_path = 1;
     string fn_name = 2;
-    // maybe repeated ?
     string input_collection_name = 3;
+    string output_collection_name = 4;
 }
+
+
+message RunDataflowResponse {
+    repeated string row = 1;
+}
\ No newline at end of file
diff --git a/src/main.rs b/spannerflow/src/main.rs
similarity index 100%
rename from src/main.rs
rename to spannerflow/src/main.rs
diff --git a/python/templates/Cargo.toml.jinja2 b/spannerflow/templates/Cargo.toml.jinja2
similarity index 100%
rename from python/templates/Cargo.toml.jinja2
rename to spannerflow/templates/Cargo.toml.jinja2
diff --git a/python/templates/build.rs.jinja2 b/spannerflow/templates/build.rs.jinja2
similarity index 100%
rename from python/templates/build.rs.jinja2
rename to spannerflow/templates/build.rs.jinja2
diff --git a/python/templates/rust_test.rs.jinja2 b/spannerflow/templates/rust_test.rs.jinja2
similarity index 100%
rename from python/templates/rust_test.rs.jinja2
rename to spannerflow/templates/rust_test.rs.jinja2

From b9f794a7c816d810431a85ae44e4736df3c8cb74 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 7 Oct 2024 00:32:34 +0300
Subject: [PATCH 009/277] WIP

WIP

WIP
---
 .gitignore                                   |   3 +-
 .pre-commit-config.yaml                      |   6 +-
 pyproject.toml                               |   9 +-
 spannerflow/config.py                        |  37 +++
 spannerflow/dataflow/__init__.py             |   0
 spannerflow/dataflow/v1/__init__.py          |   0
 spannerflow/dataflow/v1/dataflow_pb2.py      |   2 +-
 spannerflow/dataflow/v1/dataflow_pb2_grpc.py |   3 +-
 spannerflow/grpc_server.py                   | 111 +++++++++
 spannerflow/main.py                          | 241 -------------------
 spannerflow/rust.py                          | 112 +++++++++
 11 files changed, 278 insertions(+), 246 deletions(-)
 create mode 100644 spannerflow/config.py
 create mode 100644 spannerflow/dataflow/__init__.py
 create mode 100644 spannerflow/dataflow/v1/__init__.py
 create mode 100644 spannerflow/grpc_server.py
 delete mode 100644 spannerflow/main.py
 create mode 100644 spannerflow/rust.py

diff --git a/.gitignore b/.gitignore
index 69e88bc..9565469 100644
--- a/.gitignore
+++ b/.gitignore
@@ -181,4 +181,5 @@ Cargo.lock
 
 /target
 generated_rust
-.DS_Store
\ No newline at end of file
+.DS_Store
+spannerflow/logs
\ No newline at end of file
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 57ff44e..dd1596a 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -3,7 +3,10 @@ repos:
     rev: 'v1.11.2'
     hooks:
       - id: mypy
-        exclude: '.*_pb2\.py$|.*_pb2_grpc\.py$'
+        language: system
+        entry: poetry run mypy
+        args: ["--config-file=pyproject.toml"]
+
 
   - repo: https://github.com/pre-commit/mirrors-isort
     rev: 'v5.10.1'
@@ -11,6 +14,7 @@ repos:
       - id: isort
         exclude: '.*_pb2\.py$|.*_pb2_grpc\.py$'
 
+
   - repo: https://github.com/psf/black-pre-commit-mirror
     rev: '24.8.0'
     hooks:
diff --git a/pyproject.toml b/pyproject.toml
index 41c4038..cb50089 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -43,4 +43,11 @@ build-backend = "poetry.core.masonry.api"
 
 [tool.mypy]
 python_version = "3.12"
-ignore_missing_imports = true
\ No newline at end of file
+ignore_missing_imports = true
+exclude = [
+    "spannerflow/dataflow/v1/dataflow_pb2.py",
+    "spannerflow/dataflow/v1/dataflow_pb2_grpc.py",
+]
+
+[tool.isort]
+profile = "black"
\ No newline at end of file
diff --git a/spannerflow/config.py b/spannerflow/config.py
new file mode 100644
index 0000000..2b3aa25
--- /dev/null
+++ b/spannerflow/config.py
@@ -0,0 +1,37 @@
+from dataclasses import dataclass, field
+from pathlib import Path
+
+
+@dataclass
+class Config:
+    LISTEN_PORT: int = 50052
+    LISTEN_IP: str = "localhost"
+    LISTEN_ADDRESS: str = f"{LISTEN_IP}:{LISTEN_PORT}"
+    DATAFLOW_PORT: int = 50051
+    DATAFLOW_IP: str = "localhost"
+    DATAFLOW_ADDRESS: str = f"{DATAFLOW_IP}:{DATAFLOW_PORT}"
+    GENERATED_RUST_PROJECT_PATH: Path = Path("generated_rust")
+    TEMPLATES_PATH: Path = Path("templates")
+    CARGO_TOML_TEMPLATE_NAME: str = "Cargo.toml.jinja2"
+    RUST_FILE_TEMPLATE_NAME: str = "rust_test.rs.jinja2"
+    RUST_BUILD_TEMPLATE_NAME: str = "build.rs.jinja2"
+    RUST_PROJECT_NAME: str = "spannerflow"
+    RUST_DEPENDENCIES: list[dict[str, str]] = field(
+        default_factory=lambda: [
+            {"name": "timely", "version": "0.12.0"},
+            {"name": "differential-dataflow", "version": "0.12.0"},
+            {"name": "prost", "version": "0.13.3"},
+            {"name": "prost-types", "version": "0.13.3"},
+        ]
+    )
+    RUST_BUILD_DEPEDENCIES: list[dict[str, str]] = field(
+        default_factory=lambda: [
+            {"name": "prost-build", "version": "0.13.3"},
+        ]
+    )
+    PROTO_DIR_PATH: Path = Path("./proto").absolute()
+    PROTO_FILE_PATH: Path = PROTO_DIR_PATH.joinpath("dataflow", "v1", "dataflow.proto")
+    LOGS_DIR: Path = Path("logs")
+    RUST_SERVER_LOG_PATH: Path = LOGS_DIR.joinpath("rust_server.log")
+    RUST_SERVER_BUILD_LOG_PATH: Path = LOGS_DIR.joinpath("rust_server_build.log")
+    RUST_SO_BUILD_LOG_PATH: Path = LOGS_DIR.joinpath("rust_so_build.log")
diff --git a/spannerflow/dataflow/__init__.py b/spannerflow/dataflow/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/spannerflow/dataflow/v1/__init__.py b/spannerflow/dataflow/v1/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/spannerflow/dataflow/v1/dataflow_pb2.py b/spannerflow/dataflow/v1/dataflow_pb2.py
index 60853fc..a6d7f95 100644
--- a/spannerflow/dataflow/v1/dataflow_pb2.py
+++ b/spannerflow/dataflow/v1/dataflow_pb2.py
@@ -7,7 +7,7 @@
 
 from google.protobuf import descriptor as _descriptor
 from google.protobuf import descriptor_pool as _descriptor_pool
-from google.protobuf import runtime_version as _runtime_version
+from google.protobuf import runtime_version as _runtime_version  # type: ignore
 from google.protobuf import symbol_database as _symbol_database
 from google.protobuf.internal import builder as _builder
 
diff --git a/spannerflow/dataflow/v1/dataflow_pb2_grpc.py b/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
index ddeb75d..55a2367 100644
--- a/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
+++ b/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
@@ -4,9 +4,10 @@
 import warnings
 
 import grpc
-from dataflow.v1 import dataflow_pb2 as dataflow_dot_v1_dot_dataflow__pb2
 from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
 
+from spannerflow.dataflow.v1 import dataflow_pb2 as dataflow_dot_v1_dot_dataflow__pb2
+
 GRPC_GENERATED_VERSION = "1.66.2"
 GRPC_VERSION = grpc.__version__
 _version_not_supported = False
diff --git a/spannerflow/grpc_server.py b/spannerflow/grpc_server.py
new file mode 100644
index 0000000..5e818df
--- /dev/null
+++ b/spannerflow/grpc_server.py
@@ -0,0 +1,111 @@
+import asyncio
+import inspect
+from typing import AsyncGenerator, Generator, Iterable
+
+import grpc
+
+from spannerflow.config import Config
+from spannerflow.dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc
+
+_IE_FUNCTIONS = {}
+
+
+config = Config()
+
+
+def register_function(func):
+    signature = inspect.signature(func)
+    parameters = signature.parameters
+    mandatory_count = sum(
+        1
+        for p in parameters.values()
+        if p.default == inspect.Parameter.empty
+        and p.kind
+        not in (inspect.Parameter.VAR_KEYWORD, inspect.Parameter.VAR_POSITIONAL)
+    )
+
+    if mandatory_count > 1 or len(parameters) == 0:
+        raise ValueError(
+            f"{func.__name__} must have at least one argument. and at most one not default argument"
+        )
+
+    _IE_FUNCTIONS[func.__name__] = func
+    return func
+
+
+## Example Functions Start ##
+@register_function
+async def async_greet(
+    rows: AsyncGenerator[Iterable[str], None],
+) -> AsyncGenerator[list[str], None]:
+    async for row in rows:
+        yield list(row) + ["Hello, World!"]
+
+
+@register_function
+def sync_greet(
+    rows: Generator[Iterable[str], None, None],
+) -> Generator[list[str], None, None]:
+    for row in rows:
+        yield list(row) + ["Hello, World!"]
+
+
+## Example Functions End ##
+
+
+class IEFunctionService(dataflow_pb2_grpc.IEFunctionServiceServicer):
+    async def RunIEFunction(
+        self,
+        request: dataflow_pb2.RunIEFunctionRequest,  # type: ignore
+        context,
+    ) -> AsyncGenerator[dataflow_pb2.RunIEFunctionResponse, None]:  # type: ignore
+        collection_name = request.collection_name
+        function_name = request.function_name
+        func = _IE_FUNCTIONS.get(function_name)
+        if func is None:
+            context.set_details("IE Function not found.")
+            context.set_code(grpc.StatusCode.NOT_FOUND)
+            return  # Return early after setting the error
+        # TODO: Add support for more function structures
+        if inspect.isasyncgenfunction(func):
+            async for row in func(get_collection_async(collection_name)):
+                yield dataflow_pb2.RunIEFunctionResponse(row=row)  # type: ignore
+
+        else:
+            for row in func(get_collection_sync(collection_name)):
+                yield dataflow_pb2.RunIEFunctionResponse(row=row)  # type: ignore
+
+
+def get_collection_sync(collection_name):
+    with grpc.insecure_channel(config.DATAFLOW_ADDRESS) as channel:
+        stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
+        request = dataflow_pb2.GetCollectionRequest(collection_name=collection_name)  # type: ignore
+        response_iterator = stub.GetCollection(request)
+
+        for response in response_iterator:
+            yield response.row
+
+
+async def get_collection_async(collection_name):
+    async with grpc.aio.insecure_channel(config.DATAFLOW_ADDRESS) as channel:
+        stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
+        request = dataflow_pb2.GetCollectionRequest(collection_name=collection_name)  # type: ignore
+        response_iterator = stub.GetCollection(request)
+
+        async for response in response_iterator:
+            yield response.row
+
+
+async def run_server() -> None:
+    server = grpc.aio.server()
+    dataflow_pb2_grpc.add_IEFunctionServiceServicer_to_server(
+        IEFunctionService(), server
+    )
+
+    server.add_insecure_port(config.LISTEN_ADDRESS)
+    await server.start()
+    await server.wait_for_termination()  # Keep the server running
+
+
+if __name__ == "__main__":
+    asyncio.run(run_server())
diff --git a/spannerflow/main.py b/spannerflow/main.py
deleted file mode 100644
index 3958af0..0000000
--- a/spannerflow/main.py
+++ /dev/null
@@ -1,241 +0,0 @@
-import asyncio
-import inspect
-import subprocess
-from contextlib import contextmanager
-from dataclasses import dataclass, field
-from datetime import datetime
-from pathlib import Path
-from typing import AsyncGenerator, Generator, Iterable
-
-import grpc
-import jinja2
-from dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc
-
-_IE_FUNCTIONS = {}
-
-
-@dataclass
-class Config:
-    LISTEN_PORT: int = 50052
-    LISTEN_IP: str = "localhost"
-    LISTEN_ADDRESS: str = f"{LISTEN_IP}:{LISTEN_PORT}"
-    DATAFLOW_PORT: int = 50051
-    DATAFLOW_IP: str = "localhost"
-    DATAFLOW_ADDRESS: str = f"{DATAFLOW_IP}:{DATAFLOW_PORT}"
-    GENERATED_RUST_PROJECT_PATH: Path = Path("generated_rust")
-    TEMPLATES_PATH: Path = Path("templates")
-    CARGO_TOML_TEMPLATE_NAME: str = "Cargo.toml.jinja2"
-    RUST_FILE_TEMPLATE_NAME: str = "rust_test.rs.jinja2"
-    RUST_BUILD_TEMPLATE_NAME: str = "build.rs.jinja2"
-    RUST_PROJECT_NAME: str = "spannerflow"
-    RUST_DEPENDENCIES: list[dict[str, str]] = field(
-        default_factory=lambda: [
-            {"name": "timely", "version": "0.12.0"},
-            {"name": "differential-dataflow", "version": "0.12.0"},
-            {"name": "prost", "version": "0.13.3"},
-            {"name": "prost-types", "version": "0.13.3"},
-        ]
-    )
-    RUST_BUILD_DEPEDENCIES: list[dict[str, str]] = field(
-        default_factory=lambda: [
-            {"name": "prost-build", "version": "0.13.3"},
-        ]
-    )
-    PROTO_DIR_PATH: Path = Path("./proto").absolute()
-    PROTO_FILE_PATH: Path = PROTO_DIR_PATH.joinpath("dataflow", "v1", "dataflow.proto")
-
-
-config = Config()
-
-
-def register_function(func):
-    signature = inspect.signature(func)
-    parameters = signature.parameters
-    mandatory_count = sum(
-        1
-        for p in parameters.values()
-        if p.default == inspect.Parameter.empty
-        and p.kind
-        not in (inspect.Parameter.VAR_KEYWORD, inspect.Parameter.VAR_POSITIONAL)
-    )
-
-    if mandatory_count > 1 or len(parameters) == 0:
-        raise ValueError(
-            f"{func.__name__} must have at least one argument. and at most one not default argument"
-        )
-
-    _IE_FUNCTIONS[func.__name__] = func
-    return func
-
-
-## Example Functions Start ##
-@register_function
-async def async_greet(
-    rows: AsyncGenerator[Iterable[str], None],
-) -> AsyncGenerator[list[str], None]:
-    async for row in rows:
-        yield list(row) + ["Hello, World!"]
-
-
-@register_function
-def sync_greet(
-    rows: Generator[Iterable[str], None, None],
-) -> Generator[list[str], None, None]:
-    for row in rows:
-        yield list(row) + ["Hello, World!"]
-
-
-## Example Functions End ##
-
-
-def create_cargo_toml(file_name: str, timestamp: str) -> None:
-    dest_path = config.GENERATED_RUST_PROJECT_PATH / file_name
-    template_loader = jinja2.FileSystemLoader(searchpath=config.TEMPLATES_PATH)
-    template_env = jinja2.Environment(loader=template_loader)
-    template = template_env.get_template(config.CARGO_TOML_TEMPLATE_NAME)
-
-    output_text = template.render(
-        project_name=config.RUST_PROJECT_NAME,
-        rust_file_name=f"{timestamp}.rs",
-        dependencies=config.RUST_DEPENDENCIES,
-        build_dependencies=config.RUST_BUILD_DEPEDENCIES,
-    )
-
-    with open(dest_path, "w") as f:
-        f.write(output_text)
-
-
-def create_rust_file(timestamp: str) -> None:
-    dest_path = config.GENERATED_RUST_PROJECT_PATH / "src" / f"{timestamp}.rs"
-    template_loader = jinja2.FileSystemLoader(searchpath=config.TEMPLATES_PATH)
-    template_env = jinja2.Environment(loader=template_loader)
-    template = template_env.get_template(config.RUST_FILE_TEMPLATE_NAME)
-
-    output_text = template.render()
-
-    with open(dest_path, "w") as f:
-        f.write(output_text)
-
-
-def create_rust_build_file(proto_dir_path: Path, proto_file_path: Path) -> None:
-    dest_path = config.GENERATED_RUST_PROJECT_PATH / "build.rs"
-    template_loader = jinja2.FileSystemLoader(searchpath=config.TEMPLATES_PATH)
-    template_env = jinja2.Environment(loader=template_loader)
-    template = template_env.get_template(config.RUST_BUILD_TEMPLATE_NAME)
-
-    output_text = template.render(
-        proto_dir_path=proto_dir_path, proto_file_path=proto_file_path
-    )
-
-    with open(dest_path, "w") as f:
-        f.write(output_text)
-
-
-def build_so() -> None:
-    config.GENERATED_RUST_PROJECT_PATH.joinpath("src").mkdir(
-        parents=True, exist_ok=True
-    )
-    timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
-    cargo_file_name = "Cargo.toml"
-    create_cargo_toml(cargo_file_name, timestamp)
-    create_rust_file(timestamp)
-    create_rust_build_file(config.PROTO_DIR_PATH, config.PROTO_FILE_PATH)
-    build_rust(config.GENERATED_RUST_PROJECT_PATH.joinpath(cargo_file_name).absolute())
-
-
-def build_rust(cargo_toml_path: Path) -> None:
-    command = [
-        "cargo",
-        "build",
-        "--release",
-        "--manifest-path",
-        str(cargo_toml_path),
-    ]
-    subprocess.run(
-        command,
-        cwd=str(cargo_toml_path.parent),
-        check=True,
-    )
-
-
-class IEFunctionService(dataflow_pb2_grpc.IEFunctionServiceServicer):
-    async def RunIEFunction(
-        self,
-        request: dataflow_pb2.RunIEFunctionRequest,
-        context,  # type: ignore
-    ) -> AsyncGenerator[dataflow_pb2.RunIEFunctionResponse, None]:  # type: ignore
-        collection_name = request.collection_name
-        function_name = request.function_name
-        func = _IE_FUNCTIONS.get(function_name)
-        if func is None:
-            context.set_details("IE Function not found.")
-            context.set_code(grpc.StatusCode.NOT_FOUND)
-            return  # Return early after setting the error
-        # TODO: Add support for more function structures
-        if inspect.isasyncgenfunction(func):
-            async for row in func(get_collection_async(collection_name)):
-                yield dataflow_pb2.RunIEFunctionResponse(row=row)  # type: ignore
-
-        else:
-            for row in func(get_collection_sync(collection_name)):
-                yield dataflow_pb2.RunIEFunctionResponse(row=row)  # type: ignore
-
-
-def get_collection_sync(collection_name):
-    with grpc.insecure_channel(config.DATAFLOW_ADDRESS) as channel:
-        stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
-        request = dataflow_pb2.GetCollectionRequest(collection_name=collection_name)  # type: ignore
-        response_iterator = stub.GetCollection(request)
-
-        for response in response_iterator:
-            yield response.row
-
-
-async def get_collection_async(collection_name):
-    async with grpc.aio.insecure_channel(config.DATAFLOW_ADDRESS) as channel:
-        stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
-        request = dataflow_pb2.GetCollectionRequest(collection_name=collection_name)  # type: ignore
-        response_iterator = stub.GetCollection(request)
-
-        async for response in response_iterator:
-            yield response.row
-
-
-def build_rust_server() -> None:
-    cargo_toml_path = Path(__file__).parent.joinpath("Cargo.toml")
-    build_rust(cargo_toml_path.absolute())
-
-
-async def serve() -> None:
-    server = grpc.aio.server()
-    dataflow_pb2_grpc.add_IEFunctionServiceServicer_to_server(
-        IEFunctionService(), server
-    )
-
-    server.add_insecure_port(config.LISTEN_ADDRESS)
-    await server.start()
-    await server.wait_for_termination()  # Keep the server running
-
-
-@contextmanager
-def run_rust_server_in_background() -> Generator[None, None, None]:
-    # TODO: handle port is already in use
-    server_path = (
-        Path(__file__)
-        .parent.joinpath("target", "release", "spannerflow_rust")
-        .absolute()
-    )
-    with open("process.log", "a") as log_file:
-        process = subprocess.Popen([str(server_path)], stdout=log_file, stderr=log_file)
-        try:
-            yield
-        finally:
-            process.terminate()
-            process.wait()
-
-
-if __name__ == "__main__":
-    build_rust_server()
-    build_so()
-    with run_rust_server_in_background():
-        asyncio.run(serve())
diff --git a/spannerflow/rust.py b/spannerflow/rust.py
new file mode 100644
index 0000000..b7347c0
--- /dev/null
+++ b/spannerflow/rust.py
@@ -0,0 +1,112 @@
+import subprocess
+from contextlib import contextmanager
+from datetime import datetime
+from pathlib import Path
+from typing import Generator
+
+import jinja2
+
+from spannerflow.config import Config
+
+config = Config()
+
+
+def create_cargo_toml(file_name: str, timestamp: str) -> None:
+    dest_path = config.GENERATED_RUST_PROJECT_PATH / file_name
+    template_loader = jinja2.FileSystemLoader(searchpath=config.TEMPLATES_PATH)
+    template_env = jinja2.Environment(loader=template_loader)
+    template = template_env.get_template(config.CARGO_TOML_TEMPLATE_NAME)
+
+    output_text = template.render(
+        project_name=config.RUST_PROJECT_NAME,
+        rust_file_name=f"{timestamp}.rs",
+        dependencies=config.RUST_DEPENDENCIES,
+        build_dependencies=config.RUST_BUILD_DEPEDENCIES,
+    )
+
+    with open(dest_path, "w") as f:
+        f.write(output_text)
+
+
+def create_rust_file(timestamp: str) -> None:
+    dest_path = config.GENERATED_RUST_PROJECT_PATH / "src" / f"{timestamp}.rs"
+    template_loader = jinja2.FileSystemLoader(searchpath=config.TEMPLATES_PATH)
+    template_env = jinja2.Environment(loader=template_loader)
+    template = template_env.get_template(config.RUST_FILE_TEMPLATE_NAME)
+
+    output_text = template.render()
+
+    with open(dest_path, "w") as f:
+        f.write(output_text)
+
+
+def create_rust_build_file(proto_dir_path: Path, proto_file_path: Path) -> None:
+    dest_path = config.GENERATED_RUST_PROJECT_PATH / "build.rs"
+    template_loader = jinja2.FileSystemLoader(searchpath=config.TEMPLATES_PATH)
+    template_env = jinja2.Environment(loader=template_loader)
+    template = template_env.get_template(config.RUST_BUILD_TEMPLATE_NAME)
+
+    output_text = template.render(
+        proto_dir_path=proto_dir_path, proto_file_path=proto_file_path
+    )
+
+    with open(dest_path, "w") as f:
+        f.write(output_text)
+
+
+def build_so() -> None:
+    config.GENERATED_RUST_PROJECT_PATH.joinpath("src").mkdir(
+        parents=True, exist_ok=True
+    )
+    timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
+    cargo_file_name = "Cargo.toml"
+    create_cargo_toml(cargo_file_name, timestamp)
+    create_rust_file(timestamp)
+    create_rust_build_file(config.PROTO_DIR_PATH, config.PROTO_FILE_PATH)
+    build_rust(
+        config.GENERATED_RUST_PROJECT_PATH.joinpath(cargo_file_name).absolute(),
+        config.RUST_SO_BUILD_LOG_PATH,
+    )
+
+
+def build_rust(cargo_toml_path: Path, log_path: Path) -> None:
+    command = [
+        "cargo",
+        "build",
+        "--release",
+        "--manifest-path",
+        str(cargo_toml_path),
+    ]
+
+    config.LOGS_DIR.mkdir(parents=True, exist_ok=True)
+    with open(log_path, "a") as log_file:
+        subprocess.run(
+            command,
+            cwd=str(cargo_toml_path.parent),
+            check=True,
+            stderr=log_file,
+            stdout=log_file,
+        )
+
+
+def build_rust_server() -> None:
+    cargo_toml_path = Path(__file__).parent.joinpath("Cargo.toml")
+    build_rust(cargo_toml_path.absolute(), config.RUST_SERVER_BUILD_LOG_PATH)
+
+
+@contextmanager
+def run_rust_server_in_background() -> Generator[None, None, None]:
+    # TODO: handle port is already in use
+    server_path = (
+        Path(__file__)
+        .parent.joinpath("target", "release", "spannerflow_rust")
+        .absolute()
+    )
+    config.LOGS_DIR.mkdir(parents=True, exist_ok=True)
+    with open(config.RUST_SERVER_LOG_PATH, "a") as log_file:
+        process = subprocess.Popen([str(server_path)], stdout=log_file, stderr=log_file)
+        try:
+            yield
+        finally:
+            process.terminate()
+            process.wait()

From 0c55956d5f1a022b192bd075a4830cb4c1a8e037 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 7 Oct 2024 00:58:22 +0300
Subject: [PATCH 010/277] feat: nbdev

---
 pyproject.toml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/pyproject.toml b/pyproject.toml
index cb50089..7de1de0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -23,6 +23,7 @@ grpcio = "^1.66.2"
 grpcio-tools = "^1.66.2"
 aiohttp = "^3.10.9"
 jinja2 = "^3.1.4"
+nbdev = "^2.3.31"
 
 
 [tool.poetry.group.dev.dependencies]

From 8c93eab217b114789356e1622020697e9fc94533 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 7 Oct 2024 01:56:00 +0300
Subject: [PATCH 011/277] feat: engine

---
 spannerflow/dataflow/v1/dataflow_pb2.py      |  2 -
 spannerflow/dataflow/v1/dataflow_pb2_grpc.py |  4 +-
 spannerflow/engine.py                        | 87 ++++++++++++++++++++
 3 files changed, 88 insertions(+), 5 deletions(-)
 create mode 100644 spannerflow/engine.py

diff --git a/spannerflow/dataflow/v1/dataflow_pb2.py b/spannerflow/dataflow/v1/dataflow_pb2.py
index a6d7f95..473caa1 100644
--- a/spannerflow/dataflow/v1/dataflow_pb2.py
+++ b/spannerflow/dataflow/v1/dataflow_pb2.py
@@ -19,8 +19,6 @@
 _sym_db = _symbol_database.Default()
 
 
-from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
-
 DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(
     b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto"F\n\x14RunIEFunctionRequest\x12\x15\n\rfunction_name\x18\x01 \x01(\t\x12\x17\n\x0f\x63ollection_name\x18\x02 \x01(\t"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t"@\n\x12LoadFromCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t">\n\x10SaveToCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t"V\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType"A\n\nCollection\x12\x0c\n\x04name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType"F\n\x16GetCollectionsResponse\x12,\n\x0b\x63ollections\x18\x03 \x03(\x0b\x32\x17.dataflow.v1.Collection"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t"u\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\x12\x1d\n\x15input_collection_name\x18\x03 \x01(\t\x12\x1e\n\x16output_collection_name\x18\x04 \x01(\t""\n\x13RunDataflowResponse\x12\x0b\n\x03row\x18\x01 \x03(\t*w\n\x08\x44\x61taType\x12\x19\n\x15\x44\x41TA_TYPE_UNSPECIFIED\x10\x00\x12\x14\n\x10\x44\x41TA_TYPE_STRING\x10\x01\x12\x11\n\rDATA_TYPE_INT\x10\x02\x12\x13\n\x0f\x44\x41TA_TYPE_FLOAT\x10\x03\x12\x12\n\x0e\x44\x41TA_TYPE_BOOL\x10\x04\x32m\n\x11IEFunctionService\x12X\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a".dataflow.v1.RunIEFunctionResponse0\x01\x32\xae\x05\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a".dataflow.v1.GetCollectionResponse0\x01\x12\x46\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a\x16.google.protobuf.Empty\x12\x46\n\x0bLoadFromCSV\x12\x1f.dataflow.v1.LoadFromCSVRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tSaveToCSV\x12\x1d.dataflow.v1.SaveToCSVRequest\x1a\x16.google.protobuf.Emptyb\x06proto3'
 )
diff --git a/spannerflow/dataflow/v1/dataflow_pb2_grpc.py b/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
index 55a2367..ad03769 100644
--- a/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
+++ b/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
@@ -1,8 +1,6 @@
 # Generated by the gRPC Python protocol compiler plugin. DO NOT EDIT!
 """Client and server classes corresponding to protobuf-defined services."""
 
-import warnings
-
 import grpc
 from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
 
@@ -24,7 +22,7 @@
 if _version_not_supported:
     raise RuntimeError(
         f"The grpc package installed is at version {GRPC_VERSION},"
-        + f" but the generated code in dataflow/v1/dataflow_pb2_grpc.py depends on"
+        + " but the generated code in dataflow/v1/dataflow_pb2_grpc.py depends on"
         + f" grpcio>={GRPC_GENERATED_VERSION}."
         + f" Please upgrade your grpc module to grpcio>={GRPC_GENERATED_VERSION}"
         + f" or downgrade your generated code using grpcio-tools<={GRPC_VERSION}."
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
new file mode 100644
index 0000000..5b29746
--- /dev/null
+++ b/spannerflow/engine.py
@@ -0,0 +1,87 @@
+from pathlib import Path
+from typing import Generator
+
+import grpc
+from google.protobuf import empty_pb2
+from google.protobuf.json_format import MessageToDict
+
+from spannerflow.config import Config
+from spannerflow.dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc
+
+
+class Engine:
+    def __init__(self, config: Config):
+        self.config = config
+
+    def add_row(self, collection_name: str, row: list[str]) -> None:
+        with grpc.insecure_channel(self.config.DATAFLOW_ADDRESS) as channel:
+            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
+            request = dataflow_pb2.AddRowRequest(  # type: ignore
+                collection_name=collection_name, row=row
+            )
+            stub.AddRow(request)
+
+    def delete_row(self, collection_name: str, row: list[str]) -> None:
+        with grpc.insecure_channel(self.config.DATAFLOW_ADDRESS) as channel:
+            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
+            request = dataflow_pb2.DeleteRowRequest(  # type: ignore
+                collection_name=collection_name, row=row
+            )
+            stub.DeleteRow(request)
+
+    def add_collection(self, collection_name: str, schema: list[int]) -> None:
+        with grpc.insecure_channel(self.config.DATAFLOW_ADDRESS) as channel:
+            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
+            request = dataflow_pb2.AddCollectionRequest(  # type: ignore
+                collection_name=collection_name, schema=schema
+            )
+            stub.AddCollection(request)
+
+    def delete_collection(self, collection_name: str) -> None:
+        with grpc.insecure_channel(self.config.DATAFLOW_ADDRESS) as channel:
+            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
+            request = dataflow_pb2.DeleteCollectionRequest(  # type: ignore
+                collection_name=collection_name
+            )
+            stub.DeleteCollection(request)
+
+    def get_collections(self) -> dict[str, list[str]]:
+        with grpc.insecure_channel(self.config.DATAFLOW_ADDRESS) as channel:
+            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
+            request = empty_pb2.Empty()
+            response = stub.GetCollections(request)
+            return {
+                d["name"]: d["schema"] for d in MessageToDict(response)["collections"]
+            }
+
+    def get_collection(self, collection_name) -> Generator[list[str], None, None]:
+        with grpc.insecure_channel(self.config.DATAFLOW_ADDRESS) as channel:
+            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
+            request = dataflow_pb2.GetCollectionRequest(collection_name=collection_name)  # type: ignore
+            response_iterator = stub.GetCollection(request)
+
+            for response in response_iterator:
+                yield response.row
+
+    def run_dataflow(
+        self,
+        so_path: Path,
+        fn_name: str,
+        input_collection_name: str,
+        output_collection_name: str | None = None,
+    ) -> Generator[list[str], None, None]:
+        with grpc.insecure_channel(self.config.DATAFLOW_ADDRESS) as channel:
+            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
+            request = dataflow_pb2.RunDataflowRequest(  # type: ignore
+                so_path=str(so_path),
+                fn_name=fn_name,
+                input_collection_name=input_collection_name,
+                output_collection_name=output_collection_name,
+            )
+
+            stub.RunDataflow(request)
+            yield []
+            # response_iterator = stub.RunDataflow(request)
+
+            # for response in response_iterator:
+            #     yield response.row

From d6c1a4574024f76891ae2368060430b10a95b312 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 7 Oct 2024 02:52:55 +0300
Subject: [PATCH 012/277] feat: install protoc

---
 .gitignore                   |  3 +-
 README.md                    |  5 ++-
 pyproject.toml               |  2 +
 spannerflow/installations.py | 74 ++++++++++++++++++++++++++++++++++++
 4 files changed, 81 insertions(+), 3 deletions(-)
 create mode 100644 spannerflow/installations.py

diff --git a/.gitignore b/.gitignore
index 9565469..3d2eec2 100644
--- a/.gitignore
+++ b/.gitignore
@@ -182,4 +182,5 @@ Cargo.lock
 /target
 generated_rust
 .DS_Store
-spannerflow/logs
\ No newline at end of file
+spannerflow/logs
+protoc/
\ No newline at end of file
diff --git a/README.md b/README.md
index f45f8d2..b2b39e5 100644
--- a/README.md
+++ b/README.md
@@ -7,8 +7,9 @@ pip install poetry
 poetry install
 pre-commit install
 
-python -m grpc_tools.protoc -I./proto --python_out=./spannerflow --grpc_python_out=./spannerflow ./spannerflow/proto/dataflow/v1/dataflow.proto
+cd spannerflow/proto
+python -m grpc_tools.protoc -I. --python_out=.. --grpc_python_out=.. ./dataflow/v1/dataflow.proto
 
 pre-commit run --all-files
 poetry build
-```
\ No newline at end of file
+```
diff --git a/pyproject.toml b/pyproject.toml
index 7de1de0..5194d1b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -24,6 +24,7 @@ grpcio-tools = "^1.66.2"
 aiohttp = "^3.10.9"
 jinja2 = "^3.1.4"
 nbdev = "^2.3.31"
+requests = "^2.32.3"
 
 
 [tool.poetry.group.dev.dependencies]
@@ -31,6 +32,7 @@ pre-commit = "^4.0.0"
 isort = "^5.13.2"
 black = "^24.8.0"
 types-protobuf = "^5.28.0.20240924"
+types-requests = "^2.32.0.20240914"
 ruff = "^0.6.9"
 mypy = "^1.11.2"
 maturin = "^1.7.4"
diff --git a/spannerflow/installations.py b/spannerflow/installations.py
new file mode 100644
index 0000000..036cc4b
--- /dev/null
+++ b/spannerflow/installations.py
@@ -0,0 +1,74 @@
+import os
+import platform
+import subprocess
+import zipfile
+
+import requests
+
+
+def check_for_protoc() -> bool:
+    try:
+        subprocess.run(["protoc", "--version"], check=True)
+        return True
+    except (FileNotFoundError, subprocess.CalledProcessError):
+        return False
+
+
+def install_protoc() -> None:
+    if check_for_protoc():
+        print("protoc is already installed.")
+        return
+
+    # Mapping of platform.system() to OS name in the download URL
+    operation_systems = {"Linux": "linux", "Darwin": "osx", "Windows": "win"}
+
+    # Mapping of platform.machine() to architecture name in the download URL
+    architecture = {
+        "s390x": "s390_64",
+        "aarch64": "aarch_64",
+        "arm64": "aarch_64",
+        "ppc64le": "ppcle_64",
+        "x86_64": "x86_64",
+        "i386": "x86_32",
+        "AMD64": "win64",  # Standard Windows 64-bit architecture
+        "x86": "win32",  # Standard Windows 32-bit architecture
+    }
+
+    operation_system = operation_systems.get(platform.system(), None)
+    arch = architecture.get(platform.machine(), None)
+
+    if not os or not arch:
+        print("Unsupported operating system or architecture.")
+        return
+
+    if operation_system == "win":
+        # For Windows, the file naming convention is `protoc-28.2-win32.zip` or `protoc-28.2-win64.zip`
+        operation_system_and_arch = f"{arch}"
+    else:
+        # For other systems, the naming convention includes both OS and architecture
+        operation_system_and_arch = f"{operation_system}-{arch}"
+
+    url = f"https://github.com/protocolbuffers/protobuf/releases/download/v28.2/protoc-28.2-{operation_system_and_arch}.zip"
+
+    # Download the file
+    response = requests.get(url, stream=True)
+    zip_filename = "protoc.zip"
+    if response.status_code == 200:
+        with open(zip_filename, "wb") as file:
+            for chunk in response.iter_content(chunk_size=8192):
+                file.write(chunk)
+        print(f"Downloaded protoc successfully from {url}.")
+    else:
+        print(f"Failed to download protoc. HTTP status code: {response.status_code}")
+        return
+    extract_dir = "protoc"
+    with zipfile.ZipFile(zip_filename, "r") as zip_ref:
+        zip_ref.extractall(extract_dir)
+    print(f"Extracted protoc files to {extract_dir}.")
+
+    os.remove(zip_filename)
+    print(f"Removed the zip file: {zip_filename}")
+    protoc_bin_path = os.path.abspath(os.path.join(extract_dir, "bin"))
+    protoc_path = os.path.abspath(os.path.join(protoc_bin_path, "protoc"))
+    os.chmod(protoc_path, 0o755)
+    os.environ["PATH"] = protoc_bin_path + os.pathsep + os.environ["PATH"]

From 9fdaa764fbe3ea02f6154975c3fa4f2e4ef36549 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 7 Oct 2024 03:17:13 +0300
Subject: [PATCH 013/277] feat: stupid test

---
 .pre-commit-config.yaml | 11 ++++++++++-
 README.md               |  3 ++-
 pyproject.toml          |  1 -
 tests/test_sanity.py    |  2 ++
 4 files changed, 14 insertions(+), 3 deletions(-)
 create mode 100644 tests/test_sanity.py

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index dd1596a..90c9fce 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -34,4 +34,13 @@ repos:
     rev: v1.44.0
     hooks:
       - id: buf-lint
-        args: [spannerflow/proto/dataflow/v1/dataflow.proto]
\ No newline at end of file
+        args: [spannerflow/proto/dataflow/v1/dataflow.proto]
+
+  - repo: local
+    hooks:
+      - id: pytest-check
+        name: pytest-check
+        entry: pytest
+        language: system
+        pass_filenames: false
+        always_run: true
\ No newline at end of file
diff --git a/README.md b/README.md
index b2b39e5..a23268f 100644
--- a/README.md
+++ b/README.md
@@ -9,7 +9,8 @@ pre-commit install
 
 cd spannerflow/proto
 python -m grpc_tools.protoc -I. --python_out=.. --grpc_python_out=.. ./dataflow/v1/dataflow.proto
-
+# TODO: Patch imports and ignore mypy on generated files
+cd ../..
 pre-commit run --all-files
 poetry build
 ```
diff --git a/pyproject.toml b/pyproject.toml
index 5194d1b..b45be35 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -37,7 +37,6 @@ ruff = "^0.6.9"
 mypy = "^1.11.2"
 maturin = "^1.7.4"
 pytest = "^8.3.3"
-pytest-benchmark = "^4.0.0"
 
 
 [build-system]
diff --git a/tests/test_sanity.py b/tests/test_sanity.py
new file mode 100644
index 0000000..0c32f45
--- /dev/null
+++ b/tests/test_sanity.py
@@ -0,0 +1,2 @@
+def test_sanity():
+    assert 1 == 1

From 7b09d04a24605d23151ecf2d9a03b73ae960ac20 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 7 Oct 2024 03:20:36 +0300
Subject: [PATCH 014/277] feat: delete dockerfile

---
 Dockerfile | 22 ----------------------
 1 file changed, 22 deletions(-)
 delete mode 100644 Dockerfile

diff --git a/Dockerfile b/Dockerfile
deleted file mode 100644
index f63d69e..0000000
--- a/Dockerfile
+++ /dev/null
@@ -1,22 +0,0 @@
-FROM lukemathwalker/cargo-chef:latest-rust-alpine AS chef
-WORKDIR /app
-
-FROM chef AS planner
-COPY ./Cargo.toml ./Cargo.lock ./
-COPY ./src ./src
-RUN cargo chef prepare
-
-FROM chef AS builder
-COPY --from=planner /app/recipe.json .
-RUN cargo chef cook --release
-RUN apk update && apk add --no-cache make protobuf-dev
-COPY . .
-RUN cargo build --release
-RUN mv ./target/release/spannerflow ./app
-
-FROM scratch AS runtime
-WORKDIR /app
-COPY --from=builder /app/app /usr/local/bin/
-EXPOSE 50051
-ENV BIND_IP=0.0.0.0
-ENTRYPOINT ["/usr/local/bin/app"]
\ No newline at end of file

From 0d1ecc7f2292417b33b28166b324c950b0c2a086 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 7 Oct 2024 12:24:34 +0300
Subject: [PATCH 015/277] feat: merged code generation

---
 pyproject.toml                            |   8 +-
 spannerflow/config.py                     |   4 +-
 spannerflow/graph_utils.py                | 132 +++++++++++
 spannerflow/rust.py                       | 269 ++++++++++++++++++++--
 spannerflow/src/main.rs                   |  22 +-
 spannerflow/templates/iterate.rs.jinja2   |   8 +
 spannerflow/templates/rust_test.rs.jinja2 |  54 ++++-
 7 files changed, 451 insertions(+), 46 deletions(-)
 create mode 100644 spannerflow/graph_utils.py
 create mode 100644 spannerflow/templates/iterate.rs.jinja2

diff --git a/pyproject.toml b/pyproject.toml
index b45be35..8c7142f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -9,9 +9,9 @@ packages = [
 ]
 
 include = [
-    { path = "spannerflow/src", format = ["sdist", "wheel"] },
-    { path = "spannerflow/proto", format = ["sdist", "wheel"] },
-    { path = "spannerflow/templates", format = ["sdist", "wheel"] },
+    { path = "spannerflow/src/*", format = ["sdist", "wheel"] },
+    { path = "spannerflow/proto/*", format = ["sdist", "wheel"] },
+    { path = "spannerflow/templates/*", format = ["sdist", "wheel"] },
     { path = "spannerflow/Cargo.toml", format = ["sdist", "wheel"] }
 ]
 
@@ -25,6 +25,8 @@ aiohttp = "^3.10.9"
 jinja2 = "^3.1.4"
 nbdev = "^2.3.31"
 requests = "^2.32.3"
+networkx = "^3.3"
+pandas = "^2.2.3"
 
 
 [tool.poetry.group.dev.dependencies]
diff --git a/spannerflow/config.py b/spannerflow/config.py
index 2b3aa25..e14fda9 100644
--- a/spannerflow/config.py
+++ b/spannerflow/config.py
@@ -11,7 +11,7 @@ class Config:
     DATAFLOW_IP: str = "localhost"
     DATAFLOW_ADDRESS: str = f"{DATAFLOW_IP}:{DATAFLOW_PORT}"
     GENERATED_RUST_PROJECT_PATH: Path = Path("generated_rust")
-    TEMPLATES_PATH: Path = Path("templates")
+    TEMPLATES_PATH: Path = Path(__file__).parent.joinpath("templates")
     CARGO_TOML_TEMPLATE_NAME: str = "Cargo.toml.jinja2"
     RUST_FILE_TEMPLATE_NAME: str = "rust_test.rs.jinja2"
     RUST_BUILD_TEMPLATE_NAME: str = "build.rs.jinja2"
@@ -29,7 +29,7 @@ class Config:
             {"name": "prost-build", "version": "0.13.3"},
         ]
     )
-    PROTO_DIR_PATH: Path = Path("./proto").absolute()
+    PROTO_DIR_PATH: Path = Path("spannerflow").joinpath("proto").absolute()
     PROTO_FILE_PATH: Path = PROTO_DIR_PATH.joinpath("dataflow", "v1", "dataflow.proto")
     LOGS_DIR: Path = Path("logs")
     RUST_SERVER_LOG_PATH: Path = LOGS_DIR.joinpath("rust_server.log")
diff --git a/spannerflow/graph_utils.py b/spannerflow/graph_utils.py
new file mode 100644
index 0000000..07d61e8
--- /dev/null
+++ b/spannerflow/graph_utils.py
@@ -0,0 +1,132 @@
+import networkx as nx
+
+
+def find_sources(graph: nx.DiGraph) -> list[str | int]:
+    return [node for node in graph.nodes() if graph.in_degree(node) == 0]
+
+
+def find_output(graph: nx.DiGraph) -> str | int:
+    outputs = [node for node in graph.nodes() if graph.out_degree(node) == 0]
+    if len(outputs) != 1:
+        raise Exception("There can only be one output node to the graph")
+    return outputs[0]
+
+
+def change_node_key(G, old_key, new_key):
+    # Add a new node with the new key, and copy the attributes of the old node
+    G.add_node(new_key, **G.nodes[old_key])
+
+    # Reconnect the edges from the old node to the new node
+    for neighbor in G.neighbors(old_key):
+        G.add_edge(new_key, neighbor)
+
+    # If it's a directed graph, also handle incoming edges
+    if G.is_directed():
+        for predecessor in G.predecessors(old_key):
+            G.add_edge(predecessor, new_key)
+
+    # Remove the old node
+    G.remove_node(old_key)
+
+
+def get_cycles(graph):
+    cycles = nx.recursive_simple_cycles(graph)
+    cycle_dicts = dict()
+
+    for cycle in cycles:
+        anchor = find_anchor_of_cycle(graph, cycle)
+        cycle_dicts[anchor] = graph.subgraph(cycle).copy()
+
+    return cycle_dicts
+
+
+def find_anchor_of_cycle(graph, cycle):
+    # TODO: Change to node with edge to egress node (outside of the circle)
+    for node in cycle:
+        if graph.nodes[node]["op"] == "union":
+            return node
+
+
+def reduced_graph(graph):
+    """Returned a reduced graph with the cycle nodes removed but the anchor node"""
+    cycles = get_cycles(graph)
+    reduced = graph.copy()
+
+    for anchor, cycle in cycles.items():
+        cycle_nodes = [node for node in cycle if node != anchor]
+        change_node_key(cycle, anchor, f"iter_{anchor}")
+
+        reduced.remove_nodes_from(cycle_nodes)
+        reduced.nodes[anchor]["anchor"] = True
+        graph.nodes[anchor]["anchor"] = True
+
+        # find edges that connect to the cycle and connect them to the anchor
+        for node in cycle_nodes:
+            for p_node in graph.predecessors(node):
+                if p_node not in cycle_nodes and p_node != anchor:
+                    print(p_node)
+                    reduced.add_edge(p_node, anchor)
+
+    return reduced, cycles
+
+
+def get_node_schema(graph, node):
+    schema = graph.nodes[node]["schema"]
+    if len(schema) > 1:
+        return f"({', '.join(schema)})"
+
+    if len(schema) == 0:
+        return "()"
+    return schema[0]
+
+
+def get_common_cols(graph, node1, node2):
+    return list(set(graph.nodes[node1]["schema"]) & set(graph.nodes[node2]["schema"]))
+
+
+def get_diff_cols(graph, node1, node2):
+    return list(set(graph.nodes[node1]["schema"]) ^ set(graph.nodes[node2]["schema"]))
+
+
+def get_minus_cols(graph, node1, common_cols):
+    return list(set(graph.nodes[node1]["schema"]) - set(common_cols))
+
+
+def find_egress_node(graph, cycle, anchor):
+    """find a node that the anchor has an edge to it but it is not part of the cycle"""
+    for node in graph.successors(anchor):
+        if node not in cycle.nodes:
+            return node
+
+
+def traverse_cycle(graph, cycle, anchor):
+    """create a list of nodes for traversing the cylce
+    (a direct edge must exist between adjucent nodes in the list)
+    The anchor node must be the last node in the list.
+    """
+    temp_node = anchor
+    cycle_order = []
+    while len(cycle_order) < len(cycle):
+        cycle_order += list(cycle.successors(temp_node))
+        temp_node = cycle_order[-1]
+    return cycle_order
+
+
+def find_ingress_nodes(graph, cycle, anchor=None):
+    """returns all nodes that have an edge to the cycle that is not part of the cycle"""
+    ingress_nodes = []
+    for node in cycle:
+        if type(node) is str and "iter" in node:
+            node = node.split("_")[1]
+        for pred in graph.pred[node]:
+            if pred not in cycle and "anchor" not in graph.nodes[pred]:
+                ingress_nodes.append(pred)
+    return ingress_nodes
+
+
+def create_iter_graph(graph, cycle, anchor):
+    ingress = find_ingress_nodes(graph, cycle, anchor)
+    iter_graph = graph.subgraph(list(cycle.nodes) + (ingress) + [anchor]).copy()
+    change_node_key(iter_graph, anchor, f"iter_{anchor}")
+    iter_graph.nodes[f"iter_{anchor}"]["anchor"] = True
+    return iter_graph
diff --git a/spannerflow/rust.py b/spannerflow/rust.py
index b7347c0..494421a 100644
--- a/spannerflow/rust.py
+++ b/spannerflow/rust.py
@@ -1,15 +1,233 @@
 import subprocess
-from contextlib import contextmanager
+import threading
 from datetime import datetime
 from pathlib import Path
-from typing import Generator
 
 import jinja2
+import networkx as nx
+import pandas as pd
 
 from spannerflow.config import Config
+from spannerflow.engine import Engine
+from spannerflow.graph_utils import (
+    create_iter_graph,
+    find_ingress_nodes,
+    find_output,
+    find_sources,
+    get_common_cols,
+    get_minus_cols,
+    get_node_schema,
+    reduced_graph,
+    traverse_cycle,
+)
 
 config = Config()
 
+PYTHON_RUST_TYPES = {
+    "DATA_TYPE_STRING": "String",
+    "DATA_TYPE_INT": "i32",
+    "DATA_TYPE_FLOAT": "f32",
+    "DATA_TYPE_BOOL": "bool",
+}
+
+
+class equalConstTheta:
+    def __init__(self, *pos_val_tuples):
+        self.pos_val_tuples = pos_val_tuples
+
+    def __call__(self, df):
+        masks = [df.iloc[:, pos] == val for pos, val in self.pos_val_tuples]
+        return pd.concat(masks, axis=1).all(axis=1)
+
+    def __str__(self):
+        return f"""Theta({', '.join([f'col_{pos}={val}' for pos,val in self.pos_val_tuples])})"""
+
+    def __repr__(self):
+        return str(self)
+
+    def __eq__(self, other):
+        if not isinstance(other, equalConstTheta):
+            return False
+        return self.pos_val_tuples == other.pos_val_tuples
+
+
+class equalColTheta:
+    def __init__(self, *col_pos_tuples):
+        self.col_pos_tuples = col_pos_tuples
+
+    def __call__(self, df):
+        masks = [
+            df.iloc[:, pos1] == df.iloc[:, pos2] for pos1, pos2 in self.col_pos_tuples
+        ]
+        return pd.concat(masks, axis=1).all(axis=1)
+
+    def __str__(self):
+        return f"""Theta({', '.join([f'col_{pos1}=col_{pos2}' for pos1,pos2 in self.col_pos_tuples])})"""
+
+    def __repr__(self):
+        return str(self)
+
+    def __eq__(self, other):
+        if not isinstance(other, equalColTheta):
+            return False
+        return self.col_pos_tuples == other.col_pos_tuples
+
+
+def get_input_scheme(node):
+    engine = Engine(config)
+    collections = engine.get_collections()
+    types_list = [PYTHON_RUST_TYPES[str(x)] for x in collections[node]]
+    if len(types_list) > 1:
+        return f"({', '.join(types_list)})"
+    if len(types_list) == 1:
+        return types_list[0]
+
+
+def get_sources_data(graph):
+    return {
+        source: {"name": source, "scheme": get_input_scheme(source)}
+        for source in find_sources(graph)
+    }
+
+
+def get_join_code(graph, node, anchor=None, in_iterate=False):
+    prev_nodes = list(graph.pred[node])
+    if len(prev_nodes) != 2:
+        raise ValueError("Node is not 2-join: ", node)
+    join1, join2 = list(graph.pred[node])
+    out_node_str = f"node_{node}"
+    join1_str = f"node_{join1}"
+    join2_str = f"node_{join2}"
+
+    if in_iterate:
+        if node == anchor:
+            out_node_str = anchor
+        if join1 == anchor:
+            join1_str = join1
+        if join2 == anchor:
+            join2_str = join2
+
+    def get_col_schema(cols):
+        if not cols:
+            return "0"
+        if len(cols) > 1:
+            return f"({','.join(common_cols)})"
+        else:
+            return cols[0]
+
+    common_cols = get_common_cols(graph, join1, join2)
+    common_schema = get_col_schema(common_cols)
+
+    join1_uncommon_schema = get_col_schema(get_minus_cols(graph, join1, common_cols))
+    join2_uncommon_schema = get_col_schema(get_minus_cols(graph, join2, common_cols))
+    out_join1_uncommon_schema = (
+        join1_uncommon_schema if (not join1_uncommon_schema == "0") else "_"
+    )
+    out_join2_uncommon_schema = (
+        join2_uncommon_schema if (not join2_uncommon_schema == "0") else "_"
+    )
+
+    return f"""let {out_node_str} = {join1_str}.map(|{get_node_schema(graph, join1)}| ({common_schema}, {join1_uncommon_schema}))
+            .join(&{join2_str}.map(|{get_node_schema(graph, join2)}| ({common_schema}, {join2_uncommon_schema})))
+            .map(|({common_schema}, ({out_join1_uncommon_schema}, {out_join2_uncommon_schema}))| ({get_node_schema(graph, node)}));"""
+
+
+def get_union_code(graph, node, anchor=None, in_iterate=False):
+    preds = list(graph.pred[node])
+    prev_node1_str = f"node_{preds[0]}"
+    node_str = f"node_{node}"
+    if in_iterate:
+        if preds[0] == anchor:
+            prev_node1_str = anchor
+        if node == anchor:
+            node_str = anchor
+    if len(preds) == 1:
+        return f"let {node_str} = {prev_node1_str};"
+    elif len(preds) == 2:
+        prev_node2_str = f"node_{preds[1]}"
+        if in_iterate and preds[1] == anchor:
+            prev_node2_str = anchor
+        return f"let {node_str} = {prev_node1_str}.concat(&{prev_node2_str});"
+
+
+def generate_code(graph, node, anchor=None, in_iterate=False):
+    gr_node = graph.nodes[node]
+    schema = get_node_schema(graph, node)
+    code = None
+    prev_nodes = list(graph.pred[node])
+    if prev_nodes:
+        prev_node_str = f"node_{prev_nodes[0]}"
+
+    node_str = f"node_{node}"
+    if in_iterate:
+        if prev_nodes and prev_nodes[0] == anchor:
+            prev_node_str = anchor
+        if node == anchor:
+            node_str = anchor
+
+    if gr_node["op"] == "get_rel":
+        code = f"let {node_str} = input_{node}.to_collection(scope);"
+    if gr_node["op"] == "rename":
+        code = f"let {node_str} = {prev_node_str}.map(|{schema}| {schema});"
+    elif gr_node["op"] == "project":
+        if prev_nodes:
+            prev_schema = get_node_schema(graph, prev_nodes[0])
+            code = f"let {node_str} = {prev_node_str}.map(|{prev_schema}| {schema});"
+    elif gr_node["op"] == "join":
+        code = get_join_code(graph, node, anchor=anchor, in_iterate=in_iterate)
+    elif gr_node["op"] == "select":
+        theta = gr_node["theta"]
+        preds = ""
+        # TODO:
+        if isinstance(theta, equalConstTheta):
+            preds = [f"col_{pos} == {val}" for pos, val in theta.pos_val_tuples]
+        # TODO:
+        elif isinstance(theta, equalColTheta):
+            preds = [f"col_{pos1} == col_{pos2}" for pos1, pos2 in theta.col_pos_tuples]
+        code = f"let {node_str} = {prev_node_str}.filter(|&{get_node_schema(graph, prev_nodes[0])}| {' && '.join(preds)});"
+    elif gr_node["op"] == "union":
+        code = get_union_code(graph, node, in_iterate=in_iterate, anchor=anchor)
+
+    return code
+
+
+def generate_graph_code(graph):
+    flow_code = dict()
+    template_loader = jinja2.FileSystemLoader(searchpath=config.TEMPLATES_PATH)
+    template_env = jinja2.Environment(loader=template_loader)
+    iterate_template = template_env.get_template("iterate.rs.jinja2")
+    reduced, cycles = reduced_graph(graph)
+    for node in list(nx.topological_sort(reduced)):
+        if node in cycles.keys():
+            iter_graph = create_iter_graph(graph, cycles[node], node)
+            # TODO: need to add mut to the var decleration
+            anchor_code = generate_code(reduced, node)
+            cycle_code = {}
+            cycle_order = traverse_cycle(graph, cycles[node], f"iter_{node}")
+            for cycle_node in cycle_order:
+                cycle_code[cycle_node] = generate_code(
+                    iter_graph, cycle_node, anchor=f"iter_{node}", in_iterate=True
+                )
+            flow_code[node] = iterate_template.render(
+                {
+                    "ingress_nodes": find_ingress_nodes(
+                        graph, list(cycles[node].nodes), node
+                    ),
+                    "anchor": node,
+                    "cycle_flow": cycle_order,
+                    "flow_code": cycle_code,
+                    "anchor_code": anchor_code,
+                }
+            )
+        else:
+            flow_code[node] = generate_code(graph, node)
+    return flow_code
+
+
+def get_output_data(graph):
+    output = find_output(graph)
+    return output, len(graph.nodes[output]["schema"])
+
 
 def create_cargo_toml(file_name: str, timestamp: str) -> None:
     dest_path = config.GENERATED_RUST_PROJECT_PATH / file_name
@@ -28,13 +246,23 @@ def create_cargo_toml(file_name: str, timestamp: str) -> None:
         f.write(output_text)
 
 
-def create_rust_file(timestamp: str) -> None:
+def create_rust_file(timestamp: str, graph: nx.DiGraph) -> None:
     dest_path = config.GENERATED_RUST_PROJECT_PATH / "src" / f"{timestamp}.rs"
     template_loader = jinja2.FileSystemLoader(searchpath=config.TEMPLATES_PATH)
     template_env = jinja2.Environment(loader=template_loader)
     template = template_env.get_template(config.RUST_FILE_TEMPLATE_NAME)
+    flow_code = generate_graph_code(graph)
+    reduced, _ = reduced_graph(graph)
+    output_node, output_vars = get_output_data(reduced)
 
-    output_text = template.render()
+    output_text = template.render(
+        sources=get_sources_data(graph),
+        flow_code=flow_code,
+        top_sort=list(nx.topological_sort(reduced)),
+        query_id=111,
+        output_node=output_node,
+        output_vars=output_vars,
+    )
 
     with open(dest_path, "w") as f:
         f.write(output_text)
@@ -54,14 +282,14 @@ def create_rust_build_file(proto_dir_path: Path, proto_file_path: Path) -> None:
         f.write(output_text)
 
 
-def build_so() -> None:
+def build_so(graph: nx.DiGraph) -> None:
     config.GENERATED_RUST_PROJECT_PATH.joinpath("src").mkdir(
         parents=True, exist_ok=True
     )
     timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
     cargo_file_name = "Cargo.toml"
     create_cargo_toml(cargo_file_name, timestamp)
-    create_rust_file(timestamp)
+    create_rust_file(timestamp, graph)
     create_rust_build_file(config.PROTO_DIR_PATH, config.PROTO_FILE_PATH)
     build_rust(
         config.GENERATED_RUST_PROJECT_PATH.joinpath(cargo_file_name).absolute(),
@@ -94,19 +322,16 @@ def build_rust_server() -> None:
     build_rust(cargo_toml_path.absolute(), config.RUST_SERVER_BUILD_LOG_PATH)
 
 
-@contextmanager
-def run_rust_server_in_background() -> Generator[None, None, None]:
-    # TODO: handle port is already in use
-    server_path = (
-        Path(__file__)
-        .parent.joinpath("target", "release", "spannerflow_rust")
-        .absolute()
-    )
-    config.LOGS_DIR.mkdir(parents=True, exist_ok=True)
-    with open(config.RUST_SERVER_LOG_PATH, "a") as log_file:
-        process = subprocess.Popen([str(server_path)], stdout=log_file, stderr=log_file)
-        try:
-            yield
-        finally:
-            process.terminate()
-            process.wait()
+def run_rust_server_in_background() -> None:
+    def inner():
+        # TODO: handle port is already in use
+        server_path = (
+            Path(__file__)
+            .parent.joinpath("target", "release", "spannerflow_rust")
+            .absolute()
+        )
+        config.LOGS_DIR.mkdir(parents=True, exist_ok=True)
+        with open(config.RUST_SERVER_LOG_PATH, "a") as log_file:
+            subprocess.run([str(server_path)], stdout=log_file, stderr=log_file)
+
+    threading.Thread(target=inner).start()
diff --git a/spannerflow/src/main.rs b/spannerflow/src/main.rs
index 8203c5b..e648bd8 100644
--- a/spannerflow/src/main.rs
+++ b/spannerflow/src/main.rs
@@ -1,6 +1,6 @@
 use std::collections::HashMap;
 use std::env;
-use std::sync::Mutex;
+use std::sync::{Mutex, MutexGuard};
 use csv;
 
 
@@ -383,7 +383,7 @@ impl DataflowService for MyDataflowService {
     ) -> Result<Response<()>, Status> {
         println!("Got a request: {:?}", request);
         let req = request.into_inner();
-        let mut collections = match COLLECTIONS.lock() {
+        let collections = match COLLECTIONS.lock() {
             Ok(lock) => lock,
             Err(poisoned) => {
                 eprintln!("Mutex was poisoned: {:?}", poisoned);
@@ -391,7 +391,7 @@ impl DataflowService for MyDataflowService {
             }
         };
         
-        let mut schemas = match SCHEMAS.lock() {
+        let schemas = match SCHEMAS.lock() {
             Ok(lock) => lock,
             Err(poisoned) => {
                 eprintln!("Mutex was poisoned: {:?}", poisoned);
@@ -402,9 +402,9 @@ impl DataflowService for MyDataflowService {
         if !collections.contains_key(&req.input_collection_name) || !schemas.contains_key(&req.input_collection_name) {
             return Err(Status::not_found("Collection not found"));
         }
-        let schema = schemas.get_mut(&req.input_collection_name).unwrap();
-        let collection = collections.get_mut(&req.input_collection_name).unwrap();
-        let result = run_dataflow_so(req.so_path, req.fn_name, schema, collection);
+        drop(collections);
+        drop(schemas);
+        let result = run_dataflow_so(req.so_path, req.fn_name);
         if let Err(status) = result {
             return Err(status);
         }
@@ -429,19 +429,23 @@ async fn main() -> Result<(), Box<dyn std::error::Error>> {
     Ok(())
 }
 
-fn run_dataflow_so(so_path: String, fn_name: String, schema: &mut Vec<dataflow::DataType>, collection: &mut Vec<Vec<String>>) -> Result<(), Status> {
+fn run_dataflow_so(so_path: String, fn_name: String) -> Result<(), Status> {
     unsafe {
         let lib = Library::new(&so_path).map_err(|e| {
             eprintln!("Failed to load library from path {}: {:?}", so_path, e);
             Status::not_found("Failed to load shared library")
         })?;
 
-        let function: Symbol<unsafe extern "C" fn( &mut Vec<dataflow::DataType>, &mut Vec<Vec<String>>)> = lib.get(fn_name.as_bytes()).map_err(|e| {
+        let function: Symbol<unsafe extern "C" fn(&HashMap<String, Vec<Vec<String>>>) -> Vec<Vec<String>>> = lib.get(fn_name.as_bytes()).map_err(|e| {
             eprintln!("Failed to get function {}: {:?}", fn_name, e);
             Status::not_found("Failed to get function from library")
         })?;
+        println!("WTFFFFFFF");
+        let collections_guard: MutexGuard<HashMap<String, Vec<Vec<String>>>> = COLLECTIONS.lock().unwrap();
         
-        function(schema, collection);
+        println!("Collections1: {:?}", &*collections_guard);
+        let output: Vec<Vec<String>> = function(&*collections_guard);
+        println!("{:?}", output);
         std::mem::drop(lib);
     }
     Ok(())
diff --git a/spannerflow/templates/iterate.rs.jinja2 b/spannerflow/templates/iterate.rs.jinja2
new file mode 100644
index 0000000..13c6ac1
--- /dev/null
+++ b/spannerflow/templates/iterate.rs.jinja2
@@ -0,0 +1,8 @@
+{{ anchor_code }}
+    node_{{ anchor }} = node_{{ anchor }}.iterate(|iter_{{anchor}}|{
+    {% for node in ingress_nodes %}
+    let {% if node == anchor %}mut {% endif %}node_{{node}} = node_{{node}}.enter(&iter_{{anchor}}.scope());{% endfor %}
+    {% for node in cycle_flow %}
+    {{flow_code[node]}}{% endfor %}
+    iter_{{anchor}}.distinct()
+});
\ No newline at end of file
diff --git a/spannerflow/templates/rust_test.rs.jinja2 b/spannerflow/templates/rust_test.rs.jinja2
index 8e47524..143d3a8 100644
--- a/spannerflow/templates/rust_test.rs.jinja2
+++ b/spannerflow/templates/rust_test.rs.jinja2
@@ -1,21 +1,55 @@
 extern crate timely;
 extern crate differential_dataflow;
 
+use std::sync::{Arc, Mutex};
+
 use differential_dataflow::input::InputSession;
 use differential_dataflow::operators::*;
-use dataflow::{*};
-
 
-pub mod dataflow {
-    // Include the generated file directly
-    include!(concat!(env!("OUT_DIR"), "/dataflow.v1.rs"));
+macro_rules! tuple_to_vec_string {
+    // Base case: empty tuple
+    () => {
+        Vec::new()
+    };
+    
+    // Recursive case: extracts the first element and calls the macro recursively on the rest
+    ($first:expr $(, $rest:expr)*) => {
+        {
+            let mut vec = vec![$first.to_string()];
+            vec.extend(tuple_to_vec_string!($($rest),*));
+            vec
+        }
+    };
 }
 
 #[no_mangle]
-pub extern "C" fn foo(schema: &mut Vec<dataflow::DataType>, rows: &mut Vec<Vec<String>>){
-    for row in rows.iter_mut() {
-        row.insert(1, "Modified".to_string()) ;
+pub extern "C" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<String>>>) -> Vec<Vec<String>>{
+    // TODO: extract relevant collections
+    if let Some(collection) = collections.get("Parent") {
+        let input = collection.clone();
+        let output = Arc::new(Mutex::new(Vec::new()));
+        let result = Arc::clone(&output);
+
+        timely::execute_from_args(std::env::args(), move |worker| {
+        {% for key,value in sources.items() %}
+            let mut input_{{value['name']}}: InputSession::<usize, {{ value['scheme'] }}, isize> = InputSession::new();
+        {% endfor %}
+            worker.dataflow(|scope| {
+            {% for node in top_sort %}
+                {{flow_code[node]}}{% endfor %}
+                let result = Arc::clone(&result); 
+                node_{{output_node}}.inspect(move |x| {
+                    let cloned_x = x.clone();
+                    result.lock().unwrap().push(tuple_to_vec_string!({% for var in range(output_vars) %}
+                            cloned_x.0.{{ var }}{% if not loop.last %}, {% endif %}{% endfor %}
+                    ));
+                });
+            });
+        });
+        return output.lock().unwrap().clone();
+    }
+    else {
+        eprintln!("Error: Collection Parent not found.");
+        return Vec::new();
     }
-    rows.push(vec!["42".to_string()]);
-    rows.push(vec!["43".to_string()]);
 }
\ No newline at end of file

From b599a8e4ae913ff55b1ec759d0200730d37443f6 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 7 Oct 2024 12:38:54 +0300
Subject: [PATCH 016/277] feat: annotations

---
 spannerflow/rust.py | 51 +++++++++++++++++++++++++++++++--------------
 1 file changed, 35 insertions(+), 16 deletions(-)

diff --git a/spannerflow/rust.py b/spannerflow/rust.py
index 494421a..c54820b 100644
--- a/spannerflow/rust.py
+++ b/spannerflow/rust.py
@@ -73,24 +73,30 @@ def __eq__(self, other):
         return self.col_pos_tuples == other.col_pos_tuples
 
 
-def get_input_scheme(node):
+def get_input_scheme(node: int | str) -> str:
     engine = Engine(config)
     collections = engine.get_collections()
-    types_list = [PYTHON_RUST_TYPES[str(x)] for x in collections[node]]
+    types_list = [PYTHON_RUST_TYPES[x] for x in collections[str(node)]]
     if len(types_list) > 1:
         return f"({', '.join(types_list)})"
     if len(types_list) == 1:
         return types_list[0]
+    raise ValueError("No schema found for node: ", node)
 
 
-def get_sources_data(graph):
+def get_sources_data(graph: nx.DiGraph) -> dict[str | int, dict[str, str | int]]:
     return {
         source: {"name": source, "scheme": get_input_scheme(source)}
         for source in find_sources(graph)
     }
 
 
-def get_join_code(graph, node, anchor=None, in_iterate=False):
+def get_join_code(
+    graph: nx.DiGraph,
+    node: str | int,
+    anchor: str | int | None = None,
+    in_iterate: bool = False,
+) -> str:
     prev_nodes = list(graph.pred[node])
     if len(prev_nodes) != 2:
         raise ValueError("Node is not 2-join: ", node)
@@ -101,7 +107,7 @@ def get_join_code(graph, node, anchor=None, in_iterate=False):
 
     if in_iterate:
         if node == anchor:
-            out_node_str = anchor
+            out_node_str = str(anchor)
         if join1 == anchor:
             join1_str = join1
         if join2 == anchor:
@@ -132,28 +138,41 @@ def get_col_schema(cols):
             .map(|({common_schema}, ({out_join1_uncommon_schema}, {out_join2_uncommon_schema}))| ({get_node_schema(graph, node)}));"""
 
 
-def get_union_code(graph, node, anchor=None, in_iterate=False):
+def get_union_code(
+    graph: nx.DiGraph,
+    node: str | int,
+    anchor: str | int | None = None,
+    in_iterate: bool = False,
+) -> str:
     preds = list(graph.pred[node])
-    prev_node1_str = f"node_{preds[0]}"
+    prev_node1_str: int | str = f"node_{preds[0]}"
     node_str = f"node_{node}"
     if in_iterate:
         if preds[0] == anchor:
             prev_node1_str = anchor
         if node == anchor:
-            node_str = anchor
+            node_str = str(anchor)
     if len(preds) == 1:
         return f"let {node_str} = {prev_node1_str};"
     elif len(preds) == 2:
         prev_node2_str = f"node_{preds[1]}"
         if in_iterate and preds[1] == anchor:
-            prev_node2_str = anchor
+            prev_node2_str = str(anchor)
         return f"let {node_str} = {prev_node1_str}.concat(&{prev_node2_str});"
+    raise ValueError(
+        "Union node has invalida number of predecessors: ", (len(preds), node)
+    )
 
 
-def generate_code(graph, node, anchor=None, in_iterate=False):
+def generate_code(
+    graph: nx.DiGraph,
+    node: str | int,
+    anchor: str | int | None = None,
+    in_iterate: bool = False,
+) -> str:
     gr_node = graph.nodes[node]
     schema = get_node_schema(graph, node)
-    code = None
+    code = ""
     prev_nodes = list(graph.pred[node])
     if prev_nodes:
         prev_node_str = f"node_{prev_nodes[0]}"
@@ -161,9 +180,9 @@ def generate_code(graph, node, anchor=None, in_iterate=False):
     node_str = f"node_{node}"
     if in_iterate:
         if prev_nodes and prev_nodes[0] == anchor:
-            prev_node_str = anchor
+            prev_node_str = str(anchor)
         if node == anchor:
-            node_str = anchor
+            node_str = str(anchor)
 
     if gr_node["op"] == "get_rel":
         code = f"let {node_str} = input_{node}.to_collection(scope);"
@@ -177,7 +196,7 @@ def generate_code(graph, node, anchor=None, in_iterate=False):
         code = get_join_code(graph, node, anchor=anchor, in_iterate=in_iterate)
     elif gr_node["op"] == "select":
         theta = gr_node["theta"]
-        preds = ""
+        preds = []
         # TODO:
         if isinstance(theta, equalConstTheta):
             preds = [f"col_{pos} == {val}" for pos, val in theta.pos_val_tuples]
@@ -191,7 +210,7 @@ def generate_code(graph, node, anchor=None, in_iterate=False):
     return code
 
 
-def generate_graph_code(graph):
+def generate_graph_code(graph: nx.DiGraph) -> dict[str | int, str]:
     flow_code = dict()
     template_loader = jinja2.FileSystemLoader(searchpath=config.TEMPLATES_PATH)
     template_env = jinja2.Environment(loader=template_loader)
@@ -224,7 +243,7 @@ def generate_graph_code(graph):
     return flow_code
 
 
-def get_output_data(graph):
+def get_output_data(graph: nx.DiGraph) -> tuple[str | int, int]:
     output = find_output(graph)
     return output, len(graph.nodes[output]["schema"])
 

From 062ea738ec5da339ce377dae17ba403b1f03feb8 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 7 Oct 2024 14:47:03 +0300
Subject: [PATCH 017/277] feat: install rust

---
 .gitignore                   |  3 +-
 spannerflow/installations.py | 53 +++++++++++++++++++++++++++++++-----
 2 files changed, 48 insertions(+), 8 deletions(-)

diff --git a/.gitignore b/.gitignore
index 3d2eec2..849f4db 100644
--- a/.gitignore
+++ b/.gitignore
@@ -183,4 +183,5 @@ Cargo.lock
 generated_rust
 .DS_Store
 spannerflow/logs
-protoc/
\ No newline at end of file
+protoc/
+rust/
\ No newline at end of file
diff --git a/spannerflow/installations.py b/spannerflow/installations.py
index 036cc4b..591ecb2 100644
--- a/spannerflow/installations.py
+++ b/spannerflow/installations.py
@@ -1,7 +1,10 @@
+import glob
 import os
 import platform
 import subprocess
+import tarfile
 import zipfile
+from pathlib import Path
 
 import requests
 
@@ -52,7 +55,7 @@ def install_protoc() -> None:
 
     # Download the file
     response = requests.get(url, stream=True)
-    zip_filename = "protoc.zip"
+    zip_filename = Path("protoc.zip").absolute()
     if response.status_code == 200:
         with open(zip_filename, "wb") as file:
             for chunk in response.iter_content(chunk_size=8192):
@@ -61,14 +64,50 @@ def install_protoc() -> None:
     else:
         print(f"Failed to download protoc. HTTP status code: {response.status_code}")
         return
-    extract_dir = "protoc"
+    extract_dir = Path("protoc").absolute()
     with zipfile.ZipFile(zip_filename, "r") as zip_ref:
         zip_ref.extractall(extract_dir)
     print(f"Extracted protoc files to {extract_dir}.")
 
-    os.remove(zip_filename)
+    zip_filename.unlink()
     print(f"Removed the zip file: {zip_filename}")
-    protoc_bin_path = os.path.abspath(os.path.join(extract_dir, "bin"))
-    protoc_path = os.path.abspath(os.path.join(protoc_bin_path, "protoc"))
-    os.chmod(protoc_path, 0o755)
-    os.environ["PATH"] = protoc_bin_path + os.pathsep + os.environ["PATH"]
+    protoc_bin_path = extract_dir.joinpath("bin")
+    protoc_path = protoc_bin_path.joinpath("protoc")
+    protoc_path.chmod(0o755)
+    os.environ["PATH"] = os.pathsep.join([str(protoc_bin_path), os.environ["PATH"]])
+
+
+def check_for_rust() -> bool:
+    try:
+        subprocess.run(["rustc", "--version"], check=True)
+        return True
+    except (FileNotFoundError, subprocess.CalledProcessError):
+        return False
+
+
+def install_rust():
+    if check_for_rust():
+        print("Rust is already installed.")
+        return
+
+    # TODO: find right operation_system_and_arch
+    operation_system_and_arch = "x86_64-unknown-linux-gnu"
+    url = f"https://static.rust-lang.org/dist/rust-1.81.0-{operation_system_and_arch}.tar.xz"
+    response = requests.get(url, stream=True)
+    tar_xz_filename = Path("rust.tar.xz").absolute()
+    if response.status_code == 200:
+        with open(tar_xz_filename, "wb") as file:
+            for chunk in response.iter_content(chunk_size=8192):
+                file.write(chunk)
+        print(f"Downloaded Rust successfully from {url}.")
+    else:
+        print(f"Failed to download Rust. HTTP status code: {response.status_code}")
+        return
+    extract_dir = Path("rust").absolute()
+    with tarfile.open(tar_xz_filename, "r:xz") as tar:
+        tar.extractall(extract_dir)
+    print(f"Extracted Rust files to {extract_dir}.")
+    tar_xz_filename.unlink()
+    print(f"Removed the tar.xz file: {tar_xz_filename}")
+    dirs = glob.glob(f"{extract_dir}/*/*/bin")
+    os.environ["PATH"] = os.pathsep.join(dirs + [os.environ["PATH"]])

From f6b3646b79a1da108760c0f591be24b7cf4d587e Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 7 Oct 2024 15:01:37 +0300
Subject: [PATCH 018/277] feat: install rust

---
 spannerflow/installations.py | 65 +++++++++++++++++++++++-------------
 1 file changed, 42 insertions(+), 23 deletions(-)

diff --git a/spannerflow/installations.py b/spannerflow/installations.py
index 591ecb2..e70fbe3 100644
--- a/spannerflow/installations.py
+++ b/spannerflow/installations.py
@@ -26,7 +26,7 @@ def install_protoc() -> None:
     operation_systems = {"Linux": "linux", "Darwin": "osx", "Windows": "win"}
 
     # Mapping of platform.machine() to architecture name in the download URL
-    architecture = {
+    architectures = {
         "s390x": "s390_64",
         "aarch64": "aarch_64",
         "arm64": "aarch_64",
@@ -38,9 +38,9 @@ def install_protoc() -> None:
     }
 
     operation_system = operation_systems.get(platform.system(), None)
-    arch = architecture.get(platform.machine(), None)
+    arch = architectures.get(platform.machine(), None)
 
-    if not os or not arch:
+    if not operation_system or not arch:
         print("Unsupported operating system or architecture.")
         return
 
@@ -49,20 +49,13 @@ def install_protoc() -> None:
         operation_system_and_arch = f"{arch}"
     else:
         # For other systems, the naming convention includes both OS and architecture
-        operation_system_and_arch = f"{operation_system}-{arch}"
+        operation_system_and_arch = f"{arch}-{operation_system}"
 
     url = f"https://github.com/protocolbuffers/protobuf/releases/download/v28.2/protoc-28.2-{operation_system_and_arch}.zip"
 
-    # Download the file
-    response = requests.get(url, stream=True)
     zip_filename = Path("protoc.zip").absolute()
-    if response.status_code == 200:
-        with open(zip_filename, "wb") as file:
-            for chunk in response.iter_content(chunk_size=8192):
-                file.write(chunk)
-        print(f"Downloaded protoc successfully from {url}.")
-    else:
-        print(f"Failed to download protoc. HTTP status code: {response.status_code}")
+    if not download_archive(url, zip_filename):
+        print(f"Failed to download protoc from {url}.")
         return
     extract_dir = Path("protoc").absolute()
     with zipfile.ZipFile(zip_filename, "r") as zip_ref:
@@ -77,6 +70,17 @@ def install_protoc() -> None:
     os.environ["PATH"] = os.pathsep.join([str(protoc_bin_path), os.environ["PATH"]])
 
 
+def download_archive(url: str, dest_file_path: Path) -> bool:
+    response = requests.get(url, stream=True)
+    if response.status_code == 200:
+        with open(dest_file_path, "wb") as file:
+            for chunk in response.iter_content(chunk_size=8192):
+                file.write(chunk)
+        return True
+    else:
+        return False
+
+
 def check_for_rust() -> bool:
     try:
         subprocess.run(["rustc", "--version"], check=True)
@@ -90,19 +94,34 @@ def install_rust():
         print("Rust is already installed.")
         return
 
-    # TODO: find right operation_system_and_arch
-    operation_system_and_arch = "x86_64-unknown-linux-gnu"
+    operation_systems = {
+        "Linux": "unknown-linux-gnu",
+        "Darwin": "apple-darwin",
+        "Windows": "pc-windows-gnu",
+    }
+
+    architectures = {
+        "s390x": "s390x",
+        "aarch64": "aarch64",
+        "arm64": "aarch64",
+        "x86_64": "x86_64",
+        "AMD64": "x86_64",
+    }
+
+    operation_system = operation_systems.get(platform.system(), None)
+    arch = architectures.get(platform.machine(), None)
+
+    if not operation_system or not arch:
+        print("Unsupported operating system or architecture.")
+        return
+    operation_system_and_arch = f"{arch}-{operation_system}"
     url = f"https://static.rust-lang.org/dist/rust-1.81.0-{operation_system_and_arch}.tar.xz"
-    response = requests.get(url, stream=True)
+
     tar_xz_filename = Path("rust.tar.xz").absolute()
-    if response.status_code == 200:
-        with open(tar_xz_filename, "wb") as file:
-            for chunk in response.iter_content(chunk_size=8192):
-                file.write(chunk)
-        print(f"Downloaded Rust successfully from {url}.")
-    else:
-        print(f"Failed to download Rust. HTTP status code: {response.status_code}")
+    if not download_archive(url, tar_xz_filename):
+        print(f"Failed to download Rust from {url}.")
         return
+
     extract_dir = Path("rust").absolute()
     with tarfile.open(tar_xz_filename, "r:xz") as tar:
         tar.extractall(extract_dir)

From 9cdae001a91d354c8a15c25722bd6990ba6795ca Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 7 Oct 2024 16:11:12 +0300
Subject: [PATCH 019/277] feat: code generation

---
 spannerflow/config.py                         |  2 +-
 spannerflow/rust.py                           | 12 +++++-------
 spannerflow/src/main.rs                       |  3 ---
 ...test.rs.jinja2 => rust_dataflow.rs.jinja2} | 19 ++++++++++---------
 4 files changed, 16 insertions(+), 20 deletions(-)
 rename spannerflow/templates/{rust_test.rs.jinja2 => rust_dataflow.rs.jinja2} (70%)

diff --git a/spannerflow/config.py b/spannerflow/config.py
index e14fda9..8238f13 100644
--- a/spannerflow/config.py
+++ b/spannerflow/config.py
@@ -13,7 +13,7 @@ class Config:
     GENERATED_RUST_PROJECT_PATH: Path = Path("generated_rust")
     TEMPLATES_PATH: Path = Path(__file__).parent.joinpath("templates")
     CARGO_TOML_TEMPLATE_NAME: str = "Cargo.toml.jinja2"
-    RUST_FILE_TEMPLATE_NAME: str = "rust_test.rs.jinja2"
+    RUST_FILE_TEMPLATE_NAME: str = "rust_dataflow.rs.jinja2"
     RUST_BUILD_TEMPLATE_NAME: str = "build.rs.jinja2"
     RUST_PROJECT_NAME: str = "spannerflow"
     RUST_DEPENDENCIES: list[dict[str, str]] = field(
diff --git a/spannerflow/rust.py b/spannerflow/rust.py
index c54820b..eff4218 100644
--- a/spannerflow/rust.py
+++ b/spannerflow/rust.py
@@ -73,18 +73,16 @@ def __eq__(self, other):
         return self.col_pos_tuples == other.col_pos_tuples
 
 
-def get_input_scheme(node: int | str) -> str:
+def get_input_scheme(node: int | str) -> list[str]:
     engine = Engine(config)
     collections = engine.get_collections()
     types_list = [PYTHON_RUST_TYPES[x] for x in collections[str(node)]]
-    if len(types_list) > 1:
-        return f"({', '.join(types_list)})"
-    if len(types_list) == 1:
-        return types_list[0]
-    raise ValueError("No schema found for node: ", node)
+    return types_list
 
 
-def get_sources_data(graph: nx.DiGraph) -> dict[str | int, dict[str, str | int]]:
+def get_sources_data(
+    graph: nx.DiGraph,
+) -> dict[str | int, dict[str, str | int | list[str]]]:
     return {
         source: {"name": source, "scheme": get_input_scheme(source)}
         for source in find_sources(graph)
diff --git a/spannerflow/src/main.rs b/spannerflow/src/main.rs
index e648bd8..7c111be 100644
--- a/spannerflow/src/main.rs
+++ b/spannerflow/src/main.rs
@@ -440,10 +440,7 @@ fn run_dataflow_so(so_path: String, fn_name: String) -> Result<(), Status> {
             eprintln!("Failed to get function {}: {:?}", fn_name, e);
             Status::not_found("Failed to get function from library")
         })?;
-        println!("WTFFFFFFF");
         let collections_guard: MutexGuard<HashMap<String, Vec<Vec<String>>>> = COLLECTIONS.lock().unwrap();
-        
-        println!("Collections1: {:?}", &*collections_guard);
         let output: Vec<Vec<String>> = function(&*collections_guard);
         println!("{:?}", output);
         std::mem::drop(lib);
diff --git a/spannerflow/templates/rust_test.rs.jinja2 b/spannerflow/templates/rust_dataflow.rs.jinja2
similarity index 70%
rename from spannerflow/templates/rust_test.rs.jinja2
rename to spannerflow/templates/rust_dataflow.rs.jinja2
index 143d3a8..c8278c4 100644
--- a/spannerflow/templates/rust_test.rs.jinja2
+++ b/spannerflow/templates/rust_dataflow.rs.jinja2
@@ -1,6 +1,7 @@
 extern crate timely;
 extern crate differential_dataflow;
 
+use std::collections::HashMap;
 use std::sync::{Arc, Mutex};
 
 use differential_dataflow::input::InputSession;
@@ -24,15 +25,15 @@ macro_rules! tuple_to_vec_string {
 
 #[no_mangle]
 pub extern "C" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<String>>>) -> Vec<Vec<String>>{
-    // TODO: extract relevant collections
-    if let Some(collection) = collections.get("Parent") {
-        let input = collection.clone();
+    {% for key,value in sources.items() %}
+        let collection_{{value['name']}} = collections.get("Parent").unwrap().clone();
+    {% endfor %}
         let output = Arc::new(Mutex::new(Vec::new()));
         let result = Arc::clone(&output);
 
         timely::execute_from_args(std::env::args(), move |worker| {
         {% for key,value in sources.items() %}
-            let mut input_{{value['name']}}: InputSession::<usize, {{ value['scheme'] }}, isize> = InputSession::new();
+            let mut input_{{value['name']}}: InputSession::<usize, ({% for element in value['scheme'] %} {{ element }} {% if not loop.last %}, {% endif %}{% endfor %}), isize> = InputSession::new();
         {% endfor %}
             worker.dataflow(|scope| {
             {% for node in top_sort %}
@@ -45,11 +46,11 @@ pub extern "C" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<Strin
                     ));
                 });
             });
+            {% for key,value in sources.items() %}
+                for vec in &collection_{{value['name']}} {
+                    input_{{value['name']}}.insert(({% for element in value['scheme'] %} vec[{{loop.index0}}].parse::<{{element}}>().unwrap(){% if not loop.last %}, {% endif %}{% endfor %}));
+                }
+            {% endfor %}
         });
         return output.lock().unwrap().clone();
-    }
-    else {
-        eprintln!("Error: Collection Parent not found.");
-        return Vec::new();
-    }
 }
\ No newline at end of file

From ce4f64128be2d40ba3000366fd2a7bb469058a99 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 7 Oct 2024 16:40:54 +0300
Subject: [PATCH 020/277] WIP

---
 spannerflow/dataflow/v1/dataflow_pb2.py      |  90 +--
 spannerflow/dataflow/v1/dataflow_pb2_grpc.py | 547 +++++++++----------
 spannerflow/engine.py                        |   9 +-
 spannerflow/proto/dataflow/v1/dataflow.proto |   3 +-
 spannerflow/src/main.rs                      |  30 +-
 5 files changed, 319 insertions(+), 360 deletions(-)

diff --git a/spannerflow/dataflow/v1/dataflow_pb2.py b/spannerflow/dataflow/v1/dataflow_pb2.py
index 473caa1..b05b7c3 100644
--- a/spannerflow/dataflow/v1/dataflow_pb2.py
+++ b/spannerflow/dataflow/v1/dataflow_pb2.py
@@ -4,64 +4,66 @@
 # source: dataflow/v1/dataflow.proto
 # Protobuf Python Version: 5.27.2
 """Generated protocol buffer code."""
-
 from google.protobuf import descriptor as _descriptor
 from google.protobuf import descriptor_pool as _descriptor_pool
 from google.protobuf import runtime_version as _runtime_version  # type: ignore
 from google.protobuf import symbol_database as _symbol_database
 from google.protobuf.internal import builder as _builder
-
 _runtime_version.ValidateProtobufRuntimeVersion(
-    _runtime_version.Domain.PUBLIC, 5, 27, 2, "", "dataflow/v1/dataflow.proto"
+    _runtime_version.Domain.PUBLIC,
+    5,
+    27,
+    2,
+    '',
+    'dataflow/v1/dataflow.proto'
 )
 # @@protoc_insertion_point(imports)
 
 _sym_db = _symbol_database.Default()
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(
-    b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto"F\n\x14RunIEFunctionRequest\x12\x15\n\rfunction_name\x18\x01 \x01(\t\x12\x17\n\x0f\x63ollection_name\x18\x02 \x01(\t"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t"@\n\x12LoadFromCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t">\n\x10SaveToCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t"V\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType"A\n\nCollection\x12\x0c\n\x04name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType"F\n\x16GetCollectionsResponse\x12,\n\x0b\x63ollections\x18\x03 \x03(\x0b\x32\x17.dataflow.v1.Collection"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t"u\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\x12\x1d\n\x15input_collection_name\x18\x03 \x01(\t\x12\x1e\n\x16output_collection_name\x18\x04 \x01(\t""\n\x13RunDataflowResponse\x12\x0b\n\x03row\x18\x01 \x03(\t*w\n\x08\x44\x61taType\x12\x19\n\x15\x44\x41TA_TYPE_UNSPECIFIED\x10\x00\x12\x14\n\x10\x44\x41TA_TYPE_STRING\x10\x01\x12\x11\n\rDATA_TYPE_INT\x10\x02\x12\x13\n\x0f\x44\x41TA_TYPE_FLOAT\x10\x03\x12\x12\n\x0e\x44\x41TA_TYPE_BOOL\x10\x04\x32m\n\x11IEFunctionService\x12X\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a".dataflow.v1.RunIEFunctionResponse0\x01\x32\xae\x05\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a".dataflow.v1.GetCollectionResponse0\x01\x12\x46\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a\x16.google.protobuf.Empty\x12\x46\n\x0bLoadFromCSV\x12\x1f.dataflow.v1.LoadFromCSVRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tSaveToCSV\x12\x1d.dataflow.v1.SaveToCSVRequest\x1a\x16.google.protobuf.Emptyb\x06proto3'
-)
+from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
+
+
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto\"F\n\x14RunIEFunctionRequest\x12\x15\n\rfunction_name\x18\x01 \x01(\t\x12\x17\n\x0f\x63ollection_name\x18\x02 \x01(\t\"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"@\n\x12LoadFromCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\">\n\x10SaveToCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"V\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"A\n\nCollection\x12\x0c\n\x04name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"F\n\x16GetCollectionsResponse\x12,\n\x0b\x63ollections\x18\x03 \x03(\x0b\x32\x17.dataflow.v1.Collection\"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"u\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\x12\x1d\n\x15input_collection_name\x18\x03 \x01(\t\x12\x1e\n\x16output_collection_name\x18\x04 \x01(\t\"\"\n\x13RunDataflowResponse\x12\x0b\n\x03row\x18\x01 \x03(\t*w\n\x08\x44\x61taType\x12\x19\n\x15\x44\x41TA_TYPE_UNSPECIFIED\x10\x00\x12\x14\n\x10\x44\x41TA_TYPE_STRING\x10\x01\x12\x11\n\rDATA_TYPE_INT\x10\x02\x12\x13\n\x0f\x44\x41TA_TYPE_FLOAT\x10\x03\x12\x12\n\x0e\x44\x41TA_TYPE_BOOL\x10\x04\x32m\n\x11IEFunctionService\x12X\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a\".dataflow.v1.RunIEFunctionResponse0\x01\x32\xba\x05\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a\".dataflow.v1.GetCollectionResponse0\x01\x12R\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a .dataflow.v1.RunDataflowResponse0\x01\x12\x46\n\x0bLoadFromCSV\x12\x1f.dataflow.v1.LoadFromCSVRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tSaveToCSV\x12\x1d.dataflow.v1.SaveToCSVRequest\x1a\x16.google.protobuf.Emptyb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
-_builder.BuildTopDescriptorsAndMessages(
-    DESCRIPTOR, "dataflow.v1.dataflow_pb2", _globals
-)
+_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'dataflow.v1.dataflow_pb2', _globals)
 if not _descriptor._USE_C_DESCRIPTORS:
-    DESCRIPTOR._loaded_options = None
-    _globals["_DATATYPE"]._serialized_start = 946
-    _globals["_DATATYPE"]._serialized_end = 1065
-    _globals["_RUNIEFUNCTIONREQUEST"]._serialized_start = 72
-    _globals["_RUNIEFUNCTIONREQUEST"]._serialized_end = 142
-    _globals["_RUNIEFUNCTIONRESPONSE"]._serialized_start = 144
-    _globals["_RUNIEFUNCTIONRESPONSE"]._serialized_end = 180
-    _globals["_LOADFROMCSVREQUEST"]._serialized_start = 182
-    _globals["_LOADFROMCSVREQUEST"]._serialized_end = 246
-    _globals["_SAVETOCSVREQUEST"]._serialized_start = 248
-    _globals["_SAVETOCSVREQUEST"]._serialized_end = 310
-    _globals["_GETCOLLECTIONREQUEST"]._serialized_start = 312
-    _globals["_GETCOLLECTIONREQUEST"]._serialized_end = 359
-    _globals["_GETCOLLECTIONRESPONSE"]._serialized_start = 361
-    _globals["_GETCOLLECTIONRESPONSE"]._serialized_end = 397
-    _globals["_ADDROWREQUEST"]._serialized_start = 399
-    _globals["_ADDROWREQUEST"]._serialized_end = 452
-    _globals["_DELETEROWREQUEST"]._serialized_start = 454
-    _globals["_DELETEROWREQUEST"]._serialized_end = 510
-    _globals["_ADDCOLLECTIONREQUEST"]._serialized_start = 512
-    _globals["_ADDCOLLECTIONREQUEST"]._serialized_end = 598
-    _globals["_COLLECTION"]._serialized_start = 600
-    _globals["_COLLECTION"]._serialized_end = 665
-    _globals["_GETCOLLECTIONSRESPONSE"]._serialized_start = 667
-    _globals["_GETCOLLECTIONSRESPONSE"]._serialized_end = 737
-    _globals["_DELETECOLLECTIONREQUEST"]._serialized_start = 739
-    _globals["_DELETECOLLECTIONREQUEST"]._serialized_end = 789
-    _globals["_RUNDATAFLOWREQUEST"]._serialized_start = 791
-    _globals["_RUNDATAFLOWREQUEST"]._serialized_end = 908
-    _globals["_RUNDATAFLOWRESPONSE"]._serialized_start = 910
-    _globals["_RUNDATAFLOWRESPONSE"]._serialized_end = 944
-    _globals["_IEFUNCTIONSERVICE"]._serialized_start = 1067
-    _globals["_IEFUNCTIONSERVICE"]._serialized_end = 1176
-    _globals["_DATAFLOWSERVICE"]._serialized_start = 1179
-    _globals["_DATAFLOWSERVICE"]._serialized_end = 1865
+  DESCRIPTOR._loaded_options = None
+  _globals['_DATATYPE']._serialized_start=946
+  _globals['_DATATYPE']._serialized_end=1065
+  _globals['_RUNIEFUNCTIONREQUEST']._serialized_start=72
+  _globals['_RUNIEFUNCTIONREQUEST']._serialized_end=142
+  _globals['_RUNIEFUNCTIONRESPONSE']._serialized_start=144
+  _globals['_RUNIEFUNCTIONRESPONSE']._serialized_end=180
+  _globals['_LOADFROMCSVREQUEST']._serialized_start=182
+  _globals['_LOADFROMCSVREQUEST']._serialized_end=246
+  _globals['_SAVETOCSVREQUEST']._serialized_start=248
+  _globals['_SAVETOCSVREQUEST']._serialized_end=310
+  _globals['_GETCOLLECTIONREQUEST']._serialized_start=312
+  _globals['_GETCOLLECTIONREQUEST']._serialized_end=359
+  _globals['_GETCOLLECTIONRESPONSE']._serialized_start=361
+  _globals['_GETCOLLECTIONRESPONSE']._serialized_end=397
+  _globals['_ADDROWREQUEST']._serialized_start=399
+  _globals['_ADDROWREQUEST']._serialized_end=452
+  _globals['_DELETEROWREQUEST']._serialized_start=454
+  _globals['_DELETEROWREQUEST']._serialized_end=510
+  _globals['_ADDCOLLECTIONREQUEST']._serialized_start=512
+  _globals['_ADDCOLLECTIONREQUEST']._serialized_end=598
+  _globals['_COLLECTION']._serialized_start=600
+  _globals['_COLLECTION']._serialized_end=665
+  _globals['_GETCOLLECTIONSRESPONSE']._serialized_start=667
+  _globals['_GETCOLLECTIONSRESPONSE']._serialized_end=737
+  _globals['_DELETECOLLECTIONREQUEST']._serialized_start=739
+  _globals['_DELETECOLLECTIONREQUEST']._serialized_end=789
+  _globals['_RUNDATAFLOWREQUEST']._serialized_start=791
+  _globals['_RUNDATAFLOWREQUEST']._serialized_end=908
+  _globals['_RUNDATAFLOWRESPONSE']._serialized_start=910
+  _globals['_RUNDATAFLOWRESPONSE']._serialized_end=944
+  _globals['_IEFUNCTIONSERVICE']._serialized_start=1067
+  _globals['_IEFUNCTIONSERVICE']._serialized_end=1176
+  _globals['_DATAFLOWSERVICE']._serialized_start=1179
+  _globals['_DATAFLOWSERVICE']._serialized_end=1877
 # @@protoc_insertion_point(module_scope)
diff --git a/spannerflow/dataflow/v1/dataflow_pb2_grpc.py b/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
index ad03769..29c1f42 100644
--- a/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
+++ b/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
@@ -1,31 +1,28 @@
 # Generated by the gRPC Python protocol compiler plugin. DO NOT EDIT!
 """Client and server classes corresponding to protobuf-defined services."""
-
 import grpc
-from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
+import warnings
 
 from spannerflow.dataflow.v1 import dataflow_pb2 as dataflow_dot_v1_dot_dataflow__pb2
+from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
 
-GRPC_GENERATED_VERSION = "1.66.2"
+GRPC_GENERATED_VERSION = '1.66.2'
 GRPC_VERSION = grpc.__version__
 _version_not_supported = False
 
 try:
     from grpc._utilities import first_version_is_lower
-
-    _version_not_supported = first_version_is_lower(
-        GRPC_VERSION, GRPC_GENERATED_VERSION
-    )
+    _version_not_supported = first_version_is_lower(GRPC_VERSION, GRPC_GENERATED_VERSION)
 except ImportError:
     _version_not_supported = True
 
 if _version_not_supported:
     raise RuntimeError(
-        f"The grpc package installed is at version {GRPC_VERSION},"
-        + " but the generated code in dataflow/v1/dataflow_pb2_grpc.py depends on"
-        + f" grpcio>={GRPC_GENERATED_VERSION}."
-        + f" Please upgrade your grpc module to grpcio>={GRPC_GENERATED_VERSION}"
-        + f" or downgrade your generated code using grpcio-tools<={GRPC_VERSION}."
+        f'The grpc package installed is at version {GRPC_VERSION},'
+        + f' but the generated code in dataflow/v1/dataflow_pb2_grpc.py depends on'
+        + f' grpcio>={GRPC_GENERATED_VERSION}.'
+        + f' Please upgrade your grpc module to grpcio>={GRPC_GENERATED_VERSION}'
+        + f' or downgrade your generated code using grpcio-tools<={GRPC_VERSION}.'
     )
 
 
@@ -39,11 +36,10 @@ def __init__(self, channel):
             channel: A grpc.Channel.
         """
         self.RunIEFunction = channel.unary_stream(
-            "/dataflow.v1.IEFunctionService/RunIEFunction",
-            request_serializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionRequest.SerializeToString,
-            response_deserializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionResponse.FromString,
-            _registered_method=True,
-        )
+                '/dataflow.v1.IEFunctionService/RunIEFunction',
+                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionRequest.SerializeToString,
+                response_deserializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionResponse.FromString,
+                _registered_method=True)
 
 
 class IEFunctionServiceServicer(object):
@@ -52,48 +48,43 @@ class IEFunctionServiceServicer(object):
     def RunIEFunction(self, request, context):
         """Missing associated documentation comment in .proto file."""
         context.set_code(grpc.StatusCode.UNIMPLEMENTED)
-        context.set_details("Method not implemented!")
-        raise NotImplementedError("Method not implemented!")
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
 
 
 def add_IEFunctionServiceServicer_to_server(servicer, server):
     rpc_method_handlers = {
-        "RunIEFunction": grpc.unary_stream_rpc_method_handler(
-            servicer.RunIEFunction,
-            request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionRequest.FromString,
-            response_serializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionResponse.SerializeToString,
-        ),
+            'RunIEFunction': grpc.unary_stream_rpc_method_handler(
+                    servicer.RunIEFunction,
+                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionRequest.FromString,
+                    response_serializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionResponse.SerializeToString,
+            ),
     }
     generic_handler = grpc.method_handlers_generic_handler(
-        "dataflow.v1.IEFunctionService", rpc_method_handlers
-    )
+            'dataflow.v1.IEFunctionService', rpc_method_handlers)
     server.add_generic_rpc_handlers((generic_handler,))
-    server.add_registered_method_handlers(
-        "dataflow.v1.IEFunctionService", rpc_method_handlers
-    )
+    server.add_registered_method_handlers('dataflow.v1.IEFunctionService', rpc_method_handlers)
 
 
-# This class is part of an EXPERIMENTAL API.
+ # This class is part of an EXPERIMENTAL API.
 class IEFunctionService(object):
     """Missing associated documentation comment in .proto file."""
 
     @staticmethod
-    def RunIEFunction(
-        request,
-        target,
-        options=(),
-        channel_credentials=None,
-        call_credentials=None,
-        insecure=False,
-        compression=None,
-        wait_for_ready=None,
-        timeout=None,
-        metadata=None,
-    ):
+    def RunIEFunction(request,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
         return grpc.experimental.unary_stream(
             request,
             target,
-            "/dataflow.v1.IEFunctionService/RunIEFunction",
+            '/dataflow.v1.IEFunctionService/RunIEFunction',
             dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionRequest.SerializeToString,
             dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionResponse.FromString,
             options,
@@ -104,8 +95,7 @@ def RunIEFunction(
             wait_for_ready,
             timeout,
             metadata,
-            _registered_method=True,
-        )
+            _registered_method=True)
 
 
 class DataflowServiceStub(object):
@@ -118,59 +108,50 @@ def __init__(self, channel):
             channel: A grpc.Channel.
         """
         self.AddRow = channel.unary_unary(
-            "/dataflow.v1.DataflowService/AddRow",
-            request_serializer=dataflow_dot_v1_dot_dataflow__pb2.AddRowRequest.SerializeToString,
-            response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
-            _registered_method=True,
-        )
+                '/dataflow.v1.DataflowService/AddRow',
+                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.AddRowRequest.SerializeToString,
+                response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+                _registered_method=True)
         self.DeleteRow = channel.unary_unary(
-            "/dataflow.v1.DataflowService/DeleteRow",
-            request_serializer=dataflow_dot_v1_dot_dataflow__pb2.DeleteRowRequest.SerializeToString,
-            response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
-            _registered_method=True,
-        )
+                '/dataflow.v1.DataflowService/DeleteRow',
+                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.DeleteRowRequest.SerializeToString,
+                response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+                _registered_method=True)
         self.AddCollection = channel.unary_unary(
-            "/dataflow.v1.DataflowService/AddCollection",
-            request_serializer=dataflow_dot_v1_dot_dataflow__pb2.AddCollectionRequest.SerializeToString,
-            response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
-            _registered_method=True,
-        )
+                '/dataflow.v1.DataflowService/AddCollection',
+                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.AddCollectionRequest.SerializeToString,
+                response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+                _registered_method=True)
         self.DeleteCollection = channel.unary_unary(
-            "/dataflow.v1.DataflowService/DeleteCollection",
-            request_serializer=dataflow_dot_v1_dot_dataflow__pb2.DeleteCollectionRequest.SerializeToString,
-            response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
-            _registered_method=True,
-        )
+                '/dataflow.v1.DataflowService/DeleteCollection',
+                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.DeleteCollectionRequest.SerializeToString,
+                response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+                _registered_method=True)
         self.GetCollections = channel.unary_unary(
-            "/dataflow.v1.DataflowService/GetCollections",
-            request_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
-            response_deserializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionsResponse.FromString,
-            _registered_method=True,
-        )
+                '/dataflow.v1.DataflowService/GetCollections',
+                request_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+                response_deserializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionsResponse.FromString,
+                _registered_method=True)
         self.GetCollection = channel.unary_stream(
-            "/dataflow.v1.DataflowService/GetCollection",
-            request_serializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionRequest.SerializeToString,
-            response_deserializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionResponse.FromString,
-            _registered_method=True,
-        )
-        self.RunDataflow = channel.unary_unary(
-            "/dataflow.v1.DataflowService/RunDataflow",
-            request_serializer=dataflow_dot_v1_dot_dataflow__pb2.RunDataflowRequest.SerializeToString,
-            response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
-            _registered_method=True,
-        )
+                '/dataflow.v1.DataflowService/GetCollection',
+                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionRequest.SerializeToString,
+                response_deserializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionResponse.FromString,
+                _registered_method=True)
+        self.RunDataflow = channel.unary_stream(
+                '/dataflow.v1.DataflowService/RunDataflow',
+                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.RunDataflowRequest.SerializeToString,
+                response_deserializer=dataflow_dot_v1_dot_dataflow__pb2.RunDataflowResponse.FromString,
+                _registered_method=True)
         self.LoadFromCSV = channel.unary_unary(
-            "/dataflow.v1.DataflowService/LoadFromCSV",
-            request_serializer=dataflow_dot_v1_dot_dataflow__pb2.LoadFromCSVRequest.SerializeToString,
-            response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
-            _registered_method=True,
-        )
+                '/dataflow.v1.DataflowService/LoadFromCSV',
+                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.LoadFromCSVRequest.SerializeToString,
+                response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+                _registered_method=True)
         self.SaveToCSV = channel.unary_unary(
-            "/dataflow.v1.DataflowService/SaveToCSV",
-            request_serializer=dataflow_dot_v1_dot_dataflow__pb2.SaveToCSVRequest.SerializeToString,
-            response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
-            _registered_method=True,
-        )
+                '/dataflow.v1.DataflowService/SaveToCSV',
+                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.SaveToCSVRequest.SerializeToString,
+                response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+                _registered_method=True)
 
 
 class DataflowServiceServicer(object):
@@ -179,136 +160,131 @@ class DataflowServiceServicer(object):
     def AddRow(self, request, context):
         """Missing associated documentation comment in .proto file."""
         context.set_code(grpc.StatusCode.UNIMPLEMENTED)
-        context.set_details("Method not implemented!")
-        raise NotImplementedError("Method not implemented!")
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
 
     def DeleteRow(self, request, context):
         """Missing associated documentation comment in .proto file."""
         context.set_code(grpc.StatusCode.UNIMPLEMENTED)
-        context.set_details("Method not implemented!")
-        raise NotImplementedError("Method not implemented!")
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
 
     def AddCollection(self, request, context):
         """Missing associated documentation comment in .proto file."""
         context.set_code(grpc.StatusCode.UNIMPLEMENTED)
-        context.set_details("Method not implemented!")
-        raise NotImplementedError("Method not implemented!")
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
 
     def DeleteCollection(self, request, context):
         """Missing associated documentation comment in .proto file."""
         context.set_code(grpc.StatusCode.UNIMPLEMENTED)
-        context.set_details("Method not implemented!")
-        raise NotImplementedError("Method not implemented!")
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
 
     def GetCollections(self, request, context):
         """Missing associated documentation comment in .proto file."""
         context.set_code(grpc.StatusCode.UNIMPLEMENTED)
-        context.set_details("Method not implemented!")
-        raise NotImplementedError("Method not implemented!")
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
 
     def GetCollection(self, request, context):
         """Missing associated documentation comment in .proto file."""
         context.set_code(grpc.StatusCode.UNIMPLEMENTED)
-        context.set_details("Method not implemented!")
-        raise NotImplementedError("Method not implemented!")
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
 
     def RunDataflow(self, request, context):
-        """rpc RunDataflow (RunDataflowRequest) returns (stream RunDataflowResponse);"""
+        """Missing associated documentation comment in .proto file."""
         context.set_code(grpc.StatusCode.UNIMPLEMENTED)
-        context.set_details("Method not implemented!")
-        raise NotImplementedError("Method not implemented!")
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
 
     def LoadFromCSV(self, request, context):
         """Missing associated documentation comment in .proto file."""
         context.set_code(grpc.StatusCode.UNIMPLEMENTED)
-        context.set_details("Method not implemented!")
-        raise NotImplementedError("Method not implemented!")
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
 
     def SaveToCSV(self, request, context):
         """Missing associated documentation comment in .proto file."""
         context.set_code(grpc.StatusCode.UNIMPLEMENTED)
-        context.set_details("Method not implemented!")
-        raise NotImplementedError("Method not implemented!")
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
 
 
 def add_DataflowServiceServicer_to_server(servicer, server):
     rpc_method_handlers = {
-        "AddRow": grpc.unary_unary_rpc_method_handler(
-            servicer.AddRow,
-            request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.AddRowRequest.FromString,
-            response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
-        ),
-        "DeleteRow": grpc.unary_unary_rpc_method_handler(
-            servicer.DeleteRow,
-            request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.DeleteRowRequest.FromString,
-            response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
-        ),
-        "AddCollection": grpc.unary_unary_rpc_method_handler(
-            servicer.AddCollection,
-            request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.AddCollectionRequest.FromString,
-            response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
-        ),
-        "DeleteCollection": grpc.unary_unary_rpc_method_handler(
-            servicer.DeleteCollection,
-            request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.DeleteCollectionRequest.FromString,
-            response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
-        ),
-        "GetCollections": grpc.unary_unary_rpc_method_handler(
-            servicer.GetCollections,
-            request_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
-            response_serializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionsResponse.SerializeToString,
-        ),
-        "GetCollection": grpc.unary_stream_rpc_method_handler(
-            servicer.GetCollection,
-            request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionRequest.FromString,
-            response_serializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionResponse.SerializeToString,
-        ),
-        "RunDataflow": grpc.unary_unary_rpc_method_handler(
-            servicer.RunDataflow,
-            request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.RunDataflowRequest.FromString,
-            response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
-        ),
-        "LoadFromCSV": grpc.unary_unary_rpc_method_handler(
-            servicer.LoadFromCSV,
-            request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.LoadFromCSVRequest.FromString,
-            response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
-        ),
-        "SaveToCSV": grpc.unary_unary_rpc_method_handler(
-            servicer.SaveToCSV,
-            request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.SaveToCSVRequest.FromString,
-            response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
-        ),
+            'AddRow': grpc.unary_unary_rpc_method_handler(
+                    servicer.AddRow,
+                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.AddRowRequest.FromString,
+                    response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+            ),
+            'DeleteRow': grpc.unary_unary_rpc_method_handler(
+                    servicer.DeleteRow,
+                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.DeleteRowRequest.FromString,
+                    response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+            ),
+            'AddCollection': grpc.unary_unary_rpc_method_handler(
+                    servicer.AddCollection,
+                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.AddCollectionRequest.FromString,
+                    response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+            ),
+            'DeleteCollection': grpc.unary_unary_rpc_method_handler(
+                    servicer.DeleteCollection,
+                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.DeleteCollectionRequest.FromString,
+                    response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+            ),
+            'GetCollections': grpc.unary_unary_rpc_method_handler(
+                    servicer.GetCollections,
+                    request_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+                    response_serializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionsResponse.SerializeToString,
+            ),
+            'GetCollection': grpc.unary_stream_rpc_method_handler(
+                    servicer.GetCollection,
+                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionRequest.FromString,
+                    response_serializer=dataflow_dot_v1_dot_dataflow__pb2.GetCollectionResponse.SerializeToString,
+            ),
+            'RunDataflow': grpc.unary_stream_rpc_method_handler(
+                    servicer.RunDataflow,
+                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.RunDataflowRequest.FromString,
+                    response_serializer=dataflow_dot_v1_dot_dataflow__pb2.RunDataflowResponse.SerializeToString,
+            ),
+            'LoadFromCSV': grpc.unary_unary_rpc_method_handler(
+                    servicer.LoadFromCSV,
+                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.LoadFromCSVRequest.FromString,
+                    response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+            ),
+            'SaveToCSV': grpc.unary_unary_rpc_method_handler(
+                    servicer.SaveToCSV,
+                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.SaveToCSVRequest.FromString,
+                    response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+            ),
     }
     generic_handler = grpc.method_handlers_generic_handler(
-        "dataflow.v1.DataflowService", rpc_method_handlers
-    )
+            'dataflow.v1.DataflowService', rpc_method_handlers)
     server.add_generic_rpc_handlers((generic_handler,))
-    server.add_registered_method_handlers(
-        "dataflow.v1.DataflowService", rpc_method_handlers
-    )
+    server.add_registered_method_handlers('dataflow.v1.DataflowService', rpc_method_handlers)
 
 
-# This class is part of an EXPERIMENTAL API.
+ # This class is part of an EXPERIMENTAL API.
 class DataflowService(object):
     """Missing associated documentation comment in .proto file."""
 
     @staticmethod
-    def AddRow(
-        request,
-        target,
-        options=(),
-        channel_credentials=None,
-        call_credentials=None,
-        insecure=False,
-        compression=None,
-        wait_for_ready=None,
-        timeout=None,
-        metadata=None,
-    ):
+    def AddRow(request,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
         return grpc.experimental.unary_unary(
             request,
             target,
-            "/dataflow.v1.DataflowService/AddRow",
+            '/dataflow.v1.DataflowService/AddRow',
             dataflow_dot_v1_dot_dataflow__pb2.AddRowRequest.SerializeToString,
             google_dot_protobuf_dot_empty__pb2.Empty.FromString,
             options,
@@ -319,26 +295,23 @@ def AddRow(
             wait_for_ready,
             timeout,
             metadata,
-            _registered_method=True,
-        )
+            _registered_method=True)
 
     @staticmethod
-    def DeleteRow(
-        request,
-        target,
-        options=(),
-        channel_credentials=None,
-        call_credentials=None,
-        insecure=False,
-        compression=None,
-        wait_for_ready=None,
-        timeout=None,
-        metadata=None,
-    ):
+    def DeleteRow(request,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
         return grpc.experimental.unary_unary(
             request,
             target,
-            "/dataflow.v1.DataflowService/DeleteRow",
+            '/dataflow.v1.DataflowService/DeleteRow',
             dataflow_dot_v1_dot_dataflow__pb2.DeleteRowRequest.SerializeToString,
             google_dot_protobuf_dot_empty__pb2.Empty.FromString,
             options,
@@ -349,26 +322,23 @@ def DeleteRow(
             wait_for_ready,
             timeout,
             metadata,
-            _registered_method=True,
-        )
+            _registered_method=True)
 
     @staticmethod
-    def AddCollection(
-        request,
-        target,
-        options=(),
-        channel_credentials=None,
-        call_credentials=None,
-        insecure=False,
-        compression=None,
-        wait_for_ready=None,
-        timeout=None,
-        metadata=None,
-    ):
+    def AddCollection(request,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
         return grpc.experimental.unary_unary(
             request,
             target,
-            "/dataflow.v1.DataflowService/AddCollection",
+            '/dataflow.v1.DataflowService/AddCollection',
             dataflow_dot_v1_dot_dataflow__pb2.AddCollectionRequest.SerializeToString,
             google_dot_protobuf_dot_empty__pb2.Empty.FromString,
             options,
@@ -379,26 +349,23 @@ def AddCollection(
             wait_for_ready,
             timeout,
             metadata,
-            _registered_method=True,
-        )
+            _registered_method=True)
 
     @staticmethod
-    def DeleteCollection(
-        request,
-        target,
-        options=(),
-        channel_credentials=None,
-        call_credentials=None,
-        insecure=False,
-        compression=None,
-        wait_for_ready=None,
-        timeout=None,
-        metadata=None,
-    ):
+    def DeleteCollection(request,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
         return grpc.experimental.unary_unary(
             request,
             target,
-            "/dataflow.v1.DataflowService/DeleteCollection",
+            '/dataflow.v1.DataflowService/DeleteCollection',
             dataflow_dot_v1_dot_dataflow__pb2.DeleteCollectionRequest.SerializeToString,
             google_dot_protobuf_dot_empty__pb2.Empty.FromString,
             options,
@@ -409,26 +376,23 @@ def DeleteCollection(
             wait_for_ready,
             timeout,
             metadata,
-            _registered_method=True,
-        )
+            _registered_method=True)
 
     @staticmethod
-    def GetCollections(
-        request,
-        target,
-        options=(),
-        channel_credentials=None,
-        call_credentials=None,
-        insecure=False,
-        compression=None,
-        wait_for_ready=None,
-        timeout=None,
-        metadata=None,
-    ):
+    def GetCollections(request,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
         return grpc.experimental.unary_unary(
             request,
             target,
-            "/dataflow.v1.DataflowService/GetCollections",
+            '/dataflow.v1.DataflowService/GetCollections',
             google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
             dataflow_dot_v1_dot_dataflow__pb2.GetCollectionsResponse.FromString,
             options,
@@ -439,26 +403,23 @@ def GetCollections(
             wait_for_ready,
             timeout,
             metadata,
-            _registered_method=True,
-        )
+            _registered_method=True)
 
     @staticmethod
-    def GetCollection(
-        request,
-        target,
-        options=(),
-        channel_credentials=None,
-        call_credentials=None,
-        insecure=False,
-        compression=None,
-        wait_for_ready=None,
-        timeout=None,
-        metadata=None,
-    ):
+    def GetCollection(request,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
         return grpc.experimental.unary_stream(
             request,
             target,
-            "/dataflow.v1.DataflowService/GetCollection",
+            '/dataflow.v1.DataflowService/GetCollection',
             dataflow_dot_v1_dot_dataflow__pb2.GetCollectionRequest.SerializeToString,
             dataflow_dot_v1_dot_dataflow__pb2.GetCollectionResponse.FromString,
             options,
@@ -469,28 +430,25 @@ def GetCollection(
             wait_for_ready,
             timeout,
             metadata,
-            _registered_method=True,
-        )
+            _registered_method=True)
 
     @staticmethod
-    def RunDataflow(
-        request,
-        target,
-        options=(),
-        channel_credentials=None,
-        call_credentials=None,
-        insecure=False,
-        compression=None,
-        wait_for_ready=None,
-        timeout=None,
-        metadata=None,
-    ):
-        return grpc.experimental.unary_unary(
+    def RunDataflow(request,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
+        return grpc.experimental.unary_stream(
             request,
             target,
-            "/dataflow.v1.DataflowService/RunDataflow",
+            '/dataflow.v1.DataflowService/RunDataflow',
             dataflow_dot_v1_dot_dataflow__pb2.RunDataflowRequest.SerializeToString,
-            google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+            dataflow_dot_v1_dot_dataflow__pb2.RunDataflowResponse.FromString,
             options,
             channel_credentials,
             insecure,
@@ -499,26 +457,23 @@ def RunDataflow(
             wait_for_ready,
             timeout,
             metadata,
-            _registered_method=True,
-        )
+            _registered_method=True)
 
     @staticmethod
-    def LoadFromCSV(
-        request,
-        target,
-        options=(),
-        channel_credentials=None,
-        call_credentials=None,
-        insecure=False,
-        compression=None,
-        wait_for_ready=None,
-        timeout=None,
-        metadata=None,
-    ):
+    def LoadFromCSV(request,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
         return grpc.experimental.unary_unary(
             request,
             target,
-            "/dataflow.v1.DataflowService/LoadFromCSV",
+            '/dataflow.v1.DataflowService/LoadFromCSV',
             dataflow_dot_v1_dot_dataflow__pb2.LoadFromCSVRequest.SerializeToString,
             google_dot_protobuf_dot_empty__pb2.Empty.FromString,
             options,
@@ -529,26 +484,23 @@ def LoadFromCSV(
             wait_for_ready,
             timeout,
             metadata,
-            _registered_method=True,
-        )
+            _registered_method=True)
 
     @staticmethod
-    def SaveToCSV(
-        request,
-        target,
-        options=(),
-        channel_credentials=None,
-        call_credentials=None,
-        insecure=False,
-        compression=None,
-        wait_for_ready=None,
-        timeout=None,
-        metadata=None,
-    ):
+    def SaveToCSV(request,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
         return grpc.experimental.unary_unary(
             request,
             target,
-            "/dataflow.v1.DataflowService/SaveToCSV",
+            '/dataflow.v1.DataflowService/SaveToCSV',
             dataflow_dot_v1_dot_dataflow__pb2.SaveToCSVRequest.SerializeToString,
             google_dot_protobuf_dot_empty__pb2.Empty.FromString,
             options,
@@ -559,5 +511,4 @@ def SaveToCSV(
             wait_for_ready,
             timeout,
             metadata,
-            _registered_method=True,
-        )
+            _registered_method=True)
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 5b29746..8e88976 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -78,10 +78,7 @@ def run_dataflow(
                 input_collection_name=input_collection_name,
                 output_collection_name=output_collection_name,
             )
+            response_iterator = stub.RunDataflow(request)
 
-            stub.RunDataflow(request)
-            yield []
-            # response_iterator = stub.RunDataflow(request)
-
-            # for response in response_iterator:
-            #     yield response.row
+            for response in response_iterator:
+                yield response.row
diff --git a/spannerflow/proto/dataflow/v1/dataflow.proto b/spannerflow/proto/dataflow/v1/dataflow.proto
index 4a198b9..9e7c128 100644
--- a/spannerflow/proto/dataflow/v1/dataflow.proto
+++ b/spannerflow/proto/dataflow/v1/dataflow.proto
@@ -23,8 +23,7 @@ service DataflowService {
     rpc DeleteCollection (DeleteCollectionRequest) returns (google.protobuf.Empty);
     rpc GetCollections (google.protobuf.Empty) returns (GetCollectionsResponse);
     rpc GetCollection (GetCollectionRequest) returns (stream GetCollectionResponse);
-    //rpc RunDataflow (RunDataflowRequest) returns (stream RunDataflowResponse);
-    rpc RunDataflow (RunDataflowRequest) returns (google.protobuf.Empty);
+    rpc RunDataflow (RunDataflowRequest) returns (stream RunDataflowResponse);
     rpc LoadFromCSV (LoadFromCSVRequest) returns (google.protobuf.Empty);
     rpc SaveToCSV (SaveToCSVRequest) returns (google.protobuf.Empty);
 }
diff --git a/spannerflow/src/main.rs b/spannerflow/src/main.rs
index 7c111be..9d93176 100644
--- a/spannerflow/src/main.rs
+++ b/spannerflow/src/main.rs
@@ -65,7 +65,7 @@ fn validate_schema(schema: &Vec<dataflow::DataType>, row: &Vec<String>) -> bool
 impl DataflowService for MyDataflowService {
     
     type GetCollectionStream = tokio_stream::Iter<std::vec::IntoIter<Result<GetCollectionResponse, tonic::Status>>>;
-
+    type RunDataflowStream = tokio_stream::Iter<std::vec::IntoIter<Result<RunDataflowResponse, tonic::Status>>>;
     async fn save_to_csv(
         &self,
         request: Request<SaveToCsvRequest>,
@@ -380,7 +380,7 @@ impl DataflowService for MyDataflowService {
     async fn run_dataflow(
         &self,
         request: Request<RunDataflowRequest>,
-    ) -> Result<Response<()>, Status> {
+    ) -> Result<Response<Self::RunDataflowStream>, Status> {
         println!("Got a request: {:?}", request);
         let req = request.into_inner();
         let collections = match COLLECTIONS.lock() {
@@ -404,14 +404,24 @@ impl DataflowService for MyDataflowService {
         }
         drop(collections);
         drop(schemas);
-        let result = run_dataflow_so(req.so_path, req.fn_name);
-        if let Err(status) = result {
-            return Err(status);
-        }
+        
+        
+        if let Ok(vec) = run_dataflow_so(req.so_path, req.fn_name) {
+            println!("Ran dataflow successfully {:?}", vec);
+            let responses: Vec<Result<RunDataflowResponse, Status>> = vec.iter().cloned().map(|row| {
+                Ok(RunDataflowResponse { row: row })
+            }).collect();
+        
 
-        let reply: () = ();
+            let stream = iter(responses);
+
+            let response_stream = tonic::Response::new(stream);
+            Ok(response_stream)
+        }
+        else {
+            return Err(Status::internal("Failed to run dataflow"));
+        }
 
-        Ok(Response::new(reply))
     }
 }
 
@@ -429,7 +439,7 @@ async fn main() -> Result<(), Box<dyn std::error::Error>> {
     Ok(())
 }
 
-fn run_dataflow_so(so_path: String, fn_name: String) -> Result<(), Status> {
+fn run_dataflow_so(so_path: String, fn_name: String) -> Result<Vec<Vec<String>>, Status> {
     unsafe {
         let lib = Library::new(&so_path).map_err(|e| {
             eprintln!("Failed to load library from path {}: {:?}", so_path, e);
@@ -444,8 +454,8 @@ fn run_dataflow_so(so_path: String, fn_name: String) -> Result<(), Status> {
         let output: Vec<Vec<String>> = function(&*collections_guard);
         println!("{:?}", output);
         std::mem::drop(lib);
+        return Ok(output)
     }
-    Ok(())
 }
 
 pub async fn run_ie_function(

From f85a18a3e92076f204cec7811c93f92642c6eb4a Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 7 Oct 2024 18:42:04 +0300
Subject: [PATCH 021/277] WIP

---
 spannerflow/templates/rust_dataflow.rs.jinja2 | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/spannerflow/templates/rust_dataflow.rs.jinja2 b/spannerflow/templates/rust_dataflow.rs.jinja2
index c8278c4..e2c552e 100644
--- a/spannerflow/templates/rust_dataflow.rs.jinja2
+++ b/spannerflow/templates/rust_dataflow.rs.jinja2
@@ -31,7 +31,7 @@ pub extern "C" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<Strin
         let output = Arc::new(Mutex::new(Vec::new()));
         let result = Arc::clone(&output);
 
-        timely::execute_from_args(std::env::args(), move |worker| {
+        let _ = timely::execute_from_args(std::env::args(), move |worker| {
         {% for key,value in sources.items() %}
             let mut input_{{value['name']}}: InputSession::<usize, ({% for element in value['scheme'] %} {{ element }} {% if not loop.last %}, {% endif %}{% endfor %}), isize> = InputSession::new();
         {% endfor %}

From f3bd3068e653b7751944650440b8b77b2288df82 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 7 Oct 2024 19:26:49 +0300
Subject: [PATCH 022/277] WIP

---
 spannerflow/graph_utils.py                    |  1 -
 spannerflow/rust.py                           |  6 +++---
 spannerflow/templates/iterate.rs.jinja2       | 14 +++++++-------
 spannerflow/templates/rust_dataflow.rs.jinja2 |  2 +-
 4 files changed, 11 insertions(+), 12 deletions(-)

diff --git a/spannerflow/graph_utils.py b/spannerflow/graph_utils.py
index 07d61e8..e4f3f6e 100644
--- a/spannerflow/graph_utils.py
+++ b/spannerflow/graph_utils.py
@@ -64,7 +64,6 @@ def reduced_graph(graph):
         for node in cycle_nodes:
             for p_node in graph.predecessors(node):
                 if p_node not in cycle_nodes and p_node != anchor:
-                    print(p_node)
                     reduced.add_edge(p_node, anchor)
 
     return reduced, cycles
diff --git a/spannerflow/rust.py b/spannerflow/rust.py
index eff4218..2f80102 100644
--- a/spannerflow/rust.py
+++ b/spannerflow/rust.py
@@ -132,8 +132,8 @@ def get_col_schema(cols):
     )
 
     return f"""let {out_node_str} = {join1_str}.map(|{get_node_schema(graph, join1)}| ({common_schema}, {join1_uncommon_schema}))
-            .join(&{join2_str}.map(|{get_node_schema(graph, join2)}| ({common_schema}, {join2_uncommon_schema})))
-            .map(|({common_schema}, ({out_join1_uncommon_schema}, {out_join2_uncommon_schema}))| ({get_node_schema(graph, node)}));"""
+                        .join(&{join2_str}.map(|{get_node_schema(graph, join2)}| ({common_schema}, {join2_uncommon_schema})))
+                        .map(|({common_schema}, ({out_join1_uncommon_schema}, {out_join2_uncommon_schema}))| ({get_node_schema(graph, node)}));"""
 
 
 def get_union_code(
@@ -156,7 +156,7 @@ def get_union_code(
         prev_node2_str = f"node_{preds[1]}"
         if in_iterate and preds[1] == anchor:
             prev_node2_str = str(anchor)
-        return f"let {node_str} = {prev_node1_str}.concat(&{prev_node2_str});"
+        return f"let{' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.concat(&{prev_node2_str});"
     raise ValueError(
         "Union node has invalida number of predecessors: ", (len(preds), node)
     )
diff --git a/spannerflow/templates/iterate.rs.jinja2 b/spannerflow/templates/iterate.rs.jinja2
index 13c6ac1..cd031d2 100644
--- a/spannerflow/templates/iterate.rs.jinja2
+++ b/spannerflow/templates/iterate.rs.jinja2
@@ -1,8 +1,8 @@
 {{ anchor_code }}
-    node_{{ anchor }} = node_{{ anchor }}.iterate(|iter_{{anchor}}|{
-    {% for node in ingress_nodes %}
-    let {% if node == anchor %}mut {% endif %}node_{{node}} = node_{{node}}.enter(&iter_{{anchor}}.scope());{% endfor %}
-    {% for node in cycle_flow %}
-    {{flow_code[node]}}{% endfor %}
-    iter_{{anchor}}.distinct()
-});
\ No newline at end of file
+                node_{{ anchor }} = node_{{ anchor }}.iterate(|iter_{{anchor}}|{
+                    {% for node in ingress_nodes %}
+                    let {% if node == anchor %}mut {% endif %}node_{{node}} = node_{{node}}.enter(&iter_{{anchor}}.scope());{% endfor %}
+                    {% for node in cycle_flow %}
+                    {{flow_code[node]}}{% endfor %}
+                    iter_{{anchor}}.distinct()
+                });
\ No newline at end of file
diff --git a/spannerflow/templates/rust_dataflow.rs.jinja2 b/spannerflow/templates/rust_dataflow.rs.jinja2
index e2c552e..d47102c 100644
--- a/spannerflow/templates/rust_dataflow.rs.jinja2
+++ b/spannerflow/templates/rust_dataflow.rs.jinja2
@@ -37,7 +37,7 @@ pub extern "C" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<Strin
         {% endfor %}
             worker.dataflow(|scope| {
             {% for node in top_sort %}
-                {{flow_code[node]}}{% endfor %}
+                {{ flow_code[node] }}{% endfor %}
                 let result = Arc::clone(&result); 
                 node_{{output_node}}.inspect(move |x| {
                     let cloned_x = x.clone();

From 3831e044f3b6cdd0f92a0d05982cbd8c4ce13370 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 7 Oct 2024 23:05:04 +0300
Subject: [PATCH 023/277] WIP

---
 spannerflow/graph_utils.py | 38 +++++++++++++++-----------------------
 spannerflow/rust.py        |  4 ++--
 2 files changed, 17 insertions(+), 25 deletions(-)

diff --git a/spannerflow/graph_utils.py b/spannerflow/graph_utils.py
index e4f3f6e..f2906e6 100644
--- a/spannerflow/graph_utils.py
+++ b/spannerflow/graph_utils.py
@@ -12,7 +12,7 @@ def find_output(graph: nx.DiGraph) -> str | int:
     return outputs[0]
 
 
-def change_node_key(G, old_key, new_key):
+def change_node_key(G: nx.DiGraph, old_key: str | int, new_key: str | int) -> None:
     # Add a new node with the new key, and copy the attributes of the old node
     G.add_node(new_key, **G.nodes[old_key])
 
@@ -29,7 +29,7 @@ def change_node_key(G, old_key, new_key):
     G.remove_node(old_key)
 
 
-def get_cycles(graph):
+def get_cycles(graph: nx.DiGraph) -> dict[str | int, nx.DiGraph]:
     cycles = nx.recursive_simple_cycles(graph)
     cycle_dicts = dict()
 
@@ -40,14 +40,15 @@ def get_cycles(graph):
     return cycle_dicts
 
 
-def find_anchor_of_cycle(graph, cycle):
+def find_anchor_of_cycle(graph: nx.DiGraph, cycle: nx.DiGraph) -> str | int:
     # TODO: Change to node with edge to egress node (outside of the circle)
     for node in cycle:
         if graph.nodes[node]["op"] == "union":
             return node
+    raise Exception("No anchor node found in the cycle")
 
 
-def reduced_graph(graph):
+def reduced_graph(graph: nx.DiGraph) -> tuple[nx.DiGraph, dict[str | int, nx.DiGraph]]:
     """Returned a reduced graph with the cycle nodes removed but the anchor node"""
     cycles = get_cycles(graph)
     reduced = graph.copy()
@@ -69,7 +70,7 @@ def reduced_graph(graph):
     return reduced, cycles
 
 
-def get_node_schema(graph, node):
+def get_node_schema(graph: nx.DiGraph, node: str | int) -> str:
     schema = graph.nodes[node]["schema"]
     if len(schema) > 1:
         return f"({', '.join(schema)})"
@@ -79,39 +80,30 @@ def get_node_schema(graph, node):
     return schema[0]
 
 
-def get_common_cols(graph, node1, node2):
+def get_common_cols(
+    graph: nx.DiGraph, node1: int | str, node2: int | str
+) -> list[int | str]:
     return list(set(graph.nodes[node1]["schema"]) & set(graph.nodes[node2]["schema"]))
 
 
-def get_diff_cols(graph, node1, node2):
-    return list(set(graph.nodes[node1]["schema"]) ^ set(graph.nodes[node2]["schema"]))
-
-
-def get_minus_cols(graph, node1, common_cols):
+def get_minus_cols(graph: nx.DiGraph, node1: str | int, common_cols) -> list[int | str]:
     return list(set(graph.nodes[node1]["schema"]) - set(common_cols))
 
 
-def find_egress_node(graph, cycle, anchor):
-    """find a node that the anchor has an edge to it but it is not part of the cycle"""
-    for node in graph.successors(anchor):
-        if node not in cycle.nodes:
-            return node
-
-
-def traverse_cycle(graph, cycle, anchor):
+def traverse_cycle(cycle: nx.DiGraph, anchor: str | int) -> list[str | int]:
     """create a list of nodes for traversing the cylce
     (a direct edge must exist between adjucent nodes in the list)
     The anchor node must be the last node in the list.
     """
     temp_node = anchor
-    cycle_order = []
+    cycle_order: list[int | str] = list()
     while len(cycle_order) < len(cycle):
         cycle_order += list(cycle.successors(temp_node))
         temp_node = cycle_order[-1]
     return cycle_order
 
 
-def find_ingress_nodes(graph, cycle, anchor=None):
+def find_ingress_nodes(graph: nx.DiGraph, cycle) -> list[int | str]:
     """returns all nodes that have an edge to the cycle that is not part of the cycle"""
     ingress_nodes = []
     for node in cycle:
@@ -123,8 +115,8 @@ def find_ingress_nodes(graph, cycle, anchor=None):
     return ingress_nodes
 
 
-def create_iter_graph(graph, cycle, anchor):
-    ingress = find_ingress_nodes(graph, cycle, anchor)
+def create_iter_graph(graph: nx.DiGraph, cycle, anchor) -> nx.DiGraph:
+    ingress = find_ingress_nodes(graph, cycle)
     iter_graph = graph.subgraph(list(cycle.nodes) + (ingress) + [anchor]).copy()
     change_node_key(iter_graph, anchor, f"iter_{anchor}")
     iter_graph.nodes[f"iter_{anchor}"]["anchor"] = True
diff --git a/spannerflow/rust.py b/spannerflow/rust.py
index 2f80102..7375648 100644
--- a/spannerflow/rust.py
+++ b/spannerflow/rust.py
@@ -220,7 +220,7 @@ def generate_graph_code(graph: nx.DiGraph) -> dict[str | int, str]:
             # TODO: need to add mut to the var decleration
             anchor_code = generate_code(reduced, node)
             cycle_code = {}
-            cycle_order = traverse_cycle(graph, cycles[node], f"iter_{node}")
+            cycle_order = traverse_cycle(cycles[node], f"iter_{node}")
             for cycle_node in cycle_order:
                 cycle_code[cycle_node] = generate_code(
                     iter_graph, cycle_node, anchor=f"iter_{node}", in_iterate=True
@@ -228,7 +228,7 @@ def generate_graph_code(graph: nx.DiGraph) -> dict[str | int, str]:
             flow_code[node] = iterate_template.render(
                 {
                     "ingress_nodes": find_ingress_nodes(
-                        graph, list(cycles[node].nodes), node
+                        graph, list(cycles[node].nodes)
                     ),
                     "anchor": node,
                     "cycle_flow": cycle_order,

From c7454281bc4cc7abf24d5f314c703bc5f242446d Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 7 Oct 2024 23:33:31 +0300
Subject: [PATCH 024/277] WIP

---
 spannerflow/dataflow/v1/dataflow_pb2.py      | 20 +++++++++---------
 spannerflow/engine.py                        |  4 ----
 spannerflow/proto/dataflow/v1/dataflow.proto |  2 --
 spannerflow/src/main.rs                      | 22 --------------------
 4 files changed, 10 insertions(+), 38 deletions(-)

diff --git a/spannerflow/dataflow/v1/dataflow_pb2.py b/spannerflow/dataflow/v1/dataflow_pb2.py
index b05b7c3..baca480 100644
--- a/spannerflow/dataflow/v1/dataflow_pb2.py
+++ b/spannerflow/dataflow/v1/dataflow_pb2.py
@@ -25,15 +25,15 @@
 from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto\"F\n\x14RunIEFunctionRequest\x12\x15\n\rfunction_name\x18\x01 \x01(\t\x12\x17\n\x0f\x63ollection_name\x18\x02 \x01(\t\"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"@\n\x12LoadFromCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\">\n\x10SaveToCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"V\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"A\n\nCollection\x12\x0c\n\x04name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"F\n\x16GetCollectionsResponse\x12,\n\x0b\x63ollections\x18\x03 \x03(\x0b\x32\x17.dataflow.v1.Collection\"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"u\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\x12\x1d\n\x15input_collection_name\x18\x03 \x01(\t\x12\x1e\n\x16output_collection_name\x18\x04 \x01(\t\"\"\n\x13RunDataflowResponse\x12\x0b\n\x03row\x18\x01 \x03(\t*w\n\x08\x44\x61taType\x12\x19\n\x15\x44\x41TA_TYPE_UNSPECIFIED\x10\x00\x12\x14\n\x10\x44\x41TA_TYPE_STRING\x10\x01\x12\x11\n\rDATA_TYPE_INT\x10\x02\x12\x13\n\x0f\x44\x41TA_TYPE_FLOAT\x10\x03\x12\x12\n\x0e\x44\x41TA_TYPE_BOOL\x10\x04\x32m\n\x11IEFunctionService\x12X\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a\".dataflow.v1.RunIEFunctionResponse0\x01\x32\xba\x05\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a\".dataflow.v1.GetCollectionResponse0\x01\x12R\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a .dataflow.v1.RunDataflowResponse0\x01\x12\x46\n\x0bLoadFromCSV\x12\x1f.dataflow.v1.LoadFromCSVRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tSaveToCSV\x12\x1d.dataflow.v1.SaveToCSVRequest\x1a\x16.google.protobuf.Emptyb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto\"F\n\x14RunIEFunctionRequest\x12\x15\n\rfunction_name\x18\x01 \x01(\t\x12\x17\n\x0f\x63ollection_name\x18\x02 \x01(\t\"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"@\n\x12LoadFromCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\">\n\x10SaveToCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"V\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"A\n\nCollection\x12\x0c\n\x04name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"F\n\x16GetCollectionsResponse\x12,\n\x0b\x63ollections\x18\x03 \x03(\x0b\x32\x17.dataflow.v1.Collection\"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"6\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\"\"\n\x13RunDataflowResponse\x12\x0b\n\x03row\x18\x01 \x03(\t*w\n\x08\x44\x61taType\x12\x19\n\x15\x44\x41TA_TYPE_UNSPECIFIED\x10\x00\x12\x14\n\x10\x44\x41TA_TYPE_STRING\x10\x01\x12\x11\n\rDATA_TYPE_INT\x10\x02\x12\x13\n\x0f\x44\x41TA_TYPE_FLOAT\x10\x03\x12\x12\n\x0e\x44\x41TA_TYPE_BOOL\x10\x04\x32m\n\x11IEFunctionService\x12X\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a\".dataflow.v1.RunIEFunctionResponse0\x01\x32\xba\x05\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a\".dataflow.v1.GetCollectionResponse0\x01\x12R\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a .dataflow.v1.RunDataflowResponse0\x01\x12\x46\n\x0bLoadFromCSV\x12\x1f.dataflow.v1.LoadFromCSVRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tSaveToCSV\x12\x1d.dataflow.v1.SaveToCSVRequest\x1a\x16.google.protobuf.Emptyb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
 _builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'dataflow.v1.dataflow_pb2', _globals)
 if not _descriptor._USE_C_DESCRIPTORS:
   DESCRIPTOR._loaded_options = None
-  _globals['_DATATYPE']._serialized_start=946
-  _globals['_DATATYPE']._serialized_end=1065
+  _globals['_DATATYPE']._serialized_start=883
+  _globals['_DATATYPE']._serialized_end=1002
   _globals['_RUNIEFUNCTIONREQUEST']._serialized_start=72
   _globals['_RUNIEFUNCTIONREQUEST']._serialized_end=142
   _globals['_RUNIEFUNCTIONRESPONSE']._serialized_start=144
@@ -59,11 +59,11 @@
   _globals['_DELETECOLLECTIONREQUEST']._serialized_start=739
   _globals['_DELETECOLLECTIONREQUEST']._serialized_end=789
   _globals['_RUNDATAFLOWREQUEST']._serialized_start=791
-  _globals['_RUNDATAFLOWREQUEST']._serialized_end=908
-  _globals['_RUNDATAFLOWRESPONSE']._serialized_start=910
-  _globals['_RUNDATAFLOWRESPONSE']._serialized_end=944
-  _globals['_IEFUNCTIONSERVICE']._serialized_start=1067
-  _globals['_IEFUNCTIONSERVICE']._serialized_end=1176
-  _globals['_DATAFLOWSERVICE']._serialized_start=1179
-  _globals['_DATAFLOWSERVICE']._serialized_end=1877
+  _globals['_RUNDATAFLOWREQUEST']._serialized_end=845
+  _globals['_RUNDATAFLOWRESPONSE']._serialized_start=847
+  _globals['_RUNDATAFLOWRESPONSE']._serialized_end=881
+  _globals['_IEFUNCTIONSERVICE']._serialized_start=1004
+  _globals['_IEFUNCTIONSERVICE']._serialized_end=1113
+  _globals['_DATAFLOWSERVICE']._serialized_start=1116
+  _globals['_DATAFLOWSERVICE']._serialized_end=1814
 # @@protoc_insertion_point(module_scope)
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 8e88976..16bf4a3 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -67,16 +67,12 @@ def run_dataflow(
         self,
         so_path: Path,
         fn_name: str,
-        input_collection_name: str,
-        output_collection_name: str | None = None,
     ) -> Generator[list[str], None, None]:
         with grpc.insecure_channel(self.config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
             request = dataflow_pb2.RunDataflowRequest(  # type: ignore
                 so_path=str(so_path),
                 fn_name=fn_name,
-                input_collection_name=input_collection_name,
-                output_collection_name=output_collection_name,
             )
             response_iterator = stub.RunDataflow(request)
 
diff --git a/spannerflow/proto/dataflow/v1/dataflow.proto b/spannerflow/proto/dataflow/v1/dataflow.proto
index 9e7c128..b7d59bb 100644
--- a/spannerflow/proto/dataflow/v1/dataflow.proto
+++ b/spannerflow/proto/dataflow/v1/dataflow.proto
@@ -86,8 +86,6 @@ message DeleteCollectionRequest {
 message RunDataflowRequest {
     string so_path = 1;
     string fn_name = 2;
-    string input_collection_name = 3;
-    string output_collection_name = 4;
 }
 
 
diff --git a/spannerflow/src/main.rs b/spannerflow/src/main.rs
index 9d93176..72efd73 100644
--- a/spannerflow/src/main.rs
+++ b/spannerflow/src/main.rs
@@ -383,28 +383,6 @@ impl DataflowService for MyDataflowService {
     ) -> Result<Response<Self::RunDataflowStream>, Status> {
         println!("Got a request: {:?}", request);
         let req = request.into_inner();
-        let collections = match COLLECTIONS.lock() {
-            Ok(lock) => lock,
-            Err(poisoned) => {
-                eprintln!("Mutex was poisoned: {:?}", poisoned);
-                poisoned.into_inner()
-            }
-        };
-        
-        let schemas = match SCHEMAS.lock() {
-            Ok(lock) => lock,
-            Err(poisoned) => {
-                eprintln!("Mutex was poisoned: {:?}", poisoned);
-                poisoned.into_inner()
-            }
-        };
-
-        if !collections.contains_key(&req.input_collection_name) || !schemas.contains_key(&req.input_collection_name) {
-            return Err(Status::not_found("Collection not found"));
-        }
-        drop(collections);
-        drop(schemas);
-        
         
         if let Ok(vec) = run_dataflow_so(req.so_path, req.fn_name) {
             println!("Ran dataflow successfully {:?}", vec);

From 3f329e25904e1a08f227ce5a70172b6753aab04f Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Tue, 8 Oct 2024 01:20:46 +0300
Subject: [PATCH 025/277] feat: moved run ie function to so

---
 spannerflow/config.py                         |  3 +-
 spannerflow/rust.py                           |  2 +-
 spannerflow/src/main.rs                       | 25 --------------
 spannerflow/templates/build.rs.jinja2         |  8 ++---
 spannerflow/templates/rust_dataflow.rs.jinja2 | 33 +++++++++++++++++++
 5 files changed, 39 insertions(+), 32 deletions(-)

diff --git a/spannerflow/config.py b/spannerflow/config.py
index 8238f13..03c57c2 100644
--- a/spannerflow/config.py
+++ b/spannerflow/config.py
@@ -22,11 +22,12 @@ class Config:
             {"name": "differential-dataflow", "version": "0.12.0"},
             {"name": "prost", "version": "0.13.3"},
             {"name": "prost-types", "version": "0.13.3"},
+            {"name": "tonic", "version": "0.12.3"},
         ]
     )
     RUST_BUILD_DEPEDENCIES: list[dict[str, str]] = field(
         default_factory=lambda: [
-            {"name": "prost-build", "version": "0.13.3"},
+            {"name": "tonic-build", "version": "0.12.3"},
         ]
     )
     PROTO_DIR_PATH: Path = Path("spannerflow").joinpath("proto").absolute()
diff --git a/spannerflow/rust.py b/spannerflow/rust.py
index 7375648..7941b5f 100644
--- a/spannerflow/rust.py
+++ b/spannerflow/rust.py
@@ -340,7 +340,7 @@ def build_rust_server() -> None:
 
 
 def run_rust_server_in_background() -> None:
-    def inner():
+    def inner() -> None:
         # TODO: handle port is already in use
         server_path = (
             Path(__file__)
diff --git a/spannerflow/src/main.rs b/spannerflow/src/main.rs
index 72efd73..eb19324 100644
--- a/spannerflow/src/main.rs
+++ b/spannerflow/src/main.rs
@@ -10,7 +10,6 @@ use tonic::{transport::Server, Request, Response, Status};
 use tokio_stream::iter;
 
 use dataflow::dataflow_service_server::{DataflowService, DataflowServiceServer};
-use dataflow::ie_function_service_client::IeFunctionServiceClient;
 use dataflow::{*};
 
 
@@ -435,27 +434,3 @@ fn run_dataflow_so(so_path: String, fn_name: String) -> Result<Vec<Vec<String>>,
         return Ok(output)
     }
 }
-
-pub async fn run_ie_function(
-    server_address: String,
-    function_name: String,
-    collection_name: String,
-) -> Result<Vec<Vec<String>>, Box<dyn std::error::Error>> {
-    let mut client = IeFunctionServiceClient::connect(server_address).await?;
-
-    let request = RunIeFunctionRequest {
-        function_name,
-        collection_name,
-    };
-
-    let response = client.run_ie_function(Request::new(request)).await?;
-
-    let mut results = Vec::new();
-    let mut response_stream = response.into_inner();
-    
-    while let Some(response) = response_stream.message().await? {
-        results.push(response.row);
-    }
-
-    Ok(results)
-}
diff --git a/spannerflow/templates/build.rs.jinja2 b/spannerflow/templates/build.rs.jinja2
index ae93d52..58de510 100644
--- a/spannerflow/templates/build.rs.jinja2
+++ b/spannerflow/templates/build.rs.jinja2
@@ -1,6 +1,4 @@
-fn main() {
-    prost_build::compile_protos(
-        &["{{ proto_file_path }}"],  // Path to your .proto files
-        &["{{ proto_dir_path }}"],                 // Include path for the .proto files
-    ).unwrap_or_else(|e| panic!("Failed to compile protos: {:?}", e));
+fn main() -> Result<(), Box<dyn std::error::Error>> {
+    tonic_build::compile_protos("{{ proto_file_path }}")?;
+    Ok(())
 }
\ No newline at end of file
diff --git a/spannerflow/templates/rust_dataflow.rs.jinja2 b/spannerflow/templates/rust_dataflow.rs.jinja2
index d47102c..1b64171 100644
--- a/spannerflow/templates/rust_dataflow.rs.jinja2
+++ b/spannerflow/templates/rust_dataflow.rs.jinja2
@@ -7,6 +7,15 @@ use std::sync::{Arc, Mutex};
 use differential_dataflow::input::InputSession;
 use differential_dataflow::operators::*;
 
+use tonic::Request;
+
+use dataflow::ie_function_service_client::IeFunctionServiceClient;
+use dataflow::*;
+
+pub mod dataflow {
+    tonic::include_proto!("dataflow.v1");
+}
+
 macro_rules! tuple_to_vec_string {
     // Base case: empty tuple
     () => {
@@ -23,6 +32,30 @@ macro_rules! tuple_to_vec_string {
     };
 }
 
+pub async fn run_ie_function(
+    server_address: String,
+    function_name: String,
+    collection_name: String,
+) -> Result<Vec<Vec<String>>, Box<dyn std::error::Error>> {
+    let mut client = IeFunctionServiceClient::connect(server_address).await?;
+
+    let request = RunIeFunctionRequest {
+        function_name,
+        collection_name,
+    };
+
+    let response = client.run_ie_function(Request::new(request)).await?;
+
+    let mut results = Vec::new();
+    let mut response_stream = response.into_inner();
+    
+    while let Some(response) = response_stream.message().await? {
+        results.push(response.row);
+    }
+
+    Ok(results)
+}
+
 #[no_mangle]
 pub extern "C" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<String>>>) -> Vec<Vec<String>>{
     {% for key,value in sources.items() %}

From 151b3a1cdf906108c991e047421303e678004490 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Tue, 8 Oct 2024 01:28:26 +0300
Subject: [PATCH 026/277] WIP

---
 spannerflow/engine.py | 16 ++++++++++++++++
 1 file changed, 16 insertions(+)

diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 16bf4a3..6c5c6f8 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -13,6 +13,22 @@ class Engine:
     def __init__(self, config: Config):
         self.config = config
 
+    def save_to_csv(self, collection_name: str, file_path: Path) -> None:
+        with grpc.insecure_channel(self.config.DATAFLOW_ADDRESS) as channel:
+            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
+            request = dataflow_pb2.SaveToCSVRequest(  # type: ignore
+                collection_name=collection_name, file_path=str(file_path)
+            )
+            stub.SaveToCSV(request)
+
+    def load_from_csv(self, collection_name: str, file_path: Path) -> None:
+        with grpc.insecure_channel(self.config.DATAFLOW_ADDRESS) as channel:
+            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
+            request = dataflow_pb2.LoadFromCSVRequest(  # type: ignore
+                collection_name=collection_name, file_path=str(file_path)
+            )
+            stub.LoadFromCSV(request)
+
     def add_row(self, collection_name: str, row: list[str]) -> None:
         with grpc.insecure_channel(self.config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)

From f6c93b131253749630e730450f659f0a45cb2a29 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Tue, 8 Oct 2024 03:11:41 +0300
Subject: [PATCH 027/277] WIP

---
 pyproject.toml      |  4 ++--
 spannerflow/rust.py | 49 +++++++++++++++++++++++++--------------------
 2 files changed, 29 insertions(+), 24 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 8c7142f..1e81a56 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -28,7 +28,6 @@ requests = "^2.32.3"
 networkx = "^3.3"
 pandas = "^2.2.3"
 
-
 [tool.poetry.group.dev.dependencies]
 pre-commit = "^4.0.0"
 isort = "^5.13.2"
@@ -39,7 +38,8 @@ ruff = "^0.6.9"
 mypy = "^1.11.2"
 maturin = "^1.7.4"
 pytest = "^8.3.3"
-
+bandit = "^1.7.10"
+radon = "^6.0.1"
 
 [build-system]
 requires = ["poetry-core"]
diff --git a/spannerflow/rust.py b/spannerflow/rust.py
index 7941b5f..9c31a03 100644
--- a/spannerflow/rust.py
+++ b/spannerflow/rust.py
@@ -182,28 +182,33 @@ def generate_code(
         if node == anchor:
             node_str = str(anchor)
 
-    if gr_node["op"] == "get_rel":
-        code = f"let {node_str} = input_{node}.to_collection(scope);"
-    if gr_node["op"] == "rename":
-        code = f"let {node_str} = {prev_node_str}.map(|{schema}| {schema});"
-    elif gr_node["op"] == "project":
-        if prev_nodes:
-            prev_schema = get_node_schema(graph, prev_nodes[0])
-            code = f"let {node_str} = {prev_node_str}.map(|{prev_schema}| {schema});"
-    elif gr_node["op"] == "join":
-        code = get_join_code(graph, node, anchor=anchor, in_iterate=in_iterate)
-    elif gr_node["op"] == "select":
-        theta = gr_node["theta"]
-        preds = []
-        # TODO:
-        if isinstance(theta, equalConstTheta):
-            preds = [f"col_{pos} == {val}" for pos, val in theta.pos_val_tuples]
-        # TODO:
-        elif isinstance(theta, equalColTheta):
-            preds = [f"col_{pos1} == col_{pos2}" for pos1, pos2 in theta.col_pos_tuples]
-        code = f"let {node_str} = {prev_node_str}.filter(|&{get_node_schema(graph, prev_nodes[0])}| {' && '.join(preds)});"
-    elif gr_node["op"] == "union":
-        code = get_union_code(graph, node, in_iterate=in_iterate, anchor=anchor)
+    match gr_node["op"]:
+        case "get_rel":
+            code = f"let {node_str} = input_{node}.to_collection(scope);"
+        case "rename":
+            code = f"let {node_str} = {prev_node_str}.map(|{schema}| {schema});"
+        case "project":
+            if prev_nodes:
+                prev_schema = get_node_schema(graph, prev_nodes[0])
+                code = (
+                    f"let {node_str} = {prev_node_str}.map(|{prev_schema}| {schema});"
+                )
+        case "join":
+            code = get_join_code(graph, node, anchor=anchor, in_iterate=in_iterate)
+        case "select":
+            theta = gr_node["theta"]
+            preds = []
+            # TODO:
+            if isinstance(theta, equalConstTheta):
+                preds = [f"col_{pos} == {val}" for pos, val in theta.pos_val_tuples]
+            # TODO:
+            elif isinstance(theta, equalColTheta):
+                preds = [
+                    f"col_{pos1} == col_{pos2}" for pos1, pos2 in theta.col_pos_tuples
+                ]
+            code = f"let {node_str} = {prev_node_str}.filter(|&{get_node_schema(graph, prev_nodes[0])}| {' && '.join(preds)});"
+        case "union":
+            code = get_union_code(graph, node, in_iterate=in_iterate, anchor=anchor)
 
     return code
 

From fbdb3f79dfba6474d76796511936c5414547ad1f Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 10 Oct 2024 00:42:18 +0300
Subject: [PATCH 028/277] bugfix: used const instead of var

---
 spannerflow/engine.py                         | 14 +++++++++++++-
 spannerflow/templates/rust_dataflow.rs.jinja2 |  2 +-
 2 files changed, 14 insertions(+), 2 deletions(-)

diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 6c5c6f8..cec2ee7 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -71,13 +71,25 @@ def get_collections(self) -> dict[str, list[str]]:
             }
 
     def get_collection(self, collection_name) -> Generator[list[str], None, None]:
+        schema = self.get_collections()[collection_name]
         with grpc.insecure_channel(self.config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
             request = dataflow_pb2.GetCollectionRequest(collection_name=collection_name)  # type: ignore
             response_iterator = stub.GetCollection(request)
 
             for response in response_iterator:
-                yield response.row
+                row = list()
+                for col_type, value in zip(schema, response.row):
+                    match dataflow_pb2.DataType.Value(col_type):  # type: ignore
+                        case dataflow_pb2.DataType.DATA_TYPE_STRING:  # type: ignore
+                            row.append(value)  # alread a string
+                        case dataflow_pb2.DataType.DATA_TYPE_INT:  # type: ignore
+                            row.append(int(value))
+                        case dataflow_pb2.DataType.DATA_TYPE_FLOAT:  # type: ignore
+                            row.append(float(value))
+                        case dataflow_pb2.DataType.DATA_TYPE_BOOL:  # type: ignore
+                            row.append(bool(value))
+                yield row
 
     def run_dataflow(
         self,
diff --git a/spannerflow/templates/rust_dataflow.rs.jinja2 b/spannerflow/templates/rust_dataflow.rs.jinja2
index 1b64171..99c3961 100644
--- a/spannerflow/templates/rust_dataflow.rs.jinja2
+++ b/spannerflow/templates/rust_dataflow.rs.jinja2
@@ -59,7 +59,7 @@ pub async fn run_ie_function(
 #[no_mangle]
 pub extern "C" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<String>>>) -> Vec<Vec<String>>{
     {% for key,value in sources.items() %}
-        let collection_{{value['name']}} = collections.get("Parent").unwrap().clone();
+        let collection_{{ value['name'] }} = collections.get("{{ value['name'] }}").unwrap().clone();
     {% endfor %}
         let output = Arc::new(Mutex::new(Vec::new()));
         let result = Arc::clone(&output);

From be56084f9a9189daf207231f15e221d1a1049ea8 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 10 Oct 2024 00:51:20 +0300
Subject: [PATCH 029/277] fix: typo

---
 spannerflow/rust.py                           | 5 ++---
 spannerflow/templates/rust_dataflow.rs.jinja2 | 4 ++--
 2 files changed, 4 insertions(+), 5 deletions(-)

diff --git a/spannerflow/rust.py b/spannerflow/rust.py
index 9c31a03..ac2e0f4 100644
--- a/spannerflow/rust.py
+++ b/spannerflow/rust.py
@@ -73,7 +73,7 @@ def __eq__(self, other):
         return self.col_pos_tuples == other.col_pos_tuples
 
 
-def get_input_scheme(node: int | str) -> list[str]:
+def get_input_schema(node: int | str) -> list[str]:
     engine = Engine(config)
     collections = engine.get_collections()
     types_list = [PYTHON_RUST_TYPES[x] for x in collections[str(node)]]
@@ -84,7 +84,7 @@ def get_sources_data(
     graph: nx.DiGraph,
 ) -> dict[str | int, dict[str, str | int | list[str]]]:
     return {
-        source: {"name": source, "scheme": get_input_scheme(source)}
+        source: {"name": source, "schema": get_input_schema(source)}
         for source in find_sources(graph)
     }
 
@@ -276,7 +276,6 @@ def create_rust_file(timestamp: str, graph: nx.DiGraph) -> None:
     flow_code = generate_graph_code(graph)
     reduced, _ = reduced_graph(graph)
     output_node, output_vars = get_output_data(reduced)
-
     output_text = template.render(
         sources=get_sources_data(graph),
         flow_code=flow_code,
diff --git a/spannerflow/templates/rust_dataflow.rs.jinja2 b/spannerflow/templates/rust_dataflow.rs.jinja2
index 99c3961..e7abc90 100644
--- a/spannerflow/templates/rust_dataflow.rs.jinja2
+++ b/spannerflow/templates/rust_dataflow.rs.jinja2
@@ -66,7 +66,7 @@ pub extern "C" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<Strin
 
         let _ = timely::execute_from_args(std::env::args(), move |worker| {
         {% for key,value in sources.items() %}
-            let mut input_{{value['name']}}: InputSession::<usize, ({% for element in value['scheme'] %} {{ element }} {% if not loop.last %}, {% endif %}{% endfor %}), isize> = InputSession::new();
+            let mut input_{{value['name']}}: InputSession::<usize, ({% for element in value['schema'] %} {{ element }} {% if not loop.last %}, {% endif %}{% endfor %}), isize> = InputSession::new();
         {% endfor %}
             worker.dataflow(|scope| {
             {% for node in top_sort %}
@@ -81,7 +81,7 @@ pub extern "C" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<Strin
             });
             {% for key,value in sources.items() %}
                 for vec in &collection_{{value['name']}} {
-                    input_{{value['name']}}.insert(({% for element in value['scheme'] %} vec[{{loop.index0}}].parse::<{{element}}>().unwrap(){% if not loop.last %}, {% endif %}{% endfor %}));
+                    input_{{value['name']}}.insert(({% for element in value['schema'] %} vec[{{loop.index0}}].parse::<{{element}}>().unwrap(){% if not loop.last %}, {% endif %}{% endfor %}));
                 }
             {% endfor %}
         });

From 7f09da7d8c60d78a4323c52ab55d825b2410c2af Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sun, 13 Oct 2024 02:06:41 +0300
Subject: [PATCH 030/277] feat: count, sum agg

---
 spannerflow/rust.py                           | 179 +++++++++++++++---
 spannerflow/templates/rust_dataflow.rs.jinja2 |   3 +
 2 files changed, 154 insertions(+), 28 deletions(-)

diff --git a/spannerflow/rust.py b/spannerflow/rust.py
index ac2e0f4..b7be32d 100644
--- a/spannerflow/rust.py
+++ b/spannerflow/rust.py
@@ -169,8 +169,34 @@ def generate_code(
     in_iterate: bool = False,
 ) -> str:
     gr_node = graph.nodes[node]
+    match gr_node["op"]:
+        case "get_rel":
+            code = get_get_rel_code(graph, node, anchor=anchor, in_iterate=in_iterate)
+        case "rename":
+            code = get_rename_code(graph, node, anchor=anchor, in_iterate=in_iterate)
+        case "project":
+            code = get_project_code(graph, node, anchor=anchor, in_iterate=in_iterate)
+        case "join":
+            code = get_join_code(graph, node, anchor=anchor, in_iterate=in_iterate)
+        case "select":
+            code = get_select_code(graph, node, anchor=anchor, in_iterate=in_iterate)
+        case "union":
+            code = get_union_code(graph, node, in_iterate=in_iterate, anchor=anchor)
+        case "groupby":
+            code = get_groupby_code(graph, node, anchor=anchor, in_iterate=in_iterate)
+        case _:
+            raise ValueError(f"Unsupported operation: {gr_node['op']}")
+
+    return code
+
+
+def get_project_code(
+    graph: nx.DiGraph,
+    node: str | int,
+    anchor: str | int | None = None,
+    in_iterate: bool = False,
+) -> str:
     schema = get_node_schema(graph, node)
-    code = ""
     prev_nodes = list(graph.pred[node])
     if prev_nodes:
         prev_node_str = f"node_{prev_nodes[0]}"
@@ -181,38 +207,135 @@ def generate_code(
             prev_node_str = str(anchor)
         if node == anchor:
             node_str = str(anchor)
+    if prev_nodes:
+        prev_schema = get_node_schema(graph, prev_nodes[0])
+        code = f"let {node_str} = {prev_node_str}.map(|{prev_schema}| {schema});"
+    else:
+        code = ""
+    return code
 
-    match gr_node["op"]:
-        case "get_rel":
-            code = f"let {node_str} = input_{node}.to_collection(scope);"
-        case "rename":
-            code = f"let {node_str} = {prev_node_str}.map(|{schema}| {schema});"
-        case "project":
-            if prev_nodes:
-                prev_schema = get_node_schema(graph, prev_nodes[0])
-                code = (
-                    f"let {node_str} = {prev_node_str}.map(|{prev_schema}| {schema});"
-                )
-        case "join":
-            code = get_join_code(graph, node, anchor=anchor, in_iterate=in_iterate)
-        case "select":
-            theta = gr_node["theta"]
-            preds = []
-            # TODO:
-            if isinstance(theta, equalConstTheta):
-                preds = [f"col_{pos} == {val}" for pos, val in theta.pos_val_tuples]
-            # TODO:
-            elif isinstance(theta, equalColTheta):
-                preds = [
-                    f"col_{pos1} == col_{pos2}" for pos1, pos2 in theta.col_pos_tuples
-                ]
-            code = f"let {node_str} = {prev_node_str}.filter(|&{get_node_schema(graph, prev_nodes[0])}| {' && '.join(preds)});"
-        case "union":
-            code = get_union_code(graph, node, in_iterate=in_iterate, anchor=anchor)
 
+def get_get_rel_code(
+    graph: nx.DiGraph,
+    node: str | int,
+    anchor: str | int | None = None,
+    in_iterate: bool = False,
+) -> str:
+    node_str = f"node_{node}"
+    if in_iterate:
+        if node == anchor:
+            node_str = str(anchor)
+    code = f"let {node_str} = input_{node}.to_collection(scope);"
     return code
 
 
+def get_rename_code(
+    graph: nx.DiGraph,
+    node: str | int,
+    anchor: str | int | None = None,
+    in_iterate: bool = False,
+) -> str:
+    schema = get_node_schema(graph, node)
+    prev_nodes = list(graph.pred[node])
+    if prev_nodes:
+        prev_node_str = f"node_{prev_nodes[0]}"
+
+    node_str = f"node_{node}"
+    if in_iterate:
+        if prev_nodes and prev_nodes[0] == anchor:
+            prev_node_str = str(anchor)
+        if node == anchor:
+            node_str = str(anchor)
+
+    code = f"let {node_str} = {prev_node_str}.map(|{schema}| {schema});"
+    return code
+
+
+def get_select_code(
+    graph: nx.DiGraph,
+    node: str | int,
+    anchor: str | int | None = None,
+    in_iterate: bool = False,
+) -> str:
+    gr_node = graph.nodes[node]
+    prev_nodes = list(graph.pred[node])
+    if prev_nodes:
+        prev_node_str = f"node_{prev_nodes[0]}"
+
+    node_str = f"node_{node}"
+    if in_iterate:
+        if prev_nodes and prev_nodes[0] == anchor:
+            prev_node_str = str(anchor)
+        if node == anchor:
+            node_str = str(anchor)
+    theta = gr_node["theta"]
+    preds = []
+    # TODO:
+    if isinstance(theta, equalConstTheta):
+        preds = [f"col_{pos} == {val}" for pos, val in theta.pos_val_tuples]
+    # TODO:
+    elif isinstance(theta, equalColTheta):
+        preds = [f"col_{pos1} == col_{pos2}" for pos1, pos2 in theta.col_pos_tuples]
+    code = f"let {node_str} = {prev_node_str}.filter(|&{get_node_schema(graph, prev_nodes[0])}| {' && '.join(preds)});"
+    return code
+
+
+def get_groupby_code(
+    graph: nx.DiGraph,
+    node: str | int,
+    anchor: str | int | None = None,
+    in_iterate: bool = False,
+) -> str:
+    gr_node = graph.nodes[node]
+    prev_nodes = list(graph.pred[node])
+    if prev_nodes:
+        prev_node_str = f"node_{prev_nodes[0]}"
+
+    node_str = f"node_{node}"
+    if in_iterate:
+        if prev_nodes and prev_nodes[0] == anchor:
+            prev_node_str = str(anchor)
+        if node == anchor:
+            node_str = str(anchor)
+    agg = gr_node["agg"]
+    schema = gr_node["schema"]
+    groupby_cols = [i for i, agg_func in enumerate(agg) if agg_func is None]
+    agg_by_cols = {
+        i: agg_func for i, agg_func in enumerate(agg) if agg_func is not None
+    }
+    for agg_func_name in agg_by_cols.values():
+        match agg_func_name:
+            case "sum":
+                code = f"""
+                let {node_str}_temp = {prev_node_str}.reduce(|key, input, output| {{
+                    let sum: i32 = input.iter().map(|(val, _cnt)| *val).sum();
+                    output.push((key.clone(), sum));
+                }});
+                let {node_str}_input_temp: Rc<RefCell<InputSession<usize, (String, i32), isize>>> =
+                    Rc::new(RefCell::new(InputSession::new()));
+
+                let {node_str}_input_temp_clone = Rc::clone(&{node_str}_input_temp);
+                {node_str}_temp.inspect(move |x| {{
+                    {node_str}_input_temp_clone.borrow_mut().insert((x.0.0.clone(), x.2.clone()));
+                }});
+
+                let {node_str} = {node_str}_input_temp.borrow_mut().to_collection(scope);
+                """
+                return code
+            case "count":
+                code = f"let {node_str} = {prev_node_str}.map(|{get_node_schema(graph, prev_nodes[0])}| ({", ".join([schema[i] for i in groupby_cols])})).count();"
+                return code
+            case "max":
+                ...
+            case "min":
+                ...
+            case "avg":
+                ...
+            case _:
+                raise ValueError(f"Unsupported aggregate function: {agg_func_name}")
+    raise NotImplementedError("Groupby operation is not supported yet")
+
+
 def generate_graph_code(graph: nx.DiGraph) -> dict[str | int, str]:
     flow_code = dict()
     template_loader = jinja2.FileSystemLoader(searchpath=config.TEMPLATES_PATH)
diff --git a/spannerflow/templates/rust_dataflow.rs.jinja2 b/spannerflow/templates/rust_dataflow.rs.jinja2
index e7abc90..e99b5b4 100644
--- a/spannerflow/templates/rust_dataflow.rs.jinja2
+++ b/spannerflow/templates/rust_dataflow.rs.jinja2
@@ -1,6 +1,9 @@
 extern crate timely;
 extern crate differential_dataflow;
 
+use std::rc::Rc;
+use std::cell::RefCell;
+
 use std::collections::HashMap;
 use std::sync::{Arc, Mutex};
 

From c08ff5fdead084b2c0d86808df6297d7f9e29304 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sun, 13 Oct 2024 02:19:55 +0300
Subject: [PATCH 031/277] bugfix: multiple counting with duplicates

---
 spannerflow/rust.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/spannerflow/rust.py b/spannerflow/rust.py
index b7be32d..4d1a1cf 100644
--- a/spannerflow/rust.py
+++ b/spannerflow/rust.py
@@ -308,7 +308,7 @@ def get_groupby_code(
             case "sum":
                 code = f"""
                 let {node_str}_temp = {prev_node_str}.reduce(|key, input, output| {{
-                    let sum: i32 = input.iter().map(|(val, _cnt)| *val).sum();
+                    let sum: i32 = input.iter().map(|(val, cnt)| *val * (*cnt as i32)).sum();
                     output.push((key.clone(), sum));
                 }});
                 let {node_str}_input_temp: Rc<RefCell<InputSession<usize, (String, i32), isize>>> =

From f4b34c3ed666105732f8aac790802a5461e01656 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sun, 13 Oct 2024 02:57:40 +0300
Subject: [PATCH 032/277] feat: min, max, avg

---
 spannerflow/rust.py | 57 ++++++++++++++++++++++++++++++++++++++++-----
 1 file changed, 51 insertions(+), 6 deletions(-)

diff --git a/spannerflow/rust.py b/spannerflow/rust.py
index 4d1a1cf..5f449d2 100644
--- a/spannerflow/rust.py
+++ b/spannerflow/rust.py
@@ -303,6 +303,9 @@ def get_groupby_code(
     agg_by_cols = {
         i: agg_func for i, agg_func in enumerate(agg) if agg_func is not None
     }
+    if len(agg_by_cols.values()) > 1:
+        raise ValueError("Multiple aggregation functions are not supported")
+
     for agg_func_name in agg_by_cols.values():
         match agg_func_name:
             case "sum":
@@ -321,19 +324,61 @@ def get_groupby_code(
 
                 let {node_str} = {node_str}_input_temp.borrow_mut().to_collection(scope);
                 """
-                return code
             case "count":
                 code = f"let {node_str} = {prev_node_str}.map(|{get_node_schema(graph, prev_nodes[0])}| ({", ".join([schema[i] for i in groupby_cols])})).count();"
-                return code
             case "max":
-                ...
+                code = f"""
+                let {node_str}_temp = {prev_node_str}.reduce(|key, input, output| {{
+                    let max: i32 = input.iter().map(|(val, _cnt)| **val as i32).max().unwrap();
+                    output.push((key.clone(), max));
+                }});
+                let {node_str}_input_temp: Rc<RefCell<InputSession<usize, (String, i32), isize>>> =
+                    Rc::new(RefCell::new(InputSession::new()));
+
+                let {node_str}_input_temp_clone = Rc::clone(&{node_str}_input_temp);
+                {node_str}_temp.inspect(move |x| {{
+                    {node_str}_input_temp_clone.borrow_mut().insert((x.0.0.clone(), x.2.clone()));
+                }});
+
+                let {node_str} = {node_str}_input_temp.borrow_mut().to_collection(scope);
+                """
             case "min":
-                ...
+                code = f"""
+                let {node_str}_temp = {prev_node_str}.reduce(|key, input, output| {{
+                    let min: i32 = input.iter().map(|(val, _cnt)| **val as i32).min().unwrap();
+                    output.push((key.clone(), min));
+                }});
+                let {node_str}_input_temp: Rc<RefCell<InputSession<usize, (String, i32), isize>>> =
+                    Rc::new(RefCell::new(InputSession::new()));
+
+                let {node_str}_input_temp_clone = Rc::clone(&{node_str}_input_temp);
+                {node_str}_temp.inspect(move |x| {{
+                    {node_str}_input_temp_clone.borrow_mut().insert((x.0.0.clone(), x.2.clone()));
+                }});
+
+                let {node_str} = {node_str}_input_temp.borrow_mut().to_collection(scope);
+                """
             case "avg":
-                ...
+                code = f"""
+                let {node_str}_temp = {prev_node_str}.reduce(|key, input, output| {{
+                     let sum: i32 = input.iter().map(|(val, cnt)| *val * (*cnt as i32)).sum();
+                    let count: isize = input.iter().map(|(_, cnt)| *cnt).sum();
+                    let avg = if count > 0 {{ sum / count as i32 }} else {{ 0 }};
+                    output.push((key.clone(), avg));
+                }});
+                let {node_str}_input_temp: Rc<RefCell<InputSession<usize, (String, i32), isize>>> =
+                    Rc::new(RefCell::new(InputSession::new()));
+
+                let {node_str}_input_temp_clone = Rc::clone(&{node_str}_input_temp);
+                {node_str}_temp.inspect(move |x| {{
+                    {node_str}_input_temp_clone.borrow_mut().insert((x.0.0.clone(), x.2.clone()));
+                }});
+
+                let {node_str} = {node_str}_input_temp.borrow_mut().to_collection(scope);
+                """
             case _:
                 raise ValueError(f"Unsupported aggregate function: {agg_func_name}")
-    raise NotImplementedError("Groupby operation is not supported yet")
+    return code
 
 
 def generate_graph_code(graph: nx.DiGraph) -> dict[str | int, str]:

From 83d20b2dae240dc0fe879f2db7e0ee412d75a54c Mon Sep 17 00:00:00 2001
From: IdoDesign <ido.tarazi@campus.technion.ac.il>
Date: Mon, 14 Oct 2024 00:04:41 +0700
Subject: [PATCH 033/277] aggregation change

---
 spannerflow/engine.py                     |   2 +-
 spannerflow/graph_utils.py                |   7 +-
 spannerflow/rust.py                       | 145 ++++++++++------------
 spannerflow/templates/aggregate.rs.jinja2 |  10 ++
 4 files changed, 81 insertions(+), 83 deletions(-)
 create mode 100644 spannerflow/templates/aggregate.rs.jinja2

diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index cec2ee7..95af50d 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -105,4 +105,4 @@ def run_dataflow(
             response_iterator = stub.RunDataflow(request)
 
             for response in response_iterator:
-                yield response.row
+                yield [str(item) for item in response.row]
diff --git a/spannerflow/graph_utils.py b/spannerflow/graph_utils.py
index f2906e6..caf5b5a 100644
--- a/spannerflow/graph_utils.py
+++ b/spannerflow/graph_utils.py
@@ -50,6 +50,7 @@ def find_anchor_of_cycle(graph: nx.DiGraph, cycle: nx.DiGraph) -> str | int:
 
 def reduced_graph(graph: nx.DiGraph) -> tuple[nx.DiGraph, dict[str | int, nx.DiGraph]]:
     """Returned a reduced graph with the cycle nodes removed but the anchor node"""
+    # TODO: Handle more than one cycle
     cycles = get_cycles(graph)
     reduced = graph.copy()
 
@@ -80,13 +81,11 @@ def get_node_schema(graph: nx.DiGraph, node: str | int) -> str:
     return schema[0]
 
 
-def get_common_cols(
-    graph: nx.DiGraph, node1: int | str, node2: int | str
-) -> list[int | str]:
+def get_common_cols(graph: nx.DiGraph, node1: int | str, node2: int | str) -> list[str]:
     return list(set(graph.nodes[node1]["schema"]) & set(graph.nodes[node2]["schema"]))
 
 
-def get_minus_cols(graph: nx.DiGraph, node1: str | int, common_cols) -> list[int | str]:
+def get_minus_cols(graph: nx.DiGraph, node1: str | int, common_cols) -> list[str]:
     return list(set(graph.nodes[node1]["schema"]) - set(common_cols))
 
 
diff --git a/spannerflow/rust.py b/spannerflow/rust.py
index 5f449d2..af098d9 100644
--- a/spannerflow/rust.py
+++ b/spannerflow/rust.py
@@ -89,6 +89,15 @@ def get_sources_data(
     }
 
 
+def get_col_schema(cols: list[str]) -> str:
+    if not cols:
+        return "0"
+    if len(cols) > 1:
+        return f"({', '.join(cols)})"
+    else:
+        return cols[0]
+
+
 def get_join_code(
     graph: nx.DiGraph,
     node: str | int,
@@ -111,14 +120,6 @@ def get_join_code(
         if join2 == anchor:
             join2_str = join2
 
-    def get_col_schema(cols):
-        if not cols:
-            return "0"
-        if len(cols) > 1:
-            return f"({','.join(common_cols)})"
-        else:
-            return cols[0]
-
     common_cols = get_common_cols(graph, join1, join2)
     common_schema = get_col_schema(common_cols)
 
@@ -299,85 +300,73 @@ def get_groupby_code(
             node_str = str(anchor)
     agg = gr_node["agg"]
     schema = gr_node["schema"]
-    groupby_cols = [i for i, agg_func in enumerate(agg) if agg_func is None]
+    groupby_cols = [schema[i] for i, agg_func in enumerate(agg) if agg_func is None]
     agg_by_cols = {
-        i: agg_func for i, agg_func in enumerate(agg) if agg_func is not None
+        schema[i]: {"agg_func": agg_func}
+        for i, agg_func in enumerate(agg)
+        if agg_func is not None
     }
-    if len(agg_by_cols.values()) > 1:
-        raise ValueError("Multiple aggregation functions are not supported")
 
-    for agg_func_name in agg_by_cols.values():
-        match agg_func_name:
+    agg_cols = list(agg_by_cols.keys())
+    agg_by_index = {}
+    for key, agg_func in agg_by_cols.items():
+        agg_func["index"] = agg_cols.index(key)
+        agg_by_index[agg_func["index"]] = {
+            "agg_func": agg_func["agg_func"],
+            "col_name": key,
+        }
+
+    multi_agg = False
+    if len(agg_by_cols.values()) > 1:
+        multi_agg = True
+
+    declares = []
+    agg_code = []
+    output = []
+    for col_name, agg_func in agg_by_cols.items():
+        agg_index = agg_func["index"]
+        agg_var = f"{agg_func['agg_func']}_{col_name}"
+        output.append(agg_var)
+        val = "val" if not multi_agg else f"val.{agg_index}"
+        match agg_func["agg_func"]:
             case "sum":
-                code = f"""
-                let {node_str}_temp = {prev_node_str}.reduce(|key, input, output| {{
-                    let sum: i32 = input.iter().map(|(val, cnt)| *val * (*cnt as i32)).sum();
-                    output.push((key.clone(), sum));
-                }});
-                let {node_str}_input_temp: Rc<RefCell<InputSession<usize, (String, i32), isize>>> =
-                    Rc::new(RefCell::new(InputSession::new()));
-
-                let {node_str}_input_temp_clone = Rc::clone(&{node_str}_input_temp);
-                {node_str}_temp.inspect(move |x| {{
-                    {node_str}_input_temp_clone.borrow_mut().insert((x.0.0.clone(), x.2.clone()));
-                }});
-
-                let {node_str} = {node_str}_input_temp.borrow_mut().to_collection(scope);
-                """
+                declares.append(f"let mut {agg_var}: i32 = 0;")
+                agg_code.append(f"{agg_var} += {val} * (*cnt as i32);")
             case "count":
-                code = f"let {node_str} = {prev_node_str}.map(|{get_node_schema(graph, prev_nodes[0])}| ({", ".join([schema[i] for i in groupby_cols])})).count();"
+                declares.append(f"let mut {agg_var}: i32 = 0;")
+                agg_code.append(f"{agg_var} += *cnt as i32;")
             case "max":
-                code = f"""
-                let {node_str}_temp = {prev_node_str}.reduce(|key, input, output| {{
-                    let max: i32 = input.iter().map(|(val, _cnt)| **val as i32).max().unwrap();
-                    output.push((key.clone(), max));
-                }});
-                let {node_str}_input_temp: Rc<RefCell<InputSession<usize, (String, i32), isize>>> =
-                    Rc::new(RefCell::new(InputSession::new()));
-
-                let {node_str}_input_temp_clone = Rc::clone(&{node_str}_input_temp);
-                {node_str}_temp.inspect(move |x| {{
-                    {node_str}_input_temp_clone.borrow_mut().insert((x.0.0.clone(), x.2.clone()));
-                }});
-
-                let {node_str} = {node_str}_input_temp.borrow_mut().to_collection(scope);
-                """
+                declares.append(f"let mut {agg_var}: i32 = i32::MIN;")
+                agg_code.append(f"{agg_var} = std::cmp::max({agg_var}, {val});")
             case "min":
-                code = f"""
-                let {node_str}_temp = {prev_node_str}.reduce(|key, input, output| {{
-                    let min: i32 = input.iter().map(|(val, _cnt)| **val as i32).min().unwrap();
-                    output.push((key.clone(), min));
-                }});
-                let {node_str}_input_temp: Rc<RefCell<InputSession<usize, (String, i32), isize>>> =
-                    Rc::new(RefCell::new(InputSession::new()));
-
-                let {node_str}_input_temp_clone = Rc::clone(&{node_str}_input_temp);
-                {node_str}_temp.inspect(move |x| {{
-                    {node_str}_input_temp_clone.borrow_mut().insert((x.0.0.clone(), x.2.clone()));
-                }});
-
-                let {node_str} = {node_str}_input_temp.borrow_mut().to_collection(scope);
-                """
+                declares.append(f"let mut {agg_var}: i32 = i32::MAX;")
+                agg_code.append(f"{agg_var} = std::cmp::min({agg_var}, {val});")
             case "avg":
-                code = f"""
-                let {node_str}_temp = {prev_node_str}.reduce(|key, input, output| {{
-                     let sum: i32 = input.iter().map(|(val, cnt)| *val * (*cnt as i32)).sum();
-                    let count: isize = input.iter().map(|(_, cnt)| *cnt).sum();
-                    let avg = if count > 0 {{ sum / count as i32 }} else {{ 0 }};
-                    output.push((key.clone(), avg));
-                }});
-                let {node_str}_input_temp: Rc<RefCell<InputSession<usize, (String, i32), isize>>> =
-                    Rc::new(RefCell::new(InputSession::new()));
-
-                let {node_str}_input_temp_clone = Rc::clone(&{node_str}_input_temp);
-                {node_str}_temp.inspect(move |x| {{
-                    {node_str}_input_temp_clone.borrow_mut().insert((x.0.0.clone(), x.2.clone()));
-                }});
-
-                let {node_str} = {node_str}_input_temp.borrow_mut().to_collection(scope);
-                """
+                declares.append(f"let mut {agg_var}: (i32, i32) = (0, 0);")
+                agg_code.append(f"{agg_var}.0 += {val} * (*cnt as i32);")
+                agg_code.append(f"{agg_var}.1 += *cnt as i32;")
             case _:
-                raise ValueError(f"Unsupported aggregate function: {agg_func_name}")
+                raise ValueError(
+                    f"Unsupported aggregate function: {agg_func['agg_func']}"
+                )
+
+    template_loader = jinja2.FileSystemLoader(searchpath=config.TEMPLATES_PATH)
+    template_env = jinja2.Environment(loader=template_loader)
+    agg_template = template_env.get_template("aggregate.rs.jinja2")
+
+    code = agg_template.render(
+        output_node=node_str,
+        prev_node=prev_node_str,
+        in_schema=get_col_schema(schema),
+        groupby_schema=get_col_schema(groupby_cols),
+        groupby_len=len(groupby_cols),
+        agg_len=len(agg_cols),
+        agg_schema=get_col_schema(agg_cols),
+        agg_decleration=declares,
+        agg_list=agg_code,
+        output_tuple=get_col_schema(output),
+        agg_by_index=agg_by_index,
+    )
     return code
 
 
diff --git a/spannerflow/templates/aggregate.rs.jinja2 b/spannerflow/templates/aggregate.rs.jinja2
new file mode 100644
index 0000000..4565d76
--- /dev/null
+++ b/spannerflow/templates/aggregate.rs.jinja2
@@ -0,0 +1,10 @@
+let {{output_node}} = {{prev_node}}.map(|{{in_schema}}| ({{groupby_schema}}, {{agg_schema}}))
+            .reduce(|key, input, output| {
+                {% for decl in agg_decleration %}{{decl}}
+                {% endfor %}
+                for (val, cnt) in input.iter() {
+                    {% for agg in agg_list %}
+                        {{agg}}{% endfor %}
+                }
+                output.push(({{output_tuple}},1))
+            }).map(|(key, val)| ({% if groupby_len == 1 %}key, {% else %}{% for i in range(groupby_len) %}key.{{i}}, {% endfor %}{% endif %}{% if agg_len == 1 %}val{% if agg_by_index[i]['agg_func'] == "avg" %}.0 as f64 / val.1 as f64{%endif%}{% else %}{% for i in range(agg_len) %}val.{{i}}{% if agg_by_index[i]['agg_func'] == "avg" %}.0 as f64 / val.{{i}}.1 as f64{%endif%}{% if not loop.last %}, {% endif %}{% endfor %}{% endif %}));
\ No newline at end of file

From 04d9904884a920c4cea7f607f0a4ef0e7d979227 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sun, 13 Oct 2024 20:50:04 +0300
Subject: [PATCH 034/277] lint: removed todos

---
 spannerflow/graph_utils.py | 1 -
 spannerflow/rust.py        | 1 -
 2 files changed, 2 deletions(-)

diff --git a/spannerflow/graph_utils.py b/spannerflow/graph_utils.py
index caf5b5a..dd014c0 100644
--- a/spannerflow/graph_utils.py
+++ b/spannerflow/graph_utils.py
@@ -50,7 +50,6 @@ def find_anchor_of_cycle(graph: nx.DiGraph, cycle: nx.DiGraph) -> str | int:
 
 def reduced_graph(graph: nx.DiGraph) -> tuple[nx.DiGraph, dict[str | int, nx.DiGraph]]:
     """Returned a reduced graph with the cycle nodes removed but the anchor node"""
-    # TODO: Handle more than one cycle
     cycles = get_cycles(graph)
     reduced = graph.copy()
 
diff --git a/spannerflow/rust.py b/spannerflow/rust.py
index af098d9..a5508ef 100644
--- a/spannerflow/rust.py
+++ b/spannerflow/rust.py
@@ -379,7 +379,6 @@ def generate_graph_code(graph: nx.DiGraph) -> dict[str | int, str]:
     for node in list(nx.topological_sort(reduced)):
         if node in cycles.keys():
             iter_graph = create_iter_graph(graph, cycles[node], node)
-            # TODO: need to add mut to the var decleration
             anchor_code = generate_code(reduced, node)
             cycle_code = {}
             cycle_order = traverse_cycle(cycles[node], f"iter_{node}")

From ffb9255a49e906f0854afefd32375e53afa74b3e Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sun, 13 Oct 2024 21:28:34 +0300
Subject: [PATCH 035/277] WIP

---
 spannerflow/engine.py | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 95af50d..16458b4 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -1,5 +1,5 @@
 from pathlib import Path
-from typing import Generator
+from typing import Any, Generator
 
 import grpc
 from google.protobuf import empty_pb2
@@ -29,19 +29,19 @@ def load_from_csv(self, collection_name: str, file_path: Path) -> None:
             )
             stub.LoadFromCSV(request)
 
-    def add_row(self, collection_name: str, row: list[str]) -> None:
+    def add_row(self, collection_name: str, row: list[Any]) -> None:
         with grpc.insecure_channel(self.config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
             request = dataflow_pb2.AddRowRequest(  # type: ignore
-                collection_name=collection_name, row=row
+                collection_name=collection_name, row=[str(item) for item in row]
             )
             stub.AddRow(request)
 
-    def delete_row(self, collection_name: str, row: list[str]) -> None:
+    def delete_row(self, collection_name: str, row: list[Any]) -> None:
         with grpc.insecure_channel(self.config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
             request = dataflow_pb2.DeleteRowRequest(  # type: ignore
-                collection_name=collection_name, row=row
+                collection_name=collection_name, row=[str(item) for item in row]
             )
             stub.DeleteRow(request)
 
@@ -88,7 +88,7 @@ def get_collection(self, collection_name) -> Generator[list[str], None, None]:
                         case dataflow_pb2.DataType.DATA_TYPE_FLOAT:  # type: ignore
                             row.append(float(value))
                         case dataflow_pb2.DataType.DATA_TYPE_BOOL:  # type: ignore
-                            row.append(bool(value))
+                            row.append(value.lower() == "true")
                 yield row
 
     def run_dataflow(

From 31123328731389b9f187edcb0d07e146770c3dd2 Mon Sep 17 00:00:00 2001
From: IdoDesign <ido.tarazi@campus.technion.ac.il>
Date: Mon, 14 Oct 2024 11:15:33 +0700
Subject: [PATCH 036/277] fix repeated col names in groupby bug

---
 pyproject.toml      |  1 +
 spannerflow/rust.py | 24 ++++++++++++++++++++++--
 2 files changed, 23 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 1e81a56..08e22af 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -27,6 +27,7 @@ nbdev = "^2.3.31"
 requests = "^2.32.3"
 networkx = "^3.3"
 pandas = "^2.2.3"
+ipykernel = "^6.29.5"
 
 [tool.poetry.group.dev.dependencies]
 pre-commit = "^4.0.0"
diff --git a/spannerflow/rust.py b/spannerflow/rust.py
index a5508ef..2bb0cd2 100644
--- a/spannerflow/rust.py
+++ b/spannerflow/rust.py
@@ -281,6 +281,24 @@ def get_select_code(
     return code
 
 
+def update_repeatable_cols_in_schema(schema: list[str]) -> list[str]:
+    repeatable_cols: dict[str, list[int]] = {}
+    for i, col in enumerate(schema):
+        if col in repeatable_cols:
+            repeatable_cols[col].append(i)
+        else:
+            repeatable_cols[col] = [i]
+
+    if not repeatable_cols:
+        return schema
+    result = schema.copy()
+    for col, indecies in repeatable_cols.items():
+        if len(indecies) > 1:
+            for i, index in enumerate(indecies):
+                result[index] = f"{col}_{i}"
+    return result
+
+
 def get_groupby_code(
     graph: nx.DiGraph,
     node: str | int,
@@ -299,7 +317,8 @@ def get_groupby_code(
         if node == anchor:
             node_str = str(anchor)
     agg = gr_node["agg"]
-    schema = gr_node["schema"]
+    schema = update_repeatable_cols_in_schema(gr_node["schema"])
+    print(schema)
     groupby_cols = [schema[i] for i, agg_func in enumerate(agg) if agg_func is None]
     agg_by_cols = {
         schema[i]: {"agg_func": agg_func}
@@ -309,6 +328,7 @@ def get_groupby_code(
 
     agg_cols = list(agg_by_cols.keys())
     agg_by_index = {}
+
     for key, agg_func in agg_by_cols.items():
         agg_func["index"] = agg_cols.index(key)
         agg_by_index[agg_func["index"]] = {
@@ -353,7 +373,7 @@ def get_groupby_code(
     template_loader = jinja2.FileSystemLoader(searchpath=config.TEMPLATES_PATH)
     template_env = jinja2.Environment(loader=template_loader)
     agg_template = template_env.get_template("aggregate.rs.jinja2")
-
+    print(agg_by_index)
     code = agg_template.render(
         output_node=node_str,
         prev_node=prev_node_str,

From eb4d6c86128aa25e655e736da35ff53a4443acfd Mon Sep 17 00:00:00 2001
From: IdoDesign <ido.tarazi@campus.technion.ac.il>
Date: Mon, 14 Oct 2024 11:34:43 +0700
Subject: [PATCH 037/277] changed finding anchor method

---
 spannerflow/graph_utils.py                    | 13 +++++++++++--
 spannerflow/templates/rust_dataflow.rs.jinja2 |  3 ---
 2 files changed, 11 insertions(+), 5 deletions(-)

diff --git a/spannerflow/graph_utils.py b/spannerflow/graph_utils.py
index dd014c0..023989b 100644
--- a/spannerflow/graph_utils.py
+++ b/spannerflow/graph_utils.py
@@ -41,9 +41,9 @@ def get_cycles(graph: nx.DiGraph) -> dict[str | int, nx.DiGraph]:
 
 
 def find_anchor_of_cycle(graph: nx.DiGraph, cycle: nx.DiGraph) -> str | int:
-    # TODO: Change to node with edge to egress node (outside of the circle)
+    egress_node = find_egress_node(graph, cycle)
     for node in cycle:
-        if graph.nodes[node]["op"] == "union":
+        if node == egress_node and graph.nodes[node]["op"] == "union":
             return node
     raise Exception("No anchor node found in the cycle")
 
@@ -113,6 +113,15 @@ def find_ingress_nodes(graph: nx.DiGraph, cycle) -> list[int | str]:
     return ingress_nodes
 
 
+def find_egress_node(graph: nx.DiGraph, cycle) -> str | int:
+    """returns the node that has an edge from the cycle to a node that is not part of the cycle"""
+    for node in cycle:
+        for succ in graph.successors(node):
+            if succ not in cycle:
+                return node
+    raise Exception("No egress node found in the cycle")
+
+
 def create_iter_graph(graph: nx.DiGraph, cycle, anchor) -> nx.DiGraph:
     ingress = find_ingress_nodes(graph, cycle)
     iter_graph = graph.subgraph(list(cycle.nodes) + (ingress) + [anchor]).copy()
diff --git a/spannerflow/templates/rust_dataflow.rs.jinja2 b/spannerflow/templates/rust_dataflow.rs.jinja2
index e99b5b4..e7abc90 100644
--- a/spannerflow/templates/rust_dataflow.rs.jinja2
+++ b/spannerflow/templates/rust_dataflow.rs.jinja2
@@ -1,9 +1,6 @@
 extern crate timely;
 extern crate differential_dataflow;
 
-use std::rc::Rc;
-use std::cell::RefCell;
-
 use std::collections::HashMap;
 use std::sync::{Arc, Mutex};
 

From a0ec9eef80e51d203f45a5c14965d8b65915b044 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 14 Oct 2024 08:02:34 +0300
Subject: [PATCH 038/277] lint: removed prints, added dev dependencies

---
 pyproject.toml      | 3 ++-
 spannerflow/rust.py | 2 --
 2 files changed, 2 insertions(+), 3 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 08e22af..5991385 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -27,7 +27,6 @@ nbdev = "^2.3.31"
 requests = "^2.32.3"
 networkx = "^3.3"
 pandas = "^2.2.3"
-ipykernel = "^6.29.5"
 
 [tool.poetry.group.dev.dependencies]
 pre-commit = "^4.0.0"
@@ -41,6 +40,8 @@ maturin = "^1.7.4"
 pytest = "^8.3.3"
 bandit = "^1.7.10"
 radon = "^6.0.1"
+ipython = "^8.28.0"
+jupyter = "^1.1.1"
 
 [build-system]
 requires = ["poetry-core"]
diff --git a/spannerflow/rust.py b/spannerflow/rust.py
index 2bb0cd2..162b154 100644
--- a/spannerflow/rust.py
+++ b/spannerflow/rust.py
@@ -318,7 +318,6 @@ def get_groupby_code(
             node_str = str(anchor)
     agg = gr_node["agg"]
     schema = update_repeatable_cols_in_schema(gr_node["schema"])
-    print(schema)
     groupby_cols = [schema[i] for i, agg_func in enumerate(agg) if agg_func is None]
     agg_by_cols = {
         schema[i]: {"agg_func": agg_func}
@@ -373,7 +372,6 @@ def get_groupby_code(
     template_loader = jinja2.FileSystemLoader(searchpath=config.TEMPLATES_PATH)
     template_env = jinja2.Environment(loader=template_loader)
     agg_template = template_env.get_template("aggregate.rs.jinja2")
-    print(agg_by_index)
     code = agg_template.render(
         output_node=node_str,
         prev_node=prev_node_str,

From 253e425065d051c987512d31d5190a180ae915e5 Mon Sep 17 00:00:00 2001
From: IdoDesign <ido.tarazi@campus.technion.ac.il>
Date: Mon, 14 Oct 2024 13:05:05 +0700
Subject: [PATCH 039/277] fixed union in reduced graph

---
 spannerflow/graph_utils.py | 2 +-
 spannerflow/rust.py        | 7 ++++++-
 2 files changed, 7 insertions(+), 2 deletions(-)

diff --git a/spannerflow/graph_utils.py b/spannerflow/graph_utils.py
index 023989b..15e800b 100644
--- a/spannerflow/graph_utils.py
+++ b/spannerflow/graph_utils.py
@@ -65,7 +65,7 @@ def reduced_graph(graph: nx.DiGraph) -> tuple[nx.DiGraph, dict[str | int, nx.DiG
         for node in cycle_nodes:
             for p_node in graph.predecessors(node):
                 if p_node not in cycle_nodes and p_node != anchor:
-                    reduced.add_edge(p_node, anchor)
+                    reduced.add_edge(p_node, anchor, reduced=True)
 
     return reduced, cycles
 
diff --git a/spannerflow/rust.py b/spannerflow/rust.py
index 162b154..ba9b446 100644
--- a/spannerflow/rust.py
+++ b/spannerflow/rust.py
@@ -143,7 +143,12 @@ def get_union_code(
     anchor: str | int | None = None,
     in_iterate: bool = False,
 ) -> str:
-    preds = list(graph.pred[node])
+    preds = list(
+        filter(
+            lambda pred: "reduced" not in graph.get_edge_data(pred, node),
+            graph.pred[node],
+        )
+    )
     prev_node1_str: int | str = f"node_{preds[0]}"
     node_str = f"node_{node}"
     if in_iterate:

From bcb98ae95d240743879901118a4f0b1bc1df801f Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 14 Oct 2024 20:11:21 +0300
Subject: [PATCH 040/277] feature: finding output types

---
 spannerflow/rust.py                           | 60 +++++++++++++++++++
 spannerflow/templates/rust_dataflow.rs.jinja2 | 14 ++++-
 2 files changed, 73 insertions(+), 1 deletion(-)

diff --git a/spannerflow/rust.py b/spannerflow/rust.py
index ba9b446..1309642 100644
--- a/spannerflow/rust.py
+++ b/spannerflow/rust.py
@@ -73,6 +73,12 @@ def __eq__(self, other):
         return self.col_pos_tuples == other.col_pos_tuples
 
 
+def get_input_schema_types(node: int | str) -> list[str]:
+    engine = Engine(config)
+    collections = engine.get_collections()
+    return [x for x in collections[str(node)]]
+
+
 def get_input_schema(node: int | str) -> list[str]:
     engine = Engine(config)
     collections = engine.get_collections()
@@ -175,20 +181,73 @@ def generate_code(
     in_iterate: bool = False,
 ) -> str:
     gr_node = graph.nodes[node]
+    preds = [graph.nodes[key] for key in graph.pred[node].keys()]
     match gr_node["op"]:
         case "get_rel":
+            gr_node["schema_types"] = get_input_schema_types(node)
             code = get_get_rel_code(graph, node, anchor=anchor, in_iterate=in_iterate)
         case "rename":
+            if len(preds) != 1:
+                raise ValueError(
+                    "Rename node has invalid number of predecessors: ",
+                    (len(preds), node),
+                )
+            gr_node["schema_types"] = preds[0]["schema_types"]
             code = get_rename_code(graph, node, anchor=anchor, in_iterate=in_iterate)
         case "project":
+            if len(preds) != 1:
+                raise ValueError(
+                    "Project node has invalid number of predecessors: ",
+                    (len(preds), node),
+                )
+            pred = preds[0]
+            gr_node["schema_types"] = [
+                pred["schema_types"][pred["schema"].index(col)]
+                for col in gr_node["schema"]
+            ]
             code = get_project_code(graph, node, anchor=anchor, in_iterate=in_iterate)
         case "join":
+            if len(preds) != 2:
+                raise ValueError(
+                    "Join node has invalid number of predecessors: ", (len(preds), node)
+                )
+            # TODO
+            schema_types = []
+            for x in gr_node["schema"]:
+                index = preds[0]["schema"].index(x)
+                if index != -1:
+                    schema_types.append(preds[0]["schema_types"][index])
+                else:
+                    index = preds[1]["schema"].index(x)
+                    schema_types.append(preds[1]["schema_types"][index])
+            gr_node["schema_types"] = schema_types
             code = get_join_code(graph, node, anchor=anchor, in_iterate=in_iterate)
         case "select":
+            if len(preds) != 1:
+                raise ValueError(
+                    "Select node has invalid number of predecessors: ",
+                    (len(preds), node),
+                )
+            gr_node["schema_types"] = preds[0]["schema_types"]
             code = get_select_code(graph, node, anchor=anchor, in_iterate=in_iterate)
         case "union":
+            gr_node["schema_types"] = preds[0]["schema_types"]
             code = get_union_code(graph, node, in_iterate=in_iterate, anchor=anchor)
         case "groupby":
+            if len(preds) != 1:
+                raise ValueError(
+                    "Group By node has invalid number of predecessors: ",
+                    (len(preds), node),
+                )
+            schema_types = []
+            for index, agg in enumerate(gr_node["agg"]):
+                if agg is None:
+                    schema_types.append(preds[0]["schema_types"][index])
+                elif agg == "count":
+                    schema_types.append("DATA_TYPE_INT")
+                else:
+                    schema_types.append("DATA_TYPE_FLOAT")
+            gr_node["schema_types"] = schema_types
             code = get_groupby_code(graph, node, anchor=anchor, in_iterate=in_iterate)
         case _:
             raise ValueError(f"Unsupported operation: {gr_node['op']}")
@@ -461,6 +520,7 @@ def create_rust_file(timestamp: str, graph: nx.DiGraph) -> None:
         top_sort=list(nx.topological_sort(reduced)),
         query_id=111,
         output_node=output_node,
+        output_schema_types=graph.nodes[output_node]["schema_types"],
         output_vars=output_vars,
     )
 
diff --git a/spannerflow/templates/rust_dataflow.rs.jinja2 b/spannerflow/templates/rust_dataflow.rs.jinja2
index e7abc90..dc33a2c 100644
--- a/spannerflow/templates/rust_dataflow.rs.jinja2
+++ b/spannerflow/templates/rust_dataflow.rs.jinja2
@@ -74,8 +74,13 @@ pub extern "C" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<Strin
                 let result = Arc::clone(&result); 
                 node_{{output_node}}.inspect(move |x| {
                     let cloned_x = x.clone();
-                    result.lock().unwrap().push(tuple_to_vec_string!({% for var in range(output_vars) %}
+                    result.lock().unwrap().push(tuple_to_vec_string!(
+                        {% if output_vars == 1%}
+                            cloned_x.0
+                        {% else %}
+                            {% for var in range(output_vars) %}
                             cloned_x.0.{{ var }}{% if not loop.last %}, {% endif %}{% endfor %}
+                        {% endif %}
                     ));
                 });
             });
@@ -86,4 +91,11 @@ pub extern "C" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<Strin
             {% endfor %}
         });
         return output.lock().unwrap().clone();
+}
+
+
+#[no_mangle]
+pub extern "C" fn query_schema_types_{{query_id}}() -> Vec<String>{
+
+    return vec![{% for col_type in output_schema_types %}"{{ col_type }}".to_string(){% if not loop.last %}, {% endif %}{% endfor%}];
 }
\ No newline at end of file

From 3d7418434c548971ea7d6c4206b54dffd4ce32e7 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 14 Oct 2024 20:40:35 +0300
Subject: [PATCH 041/277] feature: casting output to actual types

---
 spannerflow/engine.py | 45 ++++++++++++++++++++++++++++---------------
 spannerflow/rust.py   | 20 ++++++++++++++++++-
 2 files changed, 48 insertions(+), 17 deletions(-)

diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 16458b4..39bdc78 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -2,11 +2,13 @@
 from typing import Any, Generator
 
 import grpc
+import networkx as nx
 from google.protobuf import empty_pb2
 from google.protobuf.json_format import MessageToDict
 
 from spannerflow.config import Config
 from spannerflow.dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc
+from spannerflow.graph_utils import find_output
 
 
 class Engine:
@@ -78,24 +80,33 @@ def get_collection(self, collection_name) -> Generator[list[str], None, None]:
             response_iterator = stub.GetCollection(request)
 
             for response in response_iterator:
-                row = list()
-                for col_type, value in zip(schema, response.row):
-                    match dataflow_pb2.DataType.Value(col_type):  # type: ignore
-                        case dataflow_pb2.DataType.DATA_TYPE_STRING:  # type: ignore
-                            row.append(value)  # alread a string
-                        case dataflow_pb2.DataType.DATA_TYPE_INT:  # type: ignore
-                            row.append(int(value))
-                        case dataflow_pb2.DataType.DATA_TYPE_FLOAT:  # type: ignore
-                            row.append(float(value))
-                        case dataflow_pb2.DataType.DATA_TYPE_BOOL:  # type: ignore
-                            row.append(value.lower() == "true")
-                yield row
+                yield self._cast_row(schema, response.row)
+
+    @staticmethod
+    def _cast_row(schema: list[str], row: list[Any]) -> list[str]:
+        new_row = list()
+        for col_type, value in zip(schema, row):
+            match dataflow_pb2.DataType.Value(col_type):  # type: ignore
+                case dataflow_pb2.DataType.DATA_TYPE_STRING:  # type: ignore
+                    new_row.append(value)  # alread a string
+                case dataflow_pb2.DataType.DATA_TYPE_INT:  # type: ignore
+                    new_row.append(int(value))
+                case dataflow_pb2.DataType.DATA_TYPE_FLOAT:  # type: ignore
+                    new_row.append(float(value))
+                case dataflow_pb2.DataType.DATA_TYPE_BOOL:  # type: ignore
+                    new_row.append(value.lower() == "true")
+                case _:
+                    raise ValueError(f"Unknown data type: {col_type}")
+        return new_row
 
     def run_dataflow(
         self,
-        so_path: Path,
-        fn_name: str,
+        reversed_graph: nx.DiGraph,
     ) -> Generator[list[str], None, None]:
+        from spannerflow.rust import build_so
+
+        so_path, fn_name = build_so(reversed_graph)
+
         with grpc.insecure_channel(self.config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
             request = dataflow_pb2.RunDataflowRequest(  # type: ignore
@@ -103,6 +114,8 @@ def run_dataflow(
                 fn_name=fn_name,
             )
             response_iterator = stub.RunDataflow(request)
-
+            schema_types = reversed_graph.nodes[find_output(reversed_graph)][
+                "schema_types"
+            ]
             for response in response_iterator:
-                yield [str(item) for item in response.row]
+                yield self._cast_row(schema_types, [str(item) for item in response.row])
diff --git a/spannerflow/rust.py b/spannerflow/rust.py
index 1309642..7fe8739 100644
--- a/spannerflow/rust.py
+++ b/spannerflow/rust.py
@@ -1,3 +1,4 @@
+import os
 import subprocess
 import threading
 from datetime import datetime
@@ -542,7 +543,7 @@ def create_rust_build_file(proto_dir_path: Path, proto_file_path: Path) -> None:
         f.write(output_text)
 
 
-def build_so(graph: nx.DiGraph) -> None:
+def build_so(graph: nx.DiGraph) -> tuple[Path, str]:
     config.GENERATED_RUST_PROJECT_PATH.joinpath("src").mkdir(
         parents=True, exist_ok=True
     )
@@ -555,6 +556,23 @@ def build_so(graph: nx.DiGraph) -> None:
         config.GENERATED_RUST_PROJECT_PATH.joinpath(cargo_file_name).absolute(),
         config.RUST_SO_BUILD_LOG_PATH,
     )
+    # Determine file extension based on the platform
+    crate_name = config.RUST_PROJECT_NAME
+    if os.name == "posix":  # Linux/macOS
+        if os.uname().sysname == "Darwin":
+            extension = ".dylib"  # macOS
+        else:
+            extension = ".so"  # Linux
+        lib_filename = f"lib{crate_name}{extension}"
+    elif os.name == "nt":  # Windows
+        extension = ".dll"
+        lib_filename = f"{crate_name}{extension}"
+    else:
+        raise RuntimeError("Unsupported OS")
+    return (
+        config.GENERATED_RUST_PROJECT_PATH.joinpath("target", "release", lib_filename),
+        "query_111",
+    )
 
 
 def build_rust(cargo_toml_path: Path, log_path: Path) -> None:

From c9c73dbb05441757d40c24747e40568948cfc74e Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 14 Oct 2024 20:42:44 +0300
Subject: [PATCH 042/277] feature: recieving inputs as actual types

---
 spannerflow/engine.py | 12 ++++++++++--
 1 file changed, 10 insertions(+), 2 deletions(-)

diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 39bdc78..5b5c09b 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -35,7 +35,11 @@ def add_row(self, collection_name: str, row: list[Any]) -> None:
         with grpc.insecure_channel(self.config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
             request = dataflow_pb2.AddRowRequest(  # type: ignore
-                collection_name=collection_name, row=[str(item) for item in row]
+                collection_name=collection_name,
+                row=[
+                    str(item).lower() if isinstance(item, bool) else str(item)
+                    for item in row
+                ],
             )
             stub.AddRow(request)
 
@@ -43,7 +47,11 @@ def delete_row(self, collection_name: str, row: list[Any]) -> None:
         with grpc.insecure_channel(self.config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
             request = dataflow_pb2.DeleteRowRequest(  # type: ignore
-                collection_name=collection_name, row=[str(item) for item in row]
+                collection_name=collection_name,
+                row=[
+                    str(item).lower() if isinstance(item, bool) else str(item)
+                    for item in row
+                ],
             )
             stub.DeleteRow(request)
 

From c7c3f7046077f2bc3e707da7c4d63dd8f95d224d Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 14 Oct 2024 22:26:42 +0300
Subject: [PATCH 043/277] bugfix: cartesian product

---
 spannerflow/rust.py | 13 ++++++++-----
 1 file changed, 8 insertions(+), 5 deletions(-)

diff --git a/spannerflow/rust.py b/spannerflow/rust.py
index 7fe8739..34974e5 100644
--- a/spannerflow/rust.py
+++ b/spannerflow/rust.py
@@ -141,7 +141,7 @@ def get_join_code(
 
     return f"""let {out_node_str} = {join1_str}.map(|{get_node_schema(graph, join1)}| ({common_schema}, {join1_uncommon_schema}))
                         .join(&{join2_str}.map(|{get_node_schema(graph, join2)}| ({common_schema}, {join2_uncommon_schema})))
-                        .map(|({common_schema}, ({out_join1_uncommon_schema}, {out_join2_uncommon_schema}))| ({get_node_schema(graph, node)}));"""
+                        .map(|({common_schema if common_schema != "0" else "_"}, ({out_join1_uncommon_schema}, {out_join2_uncommon_schema}))| ({get_node_schema(graph, node)}));"""
 
 
 def get_union_code(
@@ -212,15 +212,15 @@ def generate_code(
                 raise ValueError(
                     "Join node has invalid number of predecessors: ", (len(preds), node)
                 )
-            # TODO
             schema_types = []
             for x in gr_node["schema"]:
-                index = preds[0]["schema"].index(x)
-                if index != -1:
+                try:
+                    index = preds[0]["schema"].index(x)
                     schema_types.append(preds[0]["schema_types"][index])
-                else:
+                except ValueError:
                     index = preds[1]["schema"].index(x)
                     schema_types.append(preds[1]["schema_types"][index])
+
             gr_node["schema_types"] = schema_types
             code = get_join_code(graph, node, anchor=anchor, in_iterate=in_iterate)
         case "select":
@@ -250,6 +250,9 @@ def generate_code(
                     schema_types.append("DATA_TYPE_FLOAT")
             gr_node["schema_types"] = schema_types
             code = get_groupby_code(graph, node, anchor=anchor, in_iterate=in_iterate)
+        case "get_const":
+            # TODO
+            raise ValueError(f"Unsupported operation: {gr_node['op']}")
         case _:
             raise ValueError(f"Unsupported operation: {gr_node['op']}")
 

From fae448a00ca75ca22bad6afb16ac781d82b7cd0a Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Tue, 15 Oct 2024 09:11:31 +0300
Subject: [PATCH 044/277] fix: theta

---
 pyproject.toml      |  1 -
 spannerflow/rust.py | 57 ++++++---------------------------------------
 2 files changed, 7 insertions(+), 51 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 5991385..e5ad30d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -26,7 +26,6 @@ jinja2 = "^3.1.4"
 nbdev = "^2.3.31"
 requests = "^2.32.3"
 networkx = "^3.3"
-pandas = "^2.2.3"
 
 [tool.poetry.group.dev.dependencies]
 pre-commit = "^4.0.0"
diff --git a/spannerflow/rust.py b/spannerflow/rust.py
index 34974e5..afeadf0 100644
--- a/spannerflow/rust.py
+++ b/spannerflow/rust.py
@@ -6,7 +6,6 @@
 
 import jinja2
 import networkx as nx
-import pandas as pd
 
 from spannerflow.config import Config
 from spannerflow.engine import Engine
@@ -32,48 +31,6 @@
 }
 
 
-class equalConstTheta:
-    def __init__(self, *pos_val_tuples):
-        self.pos_val_tuples = pos_val_tuples
-
-    def __call__(self, df):
-        masks = [df.iloc[:, pos] == val for pos, val in self.pos_val_tuples]
-        return pd.concat(masks, axis=1).all(axis=1)
-
-    def __str__(self):
-        return f"""Theta({', '.join([f'col_{pos}={val}' for pos,val in self.pos_val_tuples])})"""
-
-    def __repr__(self):
-        return str(self)
-
-    def __eq__(self, other):
-        if not isinstance(other, equalConstTheta):
-            return False
-        return self.pos_val_tuples == other.pos_val_tuples
-
-
-class equalColTheta:
-    def __init__(self, *col_pos_tuples):
-        self.col_pos_tuples = col_pos_tuples
-
-    def __call__(self, df):
-        masks = [
-            df.iloc[:, pos1] == df.iloc[:, pos2] for pos1, pos2 in self.col_pos_tuples
-        ]
-        return pd.concat(masks, axis=1).all(axis=1)
-
-    def __str__(self):
-        return f"""Theta({', '.join([f'col_{pos1}=col_{pos2}' for pos1,pos2 in self.col_pos_tuples])})"""
-
-    def __repr__(self):
-        return str(self)
-
-    def __eq__(self, other):
-        if not isinstance(other, equalColTheta):
-            return False
-        return self.col_pos_tuples == other.col_pos_tuples
-
-
 def get_input_schema_types(node: int | str) -> list[str]:
     engine = Engine(config)
     collections = engine.get_collections()
@@ -171,7 +128,7 @@ def get_union_code(
             prev_node2_str = str(anchor)
         return f"let{' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.concat(&{prev_node2_str});"
     raise ValueError(
-        "Union node has invalida number of predecessors: ", (len(preds), node)
+        "Union node has invalid number of predecessors: ", (len(preds), node)
     )
 
 
@@ -339,13 +296,13 @@ def get_select_code(
             node_str = str(anchor)
     theta = gr_node["theta"]
     preds = []
-    # TODO:
-    if isinstance(theta, equalConstTheta):
-        preds = [f"col_{pos} == {val}" for pos, val in theta.pos_val_tuples]
-    # TODO:
-    elif isinstance(theta, equalColTheta):
+    if hasattr(theta, "pos_val_tuples"):  #  equalConstTheta
+        preds = [f"*col_{pos} == {val}" for pos, val in theta.pos_val_tuples]
+    elif hasattr(theta, "col_pos_tuples"):  #  equalColTheta
         preds = [f"col_{pos1} == col_{pos2}" for pos1, pos2 in theta.col_pos_tuples]
-    code = f"let {node_str} = {prev_node_str}.filter(|&{get_node_schema(graph, prev_nodes[0])}| {' && '.join(preds)});"
+    else:
+        raise ValueError(f"Unsupported theta join: {theta}. {dir(theta)}")
+    code = f"let {node_str} = {prev_node_str}.filter(|{get_node_schema(graph, prev_nodes[0])}| {' && '.join(preds)});"
     return code
 
 

From a5b0fc5b01b2b084fe512d0227022376e7607183 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Tue, 15 Oct 2024 13:58:21 +0300
Subject: [PATCH 045/277] fix: floats

---
 spannerflow/config.py                         | 1 +
 spannerflow/rust.py                           | 2 +-
 spannerflow/templates/rust_dataflow.rs.jinja2 | 1 +
 3 files changed, 3 insertions(+), 1 deletion(-)

diff --git a/spannerflow/config.py b/spannerflow/config.py
index 03c57c2..22f289e 100644
--- a/spannerflow/config.py
+++ b/spannerflow/config.py
@@ -23,6 +23,7 @@ class Config:
             {"name": "prost", "version": "0.13.3"},
             {"name": "prost-types", "version": "0.13.3"},
             {"name": "tonic", "version": "0.12.3"},
+            {"name": "ordered-float", "version": "4.3.0"},
         ]
     )
     RUST_BUILD_DEPEDENCIES: list[dict[str, str]] = field(
diff --git a/spannerflow/rust.py b/spannerflow/rust.py
index afeadf0..55cae70 100644
--- a/spannerflow/rust.py
+++ b/spannerflow/rust.py
@@ -26,7 +26,7 @@
 PYTHON_RUST_TYPES = {
     "DATA_TYPE_STRING": "String",
     "DATA_TYPE_INT": "i32",
-    "DATA_TYPE_FLOAT": "f32",
+    "DATA_TYPE_FLOAT": "OrderedFloat<f32>",
     "DATA_TYPE_BOOL": "bool",
 }
 
diff --git a/spannerflow/templates/rust_dataflow.rs.jinja2 b/spannerflow/templates/rust_dataflow.rs.jinja2
index dc33a2c..3bbdbb7 100644
--- a/spannerflow/templates/rust_dataflow.rs.jinja2
+++ b/spannerflow/templates/rust_dataflow.rs.jinja2
@@ -8,6 +8,7 @@ use differential_dataflow::input::InputSession;
 use differential_dataflow::operators::*;
 
 use tonic::Request;
+use ordered_float::OrderedFloat;
 
 use dataflow::ie_function_service_client::IeFunctionServiceClient;
 use dataflow::*;

From 4c396346a8743df604a5461047d4679a3fbea86e Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Tue, 15 Oct 2024 16:54:25 +0300
Subject: [PATCH 046/277] lint: generalize

---
 spannerflow/rust.py | 100 +++++++++++++++++++++-----------------------
 1 file changed, 48 insertions(+), 52 deletions(-)

diff --git a/spannerflow/rust.py b/spannerflow/rust.py
index 55cae70..0325166 100644
--- a/spannerflow/rust.py
+++ b/spannerflow/rust.py
@@ -40,8 +40,7 @@ def get_input_schema_types(node: int | str) -> list[str]:
 def get_input_schema(node: int | str) -> list[str]:
     engine = Engine(config)
     collections = engine.get_collections()
-    types_list = [PYTHON_RUST_TYPES[x] for x in collections[str(node)]]
-    return types_list
+    return [PYTHON_RUST_TYPES[x] for x in collections[str(node)]]
 
 
 def get_sources_data(
@@ -113,26 +112,39 @@ def get_union_code(
             graph.pred[node],
         )
     )
-    prev_node1_str: int | str = f"node_{preds[0]}"
-    node_str = f"node_{node}"
-    if in_iterate:
-        if preds[0] == anchor:
-            prev_node1_str = anchor
-        if node == anchor:
-            node_str = str(anchor)
+
+    prev_node1_str = get_prev_node_str(preds[0], anchor=anchor, in_iterate=in_iterate)
+    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)
+
     if len(preds) == 1:
         return f"let {node_str} = {prev_node1_str};"
     elif len(preds) == 2:
-        prev_node2_str = f"node_{preds[1]}"
-        if in_iterate and preds[1] == anchor:
-            prev_node2_str = str(anchor)
+        prev_node2_str = get_prev_node_str(
+            preds[1], anchor=anchor, in_iterate=in_iterate
+        )
         return f"let{' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.concat(&{prev_node2_str});"
     raise ValueError(
         "Union node has invalid number of predecessors: ", (len(preds), node)
     )
 
 
-def generate_code(
+def get_prev_node_str(
+    pred: str | int, anchor: str | int | None = None, in_iterate: bool = False
+) -> str:
+    if in_iterate and pred == anchor:
+        return str(anchor)
+    return f"node_{pred}"
+
+
+def get_node_str(
+    node: str | int, anchor: str | int | None = None, in_iterate: bool = False
+) -> str:
+    if in_iterate and node == anchor:
+        return str(anchor)
+    return f"node_{node}"
+
+
+def generate_node_code(
     graph: nx.DiGraph,
     node: str | int,
     anchor: str | int | None = None,
@@ -224,15 +236,12 @@ def get_project_code(
 ) -> str:
     schema = get_node_schema(graph, node)
     prev_nodes = list(graph.pred[node])
-    if prev_nodes:
-        prev_node_str = f"node_{prev_nodes[0]}"
 
-    node_str = f"node_{node}"
-    if in_iterate:
-        if prev_nodes and prev_nodes[0] == anchor:
-            prev_node_str = str(anchor)
-        if node == anchor:
-            node_str = str(anchor)
+    prev_node_str = get_prev_node_str(
+        prev_nodes[0], anchor=anchor, in_iterate=in_iterate
+    )
+    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)
+
     if prev_nodes:
         prev_schema = get_node_schema(graph, prev_nodes[0])
         code = f"let {node_str} = {prev_node_str}.map(|{prev_schema}| {schema});"
@@ -247,10 +256,7 @@ def get_get_rel_code(
     anchor: str | int | None = None,
     in_iterate: bool = False,
 ) -> str:
-    node_str = f"node_{node}"
-    if in_iterate:
-        if node == anchor:
-            node_str = str(anchor)
+    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)
     code = f"let {node_str} = input_{node}.to_collection(scope);"
     return code
 
@@ -263,15 +269,11 @@ def get_rename_code(
 ) -> str:
     schema = get_node_schema(graph, node)
     prev_nodes = list(graph.pred[node])
-    if prev_nodes:
-        prev_node_str = f"node_{prev_nodes[0]}"
 
-    node_str = f"node_{node}"
-    if in_iterate:
-        if prev_nodes and prev_nodes[0] == anchor:
-            prev_node_str = str(anchor)
-        if node == anchor:
-            node_str = str(anchor)
+    prev_node_str = get_prev_node_str(
+        prev_nodes[0], anchor=anchor, in_iterate=in_iterate
+    )
+    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)
 
     code = f"let {node_str} = {prev_node_str}.map(|{schema}| {schema});"
     return code
@@ -285,15 +287,12 @@ def get_select_code(
 ) -> str:
     gr_node = graph.nodes[node]
     prev_nodes = list(graph.pred[node])
-    if prev_nodes:
-        prev_node_str = f"node_{prev_nodes[0]}"
 
-    node_str = f"node_{node}"
-    if in_iterate:
-        if prev_nodes and prev_nodes[0] == anchor:
-            prev_node_str = str(anchor)
-        if node == anchor:
-            node_str = str(anchor)
+    prev_node_str = get_prev_node_str(
+        prev_nodes[0], anchor=anchor, in_iterate=in_iterate
+    )
+    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)
+
     theta = gr_node["theta"]
     preds = []
     if hasattr(theta, "pos_val_tuples"):  #  equalConstTheta
@@ -332,15 +331,12 @@ def get_groupby_code(
 ) -> str:
     gr_node = graph.nodes[node]
     prev_nodes = list(graph.pred[node])
-    if prev_nodes:
-        prev_node_str = f"node_{prev_nodes[0]}"
 
-    node_str = f"node_{node}"
-    if in_iterate:
-        if prev_nodes and prev_nodes[0] == anchor:
-            prev_node_str = str(anchor)
-        if node == anchor:
-            node_str = str(anchor)
+    prev_node_str = get_prev_node_str(
+        prev_nodes[0], anchor=anchor, in_iterate=in_iterate
+    )
+    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)
+
     agg = gr_node["agg"]
     schema = update_repeatable_cols_in_schema(gr_node["schema"])
     groupby_cols = [schema[i] for i, agg_func in enumerate(agg) if agg_func is None]
@@ -422,11 +418,11 @@ def generate_graph_code(graph: nx.DiGraph) -> dict[str | int, str]:
     for node in list(nx.topological_sort(reduced)):
         if node in cycles.keys():
             iter_graph = create_iter_graph(graph, cycles[node], node)
-            anchor_code = generate_code(reduced, node)
+            anchor_code = generate_node_code(reduced, node)
             cycle_code = {}
             cycle_order = traverse_cycle(cycles[node], f"iter_{node}")
             for cycle_node in cycle_order:
-                cycle_code[cycle_node] = generate_code(
+                cycle_code[cycle_node] = generate_node_code(
                     iter_graph, cycle_node, anchor=f"iter_{node}", in_iterate=True
                 )
             flow_code[node] = iterate_template.render(
@@ -441,7 +437,7 @@ def generate_graph_code(graph: nx.DiGraph) -> dict[str | int, str]:
                 }
             )
         else:
-            flow_code[node] = generate_code(graph, node)
+            flow_code[node] = generate_node_code(graph, node)
     return flow_code
 
 

From cd782feca5c8ec83ba9fe4884e36f847ff17e79b Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Tue, 15 Oct 2024 18:28:38 +0300
Subject: [PATCH 047/277] feature: validating rows

---
 spannerflow/engine.py | 47 ++++++++++++++++++++++++++++++++-----------
 1 file changed, 35 insertions(+), 12 deletions(-)

diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 5b5c09b..51851be 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -36,10 +36,7 @@ def add_row(self, collection_name: str, row: list[Any]) -> None:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
             request = dataflow_pb2.AddRowRequest(  # type: ignore
                 collection_name=collection_name,
-                row=[
-                    str(item).lower() if isinstance(item, bool) else str(item)
-                    for item in row
-                ],
+                row=self._serialize_row(self.get_collections()[collection_name], row),
             )
             stub.AddRow(request)
 
@@ -48,10 +45,7 @@ def delete_row(self, collection_name: str, row: list[Any]) -> None:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
             request = dataflow_pb2.DeleteRowRequest(  # type: ignore
                 collection_name=collection_name,
-                row=[
-                    str(item).lower() if isinstance(item, bool) else str(item)
-                    for item in row
-                ],
+                row=self._serialize_row(self.get_collections()[collection_name], row),
             )
             stub.DeleteRow(request)
 
@@ -88,11 +82,11 @@ def get_collection(self, collection_name) -> Generator[list[str], None, None]:
             response_iterator = stub.GetCollection(request)
 
             for response in response_iterator:
-                yield self._cast_row(schema, response.row)
+                yield self._deserialize_row(schema, response.row)
 
     @staticmethod
-    def _cast_row(schema: list[str], row: list[Any]) -> list[str]:
-        new_row = list()
+    def _deserialize_row(schema: list[str], row: list[str]) -> list[Any]:
+        new_row: list[Any] = list()
         for col_type, value in zip(schema, row):
             match dataflow_pb2.DataType.Value(col_type):  # type: ignore
                 case dataflow_pb2.DataType.DATA_TYPE_STRING:  # type: ignore
@@ -107,6 +101,33 @@ def _cast_row(schema: list[str], row: list[Any]) -> list[str]:
                     raise ValueError(f"Unknown data type: {col_type}")
         return new_row
 
+    @staticmethod
+    def _serialize_row(schema: list[str], row: list[Any]) -> list[str]:
+        new_row = list()
+        for col_type, value in zip(schema, row):
+            match dataflow_pb2.DataType.Value(col_type):  # type: ignore
+                case dataflow_pb2.DataType.DATA_TYPE_STRING:  # type: ignore
+                    if not isinstance(value, str):
+                        raise ValueError(f"Expected str, got {type(value)}")
+                    new_row.append(value)
+                case dataflow_pb2.DataType.DATA_TYPE_INT:  # type: ignore
+                    if not isinstance(value, int):
+                        raise ValueError(f"Expected int, got {type(value)}")
+                    new_row.append(str(value))
+                case dataflow_pb2.DataType.DATA_TYPE_FLOAT:  # type: ignore
+                    if not isinstance(value, (float, int)) or value == float("nan"):
+                        raise ValueError(
+                            f"Expected float/int, got {value} ({type(value)})"
+                        )
+                    new_row.append(str(value))
+                case dataflow_pb2.DataType.DATA_TYPE_BOOL:  # type: ignore
+                    if not isinstance(value, bool):
+                        raise ValueError(f"Expected bool, got {type(value)}")
+                    new_row.append(str(value).lower())
+                case _:
+                    raise ValueError(f"Unknown data type: {col_type}")
+        return new_row
+
     def run_dataflow(
         self,
         reversed_graph: nx.DiGraph,
@@ -126,4 +147,6 @@ def run_dataflow(
                 "schema_types"
             ]
             for response in response_iterator:
-                yield self._cast_row(schema_types, [str(item) for item in response.row])
+                yield self._deserialize_row(
+                    schema_types, [str(item) for item in response.row]
+                )

From ea77b29d9184ffafe1da4cf67b5bd5e2f2ee3be9 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Wed, 16 Oct 2024 17:20:09 +0300
Subject: [PATCH 048/277] feature: structure

---
 pyproject.toml               |   1 +
 spannerflow/engine.py        |  52 ++-
 spannerflow/rust.py          | 571 ---------------------------------
 spannerflow/rust_dataflow.py | 595 +++++++++++++++++++++++++++++++++++
 spannerflow/rust_utils.py    |  26 ++
 5 files changed, 660 insertions(+), 585 deletions(-)
 delete mode 100644 spannerflow/rust.py
 create mode 100644 spannerflow/rust_dataflow.py
 create mode 100644 spannerflow/rust_utils.py

diff --git a/pyproject.toml b/pyproject.toml
index e5ad30d..33e4aad 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -26,6 +26,7 @@ jinja2 = "^3.1.4"
 nbdev = "^2.3.31"
 requests = "^2.32.3"
 networkx = "^3.3"
+singleton-decorator = "^1.0.0"
 
 [tool.poetry.group.dev.dependencies]
 pre-commit = "^4.0.0"
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 51851be..5fa99c0 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -5,18 +5,44 @@
 import networkx as nx
 from google.protobuf import empty_pb2
 from google.protobuf.json_format import MessageToDict
+from singleton_decorator import singleton
 
 from spannerflow.config import Config
 from spannerflow.dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc
 from spannerflow.graph_utils import find_output
 
 
+@singleton
 class Engine:
-    def __init__(self, config: Config):
-        self.config = config
+    def __init__(self, config: Config = Config(), allow_reuse_server: bool = False):
+        from spannerflow.rust_dataflow import RustDataflow
+
+        self._config = config
+        self._rust_dataflow = RustDataflow(config=config, engine=self)
+        self._is_open = False
+
+    def __enter__(self):
+        self._rust_dataflow.__enter__()
+        self._is_open = True
+        return self
+
+    def open(self):
+        if self._is_open:
+            return
+
+        self.__enter__()
+
+    def close(self):
+        if not self._is_open:
+            return
+        self.__exit__(None, None, None)
+
+    def __exit__(self, exc_type, exc_value, traceback):
+        self._rust_dataflow.__exit__(exc_type, exc_value, traceback)
+        self._is_open = False
 
     def save_to_csv(self, collection_name: str, file_path: Path) -> None:
-        with grpc.insecure_channel(self.config.DATAFLOW_ADDRESS) as channel:
+        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
             request = dataflow_pb2.SaveToCSVRequest(  # type: ignore
                 collection_name=collection_name, file_path=str(file_path)
@@ -24,7 +50,7 @@ def save_to_csv(self, collection_name: str, file_path: Path) -> None:
             stub.SaveToCSV(request)
 
     def load_from_csv(self, collection_name: str, file_path: Path) -> None:
-        with grpc.insecure_channel(self.config.DATAFLOW_ADDRESS) as channel:
+        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
             request = dataflow_pb2.LoadFromCSVRequest(  # type: ignore
                 collection_name=collection_name, file_path=str(file_path)
@@ -32,7 +58,7 @@ def load_from_csv(self, collection_name: str, file_path: Path) -> None:
             stub.LoadFromCSV(request)
 
     def add_row(self, collection_name: str, row: list[Any]) -> None:
-        with grpc.insecure_channel(self.config.DATAFLOW_ADDRESS) as channel:
+        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
             request = dataflow_pb2.AddRowRequest(  # type: ignore
                 collection_name=collection_name,
@@ -41,7 +67,7 @@ def add_row(self, collection_name: str, row: list[Any]) -> None:
             stub.AddRow(request)
 
     def delete_row(self, collection_name: str, row: list[Any]) -> None:
-        with grpc.insecure_channel(self.config.DATAFLOW_ADDRESS) as channel:
+        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
             request = dataflow_pb2.DeleteRowRequest(  # type: ignore
                 collection_name=collection_name,
@@ -50,7 +76,7 @@ def delete_row(self, collection_name: str, row: list[Any]) -> None:
             stub.DeleteRow(request)
 
     def add_collection(self, collection_name: str, schema: list[int]) -> None:
-        with grpc.insecure_channel(self.config.DATAFLOW_ADDRESS) as channel:
+        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
             request = dataflow_pb2.AddCollectionRequest(  # type: ignore
                 collection_name=collection_name, schema=schema
@@ -58,7 +84,7 @@ def add_collection(self, collection_name: str, schema: list[int]) -> None:
             stub.AddCollection(request)
 
     def delete_collection(self, collection_name: str) -> None:
-        with grpc.insecure_channel(self.config.DATAFLOW_ADDRESS) as channel:
+        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
             request = dataflow_pb2.DeleteCollectionRequest(  # type: ignore
                 collection_name=collection_name
@@ -66,7 +92,7 @@ def delete_collection(self, collection_name: str) -> None:
             stub.DeleteCollection(request)
 
     def get_collections(self) -> dict[str, list[str]]:
-        with grpc.insecure_channel(self.config.DATAFLOW_ADDRESS) as channel:
+        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
             request = empty_pb2.Empty()
             response = stub.GetCollections(request)
@@ -76,7 +102,7 @@ def get_collections(self) -> dict[str, list[str]]:
 
     def get_collection(self, collection_name) -> Generator[list[str], None, None]:
         schema = self.get_collections()[collection_name]
-        with grpc.insecure_channel(self.config.DATAFLOW_ADDRESS) as channel:
+        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
             request = dataflow_pb2.GetCollectionRequest(collection_name=collection_name)  # type: ignore
             response_iterator = stub.GetCollection(request)
@@ -132,11 +158,9 @@ def run_dataflow(
         self,
         reversed_graph: nx.DiGraph,
     ) -> Generator[list[str], None, None]:
-        from spannerflow.rust import build_so
-
-        so_path, fn_name = build_so(reversed_graph)
+        so_path, fn_name = self._rust_dataflow.build_so(reversed_graph)
 
-        with grpc.insecure_channel(self.config.DATAFLOW_ADDRESS) as channel:
+        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
             request = dataflow_pb2.RunDataflowRequest(  # type: ignore
                 so_path=str(so_path),
diff --git a/spannerflow/rust.py b/spannerflow/rust.py
deleted file mode 100644
index 0325166..0000000
--- a/spannerflow/rust.py
+++ /dev/null
@@ -1,571 +0,0 @@
-import os
-import subprocess
-import threading
-from datetime import datetime
-from pathlib import Path
-
-import jinja2
-import networkx as nx
-
-from spannerflow.config import Config
-from spannerflow.engine import Engine
-from spannerflow.graph_utils import (
-    create_iter_graph,
-    find_ingress_nodes,
-    find_output,
-    find_sources,
-    get_common_cols,
-    get_minus_cols,
-    get_node_schema,
-    reduced_graph,
-    traverse_cycle,
-)
-
-config = Config()
-
-PYTHON_RUST_TYPES = {
-    "DATA_TYPE_STRING": "String",
-    "DATA_TYPE_INT": "i32",
-    "DATA_TYPE_FLOAT": "OrderedFloat<f32>",
-    "DATA_TYPE_BOOL": "bool",
-}
-
-
-def get_input_schema_types(node: int | str) -> list[str]:
-    engine = Engine(config)
-    collections = engine.get_collections()
-    return [x for x in collections[str(node)]]
-
-
-def get_input_schema(node: int | str) -> list[str]:
-    engine = Engine(config)
-    collections = engine.get_collections()
-    return [PYTHON_RUST_TYPES[x] for x in collections[str(node)]]
-
-
-def get_sources_data(
-    graph: nx.DiGraph,
-) -> dict[str | int, dict[str, str | int | list[str]]]:
-    return {
-        source: {"name": source, "schema": get_input_schema(source)}
-        for source in find_sources(graph)
-    }
-
-
-def get_col_schema(cols: list[str]) -> str:
-    if not cols:
-        return "0"
-    if len(cols) > 1:
-        return f"({', '.join(cols)})"
-    else:
-        return cols[0]
-
-
-def get_join_code(
-    graph: nx.DiGraph,
-    node: str | int,
-    anchor: str | int | None = None,
-    in_iterate: bool = False,
-) -> str:
-    prev_nodes = list(graph.pred[node])
-    if len(prev_nodes) != 2:
-        raise ValueError("Node is not 2-join: ", node)
-    join1, join2 = list(graph.pred[node])
-    out_node_str = f"node_{node}"
-    join1_str = f"node_{join1}"
-    join2_str = f"node_{join2}"
-
-    if in_iterate:
-        if node == anchor:
-            out_node_str = str(anchor)
-        if join1 == anchor:
-            join1_str = join1
-        if join2 == anchor:
-            join2_str = join2
-
-    common_cols = get_common_cols(graph, join1, join2)
-    common_schema = get_col_schema(common_cols)
-
-    join1_uncommon_schema = get_col_schema(get_minus_cols(graph, join1, common_cols))
-    join2_uncommon_schema = get_col_schema(get_minus_cols(graph, join2, common_cols))
-    out_join1_uncommon_schema = (
-        join1_uncommon_schema if (not join1_uncommon_schema == "0") else "_"
-    )
-    out_join2_uncommon_schema = (
-        join2_uncommon_schema if (not join2_uncommon_schema == "0") else "_"
-    )
-
-    return f"""let {out_node_str} = {join1_str}.map(|{get_node_schema(graph, join1)}| ({common_schema}, {join1_uncommon_schema}))
-                        .join(&{join2_str}.map(|{get_node_schema(graph, join2)}| ({common_schema}, {join2_uncommon_schema})))
-                        .map(|({common_schema if common_schema != "0" else "_"}, ({out_join1_uncommon_schema}, {out_join2_uncommon_schema}))| ({get_node_schema(graph, node)}));"""
-
-
-def get_union_code(
-    graph: nx.DiGraph,
-    node: str | int,
-    anchor: str | int | None = None,
-    in_iterate: bool = False,
-) -> str:
-    preds = list(
-        filter(
-            lambda pred: "reduced" not in graph.get_edge_data(pred, node),
-            graph.pred[node],
-        )
-    )
-
-    prev_node1_str = get_prev_node_str(preds[0], anchor=anchor, in_iterate=in_iterate)
-    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)
-
-    if len(preds) == 1:
-        return f"let {node_str} = {prev_node1_str};"
-    elif len(preds) == 2:
-        prev_node2_str = get_prev_node_str(
-            preds[1], anchor=anchor, in_iterate=in_iterate
-        )
-        return f"let{' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.concat(&{prev_node2_str});"
-    raise ValueError(
-        "Union node has invalid number of predecessors: ", (len(preds), node)
-    )
-
-
-def get_prev_node_str(
-    pred: str | int, anchor: str | int | None = None, in_iterate: bool = False
-) -> str:
-    if in_iterate and pred == anchor:
-        return str(anchor)
-    return f"node_{pred}"
-
-
-def get_node_str(
-    node: str | int, anchor: str | int | None = None, in_iterate: bool = False
-) -> str:
-    if in_iterate and node == anchor:
-        return str(anchor)
-    return f"node_{node}"
-
-
-def generate_node_code(
-    graph: nx.DiGraph,
-    node: str | int,
-    anchor: str | int | None = None,
-    in_iterate: bool = False,
-) -> str:
-    gr_node = graph.nodes[node]
-    preds = [graph.nodes[key] for key in graph.pred[node].keys()]
-    match gr_node["op"]:
-        case "get_rel":
-            gr_node["schema_types"] = get_input_schema_types(node)
-            code = get_get_rel_code(graph, node, anchor=anchor, in_iterate=in_iterate)
-        case "rename":
-            if len(preds) != 1:
-                raise ValueError(
-                    "Rename node has invalid number of predecessors: ",
-                    (len(preds), node),
-                )
-            gr_node["schema_types"] = preds[0]["schema_types"]
-            code = get_rename_code(graph, node, anchor=anchor, in_iterate=in_iterate)
-        case "project":
-            if len(preds) != 1:
-                raise ValueError(
-                    "Project node has invalid number of predecessors: ",
-                    (len(preds), node),
-                )
-            pred = preds[0]
-            gr_node["schema_types"] = [
-                pred["schema_types"][pred["schema"].index(col)]
-                for col in gr_node["schema"]
-            ]
-            code = get_project_code(graph, node, anchor=anchor, in_iterate=in_iterate)
-        case "join":
-            if len(preds) != 2:
-                raise ValueError(
-                    "Join node has invalid number of predecessors: ", (len(preds), node)
-                )
-            schema_types = []
-            for x in gr_node["schema"]:
-                try:
-                    index = preds[0]["schema"].index(x)
-                    schema_types.append(preds[0]["schema_types"][index])
-                except ValueError:
-                    index = preds[1]["schema"].index(x)
-                    schema_types.append(preds[1]["schema_types"][index])
-
-            gr_node["schema_types"] = schema_types
-            code = get_join_code(graph, node, anchor=anchor, in_iterate=in_iterate)
-        case "select":
-            if len(preds) != 1:
-                raise ValueError(
-                    "Select node has invalid number of predecessors: ",
-                    (len(preds), node),
-                )
-            gr_node["schema_types"] = preds[0]["schema_types"]
-            code = get_select_code(graph, node, anchor=anchor, in_iterate=in_iterate)
-        case "union":
-            gr_node["schema_types"] = preds[0]["schema_types"]
-            code = get_union_code(graph, node, in_iterate=in_iterate, anchor=anchor)
-        case "groupby":
-            if len(preds) != 1:
-                raise ValueError(
-                    "Group By node has invalid number of predecessors: ",
-                    (len(preds), node),
-                )
-            schema_types = []
-            for index, agg in enumerate(gr_node["agg"]):
-                if agg is None:
-                    schema_types.append(preds[0]["schema_types"][index])
-                elif agg == "count":
-                    schema_types.append("DATA_TYPE_INT")
-                else:
-                    schema_types.append("DATA_TYPE_FLOAT")
-            gr_node["schema_types"] = schema_types
-            code = get_groupby_code(graph, node, anchor=anchor, in_iterate=in_iterate)
-        case "get_const":
-            # TODO
-            raise ValueError(f"Unsupported operation: {gr_node['op']}")
-        case _:
-            raise ValueError(f"Unsupported operation: {gr_node['op']}")
-
-    return code
-
-
-def get_project_code(
-    graph: nx.DiGraph,
-    node: str | int,
-    anchor: str | int | None = None,
-    in_iterate: bool = False,
-) -> str:
-    schema = get_node_schema(graph, node)
-    prev_nodes = list(graph.pred[node])
-
-    prev_node_str = get_prev_node_str(
-        prev_nodes[0], anchor=anchor, in_iterate=in_iterate
-    )
-    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)
-
-    if prev_nodes:
-        prev_schema = get_node_schema(graph, prev_nodes[0])
-        code = f"let {node_str} = {prev_node_str}.map(|{prev_schema}| {schema});"
-    else:
-        code = ""
-    return code
-
-
-def get_get_rel_code(
-    graph: nx.DiGraph,
-    node: str | int,
-    anchor: str | int | None = None,
-    in_iterate: bool = False,
-) -> str:
-    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)
-    code = f"let {node_str} = input_{node}.to_collection(scope);"
-    return code
-
-
-def get_rename_code(
-    graph: nx.DiGraph,
-    node: str | int,
-    anchor: str | int | None = None,
-    in_iterate: bool = False,
-) -> str:
-    schema = get_node_schema(graph, node)
-    prev_nodes = list(graph.pred[node])
-
-    prev_node_str = get_prev_node_str(
-        prev_nodes[0], anchor=anchor, in_iterate=in_iterate
-    )
-    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)
-
-    code = f"let {node_str} = {prev_node_str}.map(|{schema}| {schema});"
-    return code
-
-
-def get_select_code(
-    graph: nx.DiGraph,
-    node: str | int,
-    anchor: str | int | None = None,
-    in_iterate: bool = False,
-) -> str:
-    gr_node = graph.nodes[node]
-    prev_nodes = list(graph.pred[node])
-
-    prev_node_str = get_prev_node_str(
-        prev_nodes[0], anchor=anchor, in_iterate=in_iterate
-    )
-    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)
-
-    theta = gr_node["theta"]
-    preds = []
-    if hasattr(theta, "pos_val_tuples"):  #  equalConstTheta
-        preds = [f"*col_{pos} == {val}" for pos, val in theta.pos_val_tuples]
-    elif hasattr(theta, "col_pos_tuples"):  #  equalColTheta
-        preds = [f"col_{pos1} == col_{pos2}" for pos1, pos2 in theta.col_pos_tuples]
-    else:
-        raise ValueError(f"Unsupported theta join: {theta}. {dir(theta)}")
-    code = f"let {node_str} = {prev_node_str}.filter(|{get_node_schema(graph, prev_nodes[0])}| {' && '.join(preds)});"
-    return code
-
-
-def update_repeatable_cols_in_schema(schema: list[str]) -> list[str]:
-    repeatable_cols: dict[str, list[int]] = {}
-    for i, col in enumerate(schema):
-        if col in repeatable_cols:
-            repeatable_cols[col].append(i)
-        else:
-            repeatable_cols[col] = [i]
-
-    if not repeatable_cols:
-        return schema
-    result = schema.copy()
-    for col, indecies in repeatable_cols.items():
-        if len(indecies) > 1:
-            for i, index in enumerate(indecies):
-                result[index] = f"{col}_{i}"
-    return result
-
-
-def get_groupby_code(
-    graph: nx.DiGraph,
-    node: str | int,
-    anchor: str | int | None = None,
-    in_iterate: bool = False,
-) -> str:
-    gr_node = graph.nodes[node]
-    prev_nodes = list(graph.pred[node])
-
-    prev_node_str = get_prev_node_str(
-        prev_nodes[0], anchor=anchor, in_iterate=in_iterate
-    )
-    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)
-
-    agg = gr_node["agg"]
-    schema = update_repeatable_cols_in_schema(gr_node["schema"])
-    groupby_cols = [schema[i] for i, agg_func in enumerate(agg) if agg_func is None]
-    agg_by_cols = {
-        schema[i]: {"agg_func": agg_func}
-        for i, agg_func in enumerate(agg)
-        if agg_func is not None
-    }
-
-    agg_cols = list(agg_by_cols.keys())
-    agg_by_index = {}
-
-    for key, agg_func in agg_by_cols.items():
-        agg_func["index"] = agg_cols.index(key)
-        agg_by_index[agg_func["index"]] = {
-            "agg_func": agg_func["agg_func"],
-            "col_name": key,
-        }
-
-    multi_agg = False
-    if len(agg_by_cols.values()) > 1:
-        multi_agg = True
-
-    declares = []
-    agg_code = []
-    output = []
-    for col_name, agg_func in agg_by_cols.items():
-        agg_index = agg_func["index"]
-        agg_var = f"{agg_func['agg_func']}_{col_name}"
-        output.append(agg_var)
-        val = "val" if not multi_agg else f"val.{agg_index}"
-        match agg_func["agg_func"]:
-            case "sum":
-                declares.append(f"let mut {agg_var}: i32 = 0;")
-                agg_code.append(f"{agg_var} += {val} * (*cnt as i32);")
-            case "count":
-                declares.append(f"let mut {agg_var}: i32 = 0;")
-                agg_code.append(f"{agg_var} += *cnt as i32;")
-            case "max":
-                declares.append(f"let mut {agg_var}: i32 = i32::MIN;")
-                agg_code.append(f"{agg_var} = std::cmp::max({agg_var}, {val});")
-            case "min":
-                declares.append(f"let mut {agg_var}: i32 = i32::MAX;")
-                agg_code.append(f"{agg_var} = std::cmp::min({agg_var}, {val});")
-            case "avg":
-                declares.append(f"let mut {agg_var}: (i32, i32) = (0, 0);")
-                agg_code.append(f"{agg_var}.0 += {val} * (*cnt as i32);")
-                agg_code.append(f"{agg_var}.1 += *cnt as i32;")
-            case _:
-                raise ValueError(
-                    f"Unsupported aggregate function: {agg_func['agg_func']}"
-                )
-
-    template_loader = jinja2.FileSystemLoader(searchpath=config.TEMPLATES_PATH)
-    template_env = jinja2.Environment(loader=template_loader)
-    agg_template = template_env.get_template("aggregate.rs.jinja2")
-    code = agg_template.render(
-        output_node=node_str,
-        prev_node=prev_node_str,
-        in_schema=get_col_schema(schema),
-        groupby_schema=get_col_schema(groupby_cols),
-        groupby_len=len(groupby_cols),
-        agg_len=len(agg_cols),
-        agg_schema=get_col_schema(agg_cols),
-        agg_decleration=declares,
-        agg_list=agg_code,
-        output_tuple=get_col_schema(output),
-        agg_by_index=agg_by_index,
-    )
-    return code
-
-
-def generate_graph_code(graph: nx.DiGraph) -> dict[str | int, str]:
-    flow_code = dict()
-    template_loader = jinja2.FileSystemLoader(searchpath=config.TEMPLATES_PATH)
-    template_env = jinja2.Environment(loader=template_loader)
-    iterate_template = template_env.get_template("iterate.rs.jinja2")
-    reduced, cycles = reduced_graph(graph)
-    for node in list(nx.topological_sort(reduced)):
-        if node in cycles.keys():
-            iter_graph = create_iter_graph(graph, cycles[node], node)
-            anchor_code = generate_node_code(reduced, node)
-            cycle_code = {}
-            cycle_order = traverse_cycle(cycles[node], f"iter_{node}")
-            for cycle_node in cycle_order:
-                cycle_code[cycle_node] = generate_node_code(
-                    iter_graph, cycle_node, anchor=f"iter_{node}", in_iterate=True
-                )
-            flow_code[node] = iterate_template.render(
-                {
-                    "ingress_nodes": find_ingress_nodes(
-                        graph, list(cycles[node].nodes)
-                    ),
-                    "anchor": node,
-                    "cycle_flow": cycle_order,
-                    "flow_code": cycle_code,
-                    "anchor_code": anchor_code,
-                }
-            )
-        else:
-            flow_code[node] = generate_node_code(graph, node)
-    return flow_code
-
-
-def get_output_data(graph: nx.DiGraph) -> tuple[str | int, int]:
-    output = find_output(graph)
-    return output, len(graph.nodes[output]["schema"])
-
-
-def create_cargo_toml(file_name: str, timestamp: str) -> None:
-    dest_path = config.GENERATED_RUST_PROJECT_PATH / file_name
-    template_loader = jinja2.FileSystemLoader(searchpath=config.TEMPLATES_PATH)
-    template_env = jinja2.Environment(loader=template_loader)
-    template = template_env.get_template(config.CARGO_TOML_TEMPLATE_NAME)
-
-    output_text = template.render(
-        project_name=config.RUST_PROJECT_NAME,
-        rust_file_name=f"{timestamp}.rs",
-        dependencies=config.RUST_DEPENDENCIES,
-        build_dependencies=config.RUST_BUILD_DEPEDENCIES,
-    )
-
-    with open(dest_path, "w") as f:
-        f.write(output_text)
-
-
-def create_rust_file(timestamp: str, graph: nx.DiGraph) -> None:
-    dest_path = config.GENERATED_RUST_PROJECT_PATH / "src" / f"{timestamp}.rs"
-    template_loader = jinja2.FileSystemLoader(searchpath=config.TEMPLATES_PATH)
-    template_env = jinja2.Environment(loader=template_loader)
-    template = template_env.get_template(config.RUST_FILE_TEMPLATE_NAME)
-    flow_code = generate_graph_code(graph)
-    reduced, _ = reduced_graph(graph)
-    output_node, output_vars = get_output_data(reduced)
-    output_text = template.render(
-        sources=get_sources_data(graph),
-        flow_code=flow_code,
-        top_sort=list(nx.topological_sort(reduced)),
-        query_id=111,
-        output_node=output_node,
-        output_schema_types=graph.nodes[output_node]["schema_types"],
-        output_vars=output_vars,
-    )
-
-    with open(dest_path, "w") as f:
-        f.write(output_text)
-
-
-def create_rust_build_file(proto_dir_path: Path, proto_file_path: Path) -> None:
-    dest_path = config.GENERATED_RUST_PROJECT_PATH / "build.rs"
-    template_loader = jinja2.FileSystemLoader(searchpath=config.TEMPLATES_PATH)
-    template_env = jinja2.Environment(loader=template_loader)
-    template = template_env.get_template(config.RUST_BUILD_TEMPLATE_NAME)
-
-    output_text = template.render(
-        proto_dir_path=proto_dir_path, proto_file_path=proto_file_path
-    )
-
-    with open(dest_path, "w") as f:
-        f.write(output_text)
-
-
-def build_so(graph: nx.DiGraph) -> tuple[Path, str]:
-    config.GENERATED_RUST_PROJECT_PATH.joinpath("src").mkdir(
-        parents=True, exist_ok=True
-    )
-    timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
-    cargo_file_name = "Cargo.toml"
-    create_cargo_toml(cargo_file_name, timestamp)
-    create_rust_file(timestamp, graph)
-    create_rust_build_file(config.PROTO_DIR_PATH, config.PROTO_FILE_PATH)
-    build_rust(
-        config.GENERATED_RUST_PROJECT_PATH.joinpath(cargo_file_name).absolute(),
-        config.RUST_SO_BUILD_LOG_PATH,
-    )
-    # Determine file extension based on the platform
-    crate_name = config.RUST_PROJECT_NAME
-    if os.name == "posix":  # Linux/macOS
-        if os.uname().sysname == "Darwin":
-            extension = ".dylib"  # macOS
-        else:
-            extension = ".so"  # Linux
-        lib_filename = f"lib{crate_name}{extension}"
-    elif os.name == "nt":  # Windows
-        extension = ".dll"
-        lib_filename = f"{crate_name}{extension}"
-    else:
-        raise RuntimeError("Unsupported OS")
-    return (
-        config.GENERATED_RUST_PROJECT_PATH.joinpath("target", "release", lib_filename),
-        "query_111",
-    )
-
-
-def build_rust(cargo_toml_path: Path, log_path: Path) -> None:
-    command = [
-        "cargo",
-        "build",
-        "--release",
-        "--manifest-path",
-        str(cargo_toml_path),
-    ]
-
-    config.LOGS_DIR.mkdir(parents=True, exist_ok=True)
-    with open(log_path, "a") as log_file:
-        subprocess.run(
-            command,
-            cwd=str(cargo_toml_path.parent),
-            check=True,
-            stderr=log_file,
-            stdout=log_file,
-        )
-
-
-def build_rust_server() -> None:
-    cargo_toml_path = Path(__file__).parent.joinpath("Cargo.toml")
-    build_rust(cargo_toml_path.absolute(), config.RUST_SERVER_BUILD_LOG_PATH)
-
-
-def run_rust_server_in_background() -> None:
-    def inner() -> None:
-        # TODO: handle port is already in use
-        server_path = (
-            Path(__file__)
-            .parent.joinpath("target", "release", "spannerflow_rust")
-            .absolute()
-        )
-        config.LOGS_DIR.mkdir(parents=True, exist_ok=True)
-        with open(config.RUST_SERVER_LOG_PATH, "a") as log_file:
-            subprocess.run([str(server_path)], stdout=log_file, stderr=log_file)
-
-    threading.Thread(target=inner).start()
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
new file mode 100644
index 0000000..4a5c270
--- /dev/null
+++ b/spannerflow/rust_dataflow.py
@@ -0,0 +1,595 @@
+import os
+import subprocess
+import threading
+from datetime import datetime
+from pathlib import Path
+
+import jinja2
+import networkx as nx
+from singleton_decorator.decorator import _SingletonWrapper, singleton
+
+from spannerflow.config import Config
+from spannerflow.engine import Engine
+from spannerflow.graph_utils import (
+    create_iter_graph,
+    find_ingress_nodes,
+    find_output,
+    find_sources,
+    get_common_cols,
+    get_minus_cols,
+    get_node_schema,
+    reduced_graph,
+    traverse_cycle,
+)
+from spannerflow.rust_utils import build_rust
+
+
+@singleton
+class RustDataflow:
+    PYTHON_RUST_TYPES = {
+        "DATA_TYPE_STRING": "String",
+        "DATA_TYPE_INT": "i32",
+        "DATA_TYPE_FLOAT": "OrderedFloat<f32>",
+        "DATA_TYPE_BOOL": "bool",
+    }
+
+    def __init__(
+        self, config: Config = Config(), engine: _SingletonWrapper | None = None
+    ):
+        self._config = config
+        self._engine = engine or Engine(config)
+        self._query_id = 0
+        self._cargo_file_name = "Cargo.toml"
+        self._template_loader = jinja2.FileSystemLoader(
+            searchpath=self._config.TEMPLATES_PATH
+        )
+        self._template_env = jinja2.Environment(loader=self._template_loader)
+        self._is_server_running = False
+        self._server_process: None | subprocess.Popen = None
+
+    def __enter__(self):
+        self._build_rust_server()
+        self._run_rust_server_in_background()
+        return self
+
+    def __exit__(self, exc_type, exc_value, traceback):
+        if self._is_server_running:
+            self._stop_rust_server()
+
+    def get_input_schema_types(self, node: int | str) -> list[str]:
+        collections = self._engine.get_collections()
+        return [x for x in collections[str(node)]]
+
+    def get_input_schema(self, node: int | str) -> list[str]:
+        collections = self._engine.get_collections()
+        return [self.PYTHON_RUST_TYPES[x] for x in collections[str(node)]]
+
+    def get_sources_data(
+        self,
+        graph: nx.DiGraph,
+    ) -> dict[str | int, dict[str, str | int | list[str]]]:
+        return {
+            source: {"name": source, "schema": self.get_input_schema(source)}
+            for source in find_sources(graph)
+        }
+
+    @staticmethod
+    def get_col_schema(cols: list[str]) -> str:
+        if not cols:
+            return "0"
+        if len(cols) > 1:
+            return f"({', '.join(cols)})"
+        else:
+            return cols[0]
+
+    def get_join_code(
+        self,
+        graph: nx.DiGraph,
+        node: str | int,
+        anchor: str | int | None = None,
+        in_iterate: bool = False,
+    ) -> str:
+        prev_nodes = list(graph.pred[node])
+        if len(prev_nodes) != 2:
+            raise ValueError("Node is not 2-join: ", node)
+        join1, join2 = list(graph.pred[node])
+        out_node_str = f"node_{node}"
+        join1_str = f"node_{join1}"
+        join2_str = f"node_{join2}"
+
+        if in_iterate:
+            if node == anchor:
+                out_node_str = str(anchor)
+            if join1 == anchor:
+                join1_str = join1
+            if join2 == anchor:
+                join2_str = join2
+
+        common_cols = get_common_cols(graph, join1, join2)
+        common_schema = self.get_col_schema(common_cols)
+
+        join1_uncommon_schema = self.get_col_schema(
+            get_minus_cols(graph, join1, common_cols)
+        )
+        join2_uncommon_schema = self.get_col_schema(
+            get_minus_cols(graph, join2, common_cols)
+        )
+        out_join1_uncommon_schema = (
+            join1_uncommon_schema if (not join1_uncommon_schema == "0") else "_"
+        )
+        out_join2_uncommon_schema = (
+            join2_uncommon_schema if (not join2_uncommon_schema == "0") else "_"
+        )
+
+        return f"""let {out_node_str} = {join1_str}.map(|{get_node_schema(graph, join1)}| ({common_schema}, {join1_uncommon_schema}))
+                            .join(&{join2_str}.map(|{get_node_schema(graph, join2)}| ({common_schema}, {join2_uncommon_schema})))
+                            .map(|({common_schema if common_schema != "0" else "_"}, ({out_join1_uncommon_schema}, {out_join2_uncommon_schema}))| ({get_node_schema(graph, node)}));"""
+
+    def get_union_code(
+        self,
+        graph: nx.DiGraph,
+        node: str | int,
+        anchor: str | int | None = None,
+        in_iterate: bool = False,
+    ) -> str:
+        preds = list(
+            filter(
+                lambda pred: "reduced" not in graph.get_edge_data(pred, node),
+                graph.pred[node],
+            )
+        )
+
+        prev_node1_str = self.get_prev_node_str(
+            preds[0], anchor=anchor, in_iterate=in_iterate
+        )
+        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
+
+        if len(preds) == 1:
+            return f"let {node_str} = {prev_node1_str};"
+        elif len(preds) == 2:
+            prev_node2_str = self.get_prev_node_str(
+                preds[1], anchor=anchor, in_iterate=in_iterate
+            )
+            return f"let{' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.concat(&{prev_node2_str});"
+        raise ValueError(
+            "Union node has invalid number of predecessors: ", (len(preds), node)
+        )
+
+    def get_prev_node_str(
+        self, pred: str | int, anchor: str | int | None = None, in_iterate: bool = False
+    ) -> str:
+        if in_iterate and pred == anchor:
+            return str(anchor)
+        return f"node_{pred}"
+
+    def get_node_str(
+        self, node: str | int, anchor: str | int | None = None, in_iterate: bool = False
+    ) -> str:
+        if in_iterate and node == anchor:
+            return str(anchor)
+        return f"node_{node}"
+
+    def generate_node_code(
+        self,
+        graph: nx.DiGraph,
+        node: str | int,
+        anchor: str | int | None = None,
+        in_iterate: bool = False,
+    ) -> str:
+        gr_node = graph.nodes[node]
+        preds = [graph.nodes[key] for key in graph.pred[node].keys()]
+        match gr_node["op"]:
+            case "get_rel":
+                gr_node["schema_types"] = self.get_input_schema_types(node)
+                code = self.get_get_rel_code(
+                    graph, node, anchor=anchor, in_iterate=in_iterate
+                )
+            case "rename":
+                if len(preds) != 1:
+                    raise ValueError(
+                        "Rename node has invalid number of predecessors: ",
+                        (len(preds), node),
+                    )
+                gr_node["schema_types"] = preds[0]["schema_types"]
+                code = self.get_rename_code(
+                    graph, node, anchor=anchor, in_iterate=in_iterate
+                )
+            case "project":
+                if len(preds) != 1:
+                    raise ValueError(
+                        "Project node has invalid number of predecessors: ",
+                        (len(preds), node),
+                    )
+                pred = preds[0]
+                gr_node["schema_types"] = [
+                    pred["schema_types"][pred["schema"].index(col)]
+                    for col in gr_node["schema"]
+                ]
+                code = self.get_project_code(
+                    graph, node, anchor=anchor, in_iterate=in_iterate
+                )
+            case "join":
+                if len(preds) != 2:
+                    raise ValueError(
+                        "Join node has invalid number of predecessors: ",
+                        (len(preds), node),
+                    )
+                schema_types = []
+                for x in gr_node["schema"]:
+                    try:
+                        index = preds[0]["schema"].index(x)
+                        schema_types.append(preds[0]["schema_types"][index])
+                    except ValueError:
+                        index = preds[1]["schema"].index(x)
+                        schema_types.append(preds[1]["schema_types"][index])
+
+                gr_node["schema_types"] = schema_types
+                code = self.get_join_code(
+                    graph, node, anchor=anchor, in_iterate=in_iterate
+                )
+            case "select":
+                if len(preds) != 1:
+                    raise ValueError(
+                        "Select node has invalid number of predecessors: ",
+                        (len(preds), node),
+                    )
+                gr_node["schema_types"] = preds[0]["schema_types"]
+                code = self.get_select_code(
+                    graph, node, anchor=anchor, in_iterate=in_iterate
+                )
+            case "union":
+                gr_node["schema_types"] = preds[0]["schema_types"]
+                code = self.get_union_code(
+                    graph, node, in_iterate=in_iterate, anchor=anchor
+                )
+            case "groupby":
+                if len(preds) != 1:
+                    raise ValueError(
+                        "Group By node has invalid number of predecessors: ",
+                        (len(preds), node),
+                    )
+                schema_types = []
+                for index, agg in enumerate(gr_node["agg"]):
+                    if agg is None:
+                        schema_types.append(preds[0]["schema_types"][index])
+                    elif agg == "count":
+                        schema_types.append("DATA_TYPE_INT")
+                    else:
+                        schema_types.append("DATA_TYPE_FLOAT")
+                gr_node["schema_types"] = schema_types
+                code = self.get_groupby_code(
+                    graph, node, anchor=anchor, in_iterate=in_iterate
+                )
+            case "get_const":
+                # TODO
+                raise ValueError(f"Unsupported operation: {gr_node['op']}")
+            case _:
+                raise ValueError(f"Unsupported operation: {gr_node['op']}")
+
+        return code
+
+    def get_project_code(
+        self,
+        graph: nx.DiGraph,
+        node: str | int,
+        anchor: str | int | None = None,
+        in_iterate: bool = False,
+    ) -> str:
+        schema = get_node_schema(graph, node)
+        prev_nodes = list(graph.pred[node])
+
+        prev_node_str = self.get_prev_node_str(
+            prev_nodes[0], anchor=anchor, in_iterate=in_iterate
+        )
+        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
+
+        if prev_nodes:
+            prev_schema = get_node_schema(graph, prev_nodes[0])
+            code = f"let {node_str} = {prev_node_str}.map(|{prev_schema}| {schema});"
+        else:
+            code = ""
+        return code
+
+    def get_get_rel_code(
+        self,
+        graph: nx.DiGraph,
+        node: str | int,
+        anchor: str | int | None = None,
+        in_iterate: bool = False,
+    ) -> str:
+        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
+        code = f"let {node_str} = input_{node}.to_collection(scope);"
+        return code
+
+    def get_rename_code(
+        self,
+        graph: nx.DiGraph,
+        node: str | int,
+        anchor: str | int | None = None,
+        in_iterate: bool = False,
+    ) -> str:
+        schema = get_node_schema(graph, node)
+        prev_nodes = list(graph.pred[node])
+
+        prev_node_str = self.get_prev_node_str(
+            prev_nodes[0], anchor=anchor, in_iterate=in_iterate
+        )
+        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
+
+        code = f"let {node_str} = {prev_node_str}.map(|{schema}| {schema});"
+        return code
+
+    def get_select_code(
+        self,
+        graph: nx.DiGraph,
+        node: str | int,
+        anchor: str | int | None = None,
+        in_iterate: bool = False,
+    ) -> str:
+        gr_node = graph.nodes[node]
+        prev_nodes = list(graph.pred[node])
+
+        prev_node_str = self.get_prev_node_str(
+            prev_nodes[0], anchor=anchor, in_iterate=in_iterate
+        )
+        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
+
+        theta = gr_node["theta"]
+        preds = []
+        if hasattr(theta, "pos_val_tuples"):  #  equalConstTheta
+            preds = [f"*col_{pos} == {val}" for pos, val in theta.pos_val_tuples]
+        elif hasattr(theta, "col_pos_tuples"):  #  equalColTheta
+            preds = [f"col_{pos1} == col_{pos2}" for pos1, pos2 in theta.col_pos_tuples]
+        else:
+            raise ValueError(f"Unsupported theta join: {theta}. {dir(theta)}")
+        code = f"let {node_str} = {prev_node_str}.filter(|{get_node_schema(graph, prev_nodes[0])}| {' && '.join(preds)});"
+        return code
+
+    def update_repeatable_cols_in_schema(self, schema: list[str]) -> list[str]:
+        repeatable_cols: dict[str, list[int]] = {}
+        for i, col in enumerate(schema):
+            if col in repeatable_cols:
+                repeatable_cols[col].append(i)
+            else:
+                repeatable_cols[col] = [i]
+
+        if not repeatable_cols:
+            return schema
+        result = schema.copy()
+        for col, indecies in repeatable_cols.items():
+            if len(indecies) > 1:
+                for i, index in enumerate(indecies):
+                    result[index] = f"{col}_{i}"
+        return result
+
+    def get_groupby_code(
+        self,
+        graph: nx.DiGraph,
+        node: str | int,
+        anchor: str | int | None = None,
+        in_iterate: bool = False,
+    ) -> str:
+        gr_node = graph.nodes[node]
+        prev_nodes = list(graph.pred[node])
+
+        prev_node_str = self.get_prev_node_str(
+            prev_nodes[0], anchor=anchor, in_iterate=in_iterate
+        )
+        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
+
+        agg = gr_node["agg"]
+        schema = self.update_repeatable_cols_in_schema(gr_node["schema"])
+        groupby_cols = [schema[i] for i, agg_func in enumerate(agg) if agg_func is None]
+        agg_by_cols = {
+            schema[i]: {"agg_func": agg_func}
+            for i, agg_func in enumerate(agg)
+            if agg_func is not None
+        }
+
+        agg_cols = list(agg_by_cols.keys())
+        agg_by_index = {}
+
+        for key, agg_func in agg_by_cols.items():
+            agg_func["index"] = agg_cols.index(key)
+            agg_by_index[agg_func["index"]] = {
+                "agg_func": agg_func["agg_func"],
+                "col_name": key,
+            }
+
+        multi_agg = False
+        if len(agg_by_cols.values()) > 1:
+            multi_agg = True
+
+        declares = []
+        agg_code = []
+        output = []
+        for col_name, agg_func in agg_by_cols.items():
+            agg_index = agg_func["index"]
+            agg_var = f"{agg_func['agg_func']}_{col_name}"
+            output.append(agg_var)
+            val = "val" if not multi_agg else f"val.{agg_index}"
+            match agg_func["agg_func"]:
+                case "sum":
+                    declares.append(f"let mut {agg_var}: i32 = 0;")
+                    agg_code.append(f"{agg_var} += {val} * (*cnt as i32);")
+                case "count":
+                    declares.append(f"let mut {agg_var}: i32 = 0;")
+                    agg_code.append(f"{agg_var} += *cnt as i32;")
+                case "max":
+                    declares.append(f"let mut {agg_var}: i32 = i32::MIN;")
+                    agg_code.append(f"{agg_var} = std::cmp::max({agg_var}, {val});")
+                case "min":
+                    declares.append(f"let mut {agg_var}: i32 = i32::MAX;")
+                    agg_code.append(f"{agg_var} = std::cmp::min({agg_var}, {val});")
+                case "avg":
+                    declares.append(f"let mut {agg_var}: (i32, i32) = (0, 0);")
+                    agg_code.append(f"{agg_var}.0 += {val} * (*cnt as i32);")
+                    agg_code.append(f"{agg_var}.1 += *cnt as i32;")
+                case _:
+                    raise ValueError(
+                        f"Unsupported aggregate function: {agg_func['agg_func']}"
+                    )
+
+        agg_template = self._template_env.get_template("aggregate.rs.jinja2")
+        code = agg_template.render(
+            output_node=node_str,
+            prev_node=prev_node_str,
+            in_schema=self.get_col_schema(schema),
+            groupby_schema=self.get_col_schema(groupby_cols),
+            groupby_len=len(groupby_cols),
+            agg_len=len(agg_cols),
+            agg_schema=self.get_col_schema(agg_cols),
+            agg_decleration=declares,
+            agg_list=agg_code,
+            output_tuple=self.get_col_schema(output),
+            agg_by_index=agg_by_index,
+        )
+        return code
+
+    def generate_graph_code(self, graph: nx.DiGraph) -> dict[str | int, str]:
+        flow_code = dict()
+
+        iterate_template = self._template_env.get_template("iterate.rs.jinja2")
+        reduced, cycles = reduced_graph(graph)
+        for node in list(nx.topological_sort(reduced)):
+            if node in cycles.keys():
+                iter_graph = create_iter_graph(graph, cycles[node], node)
+                anchor_code = self.generate_node_code(reduced, node)
+                cycle_code = {}
+                cycle_order = traverse_cycle(cycles[node], f"iter_{node}")
+                for cycle_node in cycle_order:
+                    cycle_code[cycle_node] = self.generate_node_code(
+                        iter_graph, cycle_node, anchor=f"iter_{node}", in_iterate=True
+                    )
+                flow_code[node] = iterate_template.render(
+                    {
+                        "ingress_nodes": find_ingress_nodes(
+                            graph, list(cycles[node].nodes)
+                        ),
+                        "anchor": node,
+                        "cycle_flow": cycle_order,
+                        "flow_code": cycle_code,
+                        "anchor_code": anchor_code,
+                    }
+                )
+            else:
+                flow_code[node] = self.generate_node_code(graph, node)
+        return flow_code
+
+    def get_output_data(self, graph: nx.DiGraph) -> tuple[str | int, int]:
+        output = find_output(graph)
+        return output, len(graph.nodes[output]["schema"])
+
+    def create_cargo_toml(self, timestamp: str) -> None:
+        dest_path = self._config.GENERATED_RUST_PROJECT_PATH / self._cargo_file_name
+        template = self._template_env.get_template(
+            self._config.CARGO_TOML_TEMPLATE_NAME
+        )
+
+        output_text = template.render(
+            project_name=self._config.RUST_PROJECT_NAME,
+            rust_file_name=f"{timestamp}.rs",
+            dependencies=self._config.RUST_DEPENDENCIES,
+            build_dependencies=self._config.RUST_BUILD_DEPEDENCIES,
+        )
+
+        with open(dest_path, "w") as f:
+            f.write(output_text)
+
+    def create_rust_file(self, timestamp: str, graph: nx.DiGraph) -> None:
+        dest_path = self._config.GENERATED_RUST_PROJECT_PATH / "src" / f"{timestamp}.rs"
+        template = self._template_env.get_template(self._config.RUST_FILE_TEMPLATE_NAME)
+        flow_code = self.generate_graph_code(graph)
+        reduced, _ = reduced_graph(graph)
+        output_node, output_vars = self.get_output_data(reduced)
+        self._query_id += 1
+        output_text = template.render(
+            sources=self.get_sources_data(graph),
+            flow_code=flow_code,
+            top_sort=list(nx.topological_sort(reduced)),
+            query_id=self._query_id,
+            output_node=output_node,
+            output_schema_types=graph.nodes[output_node]["schema_types"],
+            output_vars=output_vars,
+        )
+
+        with open(dest_path, "w") as f:
+            f.write(output_text)
+
+    def create_rust_build_file(self) -> None:
+        dest_path = self._config.GENERATED_RUST_PROJECT_PATH / "build.rs"
+        template = self._template_env.get_template(
+            self._config.RUST_BUILD_TEMPLATE_NAME
+        )
+
+        output_text = template.render(
+            proto_dir_path=self._config.PROTO_DIR_PATH,
+            proto_file_path=self._config.PROTO_FILE_PATH,
+        )
+        with open(dest_path, "w") as f:
+            f.write(output_text)
+
+    def build_so(self, graph: nx.DiGraph) -> tuple[Path, str]:
+        self._config.GENERATED_RUST_PROJECT_PATH.joinpath("src").mkdir(
+            parents=True, exist_ok=True
+        )
+        timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
+        self.create_cargo_toml(timestamp)
+        self.create_rust_file(timestamp, graph)
+        self.create_rust_build_file()
+        build_rust(
+            self._config.GENERATED_RUST_PROJECT_PATH.joinpath(
+                self._cargo_file_name
+            ).absolute(),
+            self._config.RUST_SO_BUILD_LOG_PATH,
+        )
+        # Determine file extension based on the platform
+        crate_name = self._config.RUST_PROJECT_NAME
+        if os.name == "posix":  # Linux/macOS
+            if os.uname().sysname == "Darwin":
+                extension = ".dylib"  # macOS
+            else:
+                extension = ".so"  # Linux
+            lib_filename = f"lib{crate_name}{extension}"
+        elif os.name == "nt":  # Windows
+            extension = ".dll"
+            lib_filename = f"{crate_name}{extension}"
+        else:
+            raise RuntimeError("Unsupported OS")
+        return (
+            self._config.GENERATED_RUST_PROJECT_PATH.joinpath(
+                "target", "release", lib_filename
+            ),
+            f"query_{self._query_id}",
+        )
+
+    def _build_rust_server(self) -> None:
+        cargo_toml_path = Path(__file__).parent.joinpath("Cargo.toml")
+        build_rust(cargo_toml_path.absolute(), self._config.RUST_SERVER_BUILD_LOG_PATH)
+
+    def _run_rust_server_in_background(self) -> None:
+        def inner() -> None:
+            # TODO: handle port is already in use
+            server_path = (
+                Path(__file__)
+                .parent.joinpath("target", "release", "spannerflow_rust")
+                .absolute()
+            )
+            self._config.LOGS_DIR.mkdir(parents=True, exist_ok=True)
+            with open(self._config.RUST_SERVER_LOG_PATH, "a") as log_file:
+                self._server_process = subprocess.Popen(
+                    [str(server_path)], stdout=log_file, stderr=log_file
+                )
+                self._server_process.communicate()
+
+        if self._is_server_running:
+            raise RuntimeError("Server is already running")
+        threading.Thread(target=inner).start()
+
+        self._is_server_running = True
+
+    def _stop_rust_server(self):
+        if not self._is_server_running:
+            raise RuntimeError("Server is not running")
+        self._server_process.terminate()
+        self._is_server_running = False
diff --git a/spannerflow/rust_utils.py b/spannerflow/rust_utils.py
new file mode 100644
index 0000000..243a6a6
--- /dev/null
+++ b/spannerflow/rust_utils.py
@@ -0,0 +1,26 @@
+import subprocess
+from pathlib import Path
+
+from spannerflow.config import Config
+
+config = Config()
+
+
+def build_rust(cargo_toml_path: Path, log_path: Path) -> None:
+    command = [
+        "cargo",
+        "build",
+        "--release",
+        "--manifest-path",
+        str(cargo_toml_path),
+    ]
+
+    config.LOGS_DIR.mkdir(parents=True, exist_ok=True)
+    with open(log_path, "a") as log_file:
+        subprocess.run(
+            command,
+            cwd=str(cargo_toml_path.parent),
+            check=True,
+            stderr=log_file,
+            stdout=log_file,
+        )

From 6e2922cfbfe11c634f35bc8d84bf490bc3bc7caa Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Wed, 16 Oct 2024 17:31:43 +0300
Subject: [PATCH 049/277] feature: structure

---
 spannerflow/engine.py | 10 ++++++----
 1 file changed, 6 insertions(+), 4 deletions(-)

diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 5fa99c0..f5bffc2 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -22,8 +22,9 @@ def __init__(self, config: Config = Config(), allow_reuse_server: bool = False):
         self._is_open = False
 
     def __enter__(self):
-        self._rust_dataflow.__enter__()
-        self._is_open = True
+        if not self._is_open:
+            self._rust_dataflow.__enter__()
+            self._is_open = True
         return self
 
     def open(self):
@@ -38,8 +39,9 @@ def close(self):
         self.__exit__(None, None, None)
 
     def __exit__(self, exc_type, exc_value, traceback):
-        self._rust_dataflow.__exit__(exc_type, exc_value, traceback)
-        self._is_open = False
+        if self._is_open:
+            self._rust_dataflow.__exit__(exc_type, exc_value, traceback)
+            self._is_open = False
 
     def save_to_csv(self, collection_name: str, file_path: Path) -> None:
         with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:

From 0b28da0469582ec6b2f8bfafbb6a7d2e9be53f0a Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Wed, 16 Oct 2024 17:46:59 +0300
Subject: [PATCH 050/277] feature: installations

---
 spannerflow/__init__.py | 20 ++++++++++++++++++++
 spannerflow/engine.py   |  2 ++
 2 files changed, 22 insertions(+)

diff --git a/spannerflow/__init__.py b/spannerflow/__init__.py
index e69de29..1f6934e 100644
--- a/spannerflow/__init__.py
+++ b/spannerflow/__init__.py
@@ -0,0 +1,20 @@
+import glob
+import os
+from pathlib import Path
+
+from spannerflow.dataflow.v1 import dataflow_pb2
+from spannerflow.engine import Engine
+from spannerflow.installations import install_protoc, install_rust
+
+install_protoc()
+extract_dir = Path("protoc").absolute()
+protoc_bin_path = extract_dir.joinpath("bin")
+os.environ["PATH"] = os.pathsep.join([str(protoc_bin_path), os.environ["PATH"]])
+
+install_rust()
+extract_dir = Path("rust").absolute()
+dirs = glob.glob(f"{extract_dir}/*/*/bin")
+os.environ["PATH"] = os.pathsep.join(dirs + [os.environ["PATH"]])
+
+
+__all__ = ["Engine", "dataflow_pb2"]
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index f5bffc2..81e2f89 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -98,6 +98,8 @@ def get_collections(self) -> dict[str, list[str]]:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
             request = empty_pb2.Empty()
             response = stub.GetCollections(request)
+            if "collections" not in MessageToDict(response):
+                return dict()
             return {
                 d["name"]: d["schema"] for d in MessageToDict(response)["collections"]
             }

From 29a4f79e41cae005382f877e933430bc3a74746d Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 17 Oct 2024 00:28:13 +0300
Subject: [PATCH 051/277] feat: get const op

---
 spannerflow/rust_dataflow.py                  | 73 ++++++++++++++++++-
 spannerflow/templates/rust_dataflow.rs.jinja2 |  6 +-
 2 files changed, 75 insertions(+), 4 deletions(-)

diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 4a5c270..0257df3 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -26,13 +26,20 @@
 
 @singleton
 class RustDataflow:
-    PYTHON_RUST_TYPES = {
+    DATAFLOW_TO_RUST_TYPES = {
         "DATA_TYPE_STRING": "String",
         "DATA_TYPE_INT": "i32",
         "DATA_TYPE_FLOAT": "OrderedFloat<f32>",
         "DATA_TYPE_BOOL": "bool",
     }
 
+    PYTHON_TO_DATAFLOW_TYPES = {
+        str: "DATA_TYPE_STRING",
+        int: "DATA_TYPE_INT",
+        float: "DATA_TYPE_FLOAT",
+        bool: "DATA_TYPE_BOOL",
+    }
+
     def __init__(
         self, config: Config = Config(), engine: _SingletonWrapper | None = None
     ):
@@ -62,14 +69,36 @@ def get_input_schema_types(self, node: int | str) -> list[str]:
 
     def get_input_schema(self, node: int | str) -> list[str]:
         collections = self._engine.get_collections()
-        return [self.PYTHON_RUST_TYPES[x] for x in collections[str(node)]]
+        return [self.DATAFLOW_TO_RUST_TYPES[x] for x in collections[str(node)]]
 
     def get_sources_data(
         self,
         graph: nx.DiGraph,
     ) -> dict[str | int, dict[str, str | int | list[str]]]:
         return {
-            source: {"name": source, "schema": self.get_input_schema(source)}
+            source: {
+                "name": source,
+                "schema": (
+                    self.get_input_schema(source)
+                    if "schema_types" not in graph.nodes[source]
+                    else [
+                        self.DATAFLOW_TO_RUST_TYPES[t]
+                        for t in graph.nodes[source]["schema_types"]
+                    ]
+                ),
+                "op": graph.nodes[source]["op"],
+                "consts": (
+                    self._engine._serialize_row(
+                        graph.nodes[source]["schema_types"],
+                        [
+                            graph.nodes[source]["const_dict"][col]
+                            for col in graph.nodes[source]["schema"]
+                        ],
+                    )
+                    if graph.nodes[source]["op"] == "get_const"
+                    else []
+                ),
+            }
             for source in find_sources(graph)
         }
 
@@ -261,6 +290,33 @@ def generate_node_code(
                     graph, node, anchor=anchor, in_iterate=in_iterate
                 )
             case "get_const":
+                # TODO
+                gr_node["schema_types"] = [
+                    self.PYTHON_TO_DATAFLOW_TYPES[type(const)]
+                    for const in gr_node["const_dict"].values()
+                ]
+                code = self.get_get_const_code(
+                    graph, node, anchor=anchor, in_iterate=in_iterate
+                )
+            case "product":
+                if len(preds) != 2:
+                    raise ValueError(
+                        "Product node has invalid number of predecessors: ",
+                        (len(preds), node),
+                    )
+                schema_types = []
+                for x in gr_node["schema"]:
+                    try:
+                        index = preds[0]["schema"].index(x)
+                        schema_types.append(preds[0]["schema_types"][index])
+                    except ValueError:
+                        index = preds[1]["schema"].index(x)
+                        schema_types.append(preds[1]["schema_types"][index])
+                gr_node["schema_types"] = schema_types
+                code = self.get_join_code(  # not a bug, same implementation as join
+                    graph, node, anchor=anchor, in_iterate=in_iterate
+                )
+            case "ie_map":
                 # TODO
                 raise ValueError(f"Unsupported operation: {gr_node['op']}")
             case _:
@@ -268,6 +324,17 @@ def generate_node_code(
 
         return code
 
+    def get_get_const_code(
+        self,
+        graph: nx.DiGraph,
+        node: str | int,
+        anchor: str | int | None = None,
+        in_iterate: bool = False,
+    ) -> str:
+        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
+        code = f"let {node_str} = input_{node}.to_collection(scope);"
+        return code
+
     def get_project_code(
         self,
         graph: nx.DiGraph,
diff --git a/spannerflow/templates/rust_dataflow.rs.jinja2 b/spannerflow/templates/rust_dataflow.rs.jinja2
index 3bbdbb7..3c3ca26 100644
--- a/spannerflow/templates/rust_dataflow.rs.jinja2
+++ b/spannerflow/templates/rust_dataflow.rs.jinja2
@@ -60,7 +60,7 @@ pub async fn run_ie_function(
 #[no_mangle]
 pub extern "C" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<String>>>) -> Vec<Vec<String>>{
     {% for key,value in sources.items() %}
-        let collection_{{ value['name'] }} = collections.get("{{ value['name'] }}").unwrap().clone();
+        {% if value["op"] == "get_rel" %}let collection_{{ value['name'] }} = collections.get("{{ value['name'] }}").unwrap().clone();{% endif %}
     {% endfor %}
         let output = Arc::new(Mutex::new(Vec::new()));
         let result = Arc::clone(&output);
@@ -86,9 +86,13 @@ pub extern "C" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<Strin
                 });
             });
             {% for key,value in sources.items() %}
+            {% if value["op"] == "get_rel" %}
                 for vec in &collection_{{value['name']}} {
                     input_{{value['name']}}.insert(({% for element in value['schema'] %} vec[{{loop.index0}}].parse::<{{element}}>().unwrap(){% if not loop.last %}, {% endif %}{% endfor %}));
                 }
+            {% elif value["op"] == "get_const" %}
+                input_{{value['name']}}.insert(({% for element in value['consts'] %} "{{ element }}".parse::<{{ value['schema'][loop.index0] }}>().unwrap(){% if not loop.last %}, {% endif %}{% endfor %}));
+            {% endif %}
             {% endfor %}
         });
         return output.lock().unwrap().clone();

From 2603c0864b101e77a961a1c7bf727ceb78ffcdaa Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 17 Oct 2024 01:00:39 +0300
Subject: [PATCH 052/277] feat: not ie function

---
 spannerflow/rust_dataflow.py | 37 +++++++++++++++++++++++++++++++++---
 1 file changed, 34 insertions(+), 3 deletions(-)

diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 0257df3..eb0d32f 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -290,7 +290,6 @@ def generate_node_code(
                     graph, node, anchor=anchor, in_iterate=in_iterate
                 )
             case "get_const":
-                # TODO
                 gr_node["schema_types"] = [
                     self.PYTHON_TO_DATAFLOW_TYPES[type(const)]
                     for const in gr_node["const_dict"].values()
@@ -317,13 +316,45 @@ def generate_node_code(
                     graph, node, anchor=anchor, in_iterate=in_iterate
                 )
             case "ie_map":
-                # TODO
-                raise ValueError(f"Unsupported operation: {gr_node['op']}")
+                gr_node["schema_types"] = [
+                    self.PYTHON_TO_DATAFLOW_TYPES[t]
+                    for t in gr_node["in_schema"] + gr_node["out_schema"]
+                ]
+                print(gr_node)
+                code = self.get_ie_map_code(
+                    graph, node, anchor=anchor, in_iterate=in_iterate
+                )
             case _:
                 raise ValueError(f"Unsupported operation: {gr_node['op']}")
 
         return code
 
+    def get_ie_map_code(
+        self,
+        graph: nx.DiGraph,
+        node: str | int,
+        anchor: str | int | None = None,
+        in_iterate: bool = False,
+    ) -> str:
+        prev_nodes = list(graph.pred[node])
+        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
+        match graph.nodes[node]["name"]:
+            case "not":
+                if len(prev_nodes) != 1:
+                    raise ValueError(
+                        "Not node has invalid number of predecessors: ",
+                        (len(prev_nodes), node),
+                    )
+                prev_node_str = self.get_prev_node_str(
+                    prev_nodes[0], anchor=anchor, in_iterate=in_iterate
+                )
+                code = f"let {node_str} = {prev_node_str}.map(|{get_node_schema(graph, prev_nodes[0])}| ({get_node_schema(graph, prev_nodes[0])}, !{get_node_schema(graph, prev_nodes[0])}));"
+            case _:
+                raise ValueError(
+                    f"Unsupported IE Map function: {graph.nodes[node]['name']}"
+                )
+        return code
+
     def get_get_const_code(
         self,
         graph: nx.DiGraph,

From 6d096dfca9e42b3d895d9c05c57a5be3447a4742 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 17 Oct 2024 04:09:29 +0300
Subject: [PATCH 053/277] fix: ie function infra

---
 spannerflow/config.py                         |  4 +-
 spannerflow/dataflow/v1/dataflow_pb2.py       | 71 +++++++--------
 spannerflow/dataflow/v1/dataflow_pb2_grpc.py  | 15 ++--
 spannerflow/grpc_server.py                    | 86 ++++++++-----------
 spannerflow/proto/dataflow/v1/dataflow.proto  | 12 ++-
 spannerflow/rust_dataflow.py                  |  2 +
 spannerflow/templates/Cargo.toml.jinja2       |  9 +-
 spannerflow/templates/ie_map.rs.jinja2        |  0
 spannerflow/templates/rust_dataflow.rs.jinja2 | 51 +++++++----
 9 files changed, 131 insertions(+), 119 deletions(-)
 create mode 100644 spannerflow/templates/ie_map.rs.jinja2

diff --git a/spannerflow/config.py b/spannerflow/config.py
index 22f289e..0f8a743 100644
--- a/spannerflow/config.py
+++ b/spannerflow/config.py
@@ -23,7 +23,9 @@ class Config:
             {"name": "prost", "version": "0.13.3"},
             {"name": "prost-types", "version": "0.13.3"},
             {"name": "tonic", "version": "0.12.3"},
-            {"name": "ordered-float", "version": "4.3.0"},
+            {"name": "ordered-float", "version": "4.4.0"},
+            {"name": "tokio", "json": '{ version = "1.40.0", features = ["full"] }'},
+            {"name": "futures", "version": "0.3.31"},
         ]
     )
     RUST_BUILD_DEPEDENCIES: list[dict[str, str]] = field(
diff --git a/spannerflow/dataflow/v1/dataflow_pb2.py b/spannerflow/dataflow/v1/dataflow_pb2.py
index baca480..bfd4063 100644
--- a/spannerflow/dataflow/v1/dataflow_pb2.py
+++ b/spannerflow/dataflow/v1/dataflow_pb2.py
@@ -22,48 +22,49 @@
 _sym_db = _symbol_database.Default()
 
 
-from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto\"F\n\x14RunIEFunctionRequest\x12\x15\n\rfunction_name\x18\x01 \x01(\t\x12\x17\n\x0f\x63ollection_name\x18\x02 \x01(\t\"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"@\n\x12LoadFromCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\">\n\x10SaveToCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"V\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"A\n\nCollection\x12\x0c\n\x04name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"F\n\x16GetCollectionsResponse\x12,\n\x0b\x63ollections\x18\x03 \x03(\x0b\x32\x17.dataflow.v1.Collection\"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"6\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\"\"\n\x13RunDataflowResponse\x12\x0b\n\x03row\x18\x01 \x03(\t*w\n\x08\x44\x61taType\x12\x19\n\x15\x44\x41TA_TYPE_UNSPECIFIED\x10\x00\x12\x14\n\x10\x44\x41TA_TYPE_STRING\x10\x01\x12\x11\n\rDATA_TYPE_INT\x10\x02\x12\x13\n\x0f\x44\x41TA_TYPE_FLOAT\x10\x03\x12\x12\n\x0e\x44\x41TA_TYPE_BOOL\x10\x04\x32m\n\x11IEFunctionService\x12X\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a\".dataflow.v1.RunIEFunctionResponse0\x01\x32\xba\x05\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a\".dataflow.v1.GetCollectionResponse0\x01\x12R\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a .dataflow.v1.RunDataflowResponse0\x01\x12\x46\n\x0bLoadFromCSV\x12\x1f.dataflow.v1.LoadFromCSVRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tSaveToCSV\x12\x1d.dataflow.v1.SaveToCSVRequest\x1a\x16.google.protobuf.Emptyb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto\"g\n\x14RunIEFunctionRequest\x12\x17\n\rfunction_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"\x19\n\nRowRequest\x12\x0b\n\x03row\x18\x01 \x03(\t\"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"@\n\x12LoadFromCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\">\n\x10SaveToCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"V\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"A\n\nCollection\x12\x0c\n\x04name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"F\n\x16GetCollectionsResponse\x12,\n\x0b\x63ollections\x18\x03 \x03(\x0b\x32\x17.dataflow.v1.Collection\"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"6\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\"\"\n\x13RunDataflowResponse\x12\x0b\n\x03row\x18\x01 \x03(\t*w\n\x08\x44\x61taType\x12\x19\n\x15\x44\x41TA_TYPE_UNSPECIFIED\x10\x00\x12\x14\n\x10\x44\x41TA_TYPE_STRING\x10\x01\x12\x11\n\rDATA_TYPE_INT\x10\x02\x12\x13\n\x0f\x44\x41TA_TYPE_FLOAT\x10\x03\x12\x12\n\x0e\x44\x41TA_TYPE_BOOL\x10\x04\x32o\n\x11IEFunctionService\x12Z\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a\".dataflow.v1.RunIEFunctionResponse(\x01\x30\x01\x32\xba\x05\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a\".dataflow.v1.GetCollectionResponse0\x01\x12R\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a .dataflow.v1.RunDataflowResponse0\x01\x12\x46\n\x0bLoadFromCSV\x12\x1f.dataflow.v1.LoadFromCSVRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tSaveToCSV\x12\x1d.dataflow.v1.SaveToCSVRequest\x1a\x16.google.protobuf.Emptyb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
 _builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'dataflow.v1.dataflow_pb2', _globals)
 if not _descriptor._USE_C_DESCRIPTORS:
   DESCRIPTOR._loaded_options = None
-  _globals['_DATATYPE']._serialized_start=883
-  _globals['_DATATYPE']._serialized_end=1002
+  _globals['_DATATYPE']._serialized_start=943
+  _globals['_DATATYPE']._serialized_end=1062
   _globals['_RUNIEFUNCTIONREQUEST']._serialized_start=72
-  _globals['_RUNIEFUNCTIONREQUEST']._serialized_end=142
-  _globals['_RUNIEFUNCTIONRESPONSE']._serialized_start=144
-  _globals['_RUNIEFUNCTIONRESPONSE']._serialized_end=180
-  _globals['_LOADFROMCSVREQUEST']._serialized_start=182
-  _globals['_LOADFROMCSVREQUEST']._serialized_end=246
-  _globals['_SAVETOCSVREQUEST']._serialized_start=248
-  _globals['_SAVETOCSVREQUEST']._serialized_end=310
-  _globals['_GETCOLLECTIONREQUEST']._serialized_start=312
-  _globals['_GETCOLLECTIONREQUEST']._serialized_end=359
-  _globals['_GETCOLLECTIONRESPONSE']._serialized_start=361
-  _globals['_GETCOLLECTIONRESPONSE']._serialized_end=397
-  _globals['_ADDROWREQUEST']._serialized_start=399
-  _globals['_ADDROWREQUEST']._serialized_end=452
-  _globals['_DELETEROWREQUEST']._serialized_start=454
-  _globals['_DELETEROWREQUEST']._serialized_end=510
-  _globals['_ADDCOLLECTIONREQUEST']._serialized_start=512
-  _globals['_ADDCOLLECTIONREQUEST']._serialized_end=598
-  _globals['_COLLECTION']._serialized_start=600
-  _globals['_COLLECTION']._serialized_end=665
-  _globals['_GETCOLLECTIONSRESPONSE']._serialized_start=667
-  _globals['_GETCOLLECTIONSRESPONSE']._serialized_end=737
-  _globals['_DELETECOLLECTIONREQUEST']._serialized_start=739
-  _globals['_DELETECOLLECTIONREQUEST']._serialized_end=789
-  _globals['_RUNDATAFLOWREQUEST']._serialized_start=791
-  _globals['_RUNDATAFLOWREQUEST']._serialized_end=845
-  _globals['_RUNDATAFLOWRESPONSE']._serialized_start=847
-  _globals['_RUNDATAFLOWRESPONSE']._serialized_end=881
-  _globals['_IEFUNCTIONSERVICE']._serialized_start=1004
-  _globals['_IEFUNCTIONSERVICE']._serialized_end=1113
-  _globals['_DATAFLOWSERVICE']._serialized_start=1116
-  _globals['_DATAFLOWSERVICE']._serialized_end=1814
+  _globals['_RUNIEFUNCTIONREQUEST']._serialized_end=175
+  _globals['_ROWREQUEST']._serialized_start=177
+  _globals['_ROWREQUEST']._serialized_end=202
+  _globals['_RUNIEFUNCTIONRESPONSE']._serialized_start=204
+  _globals['_RUNIEFUNCTIONRESPONSE']._serialized_end=240
+  _globals['_LOADFROMCSVREQUEST']._serialized_start=242
+  _globals['_LOADFROMCSVREQUEST']._serialized_end=306
+  _globals['_SAVETOCSVREQUEST']._serialized_start=308
+  _globals['_SAVETOCSVREQUEST']._serialized_end=370
+  _globals['_GETCOLLECTIONREQUEST']._serialized_start=372
+  _globals['_GETCOLLECTIONREQUEST']._serialized_end=419
+  _globals['_GETCOLLECTIONRESPONSE']._serialized_start=421
+  _globals['_GETCOLLECTIONRESPONSE']._serialized_end=457
+  _globals['_ADDROWREQUEST']._serialized_start=459
+  _globals['_ADDROWREQUEST']._serialized_end=512
+  _globals['_DELETEROWREQUEST']._serialized_start=514
+  _globals['_DELETEROWREQUEST']._serialized_end=570
+  _globals['_ADDCOLLECTIONREQUEST']._serialized_start=572
+  _globals['_ADDCOLLECTIONREQUEST']._serialized_end=658
+  _globals['_COLLECTION']._serialized_start=660
+  _globals['_COLLECTION']._serialized_end=725
+  _globals['_GETCOLLECTIONSRESPONSE']._serialized_start=727
+  _globals['_GETCOLLECTIONSRESPONSE']._serialized_end=797
+  _globals['_DELETECOLLECTIONREQUEST']._serialized_start=799
+  _globals['_DELETECOLLECTIONREQUEST']._serialized_end=849
+  _globals['_RUNDATAFLOWREQUEST']._serialized_start=851
+  _globals['_RUNDATAFLOWREQUEST']._serialized_end=905
+  _globals['_RUNDATAFLOWRESPONSE']._serialized_start=907
+  _globals['_RUNDATAFLOWRESPONSE']._serialized_end=941
+  _globals['_IEFUNCTIONSERVICE']._serialized_start=1064
+  _globals['_IEFUNCTIONSERVICE']._serialized_end=1175
+  _globals['_DATAFLOWSERVICE']._serialized_start=1178
+  _globals['_DATAFLOWSERVICE']._serialized_end=1876
 # @@protoc_insertion_point(module_scope)
diff --git a/spannerflow/dataflow/v1/dataflow_pb2_grpc.py b/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
index 29c1f42..36416c4 100644
--- a/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
+++ b/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
@@ -1,7 +1,6 @@
 # Generated by the gRPC Python protocol compiler plugin. DO NOT EDIT!
 """Client and server classes corresponding to protobuf-defined services."""
 import grpc
-import warnings
 
 from spannerflow.dataflow.v1 import dataflow_pb2 as dataflow_dot_v1_dot_dataflow__pb2
 from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
@@ -19,7 +18,7 @@
 if _version_not_supported:
     raise RuntimeError(
         f'The grpc package installed is at version {GRPC_VERSION},'
-        + f' but the generated code in dataflow/v1/dataflow_pb2_grpc.py depends on'
+        + ' but the generated code in dataflow/v1/dataflow_pb2_grpc.py depends on'
         + f' grpcio>={GRPC_GENERATED_VERSION}.'
         + f' Please upgrade your grpc module to grpcio>={GRPC_GENERATED_VERSION}'
         + f' or downgrade your generated code using grpcio-tools<={GRPC_VERSION}.'
@@ -35,7 +34,7 @@ def __init__(self, channel):
         Args:
             channel: A grpc.Channel.
         """
-        self.RunIEFunction = channel.unary_stream(
+        self.RunIEFunction = channel.stream_stream(
                 '/dataflow.v1.IEFunctionService/RunIEFunction',
                 request_serializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionRequest.SerializeToString,
                 response_deserializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionResponse.FromString,
@@ -45,7 +44,7 @@ def __init__(self, channel):
 class IEFunctionServiceServicer(object):
     """Missing associated documentation comment in .proto file."""
 
-    def RunIEFunction(self, request, context):
+    def RunIEFunction(self, request_iterator, context):
         """Missing associated documentation comment in .proto file."""
         context.set_code(grpc.StatusCode.UNIMPLEMENTED)
         context.set_details('Method not implemented!')
@@ -54,7 +53,7 @@ def RunIEFunction(self, request, context):
 
 def add_IEFunctionServiceServicer_to_server(servicer, server):
     rpc_method_handlers = {
-            'RunIEFunction': grpc.unary_stream_rpc_method_handler(
+            'RunIEFunction': grpc.stream_stream_rpc_method_handler(
                     servicer.RunIEFunction,
                     request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionRequest.FromString,
                     response_serializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionResponse.SerializeToString,
@@ -71,7 +70,7 @@ class IEFunctionService(object):
     """Missing associated documentation comment in .proto file."""
 
     @staticmethod
-    def RunIEFunction(request,
+    def RunIEFunction(request_iterator,
             target,
             options=(),
             channel_credentials=None,
@@ -81,8 +80,8 @@ def RunIEFunction(request,
             wait_for_ready=None,
             timeout=None,
             metadata=None):
-        return grpc.experimental.unary_stream(
-            request,
+        return grpc.experimental.stream_stream(
+            request_iterator,
             target,
             '/dataflow.v1.IEFunctionService/RunIEFunction',
             dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionRequest.SerializeToString,
diff --git a/spannerflow/grpc_server.py b/spannerflow/grpc_server.py
index 5e818df..593db98 100644
--- a/spannerflow/grpc_server.py
+++ b/spannerflow/grpc_server.py
@@ -1,6 +1,6 @@
 import asyncio
 import inspect
-from typing import AsyncGenerator, Generator, Iterable
+from typing import AsyncGenerator
 
 import grpc
 
@@ -35,19 +35,10 @@ def register_function(func):
 
 ## Example Functions Start ##
 @register_function
-async def async_greet(
-    rows: AsyncGenerator[Iterable[str], None],
-) -> AsyncGenerator[list[str], None]:
-    async for row in rows:
-        yield list(row) + ["Hello, World!"]
-
-
-@register_function
-def sync_greet(
-    rows: Generator[Iterable[str], None, None],
-) -> Generator[list[str], None, None]:
+def sync_greet(rows: list[list[str]]) -> list[list[str]]:
     for row in rows:
-        yield list(row) + ["Hello, World!"]
+        row += ["Hello, World!"]
+    return rows
 
 
 ## Example Functions End ##
@@ -56,44 +47,41 @@ def sync_greet(
 class IEFunctionService(dataflow_pb2_grpc.IEFunctionServiceServicer):
     async def RunIEFunction(
         self,
-        request: dataflow_pb2.RunIEFunctionRequest,  # type: ignore
+        request_iterator: AsyncGenerator[dataflow_pb2.RunIEFunctionRequest, None],  # type: ignore
         context,
     ) -> AsyncGenerator[dataflow_pb2.RunIEFunctionResponse, None]:  # type: ignore
-        collection_name = request.collection_name
-        function_name = request.function_name
-        func = _IE_FUNCTIONS.get(function_name)
-        if func is None:
-            context.set_details("IE Function not found.")
-            context.set_code(grpc.StatusCode.NOT_FOUND)
-            return  # Return early after setting the error
-        # TODO: Add support for more function structures
-        if inspect.isasyncgenfunction(func):
-            async for row in func(get_collection_async(collection_name)):
-                yield dataflow_pb2.RunIEFunctionResponse(row=row)  # type: ignore
-
-        else:
-            for row in func(get_collection_sync(collection_name)):
-                yield dataflow_pb2.RunIEFunctionResponse(row=row)  # type: ignore
-
-
-def get_collection_sync(collection_name):
-    with grpc.insecure_channel(config.DATAFLOW_ADDRESS) as channel:
-        stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
-        request = dataflow_pb2.GetCollectionRequest(collection_name=collection_name)  # type: ignore
-        response_iterator = stub.GetCollection(request)
-
-        for response in response_iterator:
-            yield response.row
-
-
-async def get_collection_async(collection_name):
-    async with grpc.aio.insecure_channel(config.DATAFLOW_ADDRESS) as channel:
-        stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
-        request = dataflow_pb2.GetCollectionRequest(collection_name=collection_name)  # type: ignore
-        response_iterator = stub.GetCollection(request)
-
-        async for response in response_iterator:
-            yield response.row
+        function_name = None
+        func = None
+        rows = []
+        async for request in request_iterator:
+            if request.HasField("function_name"):
+                # Extract the function_name from the first request
+                function_name = request.function_name
+                func = _IE_FUNCTIONS.get(function_name)
+
+                if func is None:
+                    context.set_details(f"IE Function '{function_name}' not found.")
+                    context.set_code(grpc.StatusCode.NOT_FOUND)
+                    return  # Return early after setting the error
+
+            elif request.HasField("row"):
+                if func is None:
+                    context.set_details("Function name must be provided before rows.")
+                    context.set_code(grpc.StatusCode.INVALID_ARGUMENT)
+                    return  # Function name must come first
+
+                rows.append([str(row) for row in request.row.row])
+
+        if function_name is None or func is None:
+            context.set_details("No function name provided.")
+            context.set_code(grpc.StatusCode.INVALID_ARGUMENT)
+            return
+
+        for row in func(rows):
+            response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore
+                row=[str(cell) for cell in row]
+            )
+            yield response
 
 
 async def run_server() -> None:
diff --git a/spannerflow/proto/dataflow/v1/dataflow.proto b/spannerflow/proto/dataflow/v1/dataflow.proto
index b7d59bb..4ab0a78 100644
--- a/spannerflow/proto/dataflow/v1/dataflow.proto
+++ b/spannerflow/proto/dataflow/v1/dataflow.proto
@@ -4,12 +4,18 @@ package dataflow.v1;
 import "google/protobuf/empty.proto";
 
 service IEFunctionService {
-    rpc RunIEFunction (RunIEFunctionRequest) returns (stream RunIEFunctionResponse);
+    rpc RunIEFunction (stream RunIEFunctionRequest) returns (stream RunIEFunctionResponse);
 }
 
 message RunIEFunctionRequest {
-    string function_name = 1;
-    string collection_name = 2;
+    oneof message_type {
+        string function_name = 1;
+        RowRequest row = 2;
+    }
+}
+
+message RowRequest {
+    repeated string row = 1;
 }
 
 message RunIEFunctionResponse {
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index eb0d32f..d7e5dca 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -350,6 +350,8 @@ def get_ie_map_code(
                 )
                 code = f"let {node_str} = {prev_node_str}.map(|{get_node_schema(graph, prev_nodes[0])}| ({get_node_schema(graph, prev_nodes[0])}, !{get_node_schema(graph, prev_nodes[0])}));"
             case _:
+                ie_map_template = self._template_env.get_template("ie_map.rs.jinja2")
+                code = ie_map_template.render()
                 raise ValueError(
                     f"Unsupported IE Map function: {graph.nodes[node]['name']}"
                 )
diff --git a/spannerflow/templates/Cargo.toml.jinja2 b/spannerflow/templates/Cargo.toml.jinja2
index 55b37c8..efe936d 100644
--- a/spannerflow/templates/Cargo.toml.jinja2
+++ b/spannerflow/templates/Cargo.toml.jinja2
@@ -9,12 +9,13 @@ path = "src/{{ rust_file_name }}"
 
 [dependencies]
 {% for dependency in dependencies %}
-{{ dependency.name }} = "{{ dependency.version }}"
-{% endfor %}
+{% if dependency.json %}
+{{ dependency.name }} = {{ dependency.json }}
+{% else %}
+{{ dependency.name }} = "{{ dependency.version }}"{% endif %}{% endfor %}
 
 [build-dependencies]
 {% for dependency in build_dependencies %}
-{{ dependency.name }} = "{{ dependency.version }}"
-{% endfor %}
+{{ dependency.name }} = "{{ dependency.version }}"{% endfor %}
 
 [workspace]
\ No newline at end of file
diff --git a/spannerflow/templates/ie_map.rs.jinja2 b/spannerflow/templates/ie_map.rs.jinja2
new file mode 100644
index 0000000..e69de29
diff --git a/spannerflow/templates/rust_dataflow.rs.jinja2 b/spannerflow/templates/rust_dataflow.rs.jinja2
index 3c3ca26..25b6718 100644
--- a/spannerflow/templates/rust_dataflow.rs.jinja2
+++ b/spannerflow/templates/rust_dataflow.rs.jinja2
@@ -8,8 +8,13 @@ use differential_dataflow::input::InputSession;
 use differential_dataflow::operators::*;
 
 use tonic::Request;
+
 use ordered_float::OrderedFloat;
 
+use futures::stream::{self};
+
+use tokio::runtime::Runtime;
+
 use dataflow::ie_function_service_client::IeFunctionServiceClient;
 use dataflow::*;
 
@@ -33,28 +38,36 @@ macro_rules! tuple_to_vec_string {
     };
 }
 
-pub async fn run_ie_function(
-    server_address: String,
-    function_name: String,
-    collection_name: String,
-) -> Result<Vec<Vec<String>>, Box<dyn std::error::Error>> {
-    let mut client = IeFunctionServiceClient::connect(server_address).await?;
+fn run_ie_function(address: String, function_name: String, data: Vec<Vec<String>> ) -> Result<Vec<Vec<String>>, Box<dyn std::error::Error>> {
+    let rt = Runtime::new()?;
+
+    rt.block_on(async {
+        let mut output: Vec<Vec<String>> = vec![];
+        let mut client = IeFunctionServiceClient::connect(address).await.unwrap();
+
+        let mut requests: Vec<RunIeFunctionRequest> = vec![
+            RunIeFunctionRequest {
+                message_type: Some(run_ie_function_request::MessageType::FunctionName(function_name)),
+            },
+        ];
+        for row in data {
+            requests.push(RunIeFunctionRequest {
+                message_type: Some(run_ie_function_request::MessageType::Row(RowRequest {
+                    row: row,
+                })),
+            });
+        }
 
-    let request = RunIeFunctionRequest {
-        function_name,
-        collection_name,
-    };
+        let request_stream = stream::iter(requests);
 
-    let response = client.run_ie_function(Request::new(request)).await?;
+        let mut response_stream = client.run_ie_function(Request::new(request_stream)).await?.into_inner(); // Declare as mutable since we need to iterate over it
 
-    let mut results = Vec::new();
-    let mut response_stream = response.into_inner();
-    
-    while let Some(response) = response_stream.message().await? {
-        results.push(response.row);
-    }
+        while let Some(response) = response_stream.message().await? {            
+            output.push(response.row.clone());
+        }
 
-    Ok(results)
+        Ok::<Vec<Vec<String>>, Box<dyn std::error::Error>>(output)
+    })
 }
 
 #[no_mangle]
@@ -67,7 +80,7 @@ pub extern "C" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<Strin
 
         let _ = timely::execute_from_args(std::env::args(), move |worker| {
         {% for key,value in sources.items() %}
-            let mut input_{{value['name']}}: InputSession::<usize, ({% for element in value['schema'] %} {{ element }} {% if not loop.last %}, {% endif %}{% endfor %}), isize> = InputSession::new();
+            let mut input_{{value['name']}}: InputSession::<usize, ({% for element in value['schema'] %}{{ element }}{% if not loop.last %}, {% endif %}{% endfor %}), isize> = InputSession::new();
         {% endfor %}
             worker.dataflow(|scope| {
             {% for node in top_sort %}

From e6b442fee97ef972021cebe1d40c0b8df841bc4d Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 17 Oct 2024 08:17:51 +0300
Subject: [PATCH 054/277] WIP: ie functions

---
 .pre-commit-config.yaml                      | 12 ++++++-----
 README.md                                    |  2 +-
 pyproject.toml                               | 12 ++++++-----
 spannerflow/dataflow/v1/dataflow_pb2.py      |  1 +
 spannerflow/dataflow/v1/dataflow_pb2_grpc.py |  3 ++-
 spannerflow/engine.py                        |  6 +++++-
 spannerflow/rust_dataflow.py                 | 19 +++++++++++++++---
 spannerflow/src/main.rs                      | 17 ++++++++++++----
 spannerflow/templates/ie_map.rs.jinja2       | 21 ++++++++++++++++++++
 9 files changed, 73 insertions(+), 20 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 90c9fce..9ace5a7 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -5,30 +5,32 @@ repos:
       - id: mypy
         language: system
         entry: poetry run mypy
-        args: ["--config-file=pyproject.toml"]
+        args: [
+            "--config-file=pyproject.toml"
+        ]
 
 
   - repo: https://github.com/pre-commit/mirrors-isort
     rev: 'v5.10.1'
     hooks:
       - id: isort
-        exclude: '.*_pb2\.py$|.*_pb2_grpc\.py$'
+        exclude: '.*_pb2\.pyi$|.*_pb2\.py$|.*_pb2_grpc\.py$'
 
 
   - repo: https://github.com/psf/black-pre-commit-mirror
     rev: '24.8.0'
     hooks:
       - id: black
-        exclude: '.*_pb2\.py$|.*_pb2_grpc\.py$'
+        exclude: '.*_pb2\.pyi$|.*_pb2\.py$|.*_pb2_grpc\.py$'
         language_version: python3
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
     rev: 'v0.6.9'
     hooks:
     - id: ruff
-      exclude: '.*_pb2\.py$|.*_pb2_grpc\.py$'
+      exclude: '.*_pb2\.pyi$|.*_pb2\.py$|.*_pb2_grpc\.py$'
     - id: ruff-format
-      exclude: '.*_pb2\.py$|.*_pb2_grpc\.py$'
+      exclude: '.*_pb2\.pyi$|.*_pb2\.py$|.*_pb2_grpc\.py$'
 
   - repo: https://github.com/bufbuild/buf
     rev: v1.44.0
diff --git a/README.md b/README.md
index a23268f..09b9b5d 100644
--- a/README.md
+++ b/README.md
@@ -8,7 +8,7 @@ poetry install
 pre-commit install
 
 cd spannerflow/proto
-python -m grpc_tools.protoc -I. --python_out=.. --grpc_python_out=.. ./dataflow/v1/dataflow.proto
+python -m grpc_tools.protoc -I. --python_out=.. --pyi_out=.. --grpc_python_out=.. ./dataflow/v1/dataflow.proto
 # TODO: Patch imports and ignore mypy on generated files
 cd ../..
 pre-commit run --all-files
diff --git a/pyproject.toml b/pyproject.toml
index 33e4aad..0595531 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -19,8 +19,8 @@ include = [
 
 [tool.poetry.dependencies]
 python = "^3.12"
-grpcio = "^1.66.2"
-grpcio-tools = "^1.66.2"
+grpcio = "^1.67.0"
+grpcio-tools = "^1.67.0"
 aiohttp = "^3.10.9"
 jinja2 = "^3.1.4"
 nbdev = "^2.3.31"
@@ -33,9 +33,9 @@ pre-commit = "^4.0.0"
 isort = "^5.13.2"
 black = "^24.8.0"
 types-protobuf = "^5.28.0.20240924"
-types-requests = "^2.32.0.20240914"
+types-requests = "^2.32.0.20241016"
 ruff = "^0.6.9"
-mypy = "^1.11.2"
+mypy = "^1.12.0"
 maturin = "^1.7.4"
 pytest = "^8.3.3"
 bandit = "^1.7.10"
@@ -50,9 +50,11 @@ build-backend = "poetry.core.masonry.api"
 [tool.mypy]
 python_version = "3.12"
 ignore_missing_imports = true
+
 exclude = [
+    "spannerflow/dataflow/v1/dataflow_pb2.pyi",
     "spannerflow/dataflow/v1/dataflow_pb2.py",
-    "spannerflow/dataflow/v1/dataflow_pb2_grpc.py",
+    "spannerflow/dataflow/v1/dataflow_pb2_grpc.py"
 ]
 
 [tool.isort]
diff --git a/spannerflow/dataflow/v1/dataflow_pb2.py b/spannerflow/dataflow/v1/dataflow_pb2.py
index bfd4063..c1f4c39 100644
--- a/spannerflow/dataflow/v1/dataflow_pb2.py
+++ b/spannerflow/dataflow/v1/dataflow_pb2.py
@@ -22,6 +22,7 @@
 _sym_db = _symbol_database.Default()
 
 
+from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
 
 
 DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto\"g\n\x14RunIEFunctionRequest\x12\x17\n\rfunction_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"\x19\n\nRowRequest\x12\x0b\n\x03row\x18\x01 \x03(\t\"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"@\n\x12LoadFromCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\">\n\x10SaveToCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"V\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"A\n\nCollection\x12\x0c\n\x04name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"F\n\x16GetCollectionsResponse\x12,\n\x0b\x63ollections\x18\x03 \x03(\x0b\x32\x17.dataflow.v1.Collection\"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"6\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\"\"\n\x13RunDataflowResponse\x12\x0b\n\x03row\x18\x01 \x03(\t*w\n\x08\x44\x61taType\x12\x19\n\x15\x44\x41TA_TYPE_UNSPECIFIED\x10\x00\x12\x14\n\x10\x44\x41TA_TYPE_STRING\x10\x01\x12\x11\n\rDATA_TYPE_INT\x10\x02\x12\x13\n\x0f\x44\x41TA_TYPE_FLOAT\x10\x03\x12\x12\n\x0e\x44\x41TA_TYPE_BOOL\x10\x04\x32o\n\x11IEFunctionService\x12Z\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a\".dataflow.v1.RunIEFunctionResponse(\x01\x30\x01\x32\xba\x05\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a\".dataflow.v1.GetCollectionResponse0\x01\x12R\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a .dataflow.v1.RunDataflowResponse0\x01\x12\x46\n\x0bLoadFromCSV\x12\x1f.dataflow.v1.LoadFromCSVRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tSaveToCSV\x12\x1d.dataflow.v1.SaveToCSVRequest\x1a\x16.google.protobuf.Emptyb\x06proto3')
diff --git a/spannerflow/dataflow/v1/dataflow_pb2_grpc.py b/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
index 36416c4..929cc3a 100644
--- a/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
+++ b/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
@@ -1,6 +1,7 @@
 # Generated by the gRPC Python protocol compiler plugin. DO NOT EDIT!
 """Client and server classes corresponding to protobuf-defined services."""
 import grpc
+import warnings
 
 from spannerflow.dataflow.v1 import dataflow_pb2 as dataflow_dot_v1_dot_dataflow__pb2
 from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
@@ -18,7 +19,7 @@
 if _version_not_supported:
     raise RuntimeError(
         f'The grpc package installed is at version {GRPC_VERSION},'
-        + ' but the generated code in dataflow/v1/dataflow_pb2_grpc.py depends on'
+        + f' but the generated code in dataflow/v1/dataflow_pb2_grpc.py depends on'
         + f' grpcio>={GRPC_GENERATED_VERSION}.'
         + f' Please upgrade your grpc module to grpcio>={GRPC_GENERATED_VERSION}'
         + f' or downgrade your generated code using grpcio-tools<={GRPC_VERSION}.'
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 81e2f89..5e9a2ef 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -77,7 +77,11 @@ def delete_row(self, collection_name: str, row: list[Any]) -> None:
             )
             stub.DeleteRow(request)
 
-    def add_collection(self, collection_name: str, schema: list[int]) -> None:
+    def add_collection(
+        self,
+        collection_name: str,
+        schema: list[dataflow_pb2.DataType],  # type: ignore
+    ) -> None:
         with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
             request = dataflow_pb2.AddCollectionRequest(  # type: ignore
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index d7e5dca..56f42fa 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -338,6 +338,9 @@ def get_ie_map_code(
     ) -> str:
         prev_nodes = list(graph.pred[node])
         node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
+        prev_node_str = self.get_prev_node_str(
+            prev_nodes[0], anchor=anchor, in_iterate=in_iterate
+        )
         match graph.nodes[node]["name"]:
             case "not":
                 if len(prev_nodes) != 1:
@@ -351,9 +354,19 @@ def get_ie_map_code(
                 code = f"let {node_str} = {prev_node_str}.map(|{get_node_schema(graph, prev_nodes[0])}| ({get_node_schema(graph, prev_nodes[0])}, !{get_node_schema(graph, prev_nodes[0])}));"
             case _:
                 ie_map_template = self._template_env.get_template("ie_map.rs.jinja2")
-                code = ie_map_template.render()
-                raise ValueError(
-                    f"Unsupported IE Map function: {graph.nodes[node]['name']}"
+                code = ie_map_template.render(
+                    output_node=node_str,
+                    prev_node=prev_node_str,
+                    grpc_address=f"http://{self._config.LISTEN_ADDRESS}",
+                    function_name=graph.nodes[node]["name"],
+                    in_schema=self.get_col_schema(
+                        graph.nodes[node]["schema"][
+                            : len(graph.nodes[node]["in_schema"])
+                        ]
+                    ),
+                    out_schema_len=len(graph.nodes[node]["out_schema"]),
+                    in_schema_len=len(graph.nodes[node]["in_schema"]),
+                    out_schema_types=graph.nodes[node]["schema_types"],
                 )
         return code
 
diff --git a/spannerflow/src/main.rs b/spannerflow/src/main.rs
index eb19324..b11bf2e 100644
--- a/spannerflow/src/main.rs
+++ b/spannerflow/src/main.rs
@@ -1,5 +1,7 @@
+use std::any::Any;
 use std::collections::HashMap;
 use std::env;
+use std::panic;
 use std::sync::{Mutex, MutexGuard};
 use csv;
 
@@ -422,15 +424,22 @@ fn run_dataflow_so(so_path: String, fn_name: String) -> Result<Vec<Vec<String>>,
             eprintln!("Failed to load library from path {}: {:?}", so_path, e);
             Status::not_found("Failed to load shared library")
         })?;
-
         let function: Symbol<unsafe extern "C" fn(&HashMap<String, Vec<Vec<String>>>) -> Vec<Vec<String>>> = lib.get(fn_name.as_bytes()).map_err(|e| {
             eprintln!("Failed to get function {}: {:?}", fn_name, e);
             Status::not_found("Failed to get function from library")
         })?;
         let collections_guard: MutexGuard<HashMap<String, Vec<Vec<String>>>> = COLLECTIONS.lock().unwrap();
-        let output: Vec<Vec<String>> = function(&*collections_guard);
-        println!("{:?}", output);
+        let result: Result<Vec<Vec<String>>, Box<dyn Any + Send>> = panic::catch_unwind(|| {
+            let output = function(&*collections_guard);
+            output
+        });
         std::mem::drop(lib);
-        return Ok(output)
+        match result {
+            Ok(output) => Ok(output),
+            Err(_) => {
+                eprintln!("Panic occurred while running the dataflow function");
+                Err(Status::internal("Panic occurred during execution"))
+            }
+        }   
     }
 }
diff --git a/spannerflow/templates/ie_map.rs.jinja2 b/spannerflow/templates/ie_map.rs.jinja2
index e69de29..41d10e2 100644
--- a/spannerflow/templates/ie_map.rs.jinja2
+++ b/spannerflow/templates/ie_map.rs.jinja2
@@ -0,0 +1,21 @@
+let {{ output_node }} = {{ prev_node}}
+                            .map(|{{ in_schema }}| ({{ in_schema }}, 0))
+                            .reduce(|key, input, output| {
+                                let mut ie_input = vec![];
+                                for (val, cnt) in input.iter() {
+                                    ie_input.push(tuple_to_vec_string!( 
+                                        key
+                                    ));
+                                }
+                                match run_ie_function("{{ grpc_address }}".to_string(), "{{ function_name }}".to_string(), ie_input) {
+                                    Ok(results) => {
+                                        for i in results {
+                                            output.push((i, 1));
+                                        }
+                                    },
+                                    Err(e) => {
+                                        eprintln!("Failed to run IE function: {}", e); // Log the error
+                                    }
+                                }                            
+                            })
+                            .map(|(key, val)| ({% if in_schema_len > 1 %}{% for index in range(in_schema_len) %}key.{{ index }}, {% endfor %}{% else %}key, {% endif %} {% for index in range(out_schema_len) %}val[{{ index }}].clone(){% if not loop.last %}, {% endif%}{% endfor %} ));
\ No newline at end of file

From 575a660c554f7aa18d5225d4aa577b1da8beab26 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 17 Oct 2024 08:20:14 +0300
Subject: [PATCH 055/277] WIP: ie functions

---
 spannerflow/dataflow/v1/dataflow_pb2.pyi     | 127 +++++++++++++++++++
 spannerflow/dataflow/v1/dataflow_pb2_grpc.py |   2 +-
 2 files changed, 128 insertions(+), 1 deletion(-)
 create mode 100644 spannerflow/dataflow/v1/dataflow_pb2.pyi

diff --git a/spannerflow/dataflow/v1/dataflow_pb2.pyi b/spannerflow/dataflow/v1/dataflow_pb2.pyi
new file mode 100644
index 0000000..1989d95
--- /dev/null
+++ b/spannerflow/dataflow/v1/dataflow_pb2.pyi
@@ -0,0 +1,127 @@
+from google.protobuf import empty_pb2 as _empty_pb2
+from google.protobuf.internal import containers as _containers
+from google.protobuf.internal import enum_type_wrapper as _enum_type_wrapper
+from google.protobuf import descriptor as _descriptor
+from google.protobuf import message as _message
+from typing import ClassVar as _ClassVar, Iterable as _Iterable, Mapping as _Mapping, Optional as _Optional, Union as _Union
+
+DESCRIPTOR: _descriptor.FileDescriptor
+
+class DataType(int, metaclass=_enum_type_wrapper.EnumTypeWrapper):
+    __slots__ = ()
+    DATA_TYPE_UNSPECIFIED: _ClassVar[DataType]
+    DATA_TYPE_STRING: _ClassVar[DataType]
+    DATA_TYPE_INT: _ClassVar[DataType]
+    DATA_TYPE_FLOAT: _ClassVar[DataType]
+    DATA_TYPE_BOOL: _ClassVar[DataType]
+DATA_TYPE_UNSPECIFIED: DataType
+DATA_TYPE_STRING: DataType
+DATA_TYPE_INT: DataType
+DATA_TYPE_FLOAT: DataType
+DATA_TYPE_BOOL: DataType
+
+class RunIEFunctionRequest(_message.Message):
+    __slots__ = ("function_name", "row")
+    FUNCTION_NAME_FIELD_NUMBER: _ClassVar[int]
+    ROW_FIELD_NUMBER: _ClassVar[int]
+    function_name: str
+    row: RowRequest
+    def __init__(self, function_name: _Optional[str] = ..., row: _Optional[_Union[RowRequest, _Mapping]] = ...) -> None: ...
+
+class RowRequest(_message.Message):
+    __slots__ = ("row",)
+    ROW_FIELD_NUMBER: _ClassVar[int]
+    row: _containers.RepeatedScalarFieldContainer[str]
+    def __init__(self, row: _Optional[_Iterable[str]] = ...) -> None: ...
+
+class RunIEFunctionResponse(_message.Message):
+    __slots__ = ("row",)
+    ROW_FIELD_NUMBER: _ClassVar[int]
+    row: _containers.RepeatedScalarFieldContainer[str]
+    def __init__(self, row: _Optional[_Iterable[str]] = ...) -> None: ...
+
+class LoadFromCSVRequest(_message.Message):
+    __slots__ = ("collection_name", "file_path")
+    COLLECTION_NAME_FIELD_NUMBER: _ClassVar[int]
+    FILE_PATH_FIELD_NUMBER: _ClassVar[int]
+    collection_name: str
+    file_path: str
+    def __init__(self, collection_name: _Optional[str] = ..., file_path: _Optional[str] = ...) -> None: ...
+
+class SaveToCSVRequest(_message.Message):
+    __slots__ = ("collection_name", "file_path")
+    COLLECTION_NAME_FIELD_NUMBER: _ClassVar[int]
+    FILE_PATH_FIELD_NUMBER: _ClassVar[int]
+    collection_name: str
+    file_path: str
+    def __init__(self, collection_name: _Optional[str] = ..., file_path: _Optional[str] = ...) -> None: ...
+
+class GetCollectionRequest(_message.Message):
+    __slots__ = ("collection_name",)
+    COLLECTION_NAME_FIELD_NUMBER: _ClassVar[int]
+    collection_name: str
+    def __init__(self, collection_name: _Optional[str] = ...) -> None: ...
+
+class GetCollectionResponse(_message.Message):
+    __slots__ = ("row",)
+    ROW_FIELD_NUMBER: _ClassVar[int]
+    row: _containers.RepeatedScalarFieldContainer[str]
+    def __init__(self, row: _Optional[_Iterable[str]] = ...) -> None: ...
+
+class AddRowRequest(_message.Message):
+    __slots__ = ("collection_name", "row")
+    COLLECTION_NAME_FIELD_NUMBER: _ClassVar[int]
+    ROW_FIELD_NUMBER: _ClassVar[int]
+    collection_name: str
+    row: _containers.RepeatedScalarFieldContainer[str]
+    def __init__(self, collection_name: _Optional[str] = ..., row: _Optional[_Iterable[str]] = ...) -> None: ...
+
+class DeleteRowRequest(_message.Message):
+    __slots__ = ("collection_name", "row")
+    COLLECTION_NAME_FIELD_NUMBER: _ClassVar[int]
+    ROW_FIELD_NUMBER: _ClassVar[int]
+    collection_name: str
+    row: _containers.RepeatedScalarFieldContainer[str]
+    def __init__(self, collection_name: _Optional[str] = ..., row: _Optional[_Iterable[str]] = ...) -> None: ...
+
+class AddCollectionRequest(_message.Message):
+    __slots__ = ("collection_name", "schema")
+    COLLECTION_NAME_FIELD_NUMBER: _ClassVar[int]
+    SCHEMA_FIELD_NUMBER: _ClassVar[int]
+    collection_name: str
+    schema: _containers.RepeatedScalarFieldContainer[DataType]
+    def __init__(self, collection_name: _Optional[str] = ..., schema: _Optional[_Iterable[_Union[DataType, str]]] = ...) -> None: ...
+
+class Collection(_message.Message):
+    __slots__ = ("name", "schema")
+    NAME_FIELD_NUMBER: _ClassVar[int]
+    SCHEMA_FIELD_NUMBER: _ClassVar[int]
+    name: str
+    schema: _containers.RepeatedScalarFieldContainer[DataType]
+    def __init__(self, name: _Optional[str] = ..., schema: _Optional[_Iterable[_Union[DataType, str]]] = ...) -> None: ...
+
+class GetCollectionsResponse(_message.Message):
+    __slots__ = ("collections",)
+    COLLECTIONS_FIELD_NUMBER: _ClassVar[int]
+    collections: _containers.RepeatedCompositeFieldContainer[Collection]
+    def __init__(self, collections: _Optional[_Iterable[_Union[Collection, _Mapping]]] = ...) -> None: ...
+
+class DeleteCollectionRequest(_message.Message):
+    __slots__ = ("collection_name",)
+    COLLECTION_NAME_FIELD_NUMBER: _ClassVar[int]
+    collection_name: str
+    def __init__(self, collection_name: _Optional[str] = ...) -> None: ...
+
+class RunDataflowRequest(_message.Message):
+    __slots__ = ("so_path", "fn_name")
+    SO_PATH_FIELD_NUMBER: _ClassVar[int]
+    FN_NAME_FIELD_NUMBER: _ClassVar[int]
+    so_path: str
+    fn_name: str
+    def __init__(self, so_path: _Optional[str] = ..., fn_name: _Optional[str] = ...) -> None: ...
+
+class RunDataflowResponse(_message.Message):
+    __slots__ = ("row",)
+    ROW_FIELD_NUMBER: _ClassVar[int]
+    row: _containers.RepeatedScalarFieldContainer[str]
+    def __init__(self, row: _Optional[_Iterable[str]] = ...) -> None: ...
diff --git a/spannerflow/dataflow/v1/dataflow_pb2_grpc.py b/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
index 929cc3a..f5a7b0c 100644
--- a/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
+++ b/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
@@ -6,7 +6,7 @@
 from spannerflow.dataflow.v1 import dataflow_pb2 as dataflow_dot_v1_dot_dataflow__pb2
 from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
 
-GRPC_GENERATED_VERSION = '1.66.2'
+GRPC_GENERATED_VERSION = '1.67.0'
 GRPC_VERSION = grpc.__version__
 _version_not_supported = False
 

From d50aaf675285251bd7b3375045cada2941e0ec5c Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 17 Oct 2024 09:39:38 +0300
Subject: [PATCH 056/277] bugfix: load multiple libraries

---
 spannerflow/config.py        |  6 +++---
 spannerflow/rust_dataflow.py |  6 +++---
 spannerflow/src/main.rs      | 37 ++++++++++++++++++++----------------
 3 files changed, 27 insertions(+), 22 deletions(-)

diff --git a/spannerflow/config.py b/spannerflow/config.py
index 0f8a743..cefdbe0 100644
--- a/spannerflow/config.py
+++ b/spannerflow/config.py
@@ -10,7 +10,7 @@ class Config:
     DATAFLOW_PORT: int = 50051
     DATAFLOW_IP: str = "localhost"
     DATAFLOW_ADDRESS: str = f"{DATAFLOW_IP}:{DATAFLOW_PORT}"
-    GENERATED_RUST_PROJECT_PATH: Path = Path("generated_rust")
+    GENERATED_RUST_PROJECT_PATH: Path = Path(__file__).parent.joinpath("generated_rust")
     TEMPLATES_PATH: Path = Path(__file__).parent.joinpath("templates")
     CARGO_TOML_TEMPLATE_NAME: str = "Cargo.toml.jinja2"
     RUST_FILE_TEMPLATE_NAME: str = "rust_dataflow.rs.jinja2"
@@ -33,9 +33,9 @@ class Config:
             {"name": "tonic-build", "version": "0.12.3"},
         ]
     )
-    PROTO_DIR_PATH: Path = Path("spannerflow").joinpath("proto").absolute()
+    PROTO_DIR_PATH: Path = Path(__file__).parent.joinpath("proto").absolute()
     PROTO_FILE_PATH: Path = PROTO_DIR_PATH.joinpath("dataflow", "v1", "dataflow.proto")
-    LOGS_DIR: Path = Path("logs")
+    LOGS_DIR: Path = Path(__file__).parent.joinpath("logs")
     RUST_SERVER_LOG_PATH: Path = LOGS_DIR.joinpath("rust_server.log")
     RUST_SERVER_BUILD_LOG_PATH: Path = LOGS_DIR.joinpath("rust_server_build.log")
     RUST_SO_BUILD_LOG_PATH: Path = LOGS_DIR.joinpath("rust_so_build.log")
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 56f42fa..f6eb7a9 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -600,7 +600,7 @@ def create_cargo_toml(self, timestamp: str) -> None:
         )
 
         output_text = template.render(
-            project_name=self._config.RUST_PROJECT_NAME,
+            project_name=f"{self._config.RUST_PROJECT_NAME}{self._query_id}",
             rust_file_name=f"{timestamp}.rs",
             dependencies=self._config.RUST_DEPENDENCIES,
             build_dependencies=self._config.RUST_BUILD_DEPEDENCIES,
@@ -615,7 +615,6 @@ def create_rust_file(self, timestamp: str, graph: nx.DiGraph) -> None:
         flow_code = self.generate_graph_code(graph)
         reduced, _ = reduced_graph(graph)
         output_node, output_vars = self.get_output_data(reduced)
-        self._query_id += 1
         output_text = template.render(
             sources=self.get_sources_data(graph),
             flow_code=flow_code,
@@ -647,6 +646,7 @@ def build_so(self, graph: nx.DiGraph) -> tuple[Path, str]:
             parents=True, exist_ok=True
         )
         timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
+        self._query_id += 1
         self.create_cargo_toml(timestamp)
         self.create_rust_file(timestamp, graph)
         self.create_rust_build_file()
@@ -657,7 +657,7 @@ def build_so(self, graph: nx.DiGraph) -> tuple[Path, str]:
             self._config.RUST_SO_BUILD_LOG_PATH,
         )
         # Determine file extension based on the platform
-        crate_name = self._config.RUST_PROJECT_NAME
+        crate_name = f"{self._config.RUST_PROJECT_NAME}{self._query_id}"
         if os.name == "posix":  # Linux/macOS
             if os.uname().sysname == "Darwin":
                 extension = ".dylib"  # macOS
diff --git a/spannerflow/src/main.rs b/spannerflow/src/main.rs
index b11bf2e..08c8a68 100644
--- a/spannerflow/src/main.rs
+++ b/spannerflow/src/main.rs
@@ -400,7 +400,6 @@ impl DataflowService for MyDataflowService {
         else {
             return Err(Status::internal("Failed to run dataflow"));
         }
-
     }
 }
 
@@ -424,22 +423,28 @@ fn run_dataflow_so(so_path: String, fn_name: String) -> Result<Vec<Vec<String>>,
             eprintln!("Failed to load library from path {}: {:?}", so_path, e);
             Status::not_found("Failed to load shared library")
         })?;
-        let function: Symbol<unsafe extern "C" fn(&HashMap<String, Vec<Vec<String>>>) -> Vec<Vec<String>>> = lib.get(fn_name.as_bytes()).map_err(|e| {
-            eprintln!("Failed to get function {}: {:?}", fn_name, e);
-            Status::not_found("Failed to get function from library")
-        })?;
-        let collections_guard: MutexGuard<HashMap<String, Vec<Vec<String>>>> = COLLECTIONS.lock().unwrap();
-        let result: Result<Vec<Vec<String>>, Box<dyn Any + Send>> = panic::catch_unwind(|| {
-            let output = function(&*collections_guard);
-            output
-        });
-        std::mem::drop(lib);
-        match result {
-            Ok(output) => Ok(output),
+        let function: Symbol<unsafe extern "C" fn(&HashMap<String, Vec<Vec<String>>>) -> Vec<Vec<String>>> = match lib.get(fn_name.as_bytes()) {
+            Ok(func) => func,
+            Err(e) => {
+                eprintln!("Failed to get function {}: {:?}", fn_name, e);
+                std::mem::drop(lib); // Drop the library before returning
+                return Err(Status::not_found("Failed to get function from library"));
+            }
+        };
+
+        // Acquire the lock on collections
+        let collections_guard = match COLLECTIONS.lock() {
+            Ok(guard) => guard,
             Err(_) => {
-                eprintln!("Panic occurred while running the dataflow function");
-                Err(Status::internal("Panic occurred during execution"))
+                eprintln!("Failed to lock collections");
+                std::mem::drop(lib);
+                return Err(Status::internal("Failed to lock collections"));
             }
-        }   
+        };
+
+        let output: Vec<Vec<String>> = function(&*collections_guard);
+        // Drop the library immediately after using it
+        std::mem::drop(lib);
+        return Ok(output)
     }
 }

From de559dfcaaa8f7b9ffc84a85750c279aa06dbdcf Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 17 Oct 2024 10:11:34 +0300
Subject: [PATCH 057/277] bugfix: ie function infra

---
 spannerflow/grpc_server.py | 59 ++++++++++++--------------------------
 1 file changed, 18 insertions(+), 41 deletions(-)

diff --git a/spannerflow/grpc_server.py b/spannerflow/grpc_server.py
index 593db98..727871a 100644
--- a/spannerflow/grpc_server.py
+++ b/spannerflow/grpc_server.py
@@ -1,50 +1,24 @@
 import asyncio
-import inspect
-from typing import AsyncGenerator
+from typing import Any, AsyncGenerator, Callable
 
 import grpc
 
 from spannerflow.config import Config
 from spannerflow.dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc
 
-_IE_FUNCTIONS = {}
-
-
 config = Config()
 
 
-def register_function(func):
-    signature = inspect.signature(func)
-    parameters = signature.parameters
-    mandatory_count = sum(
-        1
-        for p in parameters.values()
-        if p.default == inspect.Parameter.empty
-        and p.kind
-        not in (inspect.Parameter.VAR_KEYWORD, inspect.Parameter.VAR_POSITIONAL)
-    )
-
-    if mandatory_count > 1 or len(parameters) == 0:
-        raise ValueError(
-            f"{func.__name__} must have at least one argument. and at most one not default argument"
-        )
-
-    _IE_FUNCTIONS[func.__name__] = func
-    return func
-
-
-## Example Functions Start ##
-@register_function
-def sync_greet(rows: list[list[str]]) -> list[list[str]]:
-    for row in rows:
-        row += ["Hello, World!"]
-    return rows
-
-
-## Example Functions End ##
-
-
 class IEFunctionService(dataflow_pb2_grpc.IEFunctionServiceServicer):
+    def __init__(
+        self,
+        ie_functions: dict[
+            str, tuple[str, Callable[[Any], Any], list[type], list[type]]
+        ],
+    ):
+        super().__init__()
+        self._ie_functions = ie_functions
+
     async def RunIEFunction(
         self,
         request_iterator: AsyncGenerator[dataflow_pb2.RunIEFunctionRequest, None],  # type: ignore
@@ -57,12 +31,13 @@ async def RunIEFunction(
             if request.HasField("function_name"):
                 # Extract the function_name from the first request
                 function_name = request.function_name
-                func = _IE_FUNCTIONS.get(function_name)
+                func_tuple = self._ie_functions.get(function_name)
 
-                if func is None:
+                if func_tuple is None:
                     context.set_details(f"IE Function '{function_name}' not found.")
                     context.set_code(grpc.StatusCode.NOT_FOUND)
                     return  # Return early after setting the error
+                func = func_tuple[1]
 
             elif request.HasField("row"):
                 if func is None:
@@ -84,10 +59,12 @@ async def RunIEFunction(
             yield response
 
 
-async def run_server() -> None:
+async def run_server(
+    ie_functions: dict[str, tuple[str, Callable[[Any], Any], list[type], list[type]]],
+) -> None:
     server = grpc.aio.server()
     dataflow_pb2_grpc.add_IEFunctionServiceServicer_to_server(
-        IEFunctionService(), server
+        IEFunctionService(ie_functions), server
     )
 
     server.add_insecure_port(config.LISTEN_ADDRESS)
@@ -96,4 +73,4 @@ async def run_server() -> None:
 
 
 if __name__ == "__main__":
-    asyncio.run(run_server())
+    asyncio.run(run_server(dict()))

From 37cce909e4236b979d6f064e05ce9facc2f9cb5c Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 17 Oct 2024 15:59:14 +0300
Subject: [PATCH 058/277] bugfix: ie function

---
 spannerflow/dataflow/v1/dataflow_pb2.pyi | 127 -----------------------
 spannerflow/grpc_server.py               |   4 +-
 spannerflow/rust_dataflow.py             |  14 ++-
 spannerflow/templates/ie_map.rs.jinja2   |   4 +
 4 files changed, 18 insertions(+), 131 deletions(-)
 delete mode 100644 spannerflow/dataflow/v1/dataflow_pb2.pyi

diff --git a/spannerflow/dataflow/v1/dataflow_pb2.pyi b/spannerflow/dataflow/v1/dataflow_pb2.pyi
deleted file mode 100644
index 1989d95..0000000
--- a/spannerflow/dataflow/v1/dataflow_pb2.pyi
+++ /dev/null
@@ -1,127 +0,0 @@
-from google.protobuf import empty_pb2 as _empty_pb2
-from google.protobuf.internal import containers as _containers
-from google.protobuf.internal import enum_type_wrapper as _enum_type_wrapper
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-from typing import ClassVar as _ClassVar, Iterable as _Iterable, Mapping as _Mapping, Optional as _Optional, Union as _Union
-
-DESCRIPTOR: _descriptor.FileDescriptor
-
-class DataType(int, metaclass=_enum_type_wrapper.EnumTypeWrapper):
-    __slots__ = ()
-    DATA_TYPE_UNSPECIFIED: _ClassVar[DataType]
-    DATA_TYPE_STRING: _ClassVar[DataType]
-    DATA_TYPE_INT: _ClassVar[DataType]
-    DATA_TYPE_FLOAT: _ClassVar[DataType]
-    DATA_TYPE_BOOL: _ClassVar[DataType]
-DATA_TYPE_UNSPECIFIED: DataType
-DATA_TYPE_STRING: DataType
-DATA_TYPE_INT: DataType
-DATA_TYPE_FLOAT: DataType
-DATA_TYPE_BOOL: DataType
-
-class RunIEFunctionRequest(_message.Message):
-    __slots__ = ("function_name", "row")
-    FUNCTION_NAME_FIELD_NUMBER: _ClassVar[int]
-    ROW_FIELD_NUMBER: _ClassVar[int]
-    function_name: str
-    row: RowRequest
-    def __init__(self, function_name: _Optional[str] = ..., row: _Optional[_Union[RowRequest, _Mapping]] = ...) -> None: ...
-
-class RowRequest(_message.Message):
-    __slots__ = ("row",)
-    ROW_FIELD_NUMBER: _ClassVar[int]
-    row: _containers.RepeatedScalarFieldContainer[str]
-    def __init__(self, row: _Optional[_Iterable[str]] = ...) -> None: ...
-
-class RunIEFunctionResponse(_message.Message):
-    __slots__ = ("row",)
-    ROW_FIELD_NUMBER: _ClassVar[int]
-    row: _containers.RepeatedScalarFieldContainer[str]
-    def __init__(self, row: _Optional[_Iterable[str]] = ...) -> None: ...
-
-class LoadFromCSVRequest(_message.Message):
-    __slots__ = ("collection_name", "file_path")
-    COLLECTION_NAME_FIELD_NUMBER: _ClassVar[int]
-    FILE_PATH_FIELD_NUMBER: _ClassVar[int]
-    collection_name: str
-    file_path: str
-    def __init__(self, collection_name: _Optional[str] = ..., file_path: _Optional[str] = ...) -> None: ...
-
-class SaveToCSVRequest(_message.Message):
-    __slots__ = ("collection_name", "file_path")
-    COLLECTION_NAME_FIELD_NUMBER: _ClassVar[int]
-    FILE_PATH_FIELD_NUMBER: _ClassVar[int]
-    collection_name: str
-    file_path: str
-    def __init__(self, collection_name: _Optional[str] = ..., file_path: _Optional[str] = ...) -> None: ...
-
-class GetCollectionRequest(_message.Message):
-    __slots__ = ("collection_name",)
-    COLLECTION_NAME_FIELD_NUMBER: _ClassVar[int]
-    collection_name: str
-    def __init__(self, collection_name: _Optional[str] = ...) -> None: ...
-
-class GetCollectionResponse(_message.Message):
-    __slots__ = ("row",)
-    ROW_FIELD_NUMBER: _ClassVar[int]
-    row: _containers.RepeatedScalarFieldContainer[str]
-    def __init__(self, row: _Optional[_Iterable[str]] = ...) -> None: ...
-
-class AddRowRequest(_message.Message):
-    __slots__ = ("collection_name", "row")
-    COLLECTION_NAME_FIELD_NUMBER: _ClassVar[int]
-    ROW_FIELD_NUMBER: _ClassVar[int]
-    collection_name: str
-    row: _containers.RepeatedScalarFieldContainer[str]
-    def __init__(self, collection_name: _Optional[str] = ..., row: _Optional[_Iterable[str]] = ...) -> None: ...
-
-class DeleteRowRequest(_message.Message):
-    __slots__ = ("collection_name", "row")
-    COLLECTION_NAME_FIELD_NUMBER: _ClassVar[int]
-    ROW_FIELD_NUMBER: _ClassVar[int]
-    collection_name: str
-    row: _containers.RepeatedScalarFieldContainer[str]
-    def __init__(self, collection_name: _Optional[str] = ..., row: _Optional[_Iterable[str]] = ...) -> None: ...
-
-class AddCollectionRequest(_message.Message):
-    __slots__ = ("collection_name", "schema")
-    COLLECTION_NAME_FIELD_NUMBER: _ClassVar[int]
-    SCHEMA_FIELD_NUMBER: _ClassVar[int]
-    collection_name: str
-    schema: _containers.RepeatedScalarFieldContainer[DataType]
-    def __init__(self, collection_name: _Optional[str] = ..., schema: _Optional[_Iterable[_Union[DataType, str]]] = ...) -> None: ...
-
-class Collection(_message.Message):
-    __slots__ = ("name", "schema")
-    NAME_FIELD_NUMBER: _ClassVar[int]
-    SCHEMA_FIELD_NUMBER: _ClassVar[int]
-    name: str
-    schema: _containers.RepeatedScalarFieldContainer[DataType]
-    def __init__(self, name: _Optional[str] = ..., schema: _Optional[_Iterable[_Union[DataType, str]]] = ...) -> None: ...
-
-class GetCollectionsResponse(_message.Message):
-    __slots__ = ("collections",)
-    COLLECTIONS_FIELD_NUMBER: _ClassVar[int]
-    collections: _containers.RepeatedCompositeFieldContainer[Collection]
-    def __init__(self, collections: _Optional[_Iterable[_Union[Collection, _Mapping]]] = ...) -> None: ...
-
-class DeleteCollectionRequest(_message.Message):
-    __slots__ = ("collection_name",)
-    COLLECTION_NAME_FIELD_NUMBER: _ClassVar[int]
-    collection_name: str
-    def __init__(self, collection_name: _Optional[str] = ...) -> None: ...
-
-class RunDataflowRequest(_message.Message):
-    __slots__ = ("so_path", "fn_name")
-    SO_PATH_FIELD_NUMBER: _ClassVar[int]
-    FN_NAME_FIELD_NUMBER: _ClassVar[int]
-    so_path: str
-    fn_name: str
-    def __init__(self, so_path: _Optional[str] = ..., fn_name: _Optional[str] = ...) -> None: ...
-
-class RunDataflowResponse(_message.Message):
-    __slots__ = ("row",)
-    ROW_FIELD_NUMBER: _ClassVar[int]
-    row: _containers.RepeatedScalarFieldContainer[str]
-    def __init__(self, row: _Optional[_Iterable[str]] = ...) -> None: ...
diff --git a/spannerflow/grpc_server.py b/spannerflow/grpc_server.py
index 727871a..209db64 100644
--- a/spannerflow/grpc_server.py
+++ b/spannerflow/grpc_server.py
@@ -52,9 +52,9 @@ async def RunIEFunction(
             context.set_code(grpc.StatusCode.INVALID_ARGUMENT)
             return
 
-        for row in func(rows):
+        for row in rows:
             response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore
-                row=[str(cell) for cell in row]
+                row=[str(cell) for cell in func(*row)]
             )
             yield response
 
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index f6eb7a9..49b7b8a 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -38,6 +38,7 @@ class RustDataflow:
         int: "DATA_TYPE_INT",
         float: "DATA_TYPE_FLOAT",
         bool: "DATA_TYPE_BOOL",
+        object: "DATA_TYPE_STRING",
     }
 
     def __init__(
@@ -316,11 +317,20 @@ def generate_node_code(
                     graph, node, anchor=anchor, in_iterate=in_iterate
                 )
             case "ie_map":
+                if callable(gr_node["in_schema"]):
+                    gr_node["in_schema"] = gr_node["in_schema"](gr_node["in_arity"])
+                if callable(gr_node["out_schema"]):
+                    gr_node["out_schema"] = gr_node["out_schema"](gr_node["out_arity"])
                 gr_node["schema_types"] = [
-                    self.PYTHON_TO_DATAFLOW_TYPES[t]
+                    (
+                        self.PYTHON_TO_DATAFLOW_TYPES[t]
+                        if not isinstance(t, tuple)
+                        else list(
+                            filter(lambda x: x in self.PYTHON_TO_DATAFLOW_TYPES, t)
+                        )[0]
+                    )
                     for t in gr_node["in_schema"] + gr_node["out_schema"]
                 ]
-                print(gr_node)
                 code = self.get_ie_map_code(
                     graph, node, anchor=anchor, in_iterate=in_iterate
                 )
diff --git a/spannerflow/templates/ie_map.rs.jinja2 b/spannerflow/templates/ie_map.rs.jinja2
index 41d10e2..406c969 100644
--- a/spannerflow/templates/ie_map.rs.jinja2
+++ b/spannerflow/templates/ie_map.rs.jinja2
@@ -4,7 +4,11 @@ let {{ output_node }} = {{ prev_node}}
                                 let mut ie_input = vec![];
                                 for (val, cnt) in input.iter() {
                                     ie_input.push(tuple_to_vec_string!( 
+                                    {% if in_schema_len > 1 %}
+                                    {% for index in range(in_schema_len) %}key.{{ index }}{% if not loop.last %}, {% endif %}{% endfor %}
+                                    {% else %}
                                         key
+                                    {% endif %}
                                     ));
                                 }
                                 match run_ie_function("{{ grpc_address }}".to_string(), "{{ function_name }}".to_string(), ie_input) {

From 5a5301dbcee518596153634f82da3ff4dd7d4e48 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 17 Oct 2024 16:01:19 +0300
Subject: [PATCH 059/277] WIP

---
 spannerflow/rust_dataflow.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 49b7b8a..e95e8c4 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -324,6 +324,7 @@ def generate_node_code(
                 gr_node["schema_types"] = [
                     (
                         self.PYTHON_TO_DATAFLOW_TYPES[t]
+                        # TODO Support multiple types
                         if not isinstance(t, tuple)
                         else list(
                             filter(lambda x: x in self.PYTHON_TO_DATAFLOW_TYPES, t)

From f0e452cb133f00116428a5b938519f7342526316 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 17 Oct 2024 18:09:12 +0300
Subject: [PATCH 060/277] lint: clean

---
 spannerflow/src/main.rs | 5 +----
 1 file changed, 1 insertion(+), 4 deletions(-)

diff --git a/spannerflow/src/main.rs b/spannerflow/src/main.rs
index 08c8a68..fec3439 100644
--- a/spannerflow/src/main.rs
+++ b/spannerflow/src/main.rs
@@ -1,8 +1,6 @@
-use std::any::Any;
 use std::collections::HashMap;
 use std::env;
-use std::panic;
-use std::sync::{Mutex, MutexGuard};
+use std::sync::Mutex;
 use csv;
 
 
@@ -386,7 +384,6 @@ impl DataflowService for MyDataflowService {
         let req = request.into_inner();
         
         if let Ok(vec) = run_dataflow_so(req.so_path, req.fn_name) {
-            println!("Ran dataflow successfully {:?}", vec);
             let responses: Vec<Result<RunDataflowResponse, Status>> = vec.iter().cloned().map(|row| {
                 Ok(RunDataflowResponse { row: row })
             }).collect();

From 16533831ec2b9d6997bbb29d126d79068ce2aed8 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 17 Oct 2024 21:46:21 +0300
Subject: [PATCH 061/277] feat: tests

---
 .gitignore                |  3 ++-
 tests/test_graph_utils.py | 44 +++++++++++++++++++++++++++++++++++++++
 2 files changed, 46 insertions(+), 1 deletion(-)
 create mode 100644 tests/test_graph_utils.py

diff --git a/.gitignore b/.gitignore
index 849f4db..d486c10 100644
--- a/.gitignore
+++ b/.gitignore
@@ -184,4 +184,5 @@ generated_rust
 .DS_Store
 spannerflow/logs
 protoc/
-rust/
\ No newline at end of file
+rust/
+.vscode/
\ No newline at end of file
diff --git a/tests/test_graph_utils.py b/tests/test_graph_utils.py
new file mode 100644
index 0000000..22f8b7c
--- /dev/null
+++ b/tests/test_graph_utils.py
@@ -0,0 +1,44 @@
+import networkx as nx
+import pytest
+
+from spannerflow.graph_utils import change_node_key, find_output, find_sources
+
+
+def test_find_sources():
+    # Test for multiple sources
+    graph = nx.DiGraph()
+    graph.add_edges_from([(1, 2), (2, 3), (4, 3)])
+    assert find_sources(graph) == [1, 4]
+
+    # Test for no sources
+    graph.add_edges_from([(1, 4), (4, 1)])
+    assert find_sources(graph) == []
+
+
+def test_find_output():
+    # Test for single outputs
+    graph = nx.DiGraph()
+    graph.add_edges_from([(1, 2), (2, 3)])
+    assert find_output(graph) == 3
+
+    # Test for multiple outputs
+    graph.add_edge(2, 4)
+    with pytest.raises(Exception):
+        find_output(graph)
+
+    # Test for no outputs
+    graph.remove_edge(2, 4)
+    graph.remove_node(4)
+    graph.add_edge(3, 1)
+    with pytest.raises(Exception):
+        find_output(graph)
+
+
+def test_change_node_key():
+    graph = nx.DiGraph()
+    graph.add_edges_from([(1, 2), (2, 3)])
+    graph.nodes[1]["attr"] = "value"
+    change_node_key(graph, 1, 10)
+    assert 1 not in graph.nodes
+    assert 10 in graph.nodes
+    assert graph.nodes[10]["attr"] == "value"

From 996114e61249f40bb469fc77eb73425b53f3f172 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 17 Oct 2024 21:58:25 +0300
Subject: [PATCH 062/277] lint: dep

---
 pyproject.toml | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 0595531..a72dd78 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -34,9 +34,8 @@ isort = "^5.13.2"
 black = "^24.8.0"
 types-protobuf = "^5.28.0.20240924"
 types-requests = "^2.32.0.20241016"
-ruff = "^0.6.9"
+ruff = "^0.7.0"
 mypy = "^1.12.0"
-maturin = "^1.7.4"
 pytest = "^8.3.3"
 bandit = "^1.7.10"
 radon = "^6.0.1"

From e4c562e8d31620ae1c7aaf373dd4307bd911e1aa Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 17 Oct 2024 22:01:46 +0300
Subject: [PATCH 063/277] feat: pytest coverage github action

---
 .github/workflows/coverage.yml | 54 ++++++++++++++++++++++++++++++++++
 README.md                      |  3 +-
 pyproject.toml                 |  1 +
 3 files changed, 57 insertions(+), 1 deletion(-)
 create mode 100644 .github/workflows/coverage.yml

diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
new file mode 100644
index 0000000..c546c0e
--- /dev/null
+++ b/.github/workflows/coverage.yml
@@ -0,0 +1,54 @@
+name: pytest-coverage-comment
+on:
+  pull_request:
+    branches:
+      - '*'
+
+# https://docs.github.com/en/actions/using-jobs/assigning-permissions-to-jobs
+# `contents` is for permission to the contents of the repository.
+# `pull-requests` is for permission to pull request
+permissions:
+  contents: write
+  checks: write
+  pull-requests: write
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Set up Python 3.12
+        uses: actions/setup-python@v2
+        with:
+          python-version: 3.12
+
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip poetry
+          poetry install
+
+      - name: Build coverage file
+        run: |
+          poetry run pytest --junitxml=pytest.xml --cov-report=term-missing:skip-covered --cov=spannerflow tests/ | tee pytest-coverage.txt
+
+      - name: Pytest coverage comment
+        # if: ${{ github.ref == 'refs/heads/main' }}
+        id: coverageComment
+
+        uses: MishaKav/pytest-coverage-comment@main
+        with:
+          pytest-coverage-path: ./pytest-coverage.txt
+          junitxml-path: ./pytest.xml
+
+      - name: Update Readme with Coverage Html
+        # if: ${{ github.ref == 'refs/heads/main' }}
+        run: |
+          sed -i '/<!-- Pytest Coverage Comment:Begin -->/,/<!-- Pytest Coverage Comment:End -->/c\<!-- Pytest Coverage Comment:Begin -->\n\${{ steps.coverageComment.outputs.coverageHtml }}\n<!-- Pytest Coverage Comment:End -->' ./README.md
+
+      - name: Commit & Push changes to Readme
+        # if: ${{ github.ref == 'refs/heads/main' }}
+        uses: actions-js/push@master
+        with:
+          message: Update coverage on Readme
+          github_token: ${{ secrets.GITHUB_TOKEN }}
\ No newline at end of file
diff --git a/README.md b/README.md
index 09b9b5d..63e38e4 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,6 @@
 # spannerflow
-
+<!-- Pytest Coverage Comment:Begin -->
+<!-- Pytest Coverage Comment:End -->
 ```bash
 python -m venv venv
 source venv/bin/activate
diff --git a/pyproject.toml b/pyproject.toml
index a72dd78..623b593 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -37,6 +37,7 @@ types-requests = "^2.32.0.20241016"
 ruff = "^0.7.0"
 mypy = "^1.12.0"
 pytest = "^8.3.3"
+pytest-cov = "^5.0.0"
 bandit = "^1.7.10"
 radon = "^6.0.1"
 ipython = "^8.28.0"

From 5aae068b6beafeaea03a5239c00889cae141c82b Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 17 Oct 2024 22:01:46 +0300
Subject: [PATCH 064/277] feat: pytest coverage github action

---
 .github/workflows/coverage.yml | 55 ++++++++++++++++++++++++++++++++++
 README.md                      |  3 +-
 pyproject.toml                 |  1 +
 3 files changed, 58 insertions(+), 1 deletion(-)
 create mode 100644 .github/workflows/coverage.yml

diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
new file mode 100644
index 0000000..e5cdeab
--- /dev/null
+++ b/.github/workflows/coverage.yml
@@ -0,0 +1,55 @@
+name: pytest-coverage-comment
+on:
+  pull_request:
+    branches:
+      - '*'
+
+# https://docs.github.com/en/actions/using-jobs/assigning-permissions-to-jobs
+# `contents` is for permission to the contents of the repository.
+# `pull-requests` is for permission to pull request
+permissions:
+  contents: write
+  checks: write
+  pull-requests: write
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Set up Python 3.12
+        uses: actions/setup-python@v2
+        with:
+          python-version: 3.12
+
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip poetry
+          poetry install
+
+      - name: Build coverage file
+        run: |
+          poetry run pytest --junitxml=pytest.xml --cov-report=term-missing:skip-covered --cov=spannerflow tests/ | tee pytest-coverage.txt
+
+      - name: Pytest coverage comment
+        # if: ${{ github.ref == 'refs/heads/main' }}
+        id: coverageComment
+
+        uses: MishaKav/pytest-coverage-comment@main
+        with:
+          pytest-coverage-path: ./pytest-coverage.txt
+          junitxml-path: ./pytest.xml
+
+      - name: Update Readme with Coverage Html
+        # if: ${{ github.ref == 'refs/heads/main' }}
+        run: |
+          sed -i '/<!-- Pytest Coverage Comment:Begin -->/,/<!-- Pytest Coverage Comment:End -->/c\<!-- Pytest Coverage Comment:Begin -->\n\${{ steps.coverageComment.outputs.coverageHtml }}\n<!-- Pytest Coverage Comment:End -->' ./README.md
+
+      - name: Commit & Push changes to Readme
+        # if: ${{ github.ref == 'refs/heads/main' }}
+        uses: actions-js/push@master
+        with:
+          message: Update coverage on Readme
+          github_token: ${{ secrets.GITHUB_TOKEN }}
+          branch: ${{ github.ref }}
\ No newline at end of file
diff --git a/README.md b/README.md
index 09b9b5d..63e38e4 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,6 @@
 # spannerflow
-
+<!-- Pytest Coverage Comment:Begin -->
+<!-- Pytest Coverage Comment:End -->
 ```bash
 python -m venv venv
 source venv/bin/activate
diff --git a/pyproject.toml b/pyproject.toml
index a72dd78..623b593 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -37,6 +37,7 @@ types-requests = "^2.32.0.20241016"
 ruff = "^0.7.0"
 mypy = "^1.12.0"
 pytest = "^8.3.3"
+pytest-cov = "^5.0.0"
 bandit = "^1.7.10"
 radon = "^6.0.1"
 ipython = "^8.28.0"

From 1a722d33ebb96175a15b457131c61fa9f94391a9 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 17 Oct 2024 23:00:57 +0300
Subject: [PATCH 065/277] bugfix: github action

---
 .github/workflows/coverage.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
index 2e62d6a..7ca8aab 100644
--- a/.github/workflows/coverage.yml
+++ b/.github/workflows/coverage.yml
@@ -52,7 +52,7 @@ jobs:
       - name: Pull latest changes
         run: |
           git config pull.rebase false
-          git pull origin ${{ github.head_ref }}
+          git pull origin ${{ github.head_ref }} --allow-unrelated-histories
 
       - name: Commit & Push changes to Readme
         # if: ${{ github.ref == 'refs/heads/main' }}

From 1b6bc9799844b83657036047dd6daa5286c916c0 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 17 Oct 2024 23:02:34 +0300
Subject: [PATCH 066/277] bugfix: github action

---
 .github/workflows/coverage.yml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
index 7ca8aab..a232bb7 100644
--- a/.github/workflows/coverage.yml
+++ b/.github/workflows/coverage.yml
@@ -52,6 +52,8 @@ jobs:
       - name: Pull latest changes
         run: |
           git config pull.rebase false
+          git config --global user.email "xx@xx.xx"
+          git config --global user.name "Github actions"
           git pull origin ${{ github.head_ref }} --allow-unrelated-histories
 
       - name: Commit & Push changes to Readme

From c9f47fb570ef7f9d1764c14b11a369c9e781a8fa Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Thu, 17 Oct 2024 20:03:32 +0000
Subject: [PATCH 067/277] Update coverage on Readme

---
 README.md           |  1 +
 pytest-coverage.txt | 35 +++++++++++++++++++++++++++++++++++
 pytest.xml          |  1 +
 3 files changed, 37 insertions(+)
 create mode 100644 pytest-coverage.txt
 create mode 100644 pytest.xml

diff --git a/README.md b/README.md
index 63e38e4..dfd0c08 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,6 @@
 # spannerflow
 <!-- Pytest Coverage Comment:Begin -->
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-22%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>129</td><td>99</td><td>23%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L18-L22">18&ndash;22</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L25-L28">25&ndash;28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L31-L34">31&ndash;34</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L37-L39">37&ndash;39</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L42-L44">42&ndash;44</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L47-L52">47&ndash;52</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L55-L60">55&ndash;60</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L63-L69">63&ndash;69</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L72-L78">72&ndash;78</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L85-L90">85&ndash;90</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L93-L98">93&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L101-L107">101&ndash;107</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L112-L119">112&ndash;119</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L123-L136">123&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L140-L163">140&ndash;163</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L169-L182">169&ndash;182</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>82</td><td>57</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L26">26</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L33-L40">33&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L44-L48">44&ndash;48</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L53-L70">53&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L74-L80">74&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L84">84</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L88">88</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L96-L101">96&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L106-L113">106&ndash;113</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L118-L122">118&ndash;122</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L126-L130">126&ndash;130</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>44</td><td>44</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L1-L76">1&ndash;76</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>82</td><td>43</td><td>48%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L15">15</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L22-L23">22&ndash;23</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L44-L45">44&ndash;45</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L49">49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L60-L70">60&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L76-L79">76&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L88-L89">88&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L97-L132">97&ndash;132</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>355</td><td>355</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L1-L719">1&ndash;719</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>9</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L1-L20">1&ndash;20</a></td></tr><tr><td colspan="5"><b>spannerflow/dataflow/v1</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2.py">dataflow_pb2.py</a></td><td>50</td><td>37</td><td>26%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2.py#L34-L70">34&ndash;70</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py">dataflow_pb2_grpc.py</a></td><td>112</td><td>61</td><td>46%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L16-L17">16&ndash;17</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L20">20</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L38">38</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L50-L52">50&ndash;52</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L56-L66">56&ndash;66</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L84">84</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L110-L150">110&ndash;150</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L162-L164">162&ndash;164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L168-L170">168&ndash;170</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L174-L176">174&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L180-L182">180&ndash;182</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L186-L188">186&ndash;188</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L192-L194">192&ndash;194</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L198-L200">198&ndash;200</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L204-L206">204&ndash;206</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L210-L212">210&ndash;212</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L216-L266">216&ndash;266</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L284">284</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L311">311</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L338">338</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L365">365</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L392">392</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L419">419</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L446">446</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L473">473</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L500">500</a></td></tr><tr><td><b>TOTAL</b></td><td><b>902</b></td><td><b>705</b></td><td><b>22%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 ```bash
 python -m venv venv
diff --git a/pytest-coverage.txt b/pytest-coverage.txt
new file mode 100644
index 0000000..3d3cc7b
--- /dev/null
+++ b/pytest-coverage.txt
@@ -0,0 +1,35 @@
+============================= test session starts ==============================
+platform linux -- Python 3.12.7, pytest-8.3.3, pluggy-1.5.0
+rootdir: /home/runner/work/spannerflow/spannerflow
+configfile: pyproject.toml
+plugins: anyio-4.6.2.post1, cov-5.0.0
+collected 4 items
+
+tests/test_graph_utils.py ...                                            [ 75%]
+tests/test_sanity.py .                                                   [100%]
+
+=============================== warnings summary ===============================
+../../../.cache/pypoetry/virtualenvs/spannerflow-XHs_9oyg-py3.12/lib/python3.12/site-packages/google/protobuf/runtime_version.py:112
+  /home/runner/.cache/pypoetry/virtualenvs/spannerflow-XHs_9oyg-py3.12/lib/python3.12/site-packages/google/protobuf/runtime_version.py:112: UserWarning: Protobuf gencode version 5.27.2 is older than the runtime version 5.28.2 at dataflow/v1/dataflow.proto. Please avoid checked-in Protobuf gencode that can be obsolete.
+    warnings.warn(
+
+-- Docs: https://docs.pytest.org/en/stable/how-to/capture-warnings.html
+--- generated xml file: /home/runner/work/spannerflow/spannerflow/pytest.xml ---
+
+---------- coverage: platform linux, python 3.12.7-final-0 -----------
+Name                                           Stmts   Miss  Cover   Missing
+----------------------------------------------------------------------------
+spannerflow/dataflow/v1/dataflow_pb2.py           50     37    26%   34-70
+spannerflow/dataflow/v1/dataflow_pb2_grpc.py     112     61    46%   16-17, 20, 38, 50-52, 56-66, 84, 110-150, 162-164, 168-170, 174-176, 180-182, 186-188, 192-194, 198-200, 204-206, 210-212, 216-266, 284, 311, 338, 365, 392, 419, 446, 473, 500
+spannerflow/engine.py                            129     99    23%   18-22, 25-28, 31-34, 37-39, 42-44, 47-52, 55-60, 63-69, 72-78, 85-90, 93-98, 101-107, 112-119, 123-136, 140-163, 169-182
+spannerflow/graph_utils.py                        82     57    30%   26, 33-40, 44-48, 53-70, 74-80, 84, 88, 96-101, 106-113, 118-122, 126-130
+spannerflow/grpc_server.py                        44     44     0%   1-76
+spannerflow/installations.py                      82     43    48%   15, 22-23, 44-45, 49, 60-70, 76-79, 88-89, 97-132
+spannerflow/rust_dataflow.py                     355    355     0%   1-719
+spannerflow/rust_utils.py                          9      9     0%   1-20
+----------------------------------------------------------------------------
+TOTAL                                            902    705    22%
+
+4 files skipped due to complete coverage.
+
+========================= 4 passed, 1 warning in 2.11s =========================
diff --git a/pytest.xml b/pytest.xml
new file mode 100644
index 0000000..147ca0e
--- /dev/null
+++ b/pytest.xml
@@ -0,0 +1 @@
+<?xml version="1.0" encoding="utf-8"?><testsuites><testsuite name="pytest" errors="0" failures="0" skipped="0" tests="4" time="2.122" timestamp="2024-10-17T20:03:29.307432+00:00" hostname="fv-az1407-336"><testcase classname="tests.test_graph_utils" name="test_find_sources" time="0.002" /><testcase classname="tests.test_graph_utils" name="test_find_output" time="0.001" /><testcase classname="tests.test_graph_utils" name="test_change_node_key" time="0.001" /><testcase classname="tests.test_sanity" name="test_sanity" time="0.001" /></testsuite></testsuites>
\ No newline at end of file

From 7f723265645b38b560df105e084fe74d14aecc11 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Fri, 18 Oct 2024 00:14:49 +0300
Subject: [PATCH 068/277] feat: tests

---
 .github/workflows/coverage.yml | 10 +++----
 tests/test_rust_dataflow.py    | 51 ++++++++++++++++++++++++++++++++++
 2 files changed, 55 insertions(+), 6 deletions(-)
 create mode 100644 tests/test_rust_dataflow.py

diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
index a232bb7..28d2f85 100644
--- a/.github/workflows/coverage.yml
+++ b/.github/workflows/coverage.yml
@@ -4,9 +4,6 @@ on:
     branches:
       - '*'
 
-# https://docs.github.com/en/actions/using-jobs/assigning-permissions-to-jobs
-# `contents` is for permission to the contents of the repository.
-# `pull-requests` is for permission to pull request
 permissions:
   contents: write
   checks: write
@@ -36,7 +33,7 @@ jobs:
           poetry run pytest --junitxml=pytest.xml --cov-report=term-missing:skip-covered --cov=spannerflow tests/ | tee pytest-coverage.txt
 
       - name: Pytest coverage comment
-        # if: ${{ github.ref == 'refs/heads/main' }}
+        if: ${{ github.ref == 'refs/heads/main' }}
         id: coverageComment
 
         uses: MishaKav/pytest-coverage-comment@main
@@ -45,11 +42,12 @@ jobs:
           junitxml-path: ./pytest.xml
 
       - name: Update Readme with Coverage Html
-        # if: ${{ github.ref == 'refs/heads/main' }}
+        if: ${{ github.ref == 'refs/heads/main' }}
         run: |
           sed -i '/<!-- Pytest Coverage Comment:Begin -->/,/<!-- Pytest Coverage Comment:End -->/c\<!-- Pytest Coverage Comment:Begin -->\n\${{ steps.coverageComment.outputs.coverageHtml }}\n<!-- Pytest Coverage Comment:End -->' ./README.md
       
       - name: Pull latest changes
+        if: ${{ github.ref == 'refs/heads/main' }}
         run: |
           git config pull.rebase false
           git config --global user.email "xx@xx.xx"
@@ -57,7 +55,7 @@ jobs:
           git pull origin ${{ github.head_ref }} --allow-unrelated-histories
 
       - name: Commit & Push changes to Readme
-        # if: ${{ github.ref == 'refs/heads/main' }}
+        if: ${{ github.ref == 'refs/heads/main' }}
         uses: actions-js/push@master
         with:
           message: Update coverage on Readme
diff --git a/tests/test_rust_dataflow.py b/tests/test_rust_dataflow.py
new file mode 100644
index 0000000..a1b6a6d
--- /dev/null
+++ b/tests/test_rust_dataflow.py
@@ -0,0 +1,51 @@
+from unittest.mock import MagicMock, patch
+
+import networkx as nx
+import pytest
+
+from spannerflow.config import Config
+from spannerflow.engine import Engine
+from spannerflow.rust_dataflow import RustDataflow
+
+
+@pytest.fixture
+def rust_dataflow():
+    config = Config()
+    with patch(
+        "spannerflow.engine.Engine.__new__", return_value=MagicMock(spec=Engine)
+    ) as mock_engine:
+        instance = RustDataflow(config=config, engine=mock_engine)
+        return instance
+
+
+def test_get_input_schema_types(rust_dataflow):
+    rust_dataflow._engine.get_collections.return_value = {
+        "X": ["DATA_TYPE_INT", "DATA_TYPE_STRING"]
+    }
+    assert rust_dataflow.get_input_schema_types("X") == [
+        "DATA_TYPE_INT",
+        "DATA_TYPE_STRING",
+    ]
+
+
+def test_get_input_schema(rust_dataflow):
+    rust_dataflow._engine.get_collections.return_value = {
+        "X": ["DATA_TYPE_INT", "DATA_TYPE_STRING"]
+    }
+    assert rust_dataflow.get_input_schema("X") == ["i32", "String"]
+
+
+def test_get_col_schema(rust_dataflow):
+    assert rust_dataflow.get_col_schema(["col1", "col2"]) == "(col1, col2)"
+    assert rust_dataflow.get_col_schema(["col1"]) == "col1"
+    assert rust_dataflow.get_col_schema([]) == "0"
+
+
+def test_get_output_data(rust_dataflow):
+    graph = nx.DiGraph()
+    graph.add_node(1, schema=["col1"], schema_types=["DATA_TYPE_INT"])
+    graph.add_node(2, schema=["col1"], schema_types=["DATA_TYPE_INT"])
+    graph.add_edge(1, 2)
+    output_node, output_vars = rust_dataflow.get_output_data(graph)
+    assert output_node == 2
+    assert output_vars == 1

From c44e0a8d9283f1133b83466a2cb426cb23d443f5 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Fri, 18 Oct 2024 01:07:53 +0300
Subject: [PATCH 069/277] feat: tests

---
 .gitignore                 |   4 +-
 pyproject.toml             |   1 +
 pytest-coverage.txt        |  35 ---------
 pytest.xml                 |   1 -
 spannerflow/grpc_server.py |   9 +--
 tests/test_grpc_server.py  | 145 +++++++++++++++++++++++++++++++++++++
 6 files changed, 153 insertions(+), 42 deletions(-)
 delete mode 100644 pytest-coverage.txt
 delete mode 100644 pytest.xml
 create mode 100644 tests/test_grpc_server.py

diff --git a/.gitignore b/.gitignore
index d486c10..f9f5716 100644
--- a/.gitignore
+++ b/.gitignore
@@ -185,4 +185,6 @@ generated_rust
 spannerflow/logs
 protoc/
 rust/
-.vscode/
\ No newline at end of file
+.vscode/
+pytest.xml
+pytest-coverage.txt
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
index 623b593..0192629 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -38,6 +38,7 @@ ruff = "^0.7.0"
 mypy = "^1.12.0"
 pytest = "^8.3.3"
 pytest-cov = "^5.0.0"
+pytest-asyncio = "^0.24.0"
 bandit = "^1.7.10"
 radon = "^6.0.1"
 ipython = "^8.28.0"
diff --git a/pytest-coverage.txt b/pytest-coverage.txt
deleted file mode 100644
index 3d3cc7b..0000000
--- a/pytest-coverage.txt
+++ /dev/null
@@ -1,35 +0,0 @@
-============================= test session starts ==============================
-platform linux -- Python 3.12.7, pytest-8.3.3, pluggy-1.5.0
-rootdir: /home/runner/work/spannerflow/spannerflow
-configfile: pyproject.toml
-plugins: anyio-4.6.2.post1, cov-5.0.0
-collected 4 items
-
-tests/test_graph_utils.py ...                                            [ 75%]
-tests/test_sanity.py .                                                   [100%]
-
-=============================== warnings summary ===============================
-../../../.cache/pypoetry/virtualenvs/spannerflow-XHs_9oyg-py3.12/lib/python3.12/site-packages/google/protobuf/runtime_version.py:112
-  /home/runner/.cache/pypoetry/virtualenvs/spannerflow-XHs_9oyg-py3.12/lib/python3.12/site-packages/google/protobuf/runtime_version.py:112: UserWarning: Protobuf gencode version 5.27.2 is older than the runtime version 5.28.2 at dataflow/v1/dataflow.proto. Please avoid checked-in Protobuf gencode that can be obsolete.
-    warnings.warn(
-
--- Docs: https://docs.pytest.org/en/stable/how-to/capture-warnings.html
---- generated xml file: /home/runner/work/spannerflow/spannerflow/pytest.xml ---
-
----------- coverage: platform linux, python 3.12.7-final-0 -----------
-Name                                           Stmts   Miss  Cover   Missing
-----------------------------------------------------------------------------
-spannerflow/dataflow/v1/dataflow_pb2.py           50     37    26%   34-70
-spannerflow/dataflow/v1/dataflow_pb2_grpc.py     112     61    46%   16-17, 20, 38, 50-52, 56-66, 84, 110-150, 162-164, 168-170, 174-176, 180-182, 186-188, 192-194, 198-200, 204-206, 210-212, 216-266, 284, 311, 338, 365, 392, 419, 446, 473, 500
-spannerflow/engine.py                            129     99    23%   18-22, 25-28, 31-34, 37-39, 42-44, 47-52, 55-60, 63-69, 72-78, 85-90, 93-98, 101-107, 112-119, 123-136, 140-163, 169-182
-spannerflow/graph_utils.py                        82     57    30%   26, 33-40, 44-48, 53-70, 74-80, 84, 88, 96-101, 106-113, 118-122, 126-130
-spannerflow/grpc_server.py                        44     44     0%   1-76
-spannerflow/installations.py                      82     43    48%   15, 22-23, 44-45, 49, 60-70, 76-79, 88-89, 97-132
-spannerflow/rust_dataflow.py                     355    355     0%   1-719
-spannerflow/rust_utils.py                          9      9     0%   1-20
-----------------------------------------------------------------------------
-TOTAL                                            902    705    22%
-
-4 files skipped due to complete coverage.
-
-========================= 4 passed, 1 warning in 2.11s =========================
diff --git a/pytest.xml b/pytest.xml
deleted file mode 100644
index 147ca0e..0000000
--- a/pytest.xml
+++ /dev/null
@@ -1 +0,0 @@
-<?xml version="1.0" encoding="utf-8"?><testsuites><testsuite name="pytest" errors="0" failures="0" skipped="0" tests="4" time="2.122" timestamp="2024-10-17T20:03:29.307432+00:00" hostname="fv-az1407-336"><testcase classname="tests.test_graph_utils" name="test_find_sources" time="0.002" /><testcase classname="tests.test_graph_utils" name="test_find_output" time="0.001" /><testcase classname="tests.test_graph_utils" name="test_change_node_key" time="0.001" /><testcase classname="tests.test_sanity" name="test_sanity" time="0.001" /></testsuite></testsuites>
\ No newline at end of file
diff --git a/spannerflow/grpc_server.py b/spannerflow/grpc_server.py
index 209db64..c31bd92 100644
--- a/spannerflow/grpc_server.py
+++ b/spannerflow/grpc_server.py
@@ -1,4 +1,3 @@
-import asyncio
 from typing import Any, AsyncGenerator, Callable
 
 import grpc
@@ -29,6 +28,10 @@ async def RunIEFunction(
         rows = []
         async for request in request_iterator:
             if request.HasField("function_name"):
+                if function_name is not None:
+                    context.set_details("Function name already provided.")
+                    context.set_code(grpc.StatusCode.INVALID_ARGUMENT)
+                    return
                 # Extract the function_name from the first request
                 function_name = request.function_name
                 func_tuple = self._ie_functions.get(function_name)
@@ -70,7 +73,3 @@ async def run_server(
     server.add_insecure_port(config.LISTEN_ADDRESS)
     await server.start()
     await server.wait_for_termination()  # Keep the server running
-
-
-if __name__ == "__main__":
-    asyncio.run(run_server(dict()))
diff --git a/tests/test_grpc_server.py b/tests/test_grpc_server.py
new file mode 100644
index 0000000..7473e74
--- /dev/null
+++ b/tests/test_grpc_server.py
@@ -0,0 +1,145 @@
+from unittest.mock import AsyncMock, MagicMock
+
+import grpc
+import pytest
+
+from spannerflow.dataflow.v1 import dataflow_pb2
+from spannerflow.grpc_server import IEFunctionService
+
+
+@pytest.mark.asyncio
+async def test_run_ie_function():
+    ie_functions = {
+        "test_func": ("test_func", lambda x: [(int(x[0]) * 2)], [int], [int])
+    }
+    service = IEFunctionService(ie_functions)
+
+    # Mock the request iterator
+    request_iterator = AsyncMock()
+    request_iterator.__aiter__.return_value = [
+        dataflow_pb2.RunIEFunctionRequest(function_name="test_func"),
+        dataflow_pb2.RunIEFunctionRequest(row=dataflow_pb2.RowRequest(row=["1"])),
+        dataflow_pb2.RunIEFunctionRequest(row=dataflow_pb2.RowRequest(row=["2"])),
+    ]
+
+    # Mock the context
+    context = MagicMock()
+
+    # Collect the responses
+    responses = []
+    async for response in service.RunIEFunction(request_iterator, context):
+        responses.append(response)
+
+    # Assertions
+    assert len(responses) == 2
+    assert responses[0].row == ["2"]
+    assert responses[1].row == ["4"]
+
+
+@pytest.mark.asyncio
+async def test_run_ie_function_not_found():
+    ie_functions = {}
+    service = IEFunctionService(ie_functions)
+
+    # Mock the request iterator
+    request_iterator = AsyncMock()
+    request_iterator.__aiter__.return_value = [
+        dataflow_pb2.RunIEFunctionRequest(function_name="unknown_func")
+    ]
+
+    # Mock the context
+    context = MagicMock()
+
+    # Collect the responses
+    responses = []
+    async for response in service.RunIEFunction(request_iterator, context):
+        responses.append(response)
+
+    # Assertions
+    context.set_details.assert_called_once_with("IE Function 'unknown_func' not found.")
+    context.set_code.assert_called_once_with(grpc.StatusCode.NOT_FOUND)
+    assert len(responses) == 0
+
+
+@pytest.mark.asyncio
+async def test_run_ie_function_no_function_name():
+    ie_functions = {
+        "test_func": ("description", lambda x: [str(int(x) * 2)], [int], [int])
+    }
+    service = IEFunctionService(ie_functions)
+
+    # Mock the request iterator
+    request_iterator = AsyncMock()
+    request_iterator.__aiter__.return_value = []
+
+    # Mock the context
+    context = MagicMock()
+
+    # Collect the responses
+    responses = []
+    async for response in service.RunIEFunction(request_iterator, context):
+        responses.append(response)
+
+    # Assertions
+    context.set_details.assert_called_once_with("No function name provided.")
+    context.set_code.assert_called_once_with(grpc.StatusCode.INVALID_ARGUMENT)
+    assert len(responses) == 0
+
+
+@pytest.mark.asyncio
+async def test_run_ie_function_function_name_after_rows():
+    ie_functions = {
+        "test_func": ("description", lambda x: [str(int(x) * 2)], [int], [int])
+    }
+    service = IEFunctionService(ie_functions)
+
+    # Mock the request iterator
+    request_iterator = AsyncMock()
+    request_iterator.__aiter__.return_value = [
+        dataflow_pb2.RunIEFunctionRequest(row=dataflow_pb2.RowRequest(row=["1"])),
+        dataflow_pb2.RunIEFunctionRequest(function_name="test_func"),
+    ]
+
+    # Mock the context
+    context = MagicMock()
+
+    # Collect the responses
+    responses = []
+    async for response in service.RunIEFunction(request_iterator, context):
+        responses.append(response)
+
+    # Assertions
+    context.set_details.assert_called_once_with(
+        "Function name must be provided before rows."
+    )
+    context.set_code.assert_called_once_with(grpc.StatusCode.INVALID_ARGUMENT)
+    assert len(responses) == 0
+
+
+@pytest.mark.asyncio
+async def test_run_ie_function_multiple_function_name():
+    ie_functions = {
+        "test_func": ("description", lambda x: [str(int(x) * 2)], [int], [int])
+    }
+    service = IEFunctionService(ie_functions)
+
+    # Mock the request iterator
+    request_iterator = AsyncMock()
+    request_iterator.__aiter__.return_value = [
+        dataflow_pb2.RunIEFunctionRequest(function_name="test_func"),
+        dataflow_pb2.RunIEFunctionRequest(row=dataflow_pb2.RowRequest(row=["1"])),
+        dataflow_pb2.RunIEFunctionRequest(function_name="test_func"),
+    ]
+
+    # Mock the context
+    context = MagicMock()
+
+    # Collect the responses
+    responses = []
+    async for response in service.RunIEFunction(request_iterator, context):
+        responses.append(response)
+
+    # Assertions
+    context.set_details.assert_called_once_with("Function name already provided.")
+    context.set_code.assert_called_once_with(grpc.StatusCode.INVALID_ARGUMENT)
+    assert len(responses) == 0

From 20f3833959373800bd41e9ef6444f69997dcb06f Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Fri, 18 Oct 2024 01:20:17 +0300
Subject: [PATCH 070/277] feat: tests

---
 .github/workflows/coverage.yml |  2 +-
 pyproject.toml                 | 12 +++++++++++-
 2 files changed, 12 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
index 28d2f85..ab584f9 100644
--- a/.github/workflows/coverage.yml
+++ b/.github/workflows/coverage.yml
@@ -30,7 +30,7 @@ jobs:
 
       - name: Build coverage file
         run: |
-          poetry run pytest --junitxml=pytest.xml --cov-report=term-missing:skip-covered --cov=spannerflow tests/ | tee pytest-coverage.txt
+          poetry run pytest tests/ | tee pytest-coverage.txt
 
       - name: Pytest coverage comment
         if: ${{ github.ref == 'refs/heads/main' }}
diff --git a/pyproject.toml b/pyproject.toml
index 0192629..6b07d45 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -59,4 +59,14 @@ exclude = [
 ]
 
 [tool.isort]
-profile = "black"
\ No newline at end of file
+profile = "black"
+
+[tool.pytest.ini_options]
+addopts = "--junitxml=pytest.xml --cov-report=term-missing:skip-covered --cov=spannerflow"
+
+[tool.coverage.run]
+omit = [
+    "spannerflow/dataflow/v1/dataflow_pb2.py",
+    "spannerflow/dataflow/v1/dataflow_pb2_grpc.py",
+    "spannerflow/dataflow/v1/dataflow_pb2.pyi"
+]
\ No newline at end of file

From 545fef2c5989a358d597ac3130f279c1e76ba1f0 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Fri, 18 Oct 2024 01:21:29 +0300
Subject: [PATCH 071/277] feat: tests

---
 .github/workflows/coverage.yml | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
index ab584f9..2903491 100644
--- a/.github/workflows/coverage.yml
+++ b/.github/workflows/coverage.yml
@@ -33,7 +33,6 @@ jobs:
           poetry run pytest tests/ | tee pytest-coverage.txt
 
       - name: Pytest coverage comment
-        if: ${{ github.ref == 'refs/heads/main' }}
         id: coverageComment
 
         uses: MishaKav/pytest-coverage-comment@main
@@ -42,12 +41,10 @@ jobs:
           junitxml-path: ./pytest.xml
 
       - name: Update Readme with Coverage Html
-        if: ${{ github.ref == 'refs/heads/main' }}
         run: |
           sed -i '/<!-- Pytest Coverage Comment:Begin -->/,/<!-- Pytest Coverage Comment:End -->/c\<!-- Pytest Coverage Comment:Begin -->\n\${{ steps.coverageComment.outputs.coverageHtml }}\n<!-- Pytest Coverage Comment:End -->' ./README.md
       
       - name: Pull latest changes
-        if: ${{ github.ref == 'refs/heads/main' }}
         run: |
           git config pull.rebase false
           git config --global user.email "xx@xx.xx"
@@ -55,7 +52,6 @@ jobs:
           git pull origin ${{ github.head_ref }} --allow-unrelated-histories
 
       - name: Commit & Push changes to Readme
-        if: ${{ github.ref == 'refs/heads/main' }}
         uses: actions-js/push@master
         with:
           message: Update coverage on Readme

From 033ef713012baf97c73cdcce4c428eca71721d0b Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Thu, 17 Oct 2024 22:22:36 +0000
Subject: [PATCH 072/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index dfd0c08..5e66509 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # spannerflow
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-22%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>129</td><td>99</td><td>23%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L18-L22">18&ndash;22</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L25-L28">25&ndash;28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L31-L34">31&ndash;34</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L37-L39">37&ndash;39</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L42-L44">42&ndash;44</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L47-L52">47&ndash;52</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L55-L60">55&ndash;60</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L63-L69">63&ndash;69</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L72-L78">72&ndash;78</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L85-L90">85&ndash;90</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L93-L98">93&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L101-L107">101&ndash;107</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L112-L119">112&ndash;119</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L123-L136">123&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L140-L163">140&ndash;163</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L169-L182">169&ndash;182</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>82</td><td>57</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L26">26</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L33-L40">33&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L44-L48">44&ndash;48</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L53-L70">53&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L74-L80">74&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L84">84</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L88">88</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L96-L101">96&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L106-L113">106&ndash;113</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L118-L122">118&ndash;122</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L126-L130">126&ndash;130</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>44</td><td>44</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L1-L76">1&ndash;76</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>82</td><td>43</td><td>48%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L15">15</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L22-L23">22&ndash;23</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L44-L45">44&ndash;45</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L49">49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L60-L70">60&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L76-L79">76&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L88-L89">88&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L97-L132">97&ndash;132</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>355</td><td>355</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L1-L719">1&ndash;719</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>9</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L1-L20">1&ndash;20</a></td></tr><tr><td colspan="5"><b>spannerflow/dataflow/v1</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2.py">dataflow_pb2.py</a></td><td>50</td><td>37</td><td>26%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2.py#L34-L70">34&ndash;70</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py">dataflow_pb2_grpc.py</a></td><td>112</td><td>61</td><td>46%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L16-L17">16&ndash;17</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L20">20</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L38">38</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L50-L52">50&ndash;52</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L56-L66">56&ndash;66</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L84">84</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L110-L150">110&ndash;150</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L162-L164">162&ndash;164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L168-L170">168&ndash;170</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L174-L176">174&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L180-L182">180&ndash;182</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L186-L188">186&ndash;188</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L192-L194">192&ndash;194</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L198-L200">198&ndash;200</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L204-L206">204&ndash;206</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L210-L212">210&ndash;212</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L216-L266">216&ndash;266</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L284">284</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L311">311</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L338">338</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L365">365</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L392">392</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L419">419</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L446">446</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L473">473</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L500">500</a></td></tr><tr><td><b>TOTAL</b></td><td><b>902</b></td><td><b>705</b></td><td><b>22%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-33%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>129</td><td>99</td><td>23%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L18-L22">18&ndash;22</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L25-L28">25&ndash;28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L31-L34">31&ndash;34</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L37-L39">37&ndash;39</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L42-L44">42&ndash;44</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L47-L52">47&ndash;52</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L55-L60">55&ndash;60</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L63-L69">63&ndash;69</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L72-L78">72&ndash;78</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L85-L90">85&ndash;90</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L93-L98">93&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L101-L107">101&ndash;107</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L112-L119">112&ndash;119</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L123-L136">123&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L140-L163">140&ndash;163</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L169-L182">169&ndash;182</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>82</td><td>57</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L26">26</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L33-L40">33&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L44-L48">44&ndash;48</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L53-L70">53&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L74-L80">74&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L84">84</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L88">88</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L96-L101">96&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L106-L113">106&ndash;113</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L118-L122">118&ndash;122</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L126-L130">126&ndash;130</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>45</td><td>5</td><td>89%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L68-L75">68&ndash;75</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>82</td><td>43</td><td>48%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L15">15</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L22-L23">22&ndash;23</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L44-L45">44&ndash;45</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L49">49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L60-L70">60&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L76-L79">76&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L88-L89">88&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L97-L132">97&ndash;132</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>355</td><td>290</td><td>18%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L59-L61">59&ndash;61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L64-L65">64&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L79">79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L122-L154">122&ndash;154</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L165-L184">165&ndash;184</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L191-L193">191&ndash;193</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L198-L200">198&ndash;200</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L209-L341">209&ndash;341</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L350-L382">350&ndash;382</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L391-L393">391&ndash;393</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L402-L415">402&ndash;415</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L424-L426">424&ndash;426</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L435-L444">435&ndash;444</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L453-L470">453&ndash;470</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L473-L487">473&ndash;487</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L496-L571">496&ndash;571</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L574-L601">574&ndash;601</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L608-L621">608&ndash;621</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L624-L640">624&ndash;640</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L643-L653">643&ndash;653</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L656-L683">656&ndash;683</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L691-L692">691&ndash;692</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L695-L713">695&ndash;713</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L716-L719">716&ndash;719</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>4</td><td>56%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L10-L20">10&ndash;20</a></td></tr><tr><td><b>TOTAL</b></td><td><b>741</b></td><td><b>498</b></td><td><b>33%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 ```bash
 python -m venv venv

From 20311070becdda74d5ca14f7bbe59727ceb0ed81 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Fri, 18 Oct 2024 02:20:45 +0300
Subject: [PATCH 073/277] feat: tests

---
 spannerflow/graph_utils.py |  5 +---
 tests/test_graph_utils.py  | 57 +++++++++++++++++++++++++++++++++++++-
 2 files changed, 57 insertions(+), 5 deletions(-)

diff --git a/spannerflow/graph_utils.py b/spannerflow/graph_utils.py
index 15e800b..a6e91aa 100644
--- a/spannerflow/graph_utils.py
+++ b/spannerflow/graph_utils.py
@@ -72,11 +72,8 @@ def reduced_graph(graph: nx.DiGraph) -> tuple[nx.DiGraph, dict[str | int, nx.DiG
 
 def get_node_schema(graph: nx.DiGraph, node: str | int) -> str:
     schema = graph.nodes[node]["schema"]
-    if len(schema) > 1:
+    if len(schema) != 1:
         return f"({', '.join(schema)})"
-
-    if len(schema) == 0:
-        return "()"
     return schema[0]
 
 
diff --git a/tests/test_graph_utils.py b/tests/test_graph_utils.py
index 22f8b7c..cc98d0a 100644
--- a/tests/test_graph_utils.py
+++ b/tests/test_graph_utils.py
@@ -1,7 +1,14 @@
 import networkx as nx
 import pytest
 
-from spannerflow.graph_utils import change_node_key, find_output, find_sources
+from spannerflow.graph_utils import (
+    change_node_key,
+    find_output,
+    find_sources,
+    get_common_cols,
+    get_minus_cols,
+    get_node_schema,
+)
 
 
 def test_find_sources():
@@ -42,3 +49,51 @@ def test_change_node_key():
     assert 1 not in graph.nodes
     assert 10 in graph.nodes
     assert graph.nodes[10]["attr"] == "value"
+
+
+def test_get_node_schema():
+    graph = nx.DiGraph()
+    graph.add_node(
+        1, schema=["col1", "col2"], schema_types=["DATA_TYPE_INT", "DATA_TYPE_STRING"]
+    )
+    assert get_node_schema(graph, 1) == "(col1, col2)"
+    with pytest.raises(KeyError):
+        get_node_schema(graph, 2)
+    graph.add_node(2, schema=["col1"], schema_types=["DATA_TYPE_INT"])
+    assert get_node_schema(graph, 2) == "col1"
+    # empty schema case -
+    # TODO: is it valid? Should we raise an exception?
+    graph.add_node(3, schema=[], schema_types=[])
+    assert get_node_schema(graph, 3) == "()"
+
+
+def test_get_common_cols():
+    graph = nx.DiGraph()
+    graph.add_node(1, schema=["col1", "col2"])
+    graph.add_node(2, schema=["col2", "col3"])
+
+    assert get_common_cols(graph, 1, 2) == ["col2"]
+
+    graph.add_node(3, schema=["col1", "col2", "col3"])
+    assert set(get_common_cols(graph, 1, 3)) == {"col1", "col2"}
+    assert set(get_common_cols(graph, 2, 3)) == {"col2", "col3"}
+
+    graph.add_node(4, schema=["col5"])
+    assert get_common_cols(graph, 1, 4) == []
+    assert get_common_cols(graph, 2, 4) == []
+    assert get_common_cols(graph, 3, 4) == []
+
+
+def test_get_minus_cols():
+    graph = nx.DiGraph()
+    graph.add_node(1, schema=["col1", "col2"])
+    graph.add_node(2, schema=["col2", "col3"])
+
+    assert get_minus_cols(graph, 1, ["col1"]) == ["col2"]
+    assert get_minus_cols(graph, 1, ["col1", "col2"]) == []
+    assert get_minus_cols(graph, 1, ["col2"]) == ["col1"]
+    assert set(get_minus_cols(graph, 1, ["col3"])) == {"col1", "col2"}
+    assert set(get_minus_cols(graph, 2, ["col1"])) == {"col2", "col3"}
+    assert get_minus_cols(graph, 2, ["col1", "col2"]) == ["col3"]
+    assert get_minus_cols(graph, 2, ["col2"]) == ["col3"]
+    assert get_minus_cols(graph, 2, ["col3"]) == ["col2"]

From 4a0a574114fa5a59d564bc76c44a5a2cab47dbd8 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Thu, 17 Oct 2024 23:21:41 +0000
Subject: [PATCH 074/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 5e66509..901c3c5 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # spannerflow
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-33%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>129</td><td>99</td><td>23%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L18-L22">18&ndash;22</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L25-L28">25&ndash;28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L31-L34">31&ndash;34</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L37-L39">37&ndash;39</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L42-L44">42&ndash;44</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L47-L52">47&ndash;52</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L55-L60">55&ndash;60</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L63-L69">63&ndash;69</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L72-L78">72&ndash;78</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L85-L90">85&ndash;90</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L93-L98">93&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L101-L107">101&ndash;107</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L112-L119">112&ndash;119</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L123-L136">123&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L140-L163">140&ndash;163</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L169-L182">169&ndash;182</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>82</td><td>57</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L26">26</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L33-L40">33&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L44-L48">44&ndash;48</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L53-L70">53&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L74-L80">74&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L84">84</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L88">88</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L96-L101">96&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L106-L113">106&ndash;113</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L118-L122">118&ndash;122</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L126-L130">126&ndash;130</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>45</td><td>5</td><td>89%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L68-L75">68&ndash;75</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>82</td><td>43</td><td>48%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L15">15</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L22-L23">22&ndash;23</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L44-L45">44&ndash;45</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L49">49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L60-L70">60&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L76-L79">76&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L88-L89">88&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L97-L132">97&ndash;132</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>355</td><td>290</td><td>18%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L59-L61">59&ndash;61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L64-L65">64&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L79">79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L122-L154">122&ndash;154</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L165-L184">165&ndash;184</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L191-L193">191&ndash;193</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L198-L200">198&ndash;200</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L209-L341">209&ndash;341</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L350-L382">350&ndash;382</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L391-L393">391&ndash;393</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L402-L415">402&ndash;415</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L424-L426">424&ndash;426</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L435-L444">435&ndash;444</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L453-L470">453&ndash;470</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L473-L487">473&ndash;487</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L496-L571">496&ndash;571</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L574-L601">574&ndash;601</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L608-L621">608&ndash;621</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L624-L640">624&ndash;640</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L643-L653">643&ndash;653</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L656-L683">656&ndash;683</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L691-L692">691&ndash;692</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L695-L713">695&ndash;713</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L716-L719">716&ndash;719</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>4</td><td>56%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L10-L20">10&ndash;20</a></td></tr><tr><td><b>TOTAL</b></td><td><b>741</b></td><td><b>498</b></td><td><b>33%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-34%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>129</td><td>99</td><td>23%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L18-L22">18&ndash;22</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L25-L28">25&ndash;28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L31-L34">31&ndash;34</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L37-L39">37&ndash;39</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L42-L44">42&ndash;44</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L47-L52">47&ndash;52</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L55-L60">55&ndash;60</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L63-L69">63&ndash;69</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L72-L78">72&ndash;78</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L85-L90">85&ndash;90</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L93-L98">93&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L101-L107">101&ndash;107</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L112-L119">112&ndash;119</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L123-L136">123&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L140-L163">140&ndash;163</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L169-L182">169&ndash;182</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>49</td><td>39%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L26">26</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L33-L40">33&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L44-L48">44&ndash;48</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L53-L70">53&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L93-L98">93&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L103-L110">103&ndash;110</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L115-L119">115&ndash;119</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L123-L127">123&ndash;127</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>45</td><td>5</td><td>89%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L68-L75">68&ndash;75</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>82</td><td>43</td><td>48%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L15">15</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L22-L23">22&ndash;23</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L44-L45">44&ndash;45</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L49">49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L60-L70">60&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L76-L79">76&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L88-L89">88&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L97-L132">97&ndash;132</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>355</td><td>290</td><td>18%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L59-L61">59&ndash;61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L64-L65">64&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L79">79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L122-L154">122&ndash;154</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L165-L184">165&ndash;184</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L191-L193">191&ndash;193</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L198-L200">198&ndash;200</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L209-L341">209&ndash;341</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L350-L382">350&ndash;382</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L391-L393">391&ndash;393</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L402-L415">402&ndash;415</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L424-L426">424&ndash;426</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L435-L444">435&ndash;444</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L453-L470">453&ndash;470</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L473-L487">473&ndash;487</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L496-L571">496&ndash;571</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L574-L601">574&ndash;601</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L608-L621">608&ndash;621</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L624-L640">624&ndash;640</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L643-L653">643&ndash;653</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L656-L683">656&ndash;683</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L691-L692">691&ndash;692</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L695-L713">695&ndash;713</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L716-L719">716&ndash;719</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>4</td><td>56%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L10-L20">10&ndash;20</a></td></tr><tr><td><b>TOTAL</b></td><td><b>739</b></td><td><b>490</b></td><td><b>34%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 ```bash
 python -m venv venv

From 0f93d3357128f50bb643737ac54694873ffdaef4 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Fri, 18 Oct 2024 03:21:41 +0300
Subject: [PATCH 075/277] feat: tests

---
 tests/test_engine.py        | 141 ++++++++++++++++++++++++++++++++++++
 tests/test_rust_dataflow.py |  23 +++---
 2 files changed, 152 insertions(+), 12 deletions(-)
 create mode 100644 tests/test_engine.py

diff --git a/tests/test_engine.py b/tests/test_engine.py
new file mode 100644
index 0000000..0f766c0
--- /dev/null
+++ b/tests/test_engine.py
@@ -0,0 +1,141 @@
+from pathlib import Path
+from unittest.mock import MagicMock, patch
+
+import pytest
+
+from spannerflow.config import Config
+from spannerflow.dataflow.v1 import dataflow_pb2
+from spannerflow.engine import Engine
+
+
+@pytest.fixture
+def engine():
+    config = Config()
+    Engine._instance = None
+    with patch("spannerflow.engine.Engine.__new__", return_value=None):
+        instance = Engine(config=config)
+        instance._config = config
+        instance._is_open = False
+        instance._rust_dataflow = MagicMock()
+        return instance
+
+
+def test_engine_open(engine):
+    with patch("grpc.insecure_channel"), patch(
+        "spannerflow.dataflow.v1.dataflow_pb2_grpc.DataflowServiceStub"
+    ) as mock_stub:
+        mock_stub.return_value.Open = MagicMock()
+        engine.open()
+        assert engine._is_open is True
+
+
+def test_engine_close(engine):
+    with patch("grpc.insecure_channel"), patch(
+        "spannerflow.dataflow.v1.dataflow_pb2_grpc.DataflowServiceStub"
+    ) as mock_stub:
+        mock_stub.return_value.Close = MagicMock()
+        engine._is_open = True
+        engine.close()
+        assert engine._is_open is False
+
+
+def test_save_to_csv(engine):
+    with patch("grpc.insecure_channel"), patch(
+        "spannerflow.dataflow.v1.dataflow_pb2_grpc.DataflowServiceStub"
+    ) as mock_stub:
+        mock_stub.return_value.SaveToCSV = MagicMock()
+        engine.save_to_csv("test_collection", Path("/tmp/test.csv"))
+        mock_stub.return_value.SaveToCSV.assert_called_once()
+
+
+def test_load_from_csv(engine):
+    with patch("grpc.insecure_channel"), patch(
+        "spannerflow.dataflow.v1.dataflow_pb2_grpc.DataflowServiceStub"
+    ) as mock_stub:
+        mock_stub.return_value.LoadFromCSV = MagicMock()
+        engine.load_from_csv("test_collection", Path("/tmp/test.csv"))
+        mock_stub.return_value.LoadFromCSV.assert_called_once()
+
+
+def test_add_row(engine):
+    with patch("grpc.insecure_channel"), patch(
+        "spannerflow.dataflow.v1.dataflow_pb2_grpc.DataflowServiceStub"
+    ) as mock_stub:
+        mock_stub.return_value.AddRow = MagicMock()
+        mock_stub.return_value.GetCollections = MagicMock(
+            return_value=dataflow_pb2.GetCollectionsResponse(
+                collections=[
+                    dataflow_pb2.Collection(
+                        name="test_collection",
+                        schema=[
+                            dataflow_pb2.DATA_TYPE_INT,
+                            dataflow_pb2.DATA_TYPE_STRING,
+                        ],
+                    )
+                ]
+            )
+        )
+        engine.add_row("test_collection", [2, "col1"])
+        mock_stub.return_value.AddRow.assert_called_once()
+
+
+def test_delete_row(engine):
+    with patch("grpc.insecure_channel"), patch(
+        "spannerflow.dataflow.v1.dataflow_pb2_grpc.DataflowServiceStub"
+    ) as mock_stub:
+        mock_stub.return_value.DeleteRow = MagicMock()
+        mock_stub.return_value.GetCollections = MagicMock(
+            return_value=dataflow_pb2.GetCollectionsResponse(
+                collections=[
+                    dataflow_pb2.Collection(
+                        name="test_collection",
+                        schema=[
+                            dataflow_pb2.DATA_TYPE_INT,
+                            dataflow_pb2.DATA_TYPE_STRING,
+                        ],
+                    )
+                ]
+            )
+        )
+        engine.delete_row("test_collection", [2, "col1"])
+        mock_stub.return_value.DeleteRow.assert_called_once()
+
+
+def test_add_collection(engine):
+    with patch("grpc.insecure_channel"), patch(
+        "spannerflow.dataflow.v1.dataflow_pb2_grpc.DataflowServiceStub"
+    ) as mock_stub:
+        mock_stub.return_value.AddCollection = MagicMock()
+        engine.add_collection("test_collection", ["DATA_TYPE_INT", "DATA_TYPE_STRING"])
+        mock_stub.return_value.AddCollection.assert_called_once()
+
+
+def test_delete_collection(engine):
+    with patch("grpc.insecure_channel"), patch(
+        "spannerflow.dataflow.v1.dataflow_pb2_grpc.DataflowServiceStub"
+    ) as mock_stub:
+        mock_stub.return_value.DeleteCollection = MagicMock()
+        engine.delete_collection("test_collection")
+        mock_stub.return_value.DeleteCollection.assert_called_once()
+
+
+def test_get_collections(engine):
+    with patch("grpc.insecure_channel"), patch(
+        "spannerflow.dataflow.v1.dataflow_pb2_grpc.DataflowServiceStub"
+    ) as mock_stub:
+        mock_stub.return_value.GetCollections = MagicMock(
+            return_value=dataflow_pb2.GetCollectionsResponse(
+                collections=[
+                    dataflow_pb2.Collection(
+                        name="test_collection",
+                        schema=[
+                            dataflow_pb2.DATA_TYPE_INT,
+                            dataflow_pb2.DATA_TYPE_STRING,
+                        ],
+                    )
+                ]
+            )
+        )
+        collections = engine.get_collections()
+        mock_stub.return_value.GetCollections.assert_called_once()
+        assert collections == {"test_collection": ["DATA_TYPE_INT", "DATA_TYPE_STRING"]}
diff --git a/tests/test_rust_dataflow.py b/tests/test_rust_dataflow.py
index a1b6a6d..c68019c 100644
--- a/tests/test_rust_dataflow.py
+++ b/tests/test_rust_dataflow.py
@@ -10,29 +10,28 @@
 
 @pytest.fixture
 def rust_dataflow():
+    Engine._instance = None
     config = Config()
     with patch(
-        "spannerflow.engine.Engine.__new__", return_value=MagicMock(spec=Engine)
+        "spannerflow.engine.Engine.__init__", return_value=MagicMock(spec=Engine)
     ) as mock_engine:
         instance = RustDataflow(config=config, engine=mock_engine)
         return instance
 
 
 def test_get_input_schema_types(rust_dataflow):
-    rust_dataflow._engine.get_collections.return_value = {
-        "X": ["DATA_TYPE_INT", "DATA_TYPE_STRING"]
-    }
-    assert rust_dataflow.get_input_schema_types("X") == [
-        "DATA_TYPE_INT",
-        "DATA_TYPE_STRING",
-    ]
+    with patch.object(rust_dataflow._engine, "get_collections") as mock_get_collections:
+        mock_get_collections.return_value = {"X": ["DATA_TYPE_INT", "DATA_TYPE_STRING"]}
+        assert rust_dataflow.get_input_schema_types("X") == [
+            "DATA_TYPE_INT",
+            "DATA_TYPE_STRING",
+        ]
 
 
 def test_get_input_schema(rust_dataflow):
-    rust_dataflow._engine.get_collections.return_value = {
-        "X": ["DATA_TYPE_INT", "DATA_TYPE_STRING"]
-    }
-    assert rust_dataflow.get_input_schema("X") == ["i32", "String"]
+    with patch.object(rust_dataflow._engine, "get_collections") as mock_get_collections:
+        mock_get_collections.return_value = {"X": ["DATA_TYPE_INT", "DATA_TYPE_STRING"]}
+        assert rust_dataflow.get_input_schema("X") == ["i32", "String"]
 
 
 def test_get_col_schema(rust_dataflow):

From 922e09affd4d5ea0f9c6012d12906bc446153dc2 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Fri, 18 Oct 2024 00:23:05 +0000
Subject: [PATCH 076/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 901c3c5..b9c9288 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # spannerflow
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-34%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>129</td><td>99</td><td>23%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L18-L22">18&ndash;22</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L25-L28">25&ndash;28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L31-L34">31&ndash;34</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L37-L39">37&ndash;39</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L42-L44">42&ndash;44</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L47-L52">47&ndash;52</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L55-L60">55&ndash;60</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L63-L69">63&ndash;69</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L72-L78">72&ndash;78</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L85-L90">85&ndash;90</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L93-L98">93&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L101-L107">101&ndash;107</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L112-L119">112&ndash;119</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L123-L136">123&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L140-L163">140&ndash;163</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L169-L182">169&ndash;182</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>49</td><td>39%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L26">26</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L33-L40">33&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L44-L48">44&ndash;48</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L53-L70">53&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L93-L98">93&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L103-L110">103&ndash;110</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L115-L119">115&ndash;119</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L123-L127">123&ndash;127</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>45</td><td>5</td><td>89%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L68-L75">68&ndash;75</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>82</td><td>43</td><td>48%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L15">15</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L22-L23">22&ndash;23</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L44-L45">44&ndash;45</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L49">49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L60-L70">60&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L76-L79">76&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L88-L89">88&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L97-L132">97&ndash;132</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>355</td><td>290</td><td>18%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L59-L61">59&ndash;61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L64-L65">64&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L79">79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L122-L154">122&ndash;154</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L165-L184">165&ndash;184</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L191-L193">191&ndash;193</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L198-L200">198&ndash;200</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L209-L341">209&ndash;341</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L350-L382">350&ndash;382</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L391-L393">391&ndash;393</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L402-L415">402&ndash;415</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L424-L426">424&ndash;426</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L435-L444">435&ndash;444</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L453-L470">453&ndash;470</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L473-L487">473&ndash;487</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L496-L571">496&ndash;571</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L574-L601">574&ndash;601</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L608-L621">608&ndash;621</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L624-L640">624&ndash;640</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L643-L653">643&ndash;653</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L656-L683">656&ndash;683</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L691-L692">691&ndash;692</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L695-L713">695&ndash;713</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L716-L719">716&ndash;719</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>4</td><td>56%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L10-L20">10&ndash;20</a></td></tr><tr><td><b>TOTAL</b></td><td><b>739</b></td><td><b>490</b></td><td><b>34%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-41%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>129</td><td>44</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L32">32</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L38">38</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106">106</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L112-L119">112&ndash;119</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L123-L136">123&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L145">145</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L151-L162">151&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L169-L182">169&ndash;182</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>49</td><td>39%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L26">26</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L33-L40">33&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L44-L48">44&ndash;48</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L53-L70">53&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L93-L98">93&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L103-L110">103&ndash;110</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L115-L119">115&ndash;119</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L123-L127">123&ndash;127</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>45</td><td>5</td><td>89%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L68-L75">68&ndash;75</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>82</td><td>43</td><td>48%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L15">15</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L22-L23">22&ndash;23</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L44-L45">44&ndash;45</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L49">49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L60-L70">60&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L76-L79">76&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L88-L89">88&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L97-L132">97&ndash;132</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>355</td><td>290</td><td>18%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L59-L61">59&ndash;61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L64-L65">64&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L79">79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L122-L154">122&ndash;154</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L165-L184">165&ndash;184</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L191-L193">191&ndash;193</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L198-L200">198&ndash;200</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L209-L341">209&ndash;341</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L350-L382">350&ndash;382</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L391-L393">391&ndash;393</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L402-L415">402&ndash;415</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L424-L426">424&ndash;426</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L435-L444">435&ndash;444</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L453-L470">453&ndash;470</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L473-L487">473&ndash;487</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L496-L571">496&ndash;571</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L574-L601">574&ndash;601</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L608-L621">608&ndash;621</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L624-L640">624&ndash;640</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L643-L653">643&ndash;653</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L656-L683">656&ndash;683</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L691-L692">691&ndash;692</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L695-L713">695&ndash;713</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L716-L719">716&ndash;719</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>4</td><td>56%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L10-L20">10&ndash;20</a></td></tr><tr><td><b>TOTAL</b></td><td><b>739</b></td><td><b>435</b></td><td><b>41%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 ```bash
 python -m venv venv

From 9b2d5042e3ba141fe5116c29f9f9a0786ecead81 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Fri, 18 Oct 2024 03:57:50 +0300
Subject: [PATCH 077/277] feat: tests

---
 spannerflow/rust_dataflow.py | 23 ++++++++---------------
 tests/test_rust_dataflow.py  | 26 ++++++++++++++++++++++++++
 2 files changed, 34 insertions(+), 15 deletions(-)

diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index e95e8c4..edd1722 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -169,7 +169,7 @@ def get_union_code(
             )
         )
 
-        prev_node1_str = self.get_prev_node_str(
+        prev_node1_str = self.get_node_str(
             preds[0], anchor=anchor, in_iterate=in_iterate
         )
         node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
@@ -177,7 +177,7 @@ def get_union_code(
         if len(preds) == 1:
             return f"let {node_str} = {prev_node1_str};"
         elif len(preds) == 2:
-            prev_node2_str = self.get_prev_node_str(
+            prev_node2_str = self.get_node_str(
                 preds[1], anchor=anchor, in_iterate=in_iterate
             )
             return f"let{' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.concat(&{prev_node2_str});"
@@ -185,13 +185,6 @@ def get_union_code(
             "Union node has invalid number of predecessors: ", (len(preds), node)
         )
 
-    def get_prev_node_str(
-        self, pred: str | int, anchor: str | int | None = None, in_iterate: bool = False
-    ) -> str:
-        if in_iterate and pred == anchor:
-            return str(anchor)
-        return f"node_{pred}"
-
     def get_node_str(
         self, node: str | int, anchor: str | int | None = None, in_iterate: bool = False
     ) -> str:
@@ -349,7 +342,7 @@ def get_ie_map_code(
     ) -> str:
         prev_nodes = list(graph.pred[node])
         node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
-        prev_node_str = self.get_prev_node_str(
+        prev_node_str = self.get_node_str(
             prev_nodes[0], anchor=anchor, in_iterate=in_iterate
         )
         match graph.nodes[node]["name"]:
@@ -359,7 +352,7 @@ def get_ie_map_code(
                         "Not node has invalid number of predecessors: ",
                         (len(prev_nodes), node),
                     )
-                prev_node_str = self.get_prev_node_str(
+                prev_node_str = self.get_node_str(
                     prev_nodes[0], anchor=anchor, in_iterate=in_iterate
                 )
                 code = f"let {node_str} = {prev_node_str}.map(|{get_node_schema(graph, prev_nodes[0])}| ({get_node_schema(graph, prev_nodes[0])}, !{get_node_schema(graph, prev_nodes[0])}));"
@@ -402,7 +395,7 @@ def get_project_code(
         schema = get_node_schema(graph, node)
         prev_nodes = list(graph.pred[node])
 
-        prev_node_str = self.get_prev_node_str(
+        prev_node_str = self.get_node_str(
             prev_nodes[0], anchor=anchor, in_iterate=in_iterate
         )
         node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
@@ -435,7 +428,7 @@ def get_rename_code(
         schema = get_node_schema(graph, node)
         prev_nodes = list(graph.pred[node])
 
-        prev_node_str = self.get_prev_node_str(
+        prev_node_str = self.get_node_str(
             prev_nodes[0], anchor=anchor, in_iterate=in_iterate
         )
         node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
@@ -453,7 +446,7 @@ def get_select_code(
         gr_node = graph.nodes[node]
         prev_nodes = list(graph.pred[node])
 
-        prev_node_str = self.get_prev_node_str(
+        prev_node_str = self.get_node_str(
             prev_nodes[0], anchor=anchor, in_iterate=in_iterate
         )
         node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
@@ -496,7 +489,7 @@ def get_groupby_code(
         gr_node = graph.nodes[node]
         prev_nodes = list(graph.pred[node])
 
-        prev_node_str = self.get_prev_node_str(
+        prev_node_str = self.get_node_str(
             prev_nodes[0], anchor=anchor, in_iterate=in_iterate
         )
         node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
diff --git a/tests/test_rust_dataflow.py b/tests/test_rust_dataflow.py
index c68019c..a05a97b 100644
--- a/tests/test_rust_dataflow.py
+++ b/tests/test_rust_dataflow.py
@@ -48,3 +48,29 @@ def test_get_output_data(rust_dataflow):
     output_node, output_vars = rust_dataflow.get_output_data(graph)
     assert output_node == 2
     assert output_vars == 1
+
+
+def test_get_node_str(rust_dataflow):
+    str_anchor = "ANCHOR"
+    assert (
+        rust_dataflow.get_node_str(1, anchor=str_anchor, in_iterate=False) == "node_1"
+    )
+    assert (
+        rust_dataflow.get_node_str("X", anchor=str_anchor, in_iterate=False) == "node_X"
+    )
+    assert (
+        rust_dataflow.get_node_str(str_anchor, anchor=str_anchor, in_iterate=True)
+        == str_anchor
+    )
+    assert (
+        rust_dataflow.get_node_str(str_anchor, anchor=str_anchor, in_iterate=False)
+        == f"node_{str_anchor}"
+    )
+    int_anchor = 1
+    assert rust_dataflow.get_node_str(
+        int_anchor, anchor=int_anchor, in_iterate=True
+    ) == str(int_anchor)
+    assert (
+        rust_dataflow.get_node_str(int_anchor, anchor=int_anchor, in_iterate=False)
+        == f"node_{int_anchor}"
+    )

From e28a1da2aa4e35af726786fabb646a3ed5841333 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Fri, 18 Oct 2024 00:59:04 +0000
Subject: [PATCH 078/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index b9c9288..0789879 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # spannerflow
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-41%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>129</td><td>44</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L32">32</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L38">38</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106">106</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L112-L119">112&ndash;119</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L123-L136">123&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L145">145</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L151-L162">151&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L169-L182">169&ndash;182</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>49</td><td>39%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L26">26</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L33-L40">33&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L44-L48">44&ndash;48</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L53-L70">53&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L93-L98">93&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L103-L110">103&ndash;110</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L115-L119">115&ndash;119</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L123-L127">123&ndash;127</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>45</td><td>5</td><td>89%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L68-L75">68&ndash;75</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>82</td><td>43</td><td>48%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L15">15</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L22-L23">22&ndash;23</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L44-L45">44&ndash;45</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L49">49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L60-L70">60&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L76-L79">76&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L88-L89">88&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L97-L132">97&ndash;132</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>355</td><td>290</td><td>18%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L59-L61">59&ndash;61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L64-L65">64&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L79">79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L122-L154">122&ndash;154</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L165-L184">165&ndash;184</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L191-L193">191&ndash;193</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L198-L200">198&ndash;200</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L209-L341">209&ndash;341</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L350-L382">350&ndash;382</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L391-L393">391&ndash;393</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L402-L415">402&ndash;415</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L424-L426">424&ndash;426</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L435-L444">435&ndash;444</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L453-L470">453&ndash;470</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L473-L487">473&ndash;487</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L496-L571">496&ndash;571</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L574-L601">574&ndash;601</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L608-L621">608&ndash;621</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L624-L640">624&ndash;640</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L643-L653">643&ndash;653</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L656-L683">656&ndash;683</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L691-L692">691&ndash;692</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L695-L713">695&ndash;713</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L716-L719">716&ndash;719</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>4</td><td>56%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L10-L20">10&ndash;20</a></td></tr><tr><td><b>TOTAL</b></td><td><b>739</b></td><td><b>435</b></td><td><b>41%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-42%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>129</td><td>44</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L32">32</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L38">38</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106">106</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L112-L119">112&ndash;119</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L123-L136">123&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L145">145</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L151-L162">151&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L169-L182">169&ndash;182</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>49</td><td>39%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L26">26</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L33-L40">33&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L44-L48">44&ndash;48</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L53-L70">53&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L93-L98">93&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L103-L110">103&ndash;110</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L115-L119">115&ndash;119</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L123-L127">123&ndash;127</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>45</td><td>5</td><td>89%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L68-L75">68&ndash;75</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>82</td><td>43</td><td>48%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L15">15</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L22-L23">22&ndash;23</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L44-L45">44&ndash;45</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L49">49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L60-L70">60&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L76-L79">76&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L88-L89">88&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L97-L132">97&ndash;132</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>351</td><td>284</td><td>19%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L59-L61">59&ndash;61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L64-L65">64&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L79">79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L122-L154">122&ndash;154</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L165-L184">165&ndash;184</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L202-L334">202&ndash;334</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L343-L375">343&ndash;375</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L384-L386">384&ndash;386</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L395-L408">395&ndash;408</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L417-L419">417&ndash;419</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L428-L437">428&ndash;437</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L446-L463">446&ndash;463</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L466-L480">466&ndash;480</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L489-L564">489&ndash;564</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L567-L594">567&ndash;594</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L601-L614">601&ndash;614</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L617-L633">617&ndash;633</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L636-L646">636&ndash;646</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L649-L676">649&ndash;676</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L684-L685">684&ndash;685</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L688-L706">688&ndash;706</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L709-L712">709&ndash;712</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>4</td><td>56%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L10-L20">10&ndash;20</a></td></tr><tr><td><b>TOTAL</b></td><td><b>735</b></td><td><b>429</b></td><td><b>42%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 ```bash
 python -m venv venv

From 14e6119528ac1fe3b942ffe94eb0aebcabae1385 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Fri, 18 Oct 2024 15:43:15 +0300
Subject: [PATCH 079/277] lint: reduce complexity

---
 spannerflow/rust_dataflow.py                  | 43 ++++++++-----------
 spannerflow/templates/rust_dataflow.rs.jinja2 | 17 +++-----
 tests/test_rust_dataflow.py                   | 11 -----
 3 files changed, 24 insertions(+), 47 deletions(-)

diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index edd1722..bcbed30 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -563,8 +563,8 @@ def get_groupby_code(
         )
         return code
 
-    def generate_graph_code(self, graph: nx.DiGraph) -> dict[str | int, str]:
-        flow_code = dict()
+    def generate_graph_code(self, graph: nx.DiGraph) -> list[str]:
+        flow_code = list()
 
         iterate_template = self._template_env.get_template("iterate.rs.jinja2")
         reduced, cycles = reduced_graph(graph)
@@ -578,25 +578,23 @@ def generate_graph_code(self, graph: nx.DiGraph) -> dict[str | int, str]:
                     cycle_code[cycle_node] = self.generate_node_code(
                         iter_graph, cycle_node, anchor=f"iter_{node}", in_iterate=True
                     )
-                flow_code[node] = iterate_template.render(
-                    {
-                        "ingress_nodes": find_ingress_nodes(
-                            graph, list(cycles[node].nodes)
-                        ),
-                        "anchor": node,
-                        "cycle_flow": cycle_order,
-                        "flow_code": cycle_code,
-                        "anchor_code": anchor_code,
-                    }
+                flow_code.append(
+                    iterate_template.render(
+                        {
+                            "ingress_nodes": find_ingress_nodes(
+                                graph, list(cycles[node].nodes)
+                            ),
+                            "anchor": node,
+                            "cycle_flow": cycle_order,
+                            "flow_code": cycle_code,
+                            "anchor_code": anchor_code,
+                        }
+                    )
                 )
             else:
-                flow_code[node] = self.generate_node_code(graph, node)
+                flow_code.append(self.generate_node_code(graph, node))
         return flow_code
 
-    def get_output_data(self, graph: nx.DiGraph) -> tuple[str | int, int]:
-        output = find_output(graph)
-        return output, len(graph.nodes[output]["schema"])
-
     def create_cargo_toml(self, timestamp: str) -> None:
         dest_path = self._config.GENERATED_RUST_PROJECT_PATH / self._cargo_file_name
         template = self._template_env.get_template(
@@ -617,16 +615,13 @@ def create_rust_file(self, timestamp: str, graph: nx.DiGraph) -> None:
         dest_path = self._config.GENERATED_RUST_PROJECT_PATH / "src" / f"{timestamp}.rs"
         template = self._template_env.get_template(self._config.RUST_FILE_TEMPLATE_NAME)
         flow_code = self.generate_graph_code(graph)
-        reduced, _ = reduced_graph(graph)
-        output_node, output_vars = self.get_output_data(reduced)
+        output_node = find_output(graph)
         output_text = template.render(
+            query_id=self._query_id,
             sources=self.get_sources_data(graph),
             flow_code=flow_code,
-            top_sort=list(nx.topological_sort(reduced)),
-            query_id=self._query_id,
-            output_node=output_node,
-            output_schema_types=graph.nodes[output_node]["schema_types"],
-            output_vars=output_vars,
+            output_node_str=self.get_node_str(output_node),
+            output_vars_count=len(graph.nodes[output_node]["schema"]),
         )
 
         with open(dest_path, "w") as f:
diff --git a/spannerflow/templates/rust_dataflow.rs.jinja2 b/spannerflow/templates/rust_dataflow.rs.jinja2
index 25b6718..0136401 100644
--- a/spannerflow/templates/rust_dataflow.rs.jinja2
+++ b/spannerflow/templates/rust_dataflow.rs.jinja2
@@ -83,16 +83,16 @@ pub extern "C" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<Strin
             let mut input_{{value['name']}}: InputSession::<usize, ({% for element in value['schema'] %}{{ element }}{% if not loop.last %}, {% endif %}{% endfor %}), isize> = InputSession::new();
         {% endfor %}
             worker.dataflow(|scope| {
-            {% for node in top_sort %}
-                {{ flow_code[node] }}{% endfor %}
+            {% for node_code in flow_code %}
+                {{ node_code }}{% endfor %}
                 let result = Arc::clone(&result); 
-                node_{{output_node}}.inspect(move |x| {
+                {{ output_node_str }}.inspect(move |x| {
                     let cloned_x = x.clone();
                     result.lock().unwrap().push(tuple_to_vec_string!(
-                        {% if output_vars == 1%}
+                        {% if output_vars_count == 1%}
                             cloned_x.0
                         {% else %}
-                            {% for var in range(output_vars) %}
+                            {% for var in range(output_vars_count) %}
                             cloned_x.0.{{ var }}{% if not loop.last %}, {% endif %}{% endfor %}
                         {% endif %}
                     ));
@@ -110,10 +110,3 @@ pub extern "C" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<Strin
         });
         return output.lock().unwrap().clone();
 }
-
-
-#[no_mangle]
-pub extern "C" fn query_schema_types_{{query_id}}() -> Vec<String>{
-
-    return vec![{% for col_type in output_schema_types %}"{{ col_type }}".to_string(){% if not loop.last %}, {% endif %}{% endfor%}];
-}
\ No newline at end of file
diff --git a/tests/test_rust_dataflow.py b/tests/test_rust_dataflow.py
index a05a97b..ca79051 100644
--- a/tests/test_rust_dataflow.py
+++ b/tests/test_rust_dataflow.py
@@ -1,6 +1,5 @@
 from unittest.mock import MagicMock, patch
 
-import networkx as nx
 import pytest
 
 from spannerflow.config import Config
@@ -40,16 +39,6 @@ def test_get_col_schema(rust_dataflow):
     assert rust_dataflow.get_col_schema([]) == "0"
 
 
-def test_get_output_data(rust_dataflow):
-    graph = nx.DiGraph()
-    graph.add_node(1, schema=["col1"], schema_types=["DATA_TYPE_INT"])
-    graph.add_node(2, schema=["col1"], schema_types=["DATA_TYPE_INT"])
-    graph.add_edge(1, 2)
-    output_node, output_vars = rust_dataflow.get_output_data(graph)
-    assert output_node == 2
-    assert output_vars == 1
-
-
 def test_get_node_str(rust_dataflow):
     str_anchor = "ANCHOR"
     assert (

From 6fe907e81c93c4766f13bb7c1ed10cb29fc4245a Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Fri, 18 Oct 2024 12:54:59 +0000
Subject: [PATCH 080/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 0789879..8a37faa 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # spannerflow
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-42%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>129</td><td>44</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L32">32</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L38">38</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106">106</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L112-L119">112&ndash;119</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L123-L136">123&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L145">145</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L151-L162">151&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L169-L182">169&ndash;182</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>49</td><td>39%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L26">26</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L33-L40">33&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L44-L48">44&ndash;48</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L53-L70">53&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L93-L98">93&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L103-L110">103&ndash;110</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L115-L119">115&ndash;119</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L123-L127">123&ndash;127</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>45</td><td>5</td><td>89%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L68-L75">68&ndash;75</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>82</td><td>43</td><td>48%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L15">15</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L22-L23">22&ndash;23</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L44-L45">44&ndash;45</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L49">49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L60-L70">60&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L76-L79">76&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L88-L89">88&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L97-L132">97&ndash;132</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>351</td><td>284</td><td>19%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L59-L61">59&ndash;61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L64-L65">64&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L79">79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L122-L154">122&ndash;154</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L165-L184">165&ndash;184</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L202-L334">202&ndash;334</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L343-L375">343&ndash;375</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L384-L386">384&ndash;386</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L395-L408">395&ndash;408</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L417-L419">417&ndash;419</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L428-L437">428&ndash;437</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L446-L463">446&ndash;463</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L466-L480">466&ndash;480</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L489-L564">489&ndash;564</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L567-L594">567&ndash;594</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L601-L614">601&ndash;614</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L617-L633">617&ndash;633</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L636-L646">636&ndash;646</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L649-L676">649&ndash;676</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L684-L685">684&ndash;685</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L688-L706">688&ndash;706</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L709-L712">709&ndash;712</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>4</td><td>56%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L10-L20">10&ndash;20</a></td></tr><tr><td><b>TOTAL</b></td><td><b>735</b></td><td><b>429</b></td><td><b>42%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-41%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>129</td><td>44</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L32">32</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L38">38</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106">106</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L112-L119">112&ndash;119</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L123-L136">123&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L145">145</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L151-L162">151&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L169-L182">169&ndash;182</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>49</td><td>39%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L26">26</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L33-L40">33&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L44-L48">44&ndash;48</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L53-L70">53&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L93-L98">93&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L103-L110">103&ndash;110</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L115-L119">115&ndash;119</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L123-L127">123&ndash;127</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>45</td><td>5</td><td>89%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L68-L75">68&ndash;75</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>82</td><td>43</td><td>48%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L15">15</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L22-L23">22&ndash;23</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L44-L45">44&ndash;45</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L49">49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L60-L70">60&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L76-L79">76&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L88-L89">88&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L97-L132">97&ndash;132</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>347</td><td>283</td><td>18%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L59-L61">59&ndash;61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L64-L65">64&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L79">79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L122-L154">122&ndash;154</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L165-L184">165&ndash;184</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L202-L334">202&ndash;334</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L343-L375">343&ndash;375</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L384-L386">384&ndash;386</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L395-L408">395&ndash;408</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L417-L419">417&ndash;419</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L428-L437">428&ndash;437</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L446-L463">446&ndash;463</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L466-L480">466&ndash;480</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L489-L564">489&ndash;564</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L567-L596">567&ndash;596</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L599-L612">599&ndash;612</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L615-L628">615&ndash;628</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L631-L641">631&ndash;641</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L644-L671">644&ndash;671</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L679-L680">679&ndash;680</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L683-L701">683&ndash;701</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L704-L707">704&ndash;707</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>4</td><td>56%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L10-L20">10&ndash;20</a></td></tr><tr><td><b>TOTAL</b></td><td><b>731</b></td><td><b>428</b></td><td><b>41%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 ```bash
 python -m venv venv

From f48ce49c4c698f03609f0a650ae3605dcb7e5d18 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Fri, 18 Oct 2024 16:19:19 +0300
Subject: [PATCH 081/277] lint: reduce complexity

---
 spannerflow/rust_dataflow.py | 100 ++++++++++++-----------------------
 1 file changed, 33 insertions(+), 67 deletions(-)

diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index bcbed30..e2fae75 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -123,9 +123,9 @@ def get_join_code(
         if len(prev_nodes) != 2:
             raise ValueError("Node is not 2-join: ", node)
         join1, join2 = list(graph.pred[node])
-        out_node_str = f"node_{node}"
-        join1_str = f"node_{join1}"
-        join2_str = f"node_{join2}"
+        out_node_str = self.get_node_str(node)
+        join1_str = self.get_node_str(join1)
+        join2_str = self.get_node_str(join2)
 
         if in_iterate:
             if node == anchor:
@@ -192,31 +192,19 @@ def get_node_str(
             return str(anchor)
         return f"node_{node}"
 
-    def generate_node_code(
-        self,
-        graph: nx.DiGraph,
-        node: str | int,
-        anchor: str | int | None = None,
-        in_iterate: bool = False,
-    ) -> str:
+    def prepare_node(self, graph: nx.DiGraph, node: str | int) -> None:
         gr_node = graph.nodes[node]
         preds = [graph.nodes[key] for key in graph.pred[node].keys()]
         match gr_node["op"]:
             case "get_rel":
                 gr_node["schema_types"] = self.get_input_schema_types(node)
-                code = self.get_get_rel_code(
-                    graph, node, anchor=anchor, in_iterate=in_iterate
-                )
-            case "rename":
+            case "rename" | "select":
                 if len(preds) != 1:
                     raise ValueError(
                         "Rename node has invalid number of predecessors: ",
                         (len(preds), node),
                     )
                 gr_node["schema_types"] = preds[0]["schema_types"]
-                code = self.get_rename_code(
-                    graph, node, anchor=anchor, in_iterate=in_iterate
-                )
             case "project":
                 if len(preds) != 1:
                     raise ValueError(
@@ -228,13 +216,10 @@ def generate_node_code(
                     pred["schema_types"][pred["schema"].index(col)]
                     for col in gr_node["schema"]
                 ]
-                code = self.get_project_code(
-                    graph, node, anchor=anchor, in_iterate=in_iterate
-                )
-            case "join":
+            case "product" | "join":
                 if len(preds) != 2:
                     raise ValueError(
-                        "Join node has invalid number of predecessors: ",
+                        f"Product {gr_node['op']} has invalid number of predecessors: ",
                         (len(preds), node),
                     )
                 schema_types = []
@@ -245,26 +230,9 @@ def generate_node_code(
                     except ValueError:
                         index = preds[1]["schema"].index(x)
                         schema_types.append(preds[1]["schema_types"][index])
-
                 gr_node["schema_types"] = schema_types
-                code = self.get_join_code(
-                    graph, node, anchor=anchor, in_iterate=in_iterate
-                )
-            case "select":
-                if len(preds) != 1:
-                    raise ValueError(
-                        "Select node has invalid number of predecessors: ",
-                        (len(preds), node),
-                    )
-                gr_node["schema_types"] = preds[0]["schema_types"]
-                code = self.get_select_code(
-                    graph, node, anchor=anchor, in_iterate=in_iterate
-                )
             case "union":
                 gr_node["schema_types"] = preds[0]["schema_types"]
-                code = self.get_union_code(
-                    graph, node, in_iterate=in_iterate, anchor=anchor
-                )
             case "groupby":
                 if len(preds) != 1:
                     raise ValueError(
@@ -280,35 +248,11 @@ def generate_node_code(
                     else:
                         schema_types.append("DATA_TYPE_FLOAT")
                 gr_node["schema_types"] = schema_types
-                code = self.get_groupby_code(
-                    graph, node, anchor=anchor, in_iterate=in_iterate
-                )
             case "get_const":
                 gr_node["schema_types"] = [
                     self.PYTHON_TO_DATAFLOW_TYPES[type(const)]
                     for const in gr_node["const_dict"].values()
                 ]
-                code = self.get_get_const_code(
-                    graph, node, anchor=anchor, in_iterate=in_iterate
-                )
-            case "product":
-                if len(preds) != 2:
-                    raise ValueError(
-                        "Product node has invalid number of predecessors: ",
-                        (len(preds), node),
-                    )
-                schema_types = []
-                for x in gr_node["schema"]:
-                    try:
-                        index = preds[0]["schema"].index(x)
-                        schema_types.append(preds[0]["schema_types"][index])
-                    except ValueError:
-                        index = preds[1]["schema"].index(x)
-                        schema_types.append(preds[1]["schema_types"][index])
-                gr_node["schema_types"] = schema_types
-                code = self.get_join_code(  # not a bug, same implementation as join
-                    graph, node, anchor=anchor, in_iterate=in_iterate
-                )
             case "ie_map":
                 if callable(gr_node["in_schema"]):
                     gr_node["in_schema"] = gr_node["in_schema"](gr_node["in_arity"])
@@ -325,13 +269,35 @@ def generate_node_code(
                     )
                     for t in gr_node["in_schema"] + gr_node["out_schema"]
                 ]
-                code = self.get_ie_map_code(
-                    graph, node, anchor=anchor, in_iterate=in_iterate
-                )
             case _:
                 raise ValueError(f"Unsupported operation: {gr_node['op']}")
 
-        return code
+    def generate_node_code(
+        self,
+        graph: nx.DiGraph,
+        node: str | int,
+        anchor: str | int | None = None,
+        in_iterate: bool = False,
+    ) -> str:
+        gr_node = graph.nodes[node]
+        self.prepare_node(graph, node)
+        op_to_code_generator = {
+            "get_rel": self.get_get_rel_code,
+            "rename": self.get_rename_code,
+            "project": self.get_project_code,
+            "join": self.get_join_code,
+            "select": self.get_select_code,
+            "union": self.get_union_code,
+            "groupby": self.get_groupby_code,
+            "get_const": self.get_get_const_code,
+            "product": self.get_join_code,
+            "ie_map": self.get_ie_map_code,
+        }
+        if gr_node["op"] in op_to_code_generator:
+            raise ValueError(f"Unsupported operation: {gr_node['op']}")
+        return op_to_code_generator[gr_node["op"]](
+            graph, node, anchor=anchor, in_iterate=in_iterate
+        )
 
     def get_ie_map_code(
         self,

From 582335d8aa20a5802d7e3e5c4051113074dc4870 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Fri, 18 Oct 2024 17:18:20 +0300
Subject: [PATCH 082/277] feat: tests

---
 spannerflow/rust_dataflow.py | 139 ++++++++++++++++++-----------------
 tests/test_rust_dataflow.py  |  32 ++++++++
 2 files changed, 102 insertions(+), 69 deletions(-)

diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index e2fae75..de968b8 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -76,32 +76,27 @@ def get_sources_data(
         self,
         graph: nx.DiGraph,
     ) -> dict[str | int, dict[str, str | int | list[str]]]:
-        return {
-            source: {
+        data = dict()
+        for source in find_sources(graph):
+            gr_node = graph.nodes[source]
+            op = gr_node["op"]
+            data[source] = {
                 "name": source,
-                "schema": (
-                    self.get_input_schema(source)
-                    if "schema_types" not in graph.nodes[source]
-                    else [
-                        self.DATAFLOW_TO_RUST_TYPES[t]
-                        for t in graph.nodes[source]["schema_types"]
-                    ]
-                ),
-                "op": graph.nodes[source]["op"],
-                "consts": (
-                    self._engine._serialize_row(
-                        graph.nodes[source]["schema_types"],
-                        [
-                            graph.nodes[source]["const_dict"][col]
-                            for col in graph.nodes[source]["schema"]
-                        ],
-                    )
-                    if graph.nodes[source]["op"] == "get_const"
-                    else []
-                ),
+                "op": op,
             }
-            for source in find_sources(graph)
-        }
+
+            if "schema_types" not in gr_node:
+                data[source]["schema"] = self.get_input_schema(source)
+            else:
+                data[source]["schema"] = [
+                    self.DATAFLOW_TO_RUST_TYPES[t] for t in gr_node["schema_types"]
+                ]
+                if op == "get_const":
+                    data[source]["consts"] = self._engine._serialize_row(
+                        gr_node["schema_types"],
+                        [gr_node["const_dict"][col] for col in gr_node["schema"]],
+                    )
+        return data
 
     @staticmethod
     def get_col_schema(cols: list[str]) -> str:
@@ -119,9 +114,6 @@ def get_join_code(
         anchor: str | int | None = None,
         in_iterate: bool = False,
     ) -> str:
-        prev_nodes = list(graph.pred[node])
-        if len(prev_nodes) != 2:
-            raise ValueError("Node is not 2-join: ", node)
         join1, join2 = list(graph.pred[node])
         out_node_str = self.get_node_str(node)
         join1_str = self.get_node_str(join1)
@@ -145,10 +137,11 @@ def get_join_code(
             get_minus_cols(graph, join2, common_cols)
         )
         out_join1_uncommon_schema = (
-            join1_uncommon_schema if (not join1_uncommon_schema == "0") else "_"
+            join1_uncommon_schema if join1_uncommon_schema != "0" else "_"
         )
+
         out_join2_uncommon_schema = (
-            join2_uncommon_schema if (not join2_uncommon_schema == "0") else "_"
+            join2_uncommon_schema if join2_uncommon_schema != "0" else "_"
         )
 
         return f"""let {out_node_str} = {join1_str}.map(|{get_node_schema(graph, join1)}| ({common_schema}, {join1_uncommon_schema}))
@@ -162,12 +155,11 @@ def get_union_code(
         anchor: str | int | None = None,
         in_iterate: bool = False,
     ) -> str:
-        preds = list(
-            filter(
-                lambda pred: "reduced" not in graph.get_edge_data(pred, node),
-                graph.pred[node],
-            )
-        )
+        preds = [
+            pred
+            for pred in graph.pred[node]
+            if "reduced" not in graph.get_edge_data(pred, node)
+        ]
 
         prev_node1_str = self.get_node_str(
             preds[0], anchor=anchor, in_iterate=in_iterate
@@ -176,14 +168,10 @@ def get_union_code(
 
         if len(preds) == 1:
             return f"let {node_str} = {prev_node1_str};"
-        elif len(preds) == 2:
-            prev_node2_str = self.get_node_str(
-                preds[1], anchor=anchor, in_iterate=in_iterate
-            )
-            return f"let{' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.concat(&{prev_node2_str});"
-        raise ValueError(
-            "Union node has invalid number of predecessors: ", (len(preds), node)
+        prev_node2_str = self.get_node_str(
+            preds[1], anchor=anchor, in_iterate=in_iterate
         )
+        return f"let{' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.concat(&{prev_node2_str});"
 
     def get_node_str(
         self, node: str | int, anchor: str | int | None = None, in_iterate: bool = False
@@ -192,36 +180,60 @@ def get_node_str(
             return str(anchor)
         return f"node_{node}"
 
-    def prepare_node(self, graph: nx.DiGraph, node: str | int) -> None:
+    def validate_node(self, graph: nx.DiGraph, node: str | int) -> None:
         gr_node = graph.nodes[node]
         preds = [graph.nodes[key] for key in graph.pred[node].keys()]
         match gr_node["op"]:
-            case "get_rel":
-                gr_node["schema_types"] = self.get_input_schema_types(node)
-            case "rename" | "select":
-                if len(preds) != 1:
+            case "union":
+                preds = [
+                    pred
+                    for pred in graph.pred[node]
+                    if "reduced" not in graph.get_edge_data(pred, node)
+                ]
+                if len(preds) not in (1, 2):
                     raise ValueError(
-                        "Rename node has invalid number of predecessors: ",
+                        "Union node has invalid number of predecessors: ",
                         (len(preds), node),
                     )
-                gr_node["schema_types"] = preds[0]["schema_types"]
-            case "project":
+            case "rename" | "select" | "project" | "groupby":
                 if len(preds) != 1:
                     raise ValueError(
-                        "Project node has invalid number of predecessors: ",
+                        f"{gr_node['op']} node has invalid number of predecessors: ",
                         (len(preds), node),
                     )
-                pred = preds[0]
-                gr_node["schema_types"] = [
-                    pred["schema_types"][pred["schema"].index(col)]
-                    for col in gr_node["schema"]
-                ]
             case "product" | "join":
                 if len(preds) != 2:
                     raise ValueError(
                         f"Product {gr_node['op']} has invalid number of predecessors: ",
                         (len(preds), node),
                     )
+            case "ie_map":
+                if gr_node["name"] == "not":
+                    if len(preds) != 1:
+                        raise ValueError(
+                            "Not node has invalid number of predecessors: ",
+                            (len(preds), node),
+                        )
+            case "get_const" | "get_rel":
+                return
+            case _:
+                raise ValueError(f"Unsupported operation: {gr_node['op']}")
+
+    def prepare_node(self, graph: nx.DiGraph, node: str | int) -> None:
+        gr_node = graph.nodes[node]
+        preds = [graph.nodes[key] for key in graph.pred[node].keys()]
+        match gr_node["op"]:
+            case "get_rel":
+                gr_node["schema_types"] = self.get_input_schema_types(node)
+            case "rename" | "select" | "union":
+                gr_node["schema_types"] = preds[0]["schema_types"]
+            case "project":
+                pred = preds[0]
+                gr_node["schema_types"] = [
+                    pred["schema_types"][pred["schema"].index(col)]
+                    for col in gr_node["schema"]
+                ]
+            case "product" | "join":
                 schema_types = []
                 for x in gr_node["schema"]:
                     try:
@@ -231,14 +243,7 @@ def prepare_node(self, graph: nx.DiGraph, node: str | int) -> None:
                         index = preds[1]["schema"].index(x)
                         schema_types.append(preds[1]["schema_types"][index])
                 gr_node["schema_types"] = schema_types
-            case "union":
-                gr_node["schema_types"] = preds[0]["schema_types"]
             case "groupby":
-                if len(preds) != 1:
-                    raise ValueError(
-                        "Group By node has invalid number of predecessors: ",
-                        (len(preds), node),
-                    )
                 schema_types = []
                 for index, agg in enumerate(gr_node["agg"]):
                     if agg is None:
@@ -280,6 +285,7 @@ def generate_node_code(
         in_iterate: bool = False,
     ) -> str:
         gr_node = graph.nodes[node]
+        self.validate_node(graph, node)
         self.prepare_node(graph, node)
         op_to_code_generator = {
             "get_rel": self.get_get_rel_code,
@@ -293,7 +299,7 @@ def generate_node_code(
             "product": self.get_join_code,
             "ie_map": self.get_ie_map_code,
         }
-        if gr_node["op"] in op_to_code_generator:
+        if gr_node["op"] not in op_to_code_generator:
             raise ValueError(f"Unsupported operation: {gr_node['op']}")
         return op_to_code_generator[gr_node["op"]](
             graph, node, anchor=anchor, in_iterate=in_iterate
@@ -313,11 +319,6 @@ def get_ie_map_code(
         )
         match graph.nodes[node]["name"]:
             case "not":
-                if len(prev_nodes) != 1:
-                    raise ValueError(
-                        "Not node has invalid number of predecessors: ",
-                        (len(prev_nodes), node),
-                    )
                 prev_node_str = self.get_node_str(
                     prev_nodes[0], anchor=anchor, in_iterate=in_iterate
                 )
diff --git a/tests/test_rust_dataflow.py b/tests/test_rust_dataflow.py
index ca79051..665b6c7 100644
--- a/tests/test_rust_dataflow.py
+++ b/tests/test_rust_dataflow.py
@@ -1,5 +1,6 @@
 from unittest.mock import MagicMock, patch
 
+import networkx as nx
 import pytest
 
 from spannerflow.config import Config
@@ -63,3 +64,34 @@ def test_get_node_str(rust_dataflow):
         rust_dataflow.get_node_str(int_anchor, anchor=int_anchor, in_iterate=False)
         == f"node_{int_anchor}"
     )
+
+
+def test_get_sources_data(rust_dataflow):
+    with patch.object(rust_dataflow._engine, "get_collections") as mock_get_collections:
+        mock_get_collections.return_value = {
+            "X": ["DATA_TYPE_INT", "DATA_TYPE_STRING"],
+        }
+        graph = nx.DiGraph()
+        graph.add_nodes_from(
+            [
+                ("X", {"op": "get_rel"}),
+                (
+                    "Y",
+                    {
+                        "op": "get_const",
+                        "schema": ["col1"],
+                        "schema_types": ["DATA_TYPE_FLOAT"],
+                        "const_dict": {"col1": 1.0},
+                    },
+                ),
+            ]
+        )
+        assert rust_dataflow.get_sources_data(graph) == {
+            "X": {"name": "X", "op": "get_rel", "schema": ["i32", "String"]},
+            "Y": {
+                "name": "Y",
+                "op": "get_const",
+                "schema": ["OrderedFloat<f32>"],
+                "consts": ["1.0"],
+            },
+        }

From bb8f7510267fc8bf895c2677cbe775084b803615 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Fri, 18 Oct 2024 14:22:28 +0000
Subject: [PATCH 083/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 8a37faa..77fd86b 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # spannerflow
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-41%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>129</td><td>44</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L32">32</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L38">38</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106">106</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L112-L119">112&ndash;119</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L123-L136">123&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L145">145</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L151-L162">151&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L169-L182">169&ndash;182</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>49</td><td>39%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L26">26</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L33-L40">33&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L44-L48">44&ndash;48</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L53-L70">53&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L93-L98">93&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L103-L110">103&ndash;110</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L115-L119">115&ndash;119</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L123-L127">123&ndash;127</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>45</td><td>5</td><td>89%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L68-L75">68&ndash;75</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>82</td><td>43</td><td>48%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L15">15</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L22-L23">22&ndash;23</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L44-L45">44&ndash;45</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L49">49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L60-L70">60&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L76-L79">76&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L88-L89">88&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L97-L132">97&ndash;132</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>347</td><td>283</td><td>18%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L59-L61">59&ndash;61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L64-L65">64&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L79">79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L122-L154">122&ndash;154</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L165-L184">165&ndash;184</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L202-L334">202&ndash;334</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L343-L375">343&ndash;375</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L384-L386">384&ndash;386</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L395-L408">395&ndash;408</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L417-L419">417&ndash;419</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L428-L437">428&ndash;437</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L446-L463">446&ndash;463</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L466-L480">466&ndash;480</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L489-L564">489&ndash;564</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L567-L596">567&ndash;596</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L599-L612">599&ndash;612</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L615-L628">615&ndash;628</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L631-L641">631&ndash;641</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L644-L671">644&ndash;671</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L679-L680">679&ndash;680</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L683-L701">683&ndash;701</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L704-L707">704&ndash;707</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>4</td><td>56%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L10-L20">10&ndash;20</a></td></tr><tr><td><b>TOTAL</b></td><td><b>731</b></td><td><b>428</b></td><td><b>41%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-44%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>129</td><td>41</td><td>68%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L32">32</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L38">38</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106">106</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L112-L119">112&ndash;119</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L123-L136">123&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L145">145</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L153">153</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L157-L162">157&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L169-L182">169&ndash;182</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>49</td><td>39%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L26">26</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L33-L40">33&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L44-L48">44&ndash;48</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L53-L70">53&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L93-L98">93&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L103-L110">103&ndash;110</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L115-L119">115&ndash;119</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L123-L127">123&ndash;127</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>45</td><td>5</td><td>89%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L68-L75">68&ndash;75</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>82</td><td>43</td><td>48%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L15">15</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L22-L23">22&ndash;23</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L44-L45">44&ndash;45</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L49">49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L60-L70">60&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L76-L79">76&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L88-L89">88&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L97-L132">97&ndash;132</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>343</td><td>266</td><td>22%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L59-L61">59&ndash;61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L64-L65">64&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L117-L147">117&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L158-L174">158&ndash;174</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L184-L220">184&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L223-L278">223&ndash;278</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L287-L304">287&ndash;304</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L315-L342">315&ndash;342</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L351-L353">351&ndash;353</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L362-L375">362&ndash;375</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L384-L386">384&ndash;386</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L395-L404">395&ndash;404</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L413-L430">413&ndash;430</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L433-L447">433&ndash;447</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L456-L531">456&ndash;531</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L534-L563">534&ndash;563</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L566-L579">566&ndash;579</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L582-L595">582&ndash;595</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L598-L608">598&ndash;608</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L611-L638">611&ndash;638</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L646-L647">646&ndash;647</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L650-L668">650&ndash;668</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L671-L674">671&ndash;674</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>4</td><td>56%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L10-L20">10&ndash;20</a></td></tr><tr><td><b>TOTAL</b></td><td><b>727</b></td><td><b>408</b></td><td><b>44%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 ```bash
 python -m venv venv

From 9206403482cfc7a02e9215f656a44eefaf90784e Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sat, 19 Oct 2024 00:05:24 +0300
Subject: [PATCH 084/277] feat: tests

---
 spannerflow/graph_utils.py   | 22 +++++++++++----------
 spannerflow/rust_dataflow.py | 35 ++++++++--------------------------
 tests/test_graph_utils.py    | 37 ++++++++++++++++++++++++++++++++++++
 tests/test_rust_dataflow.py  | 19 ++++++++++++++++++
 4 files changed, 76 insertions(+), 37 deletions(-)

diff --git a/spannerflow/graph_utils.py b/spannerflow/graph_utils.py
index a6e91aa..c721449 100644
--- a/spannerflow/graph_utils.py
+++ b/spannerflow/graph_utils.py
@@ -12,21 +12,21 @@ def find_output(graph: nx.DiGraph) -> str | int:
     return outputs[0]
 
 
-def change_node_key(G: nx.DiGraph, old_key: str | int, new_key: str | int) -> None:
+def change_node_key(graph: nx.DiGraph, old_key: str | int, new_key: str | int) -> None:
     # Add a new node with the new key, and copy the attributes of the old node
-    G.add_node(new_key, **G.nodes[old_key])
+    graph.add_node(new_key, **graph.nodes[old_key])
 
     # Reconnect the edges from the old node to the new node
-    for neighbor in G.neighbors(old_key):
-        G.add_edge(new_key, neighbor)
+    for neighbor in graph.neighbors(old_key):
+        graph.add_edge(new_key, neighbor)
 
     # If it's a directed graph, also handle incoming edges
-    if G.is_directed():
-        for predecessor in G.predecessors(old_key):
-            G.add_edge(predecessor, new_key)
+    if graph.is_directed():
+        for predecessor in graph.predecessors(old_key):
+            graph.add_edge(predecessor, new_key)
 
     # Remove the old node
-    G.remove_node(old_key)
+    graph.remove_node(old_key)
 
 
 def get_cycles(graph: nx.DiGraph) -> dict[str | int, nx.DiGraph]:
@@ -119,9 +119,11 @@ def find_egress_node(graph: nx.DiGraph, cycle) -> str | int:
     raise Exception("No egress node found in the cycle")
 
 
-def create_iter_graph(graph: nx.DiGraph, cycle, anchor) -> nx.DiGraph:
+def create_iter_graph(
+    graph: nx.DiGraph, cycle: nx.DiGraph, anchor: str | int
+) -> nx.DiGraph:
     ingress = find_ingress_nodes(graph, cycle)
-    iter_graph = graph.subgraph(list(cycle.nodes) + (ingress) + [anchor]).copy()
+    iter_graph = graph.subgraph(list(cycle.nodes) + ingress + [anchor]).copy()
     change_node_key(iter_graph, anchor, f"iter_{anchor}")
     iter_graph.nodes[f"iter_{anchor}"]["anchor"] = True
     return iter_graph
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index de968b8..ebb7479 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -288,14 +288,14 @@ def generate_node_code(
         self.validate_node(graph, node)
         self.prepare_node(graph, node)
         op_to_code_generator = {
-            "get_rel": self.get_get_rel_code,
+            "get_rel": self.get_from_input_code,
             "rename": self.get_rename_code,
             "project": self.get_project_code,
             "join": self.get_join_code,
             "select": self.get_select_code,
             "union": self.get_union_code,
             "groupby": self.get_groupby_code,
-            "get_const": self.get_get_const_code,
+            "get_const": self.get_from_input_code,
             "product": self.get_join_code,
             "ie_map": self.get_ie_map_code,
         }
@@ -341,17 +341,6 @@ def get_ie_map_code(
                 )
         return code
 
-    def get_get_const_code(
-        self,
-        graph: nx.DiGraph,
-        node: str | int,
-        anchor: str | int | None = None,
-        in_iterate: bool = False,
-    ) -> str:
-        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
-        code = f"let {node_str} = input_{node}.to_collection(scope);"
-        return code
-
     def get_project_code(
         self,
         graph: nx.DiGraph,
@@ -366,15 +355,10 @@ def get_project_code(
             prev_nodes[0], anchor=anchor, in_iterate=in_iterate
         )
         node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
+        prev_schema = get_node_schema(graph, prev_nodes[0])
+        return f"let {node_str} = {prev_node_str}.map(|{prev_schema}| {schema});"
 
-        if prev_nodes:
-            prev_schema = get_node_schema(graph, prev_nodes[0])
-            code = f"let {node_str} = {prev_node_str}.map(|{prev_schema}| {schema});"
-        else:
-            code = ""
-        return code
-
-    def get_get_rel_code(
+    def get_from_input_code(
         self,
         graph: nx.DiGraph,
         node: str | int,
@@ -382,8 +366,7 @@ def get_get_rel_code(
         in_iterate: bool = False,
     ) -> str:
         node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
-        code = f"let {node_str} = input_{node}.to_collection(scope);"
-        return code
+        return f"let {node_str} = input_{node}.to_collection(scope);"
 
     def get_rename_code(
         self,
@@ -400,8 +383,7 @@ def get_rename_code(
         )
         node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
 
-        code = f"let {node_str} = {prev_node_str}.map(|{schema}| {schema});"
-        return code
+        return f"let {node_str} = {prev_node_str}.map(|{schema}| {schema});"
 
     def get_select_code(
         self,
@@ -426,8 +408,7 @@ def get_select_code(
             preds = [f"col_{pos1} == col_{pos2}" for pos1, pos2 in theta.col_pos_tuples]
         else:
             raise ValueError(f"Unsupported theta join: {theta}. {dir(theta)}")
-        code = f"let {node_str} = {prev_node_str}.filter(|{get_node_schema(graph, prev_nodes[0])}| {' && '.join(preds)});"
-        return code
+        return f"let {node_str} = {prev_node_str}.filter(|{get_node_schema(graph, prev_nodes[0])}| {' && '.join(preds)});"
 
     def update_repeatable_cols_in_schema(self, schema: list[str]) -> list[str]:
         repeatable_cols: dict[str, list[int]] = {}
diff --git a/tests/test_graph_utils.py b/tests/test_graph_utils.py
index cc98d0a..cd7ef74 100644
--- a/tests/test_graph_utils.py
+++ b/tests/test_graph_utils.py
@@ -3,11 +3,14 @@
 
 from spannerflow.graph_utils import (
     change_node_key,
+    create_iter_graph,
+    find_egress_node,
     find_output,
     find_sources,
     get_common_cols,
     get_minus_cols,
     get_node_schema,
+    traverse_cycle,
 )
 
 
@@ -97,3 +100,37 @@ def test_get_minus_cols():
     assert get_minus_cols(graph, 2, ["col1", "col2"]) == ["col3"]
     assert get_minus_cols(graph, 2, ["col2"]) == ["col3"]
     assert get_minus_cols(graph, 2, ["col3"]) == ["col2"]
+
+
+def test_traverse_cycle():
+    graph = nx.DiGraph()
+    graph.add_edges_from([(1, 2), (2, 3), (3, 1)])
+    anchor = 1
+    assert traverse_cycle(graph, anchor) == [2, 3, 1]
+
+
+def test_find_egress_node():
+    graph = nx.DiGraph()
+    graph.add_edges_from(
+        [
+            (1, 2),
+            (2, 3),
+            (3, 1),
+        ]
+    )
+    cycle = [1, 2, 3]
+    with pytest.raises(Exception):
+        find_egress_node(graph, cycle)
+    graph.add_edge(3, 4)
+    assert find_egress_node(graph, cycle) == 3
+
+
+def test_create_iter_graph():
+    graph = nx.DiGraph()
+    graph.add_edges_from([(0, 1), (1, 2), (2, 3), (3, 1), (3, 4)])
+    cycle = nx.DiGraph()
+    cycle.add_edges_from([(1, 2), (2, 3), (3, 1)])
+    anchor = 3
+    iter_graph = create_iter_graph(graph, cycle, anchor)
+    assert set(iter_graph.nodes.keys()) == {0, 1, 2, "iter_3"}
+    assert iter_graph.nodes["iter_3"]["anchor"] is True
diff --git a/tests/test_rust_dataflow.py b/tests/test_rust_dataflow.py
index 665b6c7..bd804ad 100644
--- a/tests/test_rust_dataflow.py
+++ b/tests/test_rust_dataflow.py
@@ -95,3 +95,22 @@ def test_get_sources_data(rust_dataflow):
                 "consts": ["1.0"],
             },
         }
+
+
+def test_get_from_input_code(rust_dataflow):
+    graph = nx.DiGraph()
+    graph.add_node(
+        1,
+        op="get_const",
+        schema=["col1"],
+        schema_types=["DATA_TYPE_FLOAT"],
+        const_dict={"col1": 1.0},
+    )
+    node = 1
+    anchor = None
+    in_iterate = False
+
+    assert (
+        rust_dataflow.get_from_input_code(graph, node, anchor, in_iterate)
+        == "let node_1 = input_1.to_collection(scope);"
+    )

From 0c3ed23656412c048b49613259a29b202f477353 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Fri, 18 Oct 2024 21:06:31 +0000
Subject: [PATCH 085/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 77fd86b..d8a2429 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # spannerflow
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-44%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>129</td><td>41</td><td>68%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L32">32</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L38">38</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106">106</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L112-L119">112&ndash;119</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L123-L136">123&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L145">145</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L153">153</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L157-L162">157&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L169-L182">169&ndash;182</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>49</td><td>39%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L26">26</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L33-L40">33&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L44-L48">44&ndash;48</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L53-L70">53&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L93-L98">93&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L103-L110">103&ndash;110</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L115-L119">115&ndash;119</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L123-L127">123&ndash;127</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>45</td><td>5</td><td>89%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L68-L75">68&ndash;75</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>82</td><td>43</td><td>48%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L15">15</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L22-L23">22&ndash;23</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L44-L45">44&ndash;45</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L49">49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L60-L70">60&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L76-L79">76&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L88-L89">88&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L97-L132">97&ndash;132</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>343</td><td>266</td><td>22%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L59-L61">59&ndash;61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L64-L65">64&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L117-L147">117&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L158-L174">158&ndash;174</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L184-L220">184&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L223-L278">223&ndash;278</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L287-L304">287&ndash;304</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L315-L342">315&ndash;342</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L351-L353">351&ndash;353</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L362-L375">362&ndash;375</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L384-L386">384&ndash;386</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L395-L404">395&ndash;404</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L413-L430">413&ndash;430</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L433-L447">433&ndash;447</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L456-L531">456&ndash;531</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L534-L563">534&ndash;563</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L566-L579">566&ndash;579</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L582-L595">582&ndash;595</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L598-L608">598&ndash;608</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L611-L638">611&ndash;638</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L646-L647">646&ndash;647</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L650-L668">650&ndash;668</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L671-L674">671&ndash;674</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>4</td><td>56%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L10-L20">10&ndash;20</a></td></tr><tr><td><b>TOTAL</b></td><td><b>727</b></td><td><b>408</b></td><td><b>44%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-48%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>129</td><td>41</td><td>68%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L32">32</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L38">38</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106">106</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L112-L119">112&ndash;119</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L123-L136">123&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L145">145</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L153">153</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L157-L162">157&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L169-L182">169&ndash;182</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L33-L40">33&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L44-L48">44&ndash;48</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L53-L70">53&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L106">106</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>45</td><td>5</td><td>89%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L68-L75">68&ndash;75</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>82</td><td>43</td><td>48%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L15">15</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L22-L23">22&ndash;23</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L44-L45">44&ndash;45</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L49">49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L60-L70">60&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L76-L79">76&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L88-L89">88&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L97-L132">97&ndash;132</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>333</td><td>255</td><td>23%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L59-L61">59&ndash;61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L64-L65">64&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L117-L147">117&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L158-L174">158&ndash;174</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L184-L220">184&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L223-L278">223&ndash;278</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L287-L304">287&ndash;304</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L315-L342">315&ndash;342</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L351-L359">351&ndash;359</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L378-L386">378&ndash;386</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L395-L411">395&ndash;411</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L414-L428">414&ndash;428</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L437-L512">437&ndash;512</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L515-L544">515&ndash;544</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L547-L560">547&ndash;560</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L563-L576">563&ndash;576</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L579-L589">579&ndash;589</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L592-L619">592&ndash;619</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L627-L628">627&ndash;628</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L631-L649">631&ndash;649</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L652-L655">652&ndash;655</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>4</td><td>56%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L10-L20">10&ndash;20</a></td></tr><tr><td><b>TOTAL</b></td><td><b>717</b></td><td><b>373</b></td><td><b>48%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 ```bash
 python -m venv venv

From 6dbfc69d116ccf895ad8ac251770a356b4128223 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sat, 19 Oct 2024 02:12:14 +0300
Subject: [PATCH 086/277] feat: tests

---
 spannerflow/engine.py       |   9 ++-
 tests/test_engine.py        | 121 +++++++++++++++++++++++++++++++-----
 tests/test_rust_dataflow.py |  23 +++++--
 3 files changed, 129 insertions(+), 24 deletions(-)

diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 5e9a2ef..c837b32 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -1,3 +1,4 @@
+import math
 from pathlib import Path
 from typing import Any, Generator
 
@@ -14,7 +15,7 @@
 
 @singleton
 class Engine:
-    def __init__(self, config: Config = Config(), allow_reuse_server: bool = False):
+    def __init__(self, config: Config = Config()):
         from spannerflow.rust_dataflow import RustDataflow
 
         self._config = config
@@ -128,8 +129,12 @@ def _deserialize_row(schema: list[str], row: list[str]) -> list[Any]:
                 case dataflow_pb2.DataType.DATA_TYPE_INT:  # type: ignore
                     new_row.append(int(value))
                 case dataflow_pb2.DataType.DATA_TYPE_FLOAT:  # type: ignore
+                    if math.isnan(float(value)):
+                        raise ValueError(f"Expected float, got {value}")
                     new_row.append(float(value))
                 case dataflow_pb2.DataType.DATA_TYPE_BOOL:  # type: ignore
+                    if value not in ["true", "false"]:
+                        raise ValueError(f"Expected bool, got {value}")
                     new_row.append(value.lower() == "true")
                 case _:
                     raise ValueError(f"Unknown data type: {col_type}")
@@ -149,7 +154,7 @@ def _serialize_row(schema: list[str], row: list[Any]) -> list[str]:
                         raise ValueError(f"Expected int, got {type(value)}")
                     new_row.append(str(value))
                 case dataflow_pb2.DataType.DATA_TYPE_FLOAT:  # type: ignore
-                    if not isinstance(value, (float, int)) or value == float("nan"):
+                    if not isinstance(value, (float, int)) or math.isnan(value):
                         raise ValueError(
                             f"Expected float/int, got {value} ({type(value)})"
                         )
diff --git a/tests/test_engine.py b/tests/test_engine.py
index 0f766c0..f7345e0 100644
--- a/tests/test_engine.py
+++ b/tests/test_engine.py
@@ -21,25 +21,55 @@ def engine():
 
 
 def test_engine_open(engine):
-    with patch("grpc.insecure_channel"), patch(
-        "spannerflow.dataflow.v1.dataflow_pb2_grpc.DataflowServiceStub"
-    ) as mock_stub:
-        mock_stub.return_value.Open = MagicMock()
+    with patch.object(engine, "__enter__") as mock_enter:
+        engine._is_open = True
         engine.open()
-        assert engine._is_open is True
+        mock_enter.assert_not_called()
+
+        engine._is_open = False
+        engine.open()
+        engine.__enter__.assert_called_once()
 
 
 def test_engine_close(engine):
-    with patch("grpc.insecure_channel"), patch(
-        "spannerflow.dataflow.v1.dataflow_pb2_grpc.DataflowServiceStub"
-    ) as mock_stub:
-        mock_stub.return_value.Close = MagicMock()
+    with patch.object(engine, "__exit__") as mock_exit:
+        engine._is_open = False
+        engine.open()
+        mock_exit.assert_not_called()
+
         engine._is_open = True
         engine.close()
+        mock_exit.assert_called_once()
+
+
+def test_engine___enter__(engine):
+    with patch.object(engine._rust_dataflow, "__enter__") as mock_enter:
+        engine._is_open = True
+        engine.__enter__()
+        mock_enter.assert_not_called()
+        assert engine._is_open is True
+
+        engine._is_open = False
+        engine.__enter__()
+        mock_enter.assert_called_once()
+        assert engine._is_open is True
+
+
+def test_engine___exit__(engine):
+    with patch.object(engine._rust_dataflow, "__exit__") as mock_exit:
+        engine._is_open = False
+        engine.__exit__(None, None, None)
+        mock_exit.assert_not_called()
+
+        assert engine._is_open is False
+
+        engine._is_open = True
+        engine.__exit__(None, None, None)
+        mock_exit.assert_called_once()
         assert engine._is_open is False
 
 
-def test_save_to_csv(engine):
+def test_engine_save_to_csv(engine):
     with patch("grpc.insecure_channel"), patch(
         "spannerflow.dataflow.v1.dataflow_pb2_grpc.DataflowServiceStub"
     ) as mock_stub:
@@ -48,7 +78,7 @@ def test_save_to_csv(engine):
         mock_stub.return_value.SaveToCSV.assert_called_once()
 
 
-def test_load_from_csv(engine):
+def test_engine_load_from_csv(engine):
     with patch("grpc.insecure_channel"), patch(
         "spannerflow.dataflow.v1.dataflow_pb2_grpc.DataflowServiceStub"
     ) as mock_stub:
@@ -57,7 +87,7 @@ def test_load_from_csv(engine):
         mock_stub.return_value.LoadFromCSV.assert_called_once()
 
 
-def test_add_row(engine):
+def test_engine_add_row(engine):
     with patch("grpc.insecure_channel"), patch(
         "spannerflow.dataflow.v1.dataflow_pb2_grpc.DataflowServiceStub"
     ) as mock_stub:
@@ -79,7 +109,7 @@ def test_add_row(engine):
         mock_stub.return_value.AddRow.assert_called_once()
 
 
-def test_delete_row(engine):
+def test_engine_delete_row(engine):
     with patch("grpc.insecure_channel"), patch(
         "spannerflow.dataflow.v1.dataflow_pb2_grpc.DataflowServiceStub"
     ) as mock_stub:
@@ -101,7 +131,7 @@ def test_delete_row(engine):
         mock_stub.return_value.DeleteRow.assert_called_once()
 
 
-def test_add_collection(engine):
+def test_engine_add_collection(engine):
     with patch("grpc.insecure_channel"), patch(
         "spannerflow.dataflow.v1.dataflow_pb2_grpc.DataflowServiceStub"
     ) as mock_stub:
@@ -110,7 +140,7 @@ def test_add_collection(engine):
         mock_stub.return_value.AddCollection.assert_called_once()
 
 
-def test_delete_collection(engine):
+def test_engine_delete_collection(engine):
     with patch("grpc.insecure_channel"), patch(
         "spannerflow.dataflow.v1.dataflow_pb2_grpc.DataflowServiceStub"
     ) as mock_stub:
@@ -119,7 +149,7 @@ def test_delete_collection(engine):
         mock_stub.return_value.DeleteCollection.assert_called_once()
 
 
-def test_get_collections(engine):
+def test_engine_get_collections(engine):
     with patch("grpc.insecure_channel"), patch(
         "spannerflow.dataflow.v1.dataflow_pb2_grpc.DataflowServiceStub"
     ) as mock_stub:
@@ -139,3 +169,62 @@ def test_get_collections(engine):
         collections = engine.get_collections()
         mock_stub.return_value.GetCollections.assert_called_once()
         assert collections == {"test_collection": ["DATA_TYPE_INT", "DATA_TYPE_STRING"]}
+        mock_stub.return_value.GetCollections = MagicMock(
+            return_value=dataflow_pb2.GetCollectionsResponse()
+        )
+        collections = engine.get_collections()
+        mock_stub.return_value.GetCollections.assert_called_once()
+        assert collections == {}
+
+
+def test_engine__serialize_row(engine):
+    row = [2, "col1", 1.0, False]
+    schema = ["DATA_TYPE_INT", "DATA_TYPE_STRING", "DATA_TYPE_FLOAT", "DATA_TYPE_BOOL"]
+    serialized = engine._serialize_row(schema, row)
+    assert serialized == ["2", "col1", "1.0", "false"]
+
+    with pytest.raises(ValueError):
+        engine._serialize_row(["DATA_TYPE_INT"], ["col1"])
+    with pytest.raises(ValueError):
+        engine._serialize_row(["DATA_TYPE_INT"], [1.1])
+    with pytest.raises(ValueError):
+        engine._serialize_row(["DATA_TYPE_FLOAT"], [float("nan")])
+    with pytest.raises(ValueError):
+        engine._serialize_row(["DATA_TYPE_STRING"], [float("nan")])
+    with pytest.raises(ValueError):
+        engine._serialize_row(["DATA_TYPE_UNSPECIFIED"], [float("nan")])
+    with pytest.raises(ValueError):
+        engine._serialize_row(["DATA_TYPE_BOOL"], [float("nan")])
+    with pytest.raises(ValueError):
+        engine._serialize_row(["DATA_TYPE_BOOL"], [None])
+
+
+def test_engine__deserialize_row(engine):
+    row = ["2", "col1", "1.0", "false"]
+    schema = ["DATA_TYPE_INT", "DATA_TYPE_STRING", "DATA_TYPE_FLOAT", "DATA_TYPE_BOOL"]
+    deserialized = engine._deserialize_row(schema, row)
+    assert deserialized == [2, "col1", 1.0, False]
+
+    with pytest.raises(ValueError):
+        engine._deserialize_row(["DATA_TYPE_INT"], ["col1"])
+
+    with pytest.raises(ValueError):
+        engine._deserialize_row(["DATA_TYPE_FLOAT"], ["nan"])
+
+    with pytest.raises(ValueError):
+        engine._deserialize_row(["DATA_TYPE_UNSPECIFIED"], ["aaa"])
+
+    with pytest.raises(ValueError):
+        engine._deserialize_row(["DATA_TYPE_BOOL"], ["aaa"])
+
+    with pytest.raises(ValueError):
+        engine._deserialize_row(["DATA_TYPE_BOOL"], ["NULL"])
+
+    with pytest.raises(ValueError):
+        engine._deserialize_row(["DATA_TYPE_BOOL"], ["None"])
+
+    with pytest.raises(ValueError):
+        engine._deserialize_row(["DATA_TYPE_BOOL"], ["False"])
+
+    with pytest.raises(ValueError):
+        engine._deserialize_row(["DATA_TYPE_BOOL"], ["True"])
diff --git a/tests/test_rust_dataflow.py b/tests/test_rust_dataflow.py
index bd804ad..d2f8663 100644
--- a/tests/test_rust_dataflow.py
+++ b/tests/test_rust_dataflow.py
@@ -19,7 +19,7 @@ def rust_dataflow():
         return instance
 
 
-def test_get_input_schema_types(rust_dataflow):
+def test_dataflow_get_input_schema_types(rust_dataflow):
     with patch.object(rust_dataflow._engine, "get_collections") as mock_get_collections:
         mock_get_collections.return_value = {"X": ["DATA_TYPE_INT", "DATA_TYPE_STRING"]}
         assert rust_dataflow.get_input_schema_types("X") == [
@@ -28,19 +28,19 @@ def test_get_input_schema_types(rust_dataflow):
         ]
 
 
-def test_get_input_schema(rust_dataflow):
+def test_dataflow_get_input_schema(rust_dataflow):
     with patch.object(rust_dataflow._engine, "get_collections") as mock_get_collections:
         mock_get_collections.return_value = {"X": ["DATA_TYPE_INT", "DATA_TYPE_STRING"]}
         assert rust_dataflow.get_input_schema("X") == ["i32", "String"]
 
 
-def test_get_col_schema(rust_dataflow):
+def test_dataflow_get_col_schema(rust_dataflow):
     assert rust_dataflow.get_col_schema(["col1", "col2"]) == "(col1, col2)"
     assert rust_dataflow.get_col_schema(["col1"]) == "col1"
     assert rust_dataflow.get_col_schema([]) == "0"
 
 
-def test_get_node_str(rust_dataflow):
+def test_dataflow_get_node_str(rust_dataflow):
     str_anchor = "ANCHOR"
     assert (
         rust_dataflow.get_node_str(1, anchor=str_anchor, in_iterate=False) == "node_1"
@@ -66,7 +66,7 @@ def test_get_node_str(rust_dataflow):
     )
 
 
-def test_get_sources_data(rust_dataflow):
+def test_dataflow_get_sources_data(rust_dataflow):
     with patch.object(rust_dataflow._engine, "get_collections") as mock_get_collections:
         mock_get_collections.return_value = {
             "X": ["DATA_TYPE_INT", "DATA_TYPE_STRING"],
@@ -97,7 +97,7 @@ def test_get_sources_data(rust_dataflow):
         }
 
 
-def test_get_from_input_code(rust_dataflow):
+def test_dataflow_get_from_input_code(rust_dataflow):
     graph = nx.DiGraph()
     graph.add_node(
         1,
@@ -114,3 +114,14 @@ def test_get_from_input_code(rust_dataflow):
         rust_dataflow.get_from_input_code(graph, node, anchor, in_iterate)
         == "let node_1 = input_1.to_collection(scope);"
     )
+
+
+def test_dataflow___exit__(rust_dataflow):
+    with patch.object(rust_dataflow, "_stop_rust_server") as mock_stop_rust_server:
+        rust_dataflow._is_server_running = False
+        rust_dataflow.__exit__(None, None, None)
+        mock_stop_rust_server.assert_not_called()
+
+        rust_dataflow._is_server_running = True
+        rust_dataflow.__exit__(None, None, None)
+        mock_stop_rust_server.assert_called_once()

From aabbef175404a1c9caf3ea4f9e842ed25ed4376c Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Fri, 18 Oct 2024 23:13:42 +0000
Subject: [PATCH 087/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index d8a2429..9f500d0 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # spannerflow
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-48%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>129</td><td>41</td><td>68%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L32">32</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L38">38</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106">106</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L112-L119">112&ndash;119</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L123-L136">123&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L145">145</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L153">153</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L157-L162">157&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L169-L182">169&ndash;182</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L33-L40">33&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L44-L48">44&ndash;48</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L53-L70">53&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L106">106</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>45</td><td>5</td><td>89%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L68-L75">68&ndash;75</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>82</td><td>43</td><td>48%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L15">15</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L22-L23">22&ndash;23</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L44-L45">44&ndash;45</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L49">49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L60-L70">60&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L76-L79">76&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L88-L89">88&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L97-L132">97&ndash;132</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>333</td><td>255</td><td>23%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L59-L61">59&ndash;61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L64-L65">64&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L117-L147">117&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L158-L174">158&ndash;174</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L184-L220">184&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L223-L278">223&ndash;278</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L287-L304">287&ndash;304</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L315-L342">315&ndash;342</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L351-L359">351&ndash;359</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L378-L386">378&ndash;386</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L395-L411">395&ndash;411</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L414-L428">414&ndash;428</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L437-L512">437&ndash;512</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L515-L544">515&ndash;544</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L547-L560">547&ndash;560</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L563-L576">563&ndash;576</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L579-L589">579&ndash;589</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L592-L619">592&ndash;619</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L627-L628">627&ndash;628</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L631-L649">631&ndash;649</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L652-L655">652&ndash;655</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>4</td><td>56%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L10-L20">10&ndash;20</a></td></tr><tr><td><b>TOTAL</b></td><td><b>717</b></td><td><b>373</b></td><td><b>48%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-52%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>134</td><td>16</td><td>88%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L39">39</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L113-L120">113&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L174-L187">174&ndash;187</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L33-L40">33&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L44-L48">44&ndash;48</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L53-L70">53&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L106">106</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>45</td><td>5</td><td>89%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L68-L75">68&ndash;75</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>82</td><td>43</td><td>48%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L15">15</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L22-L23">22&ndash;23</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L44-L45">44&ndash;45</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L49">49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L60-L70">60&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L76-L79">76&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L88-L89">88&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L97-L132">97&ndash;132</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>333</td><td>253</td><td>24%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L59-L61">59&ndash;61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L117-L147">117&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L158-L174">158&ndash;174</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L184-L220">184&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L223-L278">223&ndash;278</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L287-L304">287&ndash;304</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L315-L342">315&ndash;342</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L351-L359">351&ndash;359</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L378-L386">378&ndash;386</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L395-L411">395&ndash;411</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L414-L428">414&ndash;428</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L437-L512">437&ndash;512</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L515-L544">515&ndash;544</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L547-L560">547&ndash;560</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L563-L576">563&ndash;576</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L579-L589">579&ndash;589</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L592-L619">592&ndash;619</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L627-L628">627&ndash;628</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L631-L649">631&ndash;649</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L652-L655">652&ndash;655</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>4</td><td>56%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L10-L20">10&ndash;20</a></td></tr><tr><td><b>TOTAL</b></td><td><b>722</b></td><td><b>346</b></td><td><b>52%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 ```bash
 python -m venv venv

From 7c4cb140b3c1f57b5657ca75e3a4d6c0293c702e Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sat, 19 Oct 2024 13:09:19 +0300
Subject: [PATCH 088/277] feat: tests

---
 spannerflow/rust_dataflow.py |  5 ++-
 tests/test_rust_dataflow.py  | 74 ++++++++++++++++++++++++++++++++++++
 2 files changed, 77 insertions(+), 2 deletions(-)

diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index ebb7479..4862871 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -56,8 +56,9 @@ def __init__(
         self._server_process: None | subprocess.Popen = None
 
     def __enter__(self):
-        self._build_rust_server()
-        self._run_rust_server_in_background()
+        if not self._is_server_running:
+            self._build_rust_server()
+            self._run_rust_server_in_background()
         return self
 
     def __exit__(self, exc_type, exc_value, traceback):
diff --git a/tests/test_rust_dataflow.py b/tests/test_rust_dataflow.py
index d2f8663..e665dd0 100644
--- a/tests/test_rust_dataflow.py
+++ b/tests/test_rust_dataflow.py
@@ -116,6 +116,25 @@ def test_dataflow_get_from_input_code(rust_dataflow):
     )
 
 
+def test_dataflow___enter__(rust_dataflow):
+    with patch.object(
+        rust_dataflow, "_build_rust_server"
+    ) as mock_build_rust_server, patch.object(
+        rust_dataflow, "_run_rust_server_in_background"
+    ) as mock_run_rust_server_in_background:
+        rust_dataflow._is_server_running = True
+        obj = rust_dataflow.__enter__()
+        mock_build_rust_server.assert_not_called()
+        mock_run_rust_server_in_background.assert_not_called()
+        assert obj == rust_dataflow
+
+        rust_dataflow._is_server_running = False
+        obj = rust_dataflow.__enter__()
+        mock_build_rust_server.assert_called_once()
+        mock_run_rust_server_in_background.assert_called_once()
+        assert obj == rust_dataflow
+
+
 def test_dataflow___exit__(rust_dataflow):
     with patch.object(rust_dataflow, "_stop_rust_server") as mock_stop_rust_server:
         rust_dataflow._is_server_running = False
@@ -125,3 +144,58 @@ def test_dataflow___exit__(rust_dataflow):
         rust_dataflow._is_server_running = True
         rust_dataflow.__exit__(None, None, None)
         mock_stop_rust_server.assert_called_once()
+
+
+def test_validate_node(rust_dataflow):
+    graph = nx.DiGraph()
+    graph.add_node(
+        0,
+        op="get_const",
+        schema=["col1"],
+        const_dict={"col1": 1.0},
+    )
+    assert rust_dataflow.validate_node(graph, 0) is None
+    graph.add_node(
+        "X",
+        op="get_rel",
+        schema=["col2"],
+    )
+    assert rust_dataflow.validate_node(graph, "X") is None
+    graph.add_node(
+        2,
+        op="rename",
+        schema=["X"],
+    )
+    graph.add_edge(0, 2)
+    assert rust_dataflow.validate_node(graph, 2) is None
+    graph.add_edge("X", 2)
+    with pytest.raises(ValueError):
+        rust_dataflow.validate_node(graph, 2)
+
+    graph.remove_node(2)
+    graph.add_node(
+        3,
+        op="product",
+        schema=["col1", "col2"],
+    )
+    graph.add_edge(0, 3)
+    with pytest.raises(ValueError):
+        rust_dataflow.validate_node(graph, 3)
+    graph.add_edge("X", 3)
+    assert rust_dataflow.validate_node(graph, 3) is None
+
+    graph.remove_node(3)
+
+    graph.add_node(4, op="ie_map", schema=["col1"], name="not")
+    graph.add_edge("X", 4)
+    assert rust_dataflow.validate_node(graph, 4) is None
+    graph.add_edge(0, 4)
+    with pytest.raises(ValueError):
+        rust_dataflow.validate_node(graph, 4)
+    graph.add_node(
+        5,
+        op="aaaa",
+        schema=["col1"],
+    )
+    with pytest.raises(ValueError):
+        rust_dataflow.validate_node(graph, 5)

From 45124ff9e466e49de488f801f777a8321e499fca Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Sat, 19 Oct 2024 10:10:15 +0000
Subject: [PATCH 089/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 9f500d0..91d4a96 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # spannerflow
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-52%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>134</td><td>16</td><td>88%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L39">39</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L113-L120">113&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L174-L187">174&ndash;187</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L33-L40">33&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L44-L48">44&ndash;48</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L53-L70">53&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L106">106</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>45</td><td>5</td><td>89%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L68-L75">68&ndash;75</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>82</td><td>43</td><td>48%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L15">15</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L22-L23">22&ndash;23</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L44-L45">44&ndash;45</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L49">49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L60-L70">60&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L76-L79">76&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L88-L89">88&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L97-L132">97&ndash;132</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>333</td><td>253</td><td>24%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L59-L61">59&ndash;61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L117-L147">117&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L158-L174">158&ndash;174</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L184-L220">184&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L223-L278">223&ndash;278</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L287-L304">287&ndash;304</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L315-L342">315&ndash;342</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L351-L359">351&ndash;359</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L378-L386">378&ndash;386</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L395-L411">395&ndash;411</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L414-L428">414&ndash;428</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L437-L512">437&ndash;512</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L515-L544">515&ndash;544</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L547-L560">547&ndash;560</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L563-L576">563&ndash;576</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L579-L589">579&ndash;589</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L592-L619">592&ndash;619</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L627-L628">627&ndash;628</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L631-L649">631&ndash;649</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L652-L655">652&ndash;655</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>4</td><td>56%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L10-L20">10&ndash;20</a></td></tr><tr><td><b>TOTAL</b></td><td><b>722</b></td><td><b>346</b></td><td><b>52%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-55%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>134</td><td>16</td><td>88%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L39">39</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L113-L120">113&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L174-L187">174&ndash;187</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L33-L40">33&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L44-L48">44&ndash;48</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L53-L70">53&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L106">106</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>45</td><td>5</td><td>89%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L68-L75">68&ndash;75</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>82</td><td>43</td><td>48%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L15">15</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L22-L23">22&ndash;23</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L44-L45">44&ndash;45</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L49">49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L60-L70">60&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L76-L79">76&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L88-L89">88&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L97-L132">97&ndash;132</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>334</td><td>232</td><td>31%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L118-L148">118&ndash;148</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L159-L175">159&ndash;175</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L189-L195">189&ndash;195</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L224-L279">224&ndash;279</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L288-L305">288&ndash;305</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L316-L343">316&ndash;343</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L352-L360">352&ndash;360</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L379-L387">379&ndash;387</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L396-L412">396&ndash;412</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L415-L429">415&ndash;429</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L438-L513">438&ndash;513</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L516-L545">516&ndash;545</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L548-L561">548&ndash;561</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L564-L577">564&ndash;577</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L580-L590">580&ndash;590</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L593-L620">593&ndash;620</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L628-L629">628&ndash;629</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L632-L650">632&ndash;650</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L653-L656">653&ndash;656</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>4</td><td>56%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L10-L20">10&ndash;20</a></td></tr><tr><td><b>TOTAL</b></td><td><b>723</b></td><td><b>325</b></td><td><b>55%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 ```bash
 python -m venv venv

From 45d58e2759e9f64104280b69e4543928ec0e6cd4 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Wed, 23 Oct 2024 18:30:56 +0300
Subject: [PATCH 090/277] feat: get rows

---
 spannerflow/__init__.py                      |   3 +-
 spannerflow/dataflow/v1/dataflow_pb2.py      |  64 +++----
 spannerflow/dataflow/v1/dataflow_pb2_grpc.py |  43 +++++
 spannerflow/engine.py                        |  20 ++
 spannerflow/proto/dataflow/v1/dataflow.proto |   8 +
 spannerflow/rust_dataflow.py                 |   1 +
 spannerflow/src/main.rs                      | 182 ++++++++-----------
 7 files changed, 187 insertions(+), 134 deletions(-)

diff --git a/spannerflow/__init__.py b/spannerflow/__init__.py
index 1f6934e..b1681d6 100644
--- a/spannerflow/__init__.py
+++ b/spannerflow/__init__.py
@@ -6,11 +6,12 @@
 from spannerflow.engine import Engine
 from spannerflow.installations import install_protoc, install_rust
 
+# TODO: instead of building wheel artifacts, allow pip install with url to repo without maintaining a registry
 install_protoc()
 extract_dir = Path("protoc").absolute()
 protoc_bin_path = extract_dir.joinpath("bin")
 os.environ["PATH"] = os.pathsep.join([str(protoc_bin_path), os.environ["PATH"]])
-
+# TODO: add binraies as library entrypoints instead of modifying PATH
 install_rust()
 extract_dir = Path("rust").absolute()
 dirs = glob.glob(f"{extract_dir}/*/*/bin")
diff --git a/spannerflow/dataflow/v1/dataflow_pb2.py b/spannerflow/dataflow/v1/dataflow_pb2.py
index c1f4c39..8b0dd2e 100644
--- a/spannerflow/dataflow/v1/dataflow_pb2.py
+++ b/spannerflow/dataflow/v1/dataflow_pb2.py
@@ -25,47 +25,49 @@
 from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto\"g\n\x14RunIEFunctionRequest\x12\x17\n\rfunction_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"\x19\n\nRowRequest\x12\x0b\n\x03row\x18\x01 \x03(\t\"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"@\n\x12LoadFromCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\">\n\x10SaveToCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"V\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"A\n\nCollection\x12\x0c\n\x04name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"F\n\x16GetCollectionsResponse\x12,\n\x0b\x63ollections\x18\x03 \x03(\x0b\x32\x17.dataflow.v1.Collection\"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"6\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\"\"\n\x13RunDataflowResponse\x12\x0b\n\x03row\x18\x01 \x03(\t*w\n\x08\x44\x61taType\x12\x19\n\x15\x44\x41TA_TYPE_UNSPECIFIED\x10\x00\x12\x14\n\x10\x44\x41TA_TYPE_STRING\x10\x01\x12\x11\n\rDATA_TYPE_INT\x10\x02\x12\x13\n\x0f\x44\x41TA_TYPE_FLOAT\x10\x03\x12\x12\n\x0e\x44\x41TA_TYPE_BOOL\x10\x04\x32o\n\x11IEFunctionService\x12Z\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a\".dataflow.v1.RunIEFunctionResponse(\x01\x30\x01\x32\xba\x05\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a\".dataflow.v1.GetCollectionResponse0\x01\x12R\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a .dataflow.v1.RunDataflowResponse0\x01\x12\x46\n\x0bLoadFromCSV\x12\x1f.dataflow.v1.LoadFromCSVRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tSaveToCSV\x12\x1d.dataflow.v1.SaveToCSVRequest\x1a\x16.google.protobuf.Emptyb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto\"g\n\x14RunIEFunctionRequest\x12\x17\n\rfunction_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"\x19\n\nRowRequest\x12\x0b\n\x03row\x18\x01 \x03(\t\"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"c\n\x0e\x41\x64\x64RowsRequest\x12\x19\n\x0f\x63ollection_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"@\n\x12LoadFromCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\">\n\x10SaveToCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"V\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"A\n\nCollection\x12\x0c\n\x04name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"F\n\x16GetCollectionsResponse\x12,\n\x0b\x63ollections\x18\x03 \x03(\x0b\x32\x17.dataflow.v1.Collection\"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"6\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\"\"\n\x13RunDataflowResponse\x12\x0b\n\x03row\x18\x01 \x03(\t*w\n\x08\x44\x61taType\x12\x19\n\x15\x44\x41TA_TYPE_UNSPECIFIED\x10\x00\x12\x14\n\x10\x44\x41TA_TYPE_STRING\x10\x01\x12\x11\n\rDATA_TYPE_INT\x10\x02\x12\x13\n\x0f\x44\x41TA_TYPE_FLOAT\x10\x03\x12\x12\n\x0e\x44\x41TA_TYPE_BOOL\x10\x04\x32o\n\x11IEFunctionService\x12Z\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a\".dataflow.v1.RunIEFunctionResponse(\x01\x30\x01\x32\xfc\x05\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12@\n\x07\x41\x64\x64Rows\x12\x1b.dataflow.v1.AddRowsRequest\x1a\x16.google.protobuf.Empty(\x01\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a\".dataflow.v1.GetCollectionResponse0\x01\x12R\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a .dataflow.v1.RunDataflowResponse0\x01\x12\x46\n\x0bLoadFromCSV\x12\x1f.dataflow.v1.LoadFromCSVRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tSaveToCSV\x12\x1d.dataflow.v1.SaveToCSVRequest\x1a\x16.google.protobuf.Emptyb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
 _builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'dataflow.v1.dataflow_pb2', _globals)
 if not _descriptor._USE_C_DESCRIPTORS:
   DESCRIPTOR._loaded_options = None
-  _globals['_DATATYPE']._serialized_start=943
-  _globals['_DATATYPE']._serialized_end=1062
+  _globals['_DATATYPE']._serialized_start=1044
+  _globals['_DATATYPE']._serialized_end=1163
   _globals['_RUNIEFUNCTIONREQUEST']._serialized_start=72
   _globals['_RUNIEFUNCTIONREQUEST']._serialized_end=175
   _globals['_ROWREQUEST']._serialized_start=177
   _globals['_ROWREQUEST']._serialized_end=202
   _globals['_RUNIEFUNCTIONRESPONSE']._serialized_start=204
   _globals['_RUNIEFUNCTIONRESPONSE']._serialized_end=240
-  _globals['_LOADFROMCSVREQUEST']._serialized_start=242
-  _globals['_LOADFROMCSVREQUEST']._serialized_end=306
-  _globals['_SAVETOCSVREQUEST']._serialized_start=308
-  _globals['_SAVETOCSVREQUEST']._serialized_end=370
-  _globals['_GETCOLLECTIONREQUEST']._serialized_start=372
-  _globals['_GETCOLLECTIONREQUEST']._serialized_end=419
-  _globals['_GETCOLLECTIONRESPONSE']._serialized_start=421
-  _globals['_GETCOLLECTIONRESPONSE']._serialized_end=457
-  _globals['_ADDROWREQUEST']._serialized_start=459
-  _globals['_ADDROWREQUEST']._serialized_end=512
-  _globals['_DELETEROWREQUEST']._serialized_start=514
-  _globals['_DELETEROWREQUEST']._serialized_end=570
-  _globals['_ADDCOLLECTIONREQUEST']._serialized_start=572
-  _globals['_ADDCOLLECTIONREQUEST']._serialized_end=658
-  _globals['_COLLECTION']._serialized_start=660
-  _globals['_COLLECTION']._serialized_end=725
-  _globals['_GETCOLLECTIONSRESPONSE']._serialized_start=727
-  _globals['_GETCOLLECTIONSRESPONSE']._serialized_end=797
-  _globals['_DELETECOLLECTIONREQUEST']._serialized_start=799
-  _globals['_DELETECOLLECTIONREQUEST']._serialized_end=849
-  _globals['_RUNDATAFLOWREQUEST']._serialized_start=851
-  _globals['_RUNDATAFLOWREQUEST']._serialized_end=905
-  _globals['_RUNDATAFLOWRESPONSE']._serialized_start=907
-  _globals['_RUNDATAFLOWRESPONSE']._serialized_end=941
-  _globals['_IEFUNCTIONSERVICE']._serialized_start=1064
-  _globals['_IEFUNCTIONSERVICE']._serialized_end=1175
-  _globals['_DATAFLOWSERVICE']._serialized_start=1178
-  _globals['_DATAFLOWSERVICE']._serialized_end=1876
+  _globals['_ADDROWSREQUEST']._serialized_start=242
+  _globals['_ADDROWSREQUEST']._serialized_end=341
+  _globals['_LOADFROMCSVREQUEST']._serialized_start=343
+  _globals['_LOADFROMCSVREQUEST']._serialized_end=407
+  _globals['_SAVETOCSVREQUEST']._serialized_start=409
+  _globals['_SAVETOCSVREQUEST']._serialized_end=471
+  _globals['_GETCOLLECTIONREQUEST']._serialized_start=473
+  _globals['_GETCOLLECTIONREQUEST']._serialized_end=520
+  _globals['_GETCOLLECTIONRESPONSE']._serialized_start=522
+  _globals['_GETCOLLECTIONRESPONSE']._serialized_end=558
+  _globals['_ADDROWREQUEST']._serialized_start=560
+  _globals['_ADDROWREQUEST']._serialized_end=613
+  _globals['_DELETEROWREQUEST']._serialized_start=615
+  _globals['_DELETEROWREQUEST']._serialized_end=671
+  _globals['_ADDCOLLECTIONREQUEST']._serialized_start=673
+  _globals['_ADDCOLLECTIONREQUEST']._serialized_end=759
+  _globals['_COLLECTION']._serialized_start=761
+  _globals['_COLLECTION']._serialized_end=826
+  _globals['_GETCOLLECTIONSRESPONSE']._serialized_start=828
+  _globals['_GETCOLLECTIONSRESPONSE']._serialized_end=898
+  _globals['_DELETECOLLECTIONREQUEST']._serialized_start=900
+  _globals['_DELETECOLLECTIONREQUEST']._serialized_end=950
+  _globals['_RUNDATAFLOWREQUEST']._serialized_start=952
+  _globals['_RUNDATAFLOWREQUEST']._serialized_end=1006
+  _globals['_RUNDATAFLOWRESPONSE']._serialized_start=1008
+  _globals['_RUNDATAFLOWRESPONSE']._serialized_end=1042
+  _globals['_IEFUNCTIONSERVICE']._serialized_start=1165
+  _globals['_IEFUNCTIONSERVICE']._serialized_end=1276
+  _globals['_DATAFLOWSERVICE']._serialized_start=1279
+  _globals['_DATAFLOWSERVICE']._serialized_end=2043
 # @@protoc_insertion_point(module_scope)
diff --git a/spannerflow/dataflow/v1/dataflow_pb2_grpc.py b/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
index f5a7b0c..b4fd409 100644
--- a/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
+++ b/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
@@ -112,6 +112,11 @@ def __init__(self, channel):
                 request_serializer=dataflow_dot_v1_dot_dataflow__pb2.AddRowRequest.SerializeToString,
                 response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
                 _registered_method=True)
+        self.AddRows = channel.stream_unary(
+                '/dataflow.v1.DataflowService/AddRows',
+                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.AddRowsRequest.SerializeToString,
+                response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+                _registered_method=True)
         self.DeleteRow = channel.unary_unary(
                 '/dataflow.v1.DataflowService/DeleteRow',
                 request_serializer=dataflow_dot_v1_dot_dataflow__pb2.DeleteRowRequest.SerializeToString,
@@ -163,6 +168,12 @@ def AddRow(self, request, context):
         context.set_details('Method not implemented!')
         raise NotImplementedError('Method not implemented!')
 
+    def AddRows(self, request_iterator, context):
+        """Missing associated documentation comment in .proto file."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
+
     def DeleteRow(self, request, context):
         """Missing associated documentation comment in .proto file."""
         context.set_code(grpc.StatusCode.UNIMPLEMENTED)
@@ -219,6 +230,11 @@ def add_DataflowServiceServicer_to_server(servicer, server):
                     request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.AddRowRequest.FromString,
                     response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
             ),
+            'AddRows': grpc.stream_unary_rpc_method_handler(
+                    servicer.AddRows,
+                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.AddRowsRequest.FromString,
+                    response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+            ),
             'DeleteRow': grpc.unary_unary_rpc_method_handler(
                     servicer.DeleteRow,
                     request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.DeleteRowRequest.FromString,
@@ -297,6 +313,33 @@ def AddRow(request,
             metadata,
             _registered_method=True)
 
+    @staticmethod
+    def AddRows(request_iterator,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
+        return grpc.experimental.stream_unary(
+            request_iterator,
+            target,
+            '/dataflow.v1.DataflowService/AddRows',
+            dataflow_dot_v1_dot_dataflow__pb2.AddRowsRequest.SerializeToString,
+            google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+            options,
+            channel_credentials,
+            insecure,
+            call_credentials,
+            compression,
+            wait_for_ready,
+            timeout,
+            metadata,
+            _registered_method=True)
+
     @staticmethod
     def DeleteRow(request,
             target,
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index c837b32..a341c43 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -69,6 +69,26 @@ def add_row(self, collection_name: str, row: list[Any]) -> None:
             )
             stub.AddRow(request)
 
+    def _generate_add_rows_requests(
+        self, collection_name: str, schema: list[str], rows: list[list[Any]]
+    ) -> Generator[dataflow_pb2.AddRowsRequest, None, None]:  # type: ignore
+        yield dataflow_pb2.AddRowsRequest(  # type: ignore
+            collection_name=collection_name
+        )
+        for row in rows:
+            yield dataflow_pb2.AddRowsRequest(  # type: ignore
+                row=dataflow_pb2.RowRequest(row=self._serialize_row(schema, row))  # type: ignore
+            )
+
+    def add_rows(self, collection_name: str, rows: list[list[Any]]) -> None:
+        schema = self.get_collections()[collection_name]
+        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
+            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
+            request_generator = self._generate_add_rows_requests(
+                collection_name, schema, rows
+            )
+            stub.AddRows(request_generator)
+
     def delete_row(self, collection_name: str, row: list[Any]) -> None:
         with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
diff --git a/spannerflow/proto/dataflow/v1/dataflow.proto b/spannerflow/proto/dataflow/v1/dataflow.proto
index 4ab0a78..01bd269 100644
--- a/spannerflow/proto/dataflow/v1/dataflow.proto
+++ b/spannerflow/proto/dataflow/v1/dataflow.proto
@@ -24,6 +24,7 @@ message RunIEFunctionResponse {
 
 service DataflowService {
     rpc AddRow (AddRowRequest) returns (google.protobuf.Empty);
+    rpc AddRows (stream AddRowsRequest) returns (google.protobuf.Empty);
     rpc DeleteRow (DeleteRowRequest) returns (google.protobuf.Empty);
     rpc AddCollection (AddCollectionRequest) returns (google.protobuf.Empty);
     rpc DeleteCollection (DeleteCollectionRequest) returns (google.protobuf.Empty);
@@ -34,6 +35,13 @@ service DataflowService {
     rpc SaveToCSV (SaveToCSVRequest) returns (google.protobuf.Empty);
 }
 
+message AddRowsRequest {
+    oneof message_type {
+        string collection_name = 1;
+        RowRequest row = 2;
+    }    
+}
+
 message LoadFromCSVRequest {
     string collection_name = 1;
     string file_path = 2;
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 4862871..76ec98d 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -624,6 +624,7 @@ def build_so(self, graph: nx.DiGraph) -> tuple[Path, str]:
             f"query_{self._query_id}",
         )
 
+    # TODO: compile on installation via rust_setuptools instead of runtime
     def _build_rust_server(self) -> None:
         cargo_toml_path = Path(__file__).parent.joinpath("Cargo.toml")
         build_rust(cargo_toml_path.absolute(), self._config.RUST_SERVER_BUILD_LOG_PATH)
diff --git a/spannerflow/src/main.rs b/spannerflow/src/main.rs
index fec3439..6a275fb 100644
--- a/spannerflow/src/main.rs
+++ b/spannerflow/src/main.rs
@@ -1,13 +1,14 @@
 use std::collections::HashMap;
 use std::env;
-use std::sync::Mutex;
 use csv;
 
 
 use libloading::{Library, Symbol};
 
 use tonic::{transport::Server, Request, Response, Status};
+use tokio::sync::Mutex;
 use tokio_stream::iter;
+use tokio_stream::StreamExt;
 
 use dataflow::dataflow_service_server::{DataflowService, DataflowServiceServer};
 use dataflow::{*};
@@ -65,26 +66,79 @@ impl DataflowService for MyDataflowService {
     
     type GetCollectionStream = tokio_stream::Iter<std::vec::IntoIter<Result<GetCollectionResponse, tonic::Status>>>;
     type RunDataflowStream = tokio_stream::Iter<std::vec::IntoIter<Result<RunDataflowResponse, tonic::Status>>>;
+    
+    async fn add_rows(
+        &self,
+        request: Request<tonic::Streaming<AddRowsRequest>>,
+    ) -> Result<Response<()>, Status> {
+        println!("Got a streaming request: {:?}", request);
+        
+        let mut stream = request.into_inner();  // Extract the stream
+        let mut collection_name: Option<String> = None;
+        let mut collections = COLLECTIONS.lock().await;
+        
+        let schemas = SCHEMAS.lock().await;
+    
+        // Process the stream
+        while let Some(req) = stream.next().await {
+            match req {
+                Ok(message) => {
+                    println!("Received message: {:?}", message); // Debug log
+                    if let Some(collection) = message.message_type {
+                        match collection {
+                            // Handle the collection name variant
+                            dataflow::add_rows_request::MessageType::CollectionName(name) => {
+                                println!("Received collection name: {}", name); // Debug log
+                                collection_name = Some(name);
+                            }
+                            // Handle the row variant
+                            dataflow::add_rows_request::MessageType::Row(row) => {
+                                println!("Received row: {:?}", row); // Debug log
+                                if let Some(ref name) = collection_name {
+                                    if let Some(coll) = collections.get_mut(name) {
+                                        if validate_schema(schemas.get(name).unwrap(), &row.row) {
+                                            coll.push(row.row.clone());
+                                        } else {
+                                            eprintln!("Invalid row schema for collection: {}", name);
+                                            return Err(Status::invalid_argument("Invalid row schema"));
+                                        }
+                                    } else {
+                                        eprintln!("Collection not found: {}", name);
+                                        return Err(Status::not_found("Collection not found"));
+                                    }
+                                } else {
+                                    eprintln!("Collection name not found");
+                                    return Err(Status::invalid_argument("Collection name not found"));
+                                }
+                            }
+                        }
+                    }
+                }
+                Err(e) => {
+                    eprintln!("Error receiving stream: {:?}", e);
+                    return Err(Status::internal("Failed to receive stream"));
+                }
+            }
+        }
+        Ok(Response::new(()))
+    }
+    
+
+
     async fn save_to_csv(
         &self,
         request: Request<SaveToCsvRequest>,
     ) -> Result<Response<()>, Status> {
         println!("Got a request: {:?}", request);
         let req = request.into_inner();
-        let collections = match COLLECTIONS.lock() {
-            Ok(lock) => lock,
-            Err(poisoned) => {
-                eprintln!("Mutex was poisoned: {:?}", poisoned);
-                poisoned.into_inner()
-            }
-        };
+        let collections = COLLECTIONS.lock().await;
         if let Some(vec) = collections.get(&req.collection_name) {
             let mut wtr = csv::Writer::from_path(req.file_path).map_err(|e| {
                 eprintln!("Failed to create CSV writer: {:?}", e);
                 Status::internal("Failed to create CSV writer")
             })?;
 
-            if let Some(schema) = SCHEMAS.lock().unwrap().get(&req.collection_name) {
+            if let Some(schema) = SCHEMAS.lock().await.get(&req.collection_name) {
                 let mut csv_row = Vec::new();
                 for data_type in schema {
                     csv_row.push(data_type.as_str_name());
@@ -118,20 +172,8 @@ impl DataflowService for MyDataflowService {
     ) -> Result<Response<()>, Status> {
         println!("Got a request: {:?}", request);
         let req = request.into_inner();
-        let mut collections = match COLLECTIONS.lock() {
-            Ok(lock) => lock,
-            Err(poisoned) => {
-                eprintln!("Mutex was poisoned: {:?}", poisoned);
-                poisoned.into_inner()
-            }
-        };
-        let mut schemas = match SCHEMAS.lock() {
-            Ok(lock) => lock,
-            Err(poisoned) => {
-                eprintln!("Mutex was poisoned: {:?}", poisoned);
-                return Err(Status::internal("Internal server error due to mutex poisoning"));
-            }
-        };
+        let mut collections = COLLECTIONS.lock().await;
+        let mut schemas = SCHEMAS.lock().await;
         if collections.contains_key(&req.collection_name) || schemas.contains_key(&req.collection_name) {
             return Err(Status::already_exists("Collection already exists"));
         }
@@ -182,13 +224,7 @@ impl DataflowService for MyDataflowService {
         println!("Got a request: {:?}", request);
         let req = request.into_inner();
 
-        let collections = match COLLECTIONS.lock() {
-            Ok(lock) => lock,
-            Err(poisoned) => {
-                eprintln!("Mutex was poisoned: {:?}", poisoned);
-                poisoned.into_inner()
-            }
-        };
+        let collections = COLLECTIONS.lock().await;
         if let Some(vec) = collections.get(&req.collection_name) {
             let responses: Vec<Result<GetCollectionResponse, Status>> = vec.iter().cloned().map(|row| {
                 Ok(GetCollectionResponse { row: row })
@@ -209,21 +245,12 @@ impl DataflowService for MyDataflowService {
     ) -> Result<Response<GetCollectionsResponse>, Status> {
         println!("Got a request: {:?}", request);
     
-        let collections = match COLLECTIONS.lock() {
-            Ok(lock) => lock,
-            Err(poisoned) => {
-                eprintln!("Mutex was poisoned: {:?}", poisoned);
-                return Err(Status::internal("Internal server error due to mutex poisoning"));
-            }
-        };
-    
+        let collections = COLLECTIONS.lock().await;
         let mut response_collections: Vec<dataflow::Collection> = Vec::new();
-    
+        let schemas = SCHEMAS.lock().await;
         for (name, _schema) in collections.iter() {
-            let schema_types: Vec<i32> = SCHEMAS.lock()
-            .map(|s| s.get(name)
-                .map(|data_types| data_types.iter().map(|data_type| *data_type as i32).collect())
-                .unwrap_or_default())
+            let schema_types: Vec<i32> = schemas.get(name)
+            .map(|data_types| data_types.iter().map(|data_type| *data_type as i32).collect())
             .unwrap_or_default();
             
             let collection = dataflow::Collection {
@@ -247,21 +274,9 @@ impl DataflowService for MyDataflowService {
     ) -> Result<Response<()>, Status> {
         println!("Got a request: {:?}", request);
         let req = request.into_inner();
-        let mut collections = match COLLECTIONS.lock() {
-            Ok(lock) => lock,
-            Err(poisoned) => {
-                eprintln!("Mutex was poisoned: {:?}", poisoned);
-                poisoned.into_inner()
-            }
-        };
+        let mut collections = COLLECTIONS.lock().await;
         
-        let schema = match SCHEMAS.lock() {
-            Ok(lock) => lock,
-            Err(poisoned) => {
-                eprintln!("Mutex was poisoned: {:?}", poisoned);
-                poisoned.into_inner()
-            }
-        };
+        let schema = SCHEMAS.lock().await;
 
         if !collections.contains_key(&req.collection_name) || !schema.contains_key(&req.collection_name) {
             return Err(Status::not_found("Collection not found"));
@@ -286,13 +301,7 @@ impl DataflowService for MyDataflowService {
         println!("Got a request: {:?}", request);
         let req = request.into_inner(); 
 
-        let mut collections = match COLLECTIONS.lock() {
-            Ok(lock) => lock,
-            Err(poisoned) => {
-                eprintln!("Mutex was poisoned: {:?}", poisoned);
-                poisoned.into_inner()
-            }
-        };
+        let mut collections = COLLECTIONS.lock().await;
 
         if !collections.contains_key(&req.collection_name) {
             return Err(Status::not_found("Collection not found"));
@@ -320,20 +329,8 @@ impl DataflowService for MyDataflowService {
         let reply: () = ();
         let req = request.into_inner();
         
-        let mut collections = match COLLECTIONS.lock() {
-            Ok(lock) => lock,
-            Err(poisoned) => {
-                eprintln!("Mutex was poisoned: {:?}", poisoned);
-                poisoned.into_inner()
-            }
-        };
-        let mut schemas = match SCHEMAS.lock() {
-            Ok(lock) => lock,
-            Err(poisoned) => {
-                eprintln!("Mutex was poisoned: {:?}", poisoned);
-                poisoned.into_inner()
-            }
-        };
+        let mut collections = COLLECTIONS.lock().await;
+        let mut schemas = SCHEMAS.lock().await;
         if collections.contains_key(&req.collection_name) || schemas.contains_key(&req.collection_name) {
             return Err(Status::already_exists("Collection already exists"));
         }
@@ -351,20 +348,8 @@ impl DataflowService for MyDataflowService {
         println!("Got a request: {:?}", request);
         let req = request.into_inner();
         
-        let mut collections = match COLLECTIONS.lock() {
-            Ok(lock) => lock,
-            Err(poisoned) => {
-                eprintln!("Mutex was poisoned: {:?}", poisoned);
-                poisoned.into_inner()
-            }
-        };
-        let mut schemas = match SCHEMAS.lock() {
-            Ok(lock) => lock,
-            Err(poisoned) => {
-                eprintln!("Mutex was poisoned: {:?}", poisoned);
-                poisoned.into_inner()
-            }
-        };
+        let mut collections = COLLECTIONS.lock().await;
+        let mut schemas = SCHEMAS.lock().await;
         if !collections.contains_key(&req.collection_name) || !schemas.contains_key(&req.collection_name) {
             return Err(Status::not_found("Collection not found"));
         }
@@ -383,7 +368,7 @@ impl DataflowService for MyDataflowService {
         println!("Got a request: {:?}", request);
         let req = request.into_inner();
         
-        if let Ok(vec) = run_dataflow_so(req.so_path, req.fn_name) {
+        if let Ok(vec) = run_dataflow_so(req.so_path, req.fn_name).await {
             let responses: Vec<Result<RunDataflowResponse, Status>> = vec.iter().cloned().map(|row| {
                 Ok(RunDataflowResponse { row: row })
             }).collect();
@@ -414,7 +399,7 @@ async fn main() -> Result<(), Box<dyn std::error::Error>> {
     Ok(())
 }
 
-fn run_dataflow_so(so_path: String, fn_name: String) -> Result<Vec<Vec<String>>, Status> {
+async fn run_dataflow_so(so_path: String, fn_name: String) -> Result<Vec<Vec<String>>, Status> {
     unsafe {
         let lib = Library::new(&so_path).map_err(|e| {
             eprintln!("Failed to load library from path {}: {:?}", so_path, e);
@@ -430,14 +415,7 @@ fn run_dataflow_so(so_path: String, fn_name: String) -> Result<Vec<Vec<String>>,
         };
 
         // Acquire the lock on collections
-        let collections_guard = match COLLECTIONS.lock() {
-            Ok(guard) => guard,
-            Err(_) => {
-                eprintln!("Failed to lock collections");
-                std::mem::drop(lib);
-                return Err(Status::internal("Failed to lock collections"));
-            }
-        };
+        let collections_guard = COLLECTIONS.lock().await;
 
         let output: Vec<Vec<String>> = function(&*collections_guard);
         // Drop the library immediately after using it

From 3d4ed4305b4517293fec32d25c37737f51237a3d Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Wed, 23 Oct 2024 15:31:51 +0000
Subject: [PATCH 091/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 91d4a96..4f707ca 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # spannerflow
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-55%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>134</td><td>16</td><td>88%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L39">39</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L113-L120">113&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L174-L187">174&ndash;187</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L33-L40">33&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L44-L48">44&ndash;48</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L53-L70">53&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L106">106</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>45</td><td>5</td><td>89%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L68-L75">68&ndash;75</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>82</td><td>43</td><td>48%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L15">15</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L22-L23">22&ndash;23</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L44-L45">44&ndash;45</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L49">49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L60-L70">60&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L76-L79">76&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L88-L89">88&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L97-L132">97&ndash;132</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>334</td><td>232</td><td>31%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L118-L148">118&ndash;148</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L159-L175">159&ndash;175</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L189-L195">189&ndash;195</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L224-L279">224&ndash;279</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L288-L305">288&ndash;305</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L316-L343">316&ndash;343</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L352-L360">352&ndash;360</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L379-L387">379&ndash;387</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L396-L412">396&ndash;412</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L415-L429">415&ndash;429</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L438-L513">438&ndash;513</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L516-L545">516&ndash;545</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L548-L561">548&ndash;561</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L564-L577">564&ndash;577</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L580-L590">580&ndash;590</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L593-L620">593&ndash;620</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L628-L629">628&ndash;629</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L632-L650">632&ndash;650</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L653-L656">653&ndash;656</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>4</td><td>56%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L10-L20">10&ndash;20</a></td></tr><tr><td><b>TOTAL</b></td><td><b>723</b></td><td><b>325</b></td><td><b>55%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-55%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>144</td><td>24</td><td>83%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L39">39</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L75-L79">75&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L84-L90">84&ndash;90</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L133-L140">133&ndash;140</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L194-L207">194&ndash;207</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L33-L40">33&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L44-L48">44&ndash;48</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L53-L70">53&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L106">106</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>45</td><td>5</td><td>89%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L68-L75">68&ndash;75</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>82</td><td>43</td><td>48%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L15">15</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L22-L23">22&ndash;23</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L44-L45">44&ndash;45</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L49">49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L60-L70">60&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L76-L79">76&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L88-L89">88&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L97-L132">97&ndash;132</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>334</td><td>232</td><td>31%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L118-L148">118&ndash;148</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L159-L175">159&ndash;175</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L189-L195">189&ndash;195</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L224-L279">224&ndash;279</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L288-L305">288&ndash;305</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L316-L343">316&ndash;343</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L352-L360">352&ndash;360</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L379-L387">379&ndash;387</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L396-L412">396&ndash;412</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L415-L429">415&ndash;429</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L438-L513">438&ndash;513</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L516-L545">516&ndash;545</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L548-L561">548&ndash;561</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L564-L577">564&ndash;577</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L580-L590">580&ndash;590</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L593-L620">593&ndash;620</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L629-L630">629&ndash;630</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L633-L651">633&ndash;651</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L654-L657">654&ndash;657</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>4</td><td>56%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L10-L20">10&ndash;20</a></td></tr><tr><td><b>TOTAL</b></td><td><b>733</b></td><td><b>333</b></td><td><b>55%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 ```bash
 python -m venv venv

From df448a709d5717c36e53e2ec4f8e1be4277cf7fe Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Wed, 23 Oct 2024 20:56:30 +0300
Subject: [PATCH 092/277] WIP

---
 README.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/README.md b/README.md
index 4f707ca..60c1939 100644
--- a/README.md
+++ b/README.md
@@ -16,3 +16,5 @@ cd ../..
 pre-commit run --all-files
 poetry build
 ```
+# TODO: create graph's schema
+# TODO: write tutorial notebook

From 92522acc386b855937c8db21102976aabffafc20 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Wed, 23 Oct 2024 23:04:11 +0300
Subject: [PATCH 093/277] feat: nbdev

---
 .github/workflows/coverage.yml |   6 +-
 .gitignore                     |   3 +-
 .pre-commit-config.yaml        |   2 +-
 LICENSE                        | 201 +++++++++
 MANIFEST.in                    |   5 +
 README.md                      |  83 +++-
 nbs/00_config.ipynb            |  97 +++++
 nbs/20_installations.ipynb     | 188 +++++++++
 nbs/30_graph_utils.ipynb       | 181 +++++++++
 nbs/40_grpc_server.ipynb       | 127 ++++++
 nbs/50_rust_dataflow.ipynb     | 663 ++++++++++++++++++++++++++++++
 nbs/60_engine.ipynb            | 260 ++++++++++++
 nbs/_quarto.yml                |  22 +
 nbs/index.ipynb                | 200 +++++++++
 nbs/nbdev.yml                  |   9 +
 nbs/styles.css                 |  37 ++
 pyproject.toml                 |  56 +--
 settings.ini                   |  67 +++
 setup.py                       | 102 +++++
 spannerflow/Cargo.toml         |   8 +-
 spannerflow/__init__.py        |   1 +
 spannerflow/_modidx.py         | 277 +++++++++++++
 spannerflow/config.py          |   8 +
 spannerflow/engine.py          |  53 +--
 spannerflow/graph_utils.py     |  22 +
 spannerflow/grpc_server.py     |  12 +-
 spannerflow/installations.py   |  14 +
 spannerflow/rust_dataflow.py   |  61 +--
 spannerflow/src/main.rs        | 716 +++++++++++++++++----------------
 tests/test_engine.py           |  49 ---
 tests/test_rust_dataflow.py    |  30 --
 31 files changed, 2984 insertions(+), 576 deletions(-)
 create mode 100644 LICENSE
 create mode 100644 MANIFEST.in
 create mode 100644 nbs/00_config.ipynb
 create mode 100644 nbs/20_installations.ipynb
 create mode 100644 nbs/30_graph_utils.ipynb
 create mode 100644 nbs/40_grpc_server.ipynb
 create mode 100644 nbs/50_rust_dataflow.ipynb
 create mode 100644 nbs/60_engine.ipynb
 create mode 100644 nbs/_quarto.yml
 create mode 100644 nbs/index.ipynb
 create mode 100644 nbs/nbdev.yml
 create mode 100644 nbs/styles.css
 create mode 100644 settings.ini
 create mode 100644 setup.py
 create mode 100644 spannerflow/_modidx.py

diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
index 2903491..7a4a3f0 100644
--- a/.github/workflows/coverage.yml
+++ b/.github/workflows/coverage.yml
@@ -25,12 +25,12 @@ jobs:
 
       - name: Install dependencies
         run: |
-          python -m pip install --upgrade pip poetry
-          poetry install
+          python -m pip install --upgrade pip
+          pip install -e .[dev]
 
       - name: Build coverage file
         run: |
-          poetry run pytest tests/ | tee pytest-coverage.txt
+          pytest tests/ | tee pytest-coverage.txt
 
       - name: Pytest coverage comment
         id: coverageComment
diff --git a/.gitignore b/.gitignore
index f9f5716..539e0dc 100644
--- a/.gitignore
+++ b/.gitignore
@@ -187,4 +187,5 @@ protoc/
 rust/
 .vscode/
 pytest.xml
-pytest-coverage.txt
\ No newline at end of file
+pytest-coverage.txt
+_proc/
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 9ace5a7..d147d9a 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -4,7 +4,7 @@ repos:
     hooks:
       - id: mypy
         language: system
-        entry: poetry run mypy
+        entry: mypy
         args: [
             "--config-file=pyproject.toml"
         ]
diff --git a/LICENSE b/LICENSE
new file mode 100644
index 0000000..3b106e8
--- /dev/null
+++ b/LICENSE
@@ -0,0 +1,201 @@
+                                 Apache License
+                           Version 2.0, January 2004
+                        http://www.apache.org/licenses/
+
+   TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
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+   1. Definitions.
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diff --git a/MANIFEST.in b/MANIFEST.in
new file mode 100644
index 0000000..5c0e7ce
--- /dev/null
+++ b/MANIFEST.in
@@ -0,0 +1,5 @@
+include settings.ini
+include LICENSE
+include CONTRIBUTING.md
+include README.md
+recursive-exclude * __pycache__
diff --git a/README.md b/README.md
index 60c1939..e0e8544 100644
--- a/README.md
+++ b/README.md
@@ -1,20 +1,67 @@
 # spannerflow
-<!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-55%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>144</td><td>24</td><td>83%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L39">39</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L75-L79">75&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L84-L90">84&ndash;90</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L133-L140">133&ndash;140</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L194-L207">194&ndash;207</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L33-L40">33&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L44-L48">44&ndash;48</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L53-L70">53&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L106">106</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>45</td><td>5</td><td>89%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L68-L75">68&ndash;75</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>82</td><td>43</td><td>48%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L15">15</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L22-L23">22&ndash;23</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L44-L45">44&ndash;45</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L49">49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L60-L70">60&ndash;70</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L76-L79">76&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L88-L89">88&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L97-L132">97&ndash;132</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>334</td><td>232</td><td>31%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L118-L148">118&ndash;148</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L159-L175">159&ndash;175</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L189-L195">189&ndash;195</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L224-L279">224&ndash;279</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L288-L305">288&ndash;305</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L316-L343">316&ndash;343</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L352-L360">352&ndash;360</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L379-L387">379&ndash;387</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L396-L412">396&ndash;412</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L415-L429">415&ndash;429</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L438-L513">438&ndash;513</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L516-L545">516&ndash;545</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L548-L561">548&ndash;561</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L564-L577">564&ndash;577</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L580-L590">580&ndash;590</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L593-L620">593&ndash;620</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L629-L630">629&ndash;630</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L633-L651">633&ndash;651</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L654-L657">654&ndash;657</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>4</td><td>56%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L10-L20">10&ndash;20</a></td></tr><tr><td><b>TOTAL</b></td><td><b>733</b></td><td><b>333</b></td><td><b>55%</b></td><td>&nbsp;</td></tr></tbody></table></details>
-<!-- Pytest Coverage Comment:End -->
-```bash
-python -m venv venv
-source venv/bin/activate
-pip install poetry
-poetry install
-pre-commit install
-
-cd spannerflow/proto
-python -m grpc_tools.protoc -I. --python_out=.. --pyi_out=.. --grpc_python_out=.. ./dataflow/v1/dataflow.proto
-# TODO: Patch imports and ignore mypy on generated files
-cd ../..
-pre-commit run --all-files
-poetry build
+
+
+<!-- WARNING: THIS FILE WAS AUTOGENERATED! DO NOT EDIT! -->
+
+This file will become your README and also the index of your
+documentation.
+
+## Developer Guide
+
+If you are new to using `nbdev` here are some useful pointers to get you
+started.
+
+### Install spannerflow in Development mode
+
+``` sh
+# make sure spannerflow package is installed in development mode
+$ pip install -e .
+
+# make changes under nbs/ directory
+# ...
+
+# compile to have changes apply to spannerflow
+$ nbdev_prepare
+```
+
+## Usage
+
+### Installation
+
+Install latest from the GitHub
+[repository](https://github.com/DeanLight/spannerflow):
+
+``` sh
+$ pip install git+https://github.com/DeanLight/spannerflow.git
 ```
-# TODO: create graph's schema
-# TODO: write tutorial notebook
+
+or from [conda](https://anaconda.org/DeanLight/spannerflow)
+
+``` sh
+$ conda install -c DeanLight spannerflow
+```
+
+or from [pypi](https://pypi.org/project/spannerflow/)
+
+``` sh
+$ pip install spannerflow
+```
+
+### Documentation
+
+Documentation can be found hosted on this GitHub
+[repository](https://github.com/DeanLight/spannerflow)’s
+[pages](https://DeanLight.github.io/spannerflow/). Additionally you can
+find package manager specific guidelines on
+[conda](https://anaconda.org/DeanLight/spannerflow) and
+[pypi](https://pypi.org/project/spannerflow/) respectively.
+
+## How to use
+
+Fill me in please! Don’t forget code examples:
+
+``` python
+1+1
+```
+
+    2
diff --git a/nbs/00_config.ipynb b/nbs/00_config.ipynb
new file mode 100644
index 0000000..83a98ce
--- /dev/null
+++ b/nbs/00_config.ipynb
@@ -0,0 +1,97 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# config\n",
+    "\n",
+    "> Fill in a module description here"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | default_exp config"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
+    "from dataclasses import dataclass, field\n",
+    "from pathlib import Path\n",
+    "\n",
+    "\n",
+    "@dataclass\n",
+    "class Config:\n",
+    "    LISTEN_PORT: int = 50052\n",
+    "    LISTEN_IP: str = \"localhost\"\n",
+    "    LISTEN_ADDRESS: str = f\"{LISTEN_IP}:{LISTEN_PORT}\"\n",
+    "    DATAFLOW_PORT: int = 50051\n",
+    "    DATAFLOW_IP: str = \"localhost\"\n",
+    "    DATAFLOW_ADDRESS: str = f\"{DATAFLOW_IP}:{DATAFLOW_PORT}\"\n",
+    "    GENERATED_RUST_PROJECT_PATH: Path = Path(__file__).parent.joinpath(\"generated_rust\")\n",
+    "    TEMPLATES_PATH: Path = Path(__file__).parent.joinpath(\"templates\")\n",
+    "    CARGO_TOML_TEMPLATE_NAME: str = \"Cargo.toml.jinja2\"\n",
+    "    RUST_FILE_TEMPLATE_NAME: str = \"rust_dataflow.rs.jinja2\"\n",
+    "    RUST_BUILD_TEMPLATE_NAME: str = \"build.rs.jinja2\"\n",
+    "    RUST_PROJECT_NAME: str = \"spannerflow\"\n",
+    "    RUST_DEPENDENCIES: list[dict[str, str]] = field(\n",
+    "        default_factory=lambda: [\n",
+    "            {\"name\": \"timely\", \"version\": \"0.12.0\"},\n",
+    "            {\"name\": \"differential-dataflow\", \"version\": \"0.12.0\"},\n",
+    "            {\"name\": \"prost\", \"version\": \"0.13.3\"},\n",
+    "            {\"name\": \"prost-types\", \"version\": \"0.13.3\"},\n",
+    "            {\"name\": \"tonic\", \"version\": \"0.12.3\"},\n",
+    "            {\"name\": \"ordered-float\", \"version\": \"4.4.0\"},\n",
+    "            {\"name\": \"tokio\", \"json\": '{ version = \"1.40.0\", features = [\"full\"] }'},\n",
+    "            {\"name\": \"futures\", \"version\": \"0.3.31\"},\n",
+    "        ]\n",
+    "    )\n",
+    "    RUST_BUILD_DEPEDENCIES: list[dict[str, str]] = field(\n",
+    "        default_factory=lambda: [\n",
+    "            {\"name\": \"tonic-build\", \"version\": \"0.12.3\"},\n",
+    "        ]\n",
+    "    )\n",
+    "    PROTO_DIR_PATH: Path = Path(__file__).parent.joinpath(\"proto\").absolute()\n",
+    "    PROTO_FILE_PATH: Path = PROTO_DIR_PATH.joinpath(\"dataflow\", \"v1\", \"dataflow.proto\")\n",
+    "    LOGS_DIR: Path = Path(__file__).parent.joinpath(\"logs\")\n",
+    "    RUST_SERVER_LOG_PATH: Path = LOGS_DIR.joinpath(\"rust_server.log\")\n",
+    "    RUST_SERVER_BUILD_LOG_PATH: Path = LOGS_DIR.joinpath(\"rust_server_build.log\")\n",
+    "    RUST_SO_BUILD_LOG_PATH: Path = LOGS_DIR.joinpath(\"rust_so_build.log\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | hide\n",
+    "import nbdev\n",
+    "\n",
+    "nbdev.nbdev_export()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "venv",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "name": "python",
+   "version": "3.12.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/nbs/20_installations.ipynb b/nbs/20_installations.ipynb
new file mode 100644
index 0000000..708ad35
--- /dev/null
+++ b/nbs/20_installations.ipynb
@@ -0,0 +1,188 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# installations\n",
+    "\n",
+    "> Fill in a module description here"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | default_exp installations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
+    "import glob\n",
+    "import os\n",
+    "import platform\n",
+    "import subprocess\n",
+    "import tarfile\n",
+    "import zipfile\n",
+    "from pathlib import Path\n",
+    "\n",
+    "import requests\n",
+    "\n",
+    "\n",
+    "def check_for_protoc() -> bool:\n",
+    "    try:\n",
+    "        subprocess.run([\"protoc\", \"--version\"], check=True)\n",
+    "        return True\n",
+    "    except (FileNotFoundError, subprocess.CalledProcessError):\n",
+    "        return False\n",
+    "\n",
+    "\n",
+    "def install_protoc() -> None:\n",
+    "    if check_for_protoc():\n",
+    "        print(\"protoc is already installed.\")\n",
+    "        return\n",
+    "\n",
+    "    # Mapping of platform.system() to OS name in the download URL\n",
+    "    operation_systems = {\"Linux\": \"linux\", \"Darwin\": \"osx\", \"Windows\": \"win\"}\n",
+    "\n",
+    "    # Mapping of platform.machine() to architecture name in the download URL\n",
+    "    architectures = {\n",
+    "        \"s390x\": \"s390_64\",\n",
+    "        \"aarch64\": \"aarch_64\",\n",
+    "        \"arm64\": \"aarch_64\",\n",
+    "        \"ppc64le\": \"ppcle_64\",\n",
+    "        \"x86_64\": \"x86_64\",\n",
+    "        \"i386\": \"x86_32\",\n",
+    "        \"AMD64\": \"win64\",  # Standard Windows 64-bit architecture\n",
+    "        \"x86\": \"win32\",  # Standard Windows 32-bit architecture\n",
+    "    }\n",
+    "\n",
+    "    operation_system = operation_systems.get(platform.system(), None)\n",
+    "    arch = architectures.get(platform.machine(), None)\n",
+    "\n",
+    "    if not operation_system or not arch:\n",
+    "        print(\"Unsupported operating system or architecture.\")\n",
+    "        return\n",
+    "\n",
+    "    if operation_system == \"win\":\n",
+    "        # For Windows, the file naming convention is `protoc-28.2-win32.zip` or `protoc-28.2-win64.zip`\n",
+    "        operation_system_and_arch = f\"{arch}\"\n",
+    "    else:\n",
+    "        # For other systems, the naming convention includes both OS and architecture\n",
+    "        operation_system_and_arch = f\"{arch}-{operation_system}\"\n",
+    "\n",
+    "    url = f\"https://github.com/protocolbuffers/protobuf/releases/download/v28.2/protoc-28.2-{operation_system_and_arch}.zip\"\n",
+    "\n",
+    "    zip_filename = Path(\"protoc.zip\").absolute()\n",
+    "    if not download_archive(url, zip_filename):\n",
+    "        print(f\"Failed to download protoc from {url}.\")\n",
+    "        return\n",
+    "    extract_dir = Path(\"protoc\").absolute()\n",
+    "    with zipfile.ZipFile(zip_filename, \"r\") as zip_ref:\n",
+    "        zip_ref.extractall(extract_dir)\n",
+    "    print(f\"Extracted protoc files to {extract_dir}.\")\n",
+    "\n",
+    "    zip_filename.unlink()\n",
+    "    print(f\"Removed the zip file: {zip_filename}\")\n",
+    "    protoc_bin_path = extract_dir.joinpath(\"bin\")\n",
+    "    protoc_path = protoc_bin_path.joinpath(\"protoc\")\n",
+    "    protoc_path.chmod(0o755)\n",
+    "    os.environ[\"PATH\"] = os.pathsep.join([str(protoc_bin_path), os.environ[\"PATH\"]])\n",
+    "\n",
+    "\n",
+    "def download_archive(url: str, dest_file_path: Path) -> bool:\n",
+    "    response = requests.get(url, stream=True)\n",
+    "    if response.status_code == 200:\n",
+    "        with open(dest_file_path, \"wb\") as file:\n",
+    "            for chunk in response.iter_content(chunk_size=8192):\n",
+    "                file.write(chunk)\n",
+    "        return True\n",
+    "    else:\n",
+    "        return False\n",
+    "\n",
+    "\n",
+    "def check_for_rust() -> bool:\n",
+    "    try:\n",
+    "        subprocess.run([\"rustc\", \"--version\"], check=True)\n",
+    "        return True\n",
+    "    except (FileNotFoundError, subprocess.CalledProcessError):\n",
+    "        return False\n",
+    "\n",
+    "\n",
+    "def install_rust():\n",
+    "    if check_for_rust():\n",
+    "        print(\"Rust is already installed.\")\n",
+    "        return\n",
+    "\n",
+    "    operation_systems = {\n",
+    "        \"Linux\": \"unknown-linux-gnu\",\n",
+    "        \"Darwin\": \"apple-darwin\",\n",
+    "        \"Windows\": \"pc-windows-gnu\",\n",
+    "    }\n",
+    "\n",
+    "    architectures = {\n",
+    "        \"s390x\": \"s390x\",\n",
+    "        \"aarch64\": \"aarch64\",\n",
+    "        \"arm64\": \"aarch64\",\n",
+    "        \"x86_64\": \"x86_64\",\n",
+    "        \"AMD64\": \"x86_64\",\n",
+    "    }\n",
+    "\n",
+    "    operation_system = operation_systems.get(platform.system(), None)\n",
+    "    arch = architectures.get(platform.machine(), None)\n",
+    "\n",
+    "    if not operation_system or not arch:\n",
+    "        print(\"Unsupported operating system or architecture.\")\n",
+    "        return\n",
+    "    operation_system_and_arch = f\"{arch}-{operation_system}\"\n",
+    "    url = f\"https://static.rust-lang.org/dist/rust-1.81.0-{operation_system_and_arch}.tar.xz\"\n",
+    "\n",
+    "    tar_xz_filename = Path(\"rust.tar.xz\").absolute()\n",
+    "    if not download_archive(url, tar_xz_filename):\n",
+    "        print(f\"Failed to download Rust from {url}.\")\n",
+    "        return\n",
+    "\n",
+    "    extract_dir = Path(\"rust\").absolute()\n",
+    "    with tarfile.open(tar_xz_filename, \"r:xz\") as tar:\n",
+    "        tar.extractall(extract_dir)\n",
+    "    print(f\"Extracted Rust files to {extract_dir}.\")\n",
+    "    tar_xz_filename.unlink()\n",
+    "    print(f\"Removed the tar.xz file: {tar_xz_filename}\")\n",
+    "    dirs = glob.glob(f\"{extract_dir}/*/*/bin\")\n",
+    "    os.environ[\"PATH\"] = os.pathsep.join(dirs + [os.environ[\"PATH\"]])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | hide\n",
+    "import nbdev\n",
+    "\n",
+    "nbdev.nbdev_export()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "venv",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "name": "python",
+   "version": "3.12.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/nbs/30_graph_utils.ipynb b/nbs/30_graph_utils.ipynb
new file mode 100644
index 0000000..d0eda0a
--- /dev/null
+++ b/nbs/30_graph_utils.ipynb
@@ -0,0 +1,181 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# graph_utils\n",
+    "\n",
+    "> Fill in a module description here"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | default_exp graph_utils"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
+    "import networkx as nx\n",
+    "\n",
+    "\n",
+    "def find_sources(graph: nx.DiGraph) -> list[str | int]:\n",
+    "    return [node for node in graph.nodes() if graph.in_degree(node) == 0]\n",
+    "\n",
+    "\n",
+    "def find_output(graph: nx.DiGraph) -> str | int:\n",
+    "    outputs = [node for node in graph.nodes() if graph.out_degree(node) == 0]\n",
+    "    if len(outputs) != 1:\n",
+    "        raise Exception(\"There can only be one output node to the graph\")\n",
+    "    return outputs[0]\n",
+    "\n",
+    "\n",
+    "def change_node_key(graph: nx.DiGraph, old_key: str | int, new_key: str | int) -> None:\n",
+    "    # Add a new node with the new key, and copy the attributes of the old node\n",
+    "    graph.add_node(new_key, **graph.nodes[old_key])\n",
+    "\n",
+    "    # Reconnect the edges from the old node to the new node\n",
+    "    for neighbor in graph.neighbors(old_key):\n",
+    "        graph.add_edge(new_key, neighbor)\n",
+    "\n",
+    "    # If it's a directed graph, also handle incoming edges\n",
+    "    if graph.is_directed():\n",
+    "        for predecessor in graph.predecessors(old_key):\n",
+    "            graph.add_edge(predecessor, new_key)\n",
+    "\n",
+    "    # Remove the old node\n",
+    "    graph.remove_node(old_key)\n",
+    "\n",
+    "\n",
+    "def get_cycles(graph: nx.DiGraph) -> dict[str | int, nx.DiGraph]:\n",
+    "    cycles = nx.recursive_simple_cycles(graph)\n",
+    "    cycle_dicts = dict()\n",
+    "\n",
+    "    for cycle in cycles:\n",
+    "        anchor = find_anchor_of_cycle(graph, cycle)\n",
+    "        cycle_dicts[anchor] = graph.subgraph(cycle).copy()\n",
+    "\n",
+    "    return cycle_dicts\n",
+    "\n",
+    "\n",
+    "def find_anchor_of_cycle(graph: nx.DiGraph, cycle: nx.DiGraph) -> str | int:\n",
+    "    egress_node = find_egress_node(graph, cycle)\n",
+    "    for node in cycle:\n",
+    "        if node == egress_node and graph.nodes[node][\"op\"] == \"union\":\n",
+    "            return node\n",
+    "    raise Exception(\"No anchor node found in the cycle\")\n",
+    "\n",
+    "\n",
+    "def reduced_graph(graph: nx.DiGraph) -> tuple[nx.DiGraph, dict[str | int, nx.DiGraph]]:\n",
+    "    \"\"\"Returned a reduced graph with the cycle nodes removed but the anchor node\"\"\"\n",
+    "    cycles = get_cycles(graph)\n",
+    "    reduced = graph.copy()\n",
+    "\n",
+    "    for anchor, cycle in cycles.items():\n",
+    "        cycle_nodes = [node for node in cycle if node != anchor]\n",
+    "        change_node_key(cycle, anchor, f\"iter_{anchor}\")\n",
+    "\n",
+    "        reduced.remove_nodes_from(cycle_nodes)\n",
+    "        reduced.nodes[anchor][\"anchor\"] = True\n",
+    "        graph.nodes[anchor][\"anchor\"] = True\n",
+    "\n",
+    "        # find edges that connect to the cycle and connect them to the anchor\n",
+    "        for node in cycle_nodes:\n",
+    "            for p_node in graph.predecessors(node):\n",
+    "                if p_node not in cycle_nodes and p_node != anchor:\n",
+    "                    reduced.add_edge(p_node, anchor, reduced=True)\n",
+    "\n",
+    "    return reduced, cycles\n",
+    "\n",
+    "\n",
+    "def get_node_schema(graph: nx.DiGraph, node: str | int) -> str:\n",
+    "    schema = graph.nodes[node][\"schema\"]\n",
+    "    if len(schema) != 1:\n",
+    "        return f\"({', '.join(schema)})\"\n",
+    "    return schema[0]\n",
+    "\n",
+    "\n",
+    "def get_common_cols(graph: nx.DiGraph, node1: int | str, node2: int | str) -> list[str]:\n",
+    "    return list(set(graph.nodes[node1][\"schema\"]) & set(graph.nodes[node2][\"schema\"]))\n",
+    "\n",
+    "\n",
+    "def get_minus_cols(graph: nx.DiGraph, node1: str | int, common_cols) -> list[str]:\n",
+    "    return list(set(graph.nodes[node1][\"schema\"]) - set(common_cols))\n",
+    "\n",
+    "\n",
+    "def traverse_cycle(cycle: nx.DiGraph, anchor: str | int) -> list[str | int]:\n",
+    "    \"\"\"create a list of nodes for traversing the cylce\n",
+    "    (a direct edge must exist between adjucent nodes in the list)\n",
+    "    The anchor node must be the last node in the list.\n",
+    "    \"\"\"\n",
+    "    temp_node = anchor\n",
+    "    cycle_order: list[int | str] = list()\n",
+    "    while len(cycle_order) < len(cycle):\n",
+    "        cycle_order += list(cycle.successors(temp_node))\n",
+    "        temp_node = cycle_order[-1]\n",
+    "    return cycle_order\n",
+    "\n",
+    "\n",
+    "def find_ingress_nodes(graph: nx.DiGraph, cycle) -> list[int | str]:\n",
+    "    \"\"\"returns all nodes that have an edge to the cycle that is not part of the cycle\"\"\"\n",
+    "    ingress_nodes = []\n",
+    "    for node in cycle:\n",
+    "        if type(node) is str and \"iter\" in node:\n",
+    "            node = node.split(\"_\")[1]\n",
+    "        for pred in graph.pred[node]:\n",
+    "            if pred not in cycle and \"anchor\" not in graph.nodes[pred]:\n",
+    "                ingress_nodes.append(pred)\n",
+    "    return ingress_nodes\n",
+    "\n",
+    "\n",
+    "def find_egress_node(graph: nx.DiGraph, cycle) -> str | int:\n",
+    "    \"\"\"returns the node that has an edge from the cycle to a node that is not part of the cycle\"\"\"\n",
+    "    for node in cycle:\n",
+    "        for succ in graph.successors(node):\n",
+    "            if succ not in cycle:\n",
+    "                return node\n",
+    "    raise Exception(\"No egress node found in the cycle\")\n",
+    "\n",
+    "\n",
+    "def create_iter_graph(\n",
+    "    graph: nx.DiGraph, cycle: nx.DiGraph, anchor: str | int\n",
+    ") -> nx.DiGraph:\n",
+    "    ingress = find_ingress_nodes(graph, cycle)\n",
+    "    iter_graph = graph.subgraph(list(cycle.nodes) + ingress + [anchor]).copy()\n",
+    "    change_node_key(iter_graph, anchor, f\"iter_{anchor}\")\n",
+    "    iter_graph.nodes[f\"iter_{anchor}\"][\"anchor\"] = True\n",
+    "    return iter_graph"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | hide\n",
+    "import nbdev\n",
+    "\n",
+    "nbdev.nbdev_export()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "python3",
+   "language": "python",
+   "name": "python3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/nbs/40_grpc_server.ipynb b/nbs/40_grpc_server.ipynb
new file mode 100644
index 0000000..6e2f20b
--- /dev/null
+++ b/nbs/40_grpc_server.ipynb
@@ -0,0 +1,127 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# grpc_server\n",
+    "\n",
+    "> Fill in a module description here"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | default_exp grpc_server"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
+    "from typing import Any, AsyncGenerator, Callable\n",
+    "\n",
+    "import grpc\n",
+    "\n",
+    "from spannerflow.config import Config\n",
+    "from spannerflow.dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc\n",
+    "\n",
+    "config = Config()\n",
+    "\n",
+    "\n",
+    "class IEFunctionService(dataflow_pb2_grpc.IEFunctionServiceServicer):\n",
+    "    def __init__(\n",
+    "        self,\n",
+    "        ie_functions: dict[\n",
+    "            str, tuple[str, Callable[[Any], Any], list[type], list[type]]\n",
+    "        ],\n",
+    "    ):\n",
+    "        super().__init__()\n",
+    "        self._ie_functions = ie_functions\n",
+    "\n",
+    "    async def RunIEFunction(\n",
+    "        self,\n",
+    "        request_iterator: AsyncGenerator[dataflow_pb2.RunIEFunctionRequest, None],  # type: ignore\n",
+    "        context,\n",
+    "    ) -> AsyncGenerator[dataflow_pb2.RunIEFunctionResponse, None]:  # type: ignore\n",
+    "        function_name = None\n",
+    "        func = None\n",
+    "        rows = []\n",
+    "        async for request in request_iterator:\n",
+    "            if request.HasField(\"function_name\"):\n",
+    "                if function_name is not None:\n",
+    "                    context.set_details(\"Function name already provided.\")\n",
+    "                    context.set_code(grpc.StatusCode.INVALID_ARGUMENT)\n",
+    "                    return\n",
+    "                # Extract the function_name from the first request\n",
+    "                function_name = request.function_name\n",
+    "                func_tuple = self._ie_functions.get(function_name)\n",
+    "\n",
+    "                if func_tuple is None:\n",
+    "                    context.set_details(f\"IE Function '{function_name}' not found.\")\n",
+    "                    context.set_code(grpc.StatusCode.NOT_FOUND)\n",
+    "                    return  # Return early after setting the error\n",
+    "                func = func_tuple[1]\n",
+    "\n",
+    "            elif request.HasField(\"row\"):\n",
+    "                if func is None:\n",
+    "                    context.set_details(\"Function name must be provided before rows.\")\n",
+    "                    context.set_code(grpc.StatusCode.INVALID_ARGUMENT)\n",
+    "                    return  # Function name must come first\n",
+    "\n",
+    "                rows.append([str(row) for row in request.row.row])\n",
+    "\n",
+    "        if function_name is None or func is None:\n",
+    "            context.set_details(\"No function name provided.\")\n",
+    "            context.set_code(grpc.StatusCode.INVALID_ARGUMENT)\n",
+    "            return\n",
+    "\n",
+    "        for row in rows:\n",
+    "            response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore\n",
+    "                row=[str(cell) for cell in func(*row)]\n",
+    "            )\n",
+    "            yield response\n",
+    "\n",
+    "\n",
+    "async def run_server(\n",
+    "    ie_functions: dict[str, tuple[str, Callable[[Any], Any], list[type], list[type]]],\n",
+    ") -> None:\n",
+    "    server = grpc.aio.server()\n",
+    "    dataflow_pb2_grpc.add_IEFunctionServiceServicer_to_server(\n",
+    "        IEFunctionService(ie_functions), server\n",
+    "    )\n",
+    "\n",
+    "    server.add_insecure_port(config.LISTEN_ADDRESS)\n",
+    "    await server.start()\n",
+    "    await server.wait_for_termination()  # Keep the server running"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | hide\n",
+    "import nbdev\n",
+    "\n",
+    "nbdev.nbdev_export()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "python3",
+   "language": "python",
+   "name": "python3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
new file mode 100644
index 0000000..68335bf
--- /dev/null
+++ b/nbs/50_rust_dataflow.ipynb
@@ -0,0 +1,663 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# rust_dataflow\n",
+    "\n",
+    "> Fill in a module description here"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | default_exp rust_dataflow"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
+    "import os\n",
+    "from datetime import datetime\n",
+    "from pathlib import Path\n",
+    "\n",
+    "import jinja2\n",
+    "import networkx as nx\n",
+    "from singleton_decorator.decorator import _SingletonWrapper, singleton\n",
+    "\n",
+    "from spannerflow.config import Config\n",
+    "from spannerflow.engine import Engine\n",
+    "from spannerflow.graph_utils import (\n",
+    "    create_iter_graph,\n",
+    "    find_ingress_nodes,\n",
+    "    find_output,\n",
+    "    find_sources,\n",
+    "    get_common_cols,\n",
+    "    get_minus_cols,\n",
+    "    get_node_schema,\n",
+    "    reduced_graph,\n",
+    "    traverse_cycle,\n",
+    ")\n",
+    "from spannerflow.rust_utils import build_rust\n",
+    "\n",
+    "\n",
+    "@singleton\n",
+    "class RustDataflow:\n",
+    "    DATAFLOW_TO_RUST_TYPES = {\n",
+    "        \"DATA_TYPE_STRING\": \"String\",\n",
+    "        \"DATA_TYPE_INT\": \"i32\",\n",
+    "        \"DATA_TYPE_FLOAT\": \"OrderedFloat<f32>\",\n",
+    "        \"DATA_TYPE_BOOL\": \"bool\",\n",
+    "    }\n",
+    "\n",
+    "    PYTHON_TO_DATAFLOW_TYPES = {\n",
+    "        str: \"DATA_TYPE_STRING\",\n",
+    "        int: \"DATA_TYPE_INT\",\n",
+    "        float: \"DATA_TYPE_FLOAT\",\n",
+    "        bool: \"DATA_TYPE_BOOL\",\n",
+    "        object: \"DATA_TYPE_STRING\",\n",
+    "    }\n",
+    "\n",
+    "    def __init__(\n",
+    "        self, config: Config = Config(), engine: _SingletonWrapper | None = None\n",
+    "    ):\n",
+    "        self._config = config\n",
+    "        self._engine = engine or Engine(config)\n",
+    "        self._query_id = 0\n",
+    "        self._cargo_file_name = \"Cargo.toml\"\n",
+    "        self._template_loader = jinja2.FileSystemLoader(\n",
+    "            searchpath=self._config.TEMPLATES_PATH\n",
+    "        )\n",
+    "        self._template_env = jinja2.Environment(loader=self._template_loader)\n",
+    "\n",
+    "    def get_input_schema_types(self, node: int | str) -> list[str]:\n",
+    "        collections = self._engine.get_collections()\n",
+    "        return [x for x in collections[str(node)]]\n",
+    "\n",
+    "    def get_input_schema(self, node: int | str) -> list[str]:\n",
+    "        collections = self._engine.get_collections()\n",
+    "        return [self.DATAFLOW_TO_RUST_TYPES[x] for x in collections[str(node)]]\n",
+    "\n",
+    "    def get_sources_data(\n",
+    "        self,\n",
+    "        graph: nx.DiGraph,\n",
+    "    ) -> dict[str | int, dict[str, str | int | list[str]]]:\n",
+    "        data = dict()\n",
+    "        for source in find_sources(graph):\n",
+    "            gr_node = graph.nodes[source]\n",
+    "            op = gr_node[\"op\"]\n",
+    "            data[source] = {\n",
+    "                \"name\": source,\n",
+    "                \"op\": op,\n",
+    "            }\n",
+    "\n",
+    "            if \"schema_types\" not in gr_node:\n",
+    "                data[source][\"schema\"] = self.get_input_schema(source)\n",
+    "            else:\n",
+    "                data[source][\"schema\"] = [\n",
+    "                    self.DATAFLOW_TO_RUST_TYPES[t] for t in gr_node[\"schema_types\"]\n",
+    "                ]\n",
+    "                if op == \"get_const\":\n",
+    "                    data[source][\"consts\"] = self._engine._serialize_row(\n",
+    "                        gr_node[\"schema_types\"],\n",
+    "                        [gr_node[\"const_dict\"][col] for col in gr_node[\"schema\"]],\n",
+    "                    )\n",
+    "        return data\n",
+    "\n",
+    "    @staticmethod\n",
+    "    def get_col_schema(cols: list[str]) -> str:\n",
+    "        if not cols:\n",
+    "            return \"0\"\n",
+    "        if len(cols) > 1:\n",
+    "            return f\"({', '.join(cols)})\"\n",
+    "        else:\n",
+    "            return cols[0]\n",
+    "\n",
+    "    def get_join_code(\n",
+    "        self,\n",
+    "        graph: nx.DiGraph,\n",
+    "        node: str | int,\n",
+    "        anchor: str | int | None = None,\n",
+    "        in_iterate: bool = False,\n",
+    "    ) -> str:\n",
+    "        join1, join2 = list(graph.pred[node])\n",
+    "        out_node_str = self.get_node_str(node)\n",
+    "        join1_str = self.get_node_str(join1)\n",
+    "        join2_str = self.get_node_str(join2)\n",
+    "\n",
+    "        if in_iterate:\n",
+    "            if node == anchor:\n",
+    "                out_node_str = str(anchor)\n",
+    "            if join1 == anchor:\n",
+    "                join1_str = join1\n",
+    "            if join2 == anchor:\n",
+    "                join2_str = join2\n",
+    "\n",
+    "        common_cols = get_common_cols(graph, join1, join2)\n",
+    "        common_schema = self.get_col_schema(common_cols)\n",
+    "\n",
+    "        join1_uncommon_schema = self.get_col_schema(\n",
+    "            get_minus_cols(graph, join1, common_cols)\n",
+    "        )\n",
+    "        join2_uncommon_schema = self.get_col_schema(\n",
+    "            get_minus_cols(graph, join2, common_cols)\n",
+    "        )\n",
+    "        out_join1_uncommon_schema = (\n",
+    "            join1_uncommon_schema if join1_uncommon_schema != \"0\" else \"_\"\n",
+    "        )\n",
+    "\n",
+    "        out_join2_uncommon_schema = (\n",
+    "            join2_uncommon_schema if join2_uncommon_schema != \"0\" else \"_\"\n",
+    "        )\n",
+    "\n",
+    "        return f\"\"\"let {out_node_str} = {join1_str}.map(|{get_node_schema(graph, join1)}| ({common_schema}, {join1_uncommon_schema}))\n",
+    "                            .join(&{join2_str}.map(|{get_node_schema(graph, join2)}| ({common_schema}, {join2_uncommon_schema})))\n",
+    "                            .map(|({common_schema if common_schema != \"0\" else \"_\"}, ({out_join1_uncommon_schema}, {out_join2_uncommon_schema}))| ({get_node_schema(graph, node)}));\"\"\"\n",
+    "\n",
+    "    def get_union_code(\n",
+    "        self,\n",
+    "        graph: nx.DiGraph,\n",
+    "        node: str | int,\n",
+    "        anchor: str | int | None = None,\n",
+    "        in_iterate: bool = False,\n",
+    "    ) -> str:\n",
+    "        preds = [\n",
+    "            pred\n",
+    "            for pred in graph.pred[node]\n",
+    "            if \"reduced\" not in graph.get_edge_data(pred, node)\n",
+    "        ]\n",
+    "\n",
+    "        prev_node1_str = self.get_node_str(\n",
+    "            preds[0], anchor=anchor, in_iterate=in_iterate\n",
+    "        )\n",
+    "        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
+    "\n",
+    "        if len(preds) == 1:\n",
+    "            return f\"let {node_str} = {prev_node1_str};\"\n",
+    "        prev_node2_str = self.get_node_str(\n",
+    "            preds[1], anchor=anchor, in_iterate=in_iterate\n",
+    "        )\n",
+    "        return f\"let{' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.concat(&{prev_node2_str});\"\n",
+    "\n",
+    "    def get_node_str(\n",
+    "        self, node: str | int, anchor: str | int | None = None, in_iterate: bool = False\n",
+    "    ) -> str:\n",
+    "        if in_iterate and node == anchor:\n",
+    "            return str(anchor)\n",
+    "        return f\"node_{node}\"\n",
+    "\n",
+    "    def validate_node(self, graph: nx.DiGraph, node: str | int) -> None:\n",
+    "        gr_node = graph.nodes[node]\n",
+    "        preds = [graph.nodes[key] for key in graph.pred[node].keys()]\n",
+    "        match gr_node[\"op\"]:\n",
+    "            case \"union\":\n",
+    "                preds = [\n",
+    "                    pred\n",
+    "                    for pred in graph.pred[node]\n",
+    "                    if \"reduced\" not in graph.get_edge_data(pred, node)\n",
+    "                ]\n",
+    "                if len(preds) not in (1, 2):\n",
+    "                    raise ValueError(\n",
+    "                        \"Union node has invalid number of predecessors: \",\n",
+    "                        (len(preds), node),\n",
+    "                    )\n",
+    "            case \"rename\" | \"select\" | \"project\" | \"groupby\":\n",
+    "                if len(preds) != 1:\n",
+    "                    raise ValueError(\n",
+    "                        f\"{gr_node['op']} node has invalid number of predecessors: \",\n",
+    "                        (len(preds), node),\n",
+    "                    )\n",
+    "            case \"product\" | \"join\":\n",
+    "                if len(preds) != 2:\n",
+    "                    raise ValueError(\n",
+    "                        f\"Product {gr_node['op']} has invalid number of predecessors: \",\n",
+    "                        (len(preds), node),\n",
+    "                    )\n",
+    "            case \"ie_map\":\n",
+    "                if gr_node[\"name\"] == \"not\":\n",
+    "                    if len(preds) != 1:\n",
+    "                        raise ValueError(\n",
+    "                            \"Not node has invalid number of predecessors: \",\n",
+    "                            (len(preds), node),\n",
+    "                        )\n",
+    "            case \"get_const\" | \"get_rel\":\n",
+    "                return\n",
+    "            case _:\n",
+    "                raise ValueError(f\"Unsupported operation: {gr_node['op']}\")\n",
+    "\n",
+    "    def prepare_node(self, graph: nx.DiGraph, node: str | int) -> None:\n",
+    "        gr_node = graph.nodes[node]\n",
+    "        preds = [graph.nodes[key] for key in graph.pred[node].keys()]\n",
+    "        match gr_node[\"op\"]:\n",
+    "            case \"get_rel\":\n",
+    "                gr_node[\"schema_types\"] = self.get_input_schema_types(node)\n",
+    "            case \"rename\" | \"select\" | \"union\":\n",
+    "                gr_node[\"schema_types\"] = preds[0][\"schema_types\"]\n",
+    "            case \"project\":\n",
+    "                pred = preds[0]\n",
+    "                gr_node[\"schema_types\"] = [\n",
+    "                    pred[\"schema_types\"][pred[\"schema\"].index(col)]\n",
+    "                    for col in gr_node[\"schema\"]\n",
+    "                ]\n",
+    "            case \"product\" | \"join\":\n",
+    "                schema_types = []\n",
+    "                for x in gr_node[\"schema\"]:\n",
+    "                    try:\n",
+    "                        index = preds[0][\"schema\"].index(x)\n",
+    "                        schema_types.append(preds[0][\"schema_types\"][index])\n",
+    "                    except ValueError:\n",
+    "                        index = preds[1][\"schema\"].index(x)\n",
+    "                        schema_types.append(preds[1][\"schema_types\"][index])\n",
+    "                gr_node[\"schema_types\"] = schema_types\n",
+    "            case \"groupby\":\n",
+    "                schema_types = []\n",
+    "                for index, agg in enumerate(gr_node[\"agg\"]):\n",
+    "                    if agg is None:\n",
+    "                        schema_types.append(preds[0][\"schema_types\"][index])\n",
+    "                    elif agg == \"count\":\n",
+    "                        schema_types.append(\"DATA_TYPE_INT\")\n",
+    "                    else:\n",
+    "                        schema_types.append(\"DATA_TYPE_FLOAT\")\n",
+    "                gr_node[\"schema_types\"] = schema_types\n",
+    "            case \"get_const\":\n",
+    "                gr_node[\"schema_types\"] = [\n",
+    "                    self.PYTHON_TO_DATAFLOW_TYPES[type(const)]\n",
+    "                    for const in gr_node[\"const_dict\"].values()\n",
+    "                ]\n",
+    "            case \"ie_map\":\n",
+    "                if callable(gr_node[\"in_schema\"]):\n",
+    "                    gr_node[\"in_schema\"] = gr_node[\"in_schema\"](gr_node[\"in_arity\"])\n",
+    "                if callable(gr_node[\"out_schema\"]):\n",
+    "                    gr_node[\"out_schema\"] = gr_node[\"out_schema\"](gr_node[\"out_arity\"])\n",
+    "                gr_node[\"schema_types\"] = [\n",
+    "                    (\n",
+    "                        self.PYTHON_TO_DATAFLOW_TYPES[t]\n",
+    "                        # TODO Support multiple types\n",
+    "                        if not isinstance(t, tuple)\n",
+    "                        else list(\n",
+    "                            filter(lambda x: x in self.PYTHON_TO_DATAFLOW_TYPES, t)\n",
+    "                        )[0]\n",
+    "                    )\n",
+    "                    for t in gr_node[\"in_schema\"] + gr_node[\"out_schema\"]\n",
+    "                ]\n",
+    "            case _:\n",
+    "                raise ValueError(f\"Unsupported operation: {gr_node['op']}\")\n",
+    "\n",
+    "    def generate_node_code(\n",
+    "        self,\n",
+    "        graph: nx.DiGraph,\n",
+    "        node: str | int,\n",
+    "        anchor: str | int | None = None,\n",
+    "        in_iterate: bool = False,\n",
+    "    ) -> str:\n",
+    "        gr_node = graph.nodes[node]\n",
+    "        self.validate_node(graph, node)\n",
+    "        self.prepare_node(graph, node)\n",
+    "        op_to_code_generator = {\n",
+    "            \"get_rel\": self.get_from_input_code,\n",
+    "            \"rename\": self.get_rename_code,\n",
+    "            \"project\": self.get_project_code,\n",
+    "            \"join\": self.get_join_code,\n",
+    "            \"select\": self.get_select_code,\n",
+    "            \"union\": self.get_union_code,\n",
+    "            \"groupby\": self.get_groupby_code,\n",
+    "            \"get_const\": self.get_from_input_code,\n",
+    "            \"product\": self.get_join_code,\n",
+    "            \"ie_map\": self.get_ie_map_code,\n",
+    "        }\n",
+    "        if gr_node[\"op\"] not in op_to_code_generator:\n",
+    "            raise ValueError(f\"Unsupported operation: {gr_node['op']}\")\n",
+    "        return op_to_code_generator[gr_node[\"op\"]](\n",
+    "            graph, node, anchor=anchor, in_iterate=in_iterate\n",
+    "        )\n",
+    "\n",
+    "    def get_ie_map_code(\n",
+    "        self,\n",
+    "        graph: nx.DiGraph,\n",
+    "        node: str | int,\n",
+    "        anchor: str | int | None = None,\n",
+    "        in_iterate: bool = False,\n",
+    "    ) -> str:\n",
+    "        prev_nodes = list(graph.pred[node])\n",
+    "        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
+    "        prev_node_str = self.get_node_str(\n",
+    "            prev_nodes[0], anchor=anchor, in_iterate=in_iterate\n",
+    "        )\n",
+    "        match graph.nodes[node][\"name\"]:\n",
+    "            case \"not\":\n",
+    "                prev_node_str = self.get_node_str(\n",
+    "                    prev_nodes[0], anchor=anchor, in_iterate=in_iterate\n",
+    "                )\n",
+    "                code = f\"let {node_str} = {prev_node_str}.map(|{get_node_schema(graph, prev_nodes[0])}| ({get_node_schema(graph, prev_nodes[0])}, !{get_node_schema(graph, prev_nodes[0])}));\"\n",
+    "            case _:\n",
+    "                ie_map_template = self._template_env.get_template(\"ie_map.rs.jinja2\")\n",
+    "                code = ie_map_template.render(\n",
+    "                    output_node=node_str,\n",
+    "                    prev_node=prev_node_str,\n",
+    "                    grpc_address=f\"http://{self._config.LISTEN_ADDRESS}\",\n",
+    "                    function_name=graph.nodes[node][\"name\"],\n",
+    "                    in_schema=self.get_col_schema(\n",
+    "                        graph.nodes[node][\"schema\"][\n",
+    "                            : len(graph.nodes[node][\"in_schema\"])\n",
+    "                        ]\n",
+    "                    ),\n",
+    "                    out_schema_len=len(graph.nodes[node][\"out_schema\"]),\n",
+    "                    in_schema_len=len(graph.nodes[node][\"in_schema\"]),\n",
+    "                    out_schema_types=graph.nodes[node][\"schema_types\"],\n",
+    "                )\n",
+    "        return code\n",
+    "\n",
+    "    def get_project_code(\n",
+    "        self,\n",
+    "        graph: nx.DiGraph,\n",
+    "        node: str | int,\n",
+    "        anchor: str | int | None = None,\n",
+    "        in_iterate: bool = False,\n",
+    "    ) -> str:\n",
+    "        schema = get_node_schema(graph, node)\n",
+    "        prev_nodes = list(graph.pred[node])\n",
+    "\n",
+    "        prev_node_str = self.get_node_str(\n",
+    "            prev_nodes[0], anchor=anchor, in_iterate=in_iterate\n",
+    "        )\n",
+    "        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
+    "        prev_schema = get_node_schema(graph, prev_nodes[0])\n",
+    "        return f\"let {node_str} = {prev_node_str}.map(|{prev_schema}| {schema});\"\n",
+    "\n",
+    "    def get_from_input_code(\n",
+    "        self,\n",
+    "        graph: nx.DiGraph,\n",
+    "        node: str | int,\n",
+    "        anchor: str | int | None = None,\n",
+    "        in_iterate: bool = False,\n",
+    "    ) -> str:\n",
+    "        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
+    "        return f\"let {node_str} = input_{node}.to_collection(scope);\"\n",
+    "\n",
+    "    def get_rename_code(\n",
+    "        self,\n",
+    "        graph: nx.DiGraph,\n",
+    "        node: str | int,\n",
+    "        anchor: str | int | None = None,\n",
+    "        in_iterate: bool = False,\n",
+    "    ) -> str:\n",
+    "        schema = get_node_schema(graph, node)\n",
+    "        prev_nodes = list(graph.pred[node])\n",
+    "\n",
+    "        prev_node_str = self.get_node_str(\n",
+    "            prev_nodes[0], anchor=anchor, in_iterate=in_iterate\n",
+    "        )\n",
+    "        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
+    "\n",
+    "        return f\"let {node_str} = {prev_node_str}.map(|{schema}| {schema});\"\n",
+    "\n",
+    "    def get_select_code(\n",
+    "        self,\n",
+    "        graph: nx.DiGraph,\n",
+    "        node: str | int,\n",
+    "        anchor: str | int | None = None,\n",
+    "        in_iterate: bool = False,\n",
+    "    ) -> str:\n",
+    "        gr_node = graph.nodes[node]\n",
+    "        prev_nodes = list(graph.pred[node])\n",
+    "\n",
+    "        prev_node_str = self.get_node_str(\n",
+    "            prev_nodes[0], anchor=anchor, in_iterate=in_iterate\n",
+    "        )\n",
+    "        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
+    "\n",
+    "        theta = gr_node[\"theta\"]\n",
+    "        preds = []\n",
+    "        if hasattr(theta, \"pos_val_tuples\"):  #  equalConstTheta\n",
+    "            preds = [f\"*col_{pos} == {val}\" for pos, val in theta.pos_val_tuples]\n",
+    "        elif hasattr(theta, \"col_pos_tuples\"):  #  equalColTheta\n",
+    "            preds = [f\"col_{pos1} == col_{pos2}\" for pos1, pos2 in theta.col_pos_tuples]\n",
+    "        else:\n",
+    "            raise ValueError(f\"Unsupported theta join: {theta}. {dir(theta)}\")\n",
+    "        return f\"let {node_str} = {prev_node_str}.filter(|{get_node_schema(graph, prev_nodes[0])}| {' && '.join(preds)});\"\n",
+    "\n",
+    "    def update_repeatable_cols_in_schema(self, schema: list[str]) -> list[str]:\n",
+    "        repeatable_cols: dict[str, list[int]] = {}\n",
+    "        for i, col in enumerate(schema):\n",
+    "            if col in repeatable_cols:\n",
+    "                repeatable_cols[col].append(i)\n",
+    "            else:\n",
+    "                repeatable_cols[col] = [i]\n",
+    "\n",
+    "        if not repeatable_cols:\n",
+    "            return schema\n",
+    "        result = schema.copy()\n",
+    "        for col, indecies in repeatable_cols.items():\n",
+    "            if len(indecies) > 1:\n",
+    "                for i, index in enumerate(indecies):\n",
+    "                    result[index] = f\"{col}_{i}\"\n",
+    "        return result\n",
+    "\n",
+    "    def get_groupby_code(\n",
+    "        self,\n",
+    "        graph: nx.DiGraph,\n",
+    "        node: str | int,\n",
+    "        anchor: str | int | None = None,\n",
+    "        in_iterate: bool = False,\n",
+    "    ) -> str:\n",
+    "        gr_node = graph.nodes[node]\n",
+    "        prev_nodes = list(graph.pred[node])\n",
+    "\n",
+    "        prev_node_str = self.get_node_str(\n",
+    "            prev_nodes[0], anchor=anchor, in_iterate=in_iterate\n",
+    "        )\n",
+    "        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
+    "\n",
+    "        agg = gr_node[\"agg\"]\n",
+    "        schema = self.update_repeatable_cols_in_schema(gr_node[\"schema\"])\n",
+    "        groupby_cols = [schema[i] for i, agg_func in enumerate(agg) if agg_func is None]\n",
+    "        agg_by_cols = {\n",
+    "            schema[i]: {\"agg_func\": agg_func}\n",
+    "            for i, agg_func in enumerate(agg)\n",
+    "            if agg_func is not None\n",
+    "        }\n",
+    "\n",
+    "        agg_cols = list(agg_by_cols.keys())\n",
+    "        agg_by_index = {}\n",
+    "\n",
+    "        for key, agg_func in agg_by_cols.items():\n",
+    "            agg_func[\"index\"] = agg_cols.index(key)\n",
+    "            agg_by_index[agg_func[\"index\"]] = {\n",
+    "                \"agg_func\": agg_func[\"agg_func\"],\n",
+    "                \"col_name\": key,\n",
+    "            }\n",
+    "\n",
+    "        multi_agg = False\n",
+    "        if len(agg_by_cols.values()) > 1:\n",
+    "            multi_agg = True\n",
+    "\n",
+    "        declares = []\n",
+    "        agg_code = []\n",
+    "        output = []\n",
+    "        for col_name, agg_func in agg_by_cols.items():\n",
+    "            agg_index = agg_func[\"index\"]\n",
+    "            agg_var = f\"{agg_func['agg_func']}_{col_name}\"\n",
+    "            output.append(agg_var)\n",
+    "            val = \"val\" if not multi_agg else f\"val.{agg_index}\"\n",
+    "            match agg_func[\"agg_func\"]:\n",
+    "                case \"sum\":\n",
+    "                    declares.append(f\"let mut {agg_var}: i32 = 0;\")\n",
+    "                    agg_code.append(f\"{agg_var} += {val} * (*cnt as i32);\")\n",
+    "                case \"count\":\n",
+    "                    declares.append(f\"let mut {agg_var}: i32 = 0;\")\n",
+    "                    agg_code.append(f\"{agg_var} += *cnt as i32;\")\n",
+    "                case \"max\":\n",
+    "                    declares.append(f\"let mut {agg_var}: i32 = i32::MIN;\")\n",
+    "                    agg_code.append(f\"{agg_var} = std::cmp::max({agg_var}, {val});\")\n",
+    "                case \"min\":\n",
+    "                    declares.append(f\"let mut {agg_var}: i32 = i32::MAX;\")\n",
+    "                    agg_code.append(f\"{agg_var} = std::cmp::min({agg_var}, {val});\")\n",
+    "                case \"avg\":\n",
+    "                    declares.append(f\"let mut {agg_var}: (i32, i32) = (0, 0);\")\n",
+    "                    agg_code.append(f\"{agg_var}.0 += {val} * (*cnt as i32);\")\n",
+    "                    agg_code.append(f\"{agg_var}.1 += *cnt as i32;\")\n",
+    "                case _:\n",
+    "                    raise ValueError(\n",
+    "                        f\"Unsupported aggregate function: {agg_func['agg_func']}\"\n",
+    "                    )\n",
+    "\n",
+    "        agg_template = self._template_env.get_template(\"aggregate.rs.jinja2\")\n",
+    "        code = agg_template.render(\n",
+    "            output_node=node_str,\n",
+    "            prev_node=prev_node_str,\n",
+    "            in_schema=self.get_col_schema(schema),\n",
+    "            groupby_schema=self.get_col_schema(groupby_cols),\n",
+    "            groupby_len=len(groupby_cols),\n",
+    "            agg_len=len(agg_cols),\n",
+    "            agg_schema=self.get_col_schema(agg_cols),\n",
+    "            agg_decleration=declares,\n",
+    "            agg_list=agg_code,\n",
+    "            output_tuple=self.get_col_schema(output),\n",
+    "            agg_by_index=agg_by_index,\n",
+    "        )\n",
+    "        return code\n",
+    "\n",
+    "    def generate_graph_code(self, graph: nx.DiGraph) -> list[str]:\n",
+    "        flow_code = list()\n",
+    "\n",
+    "        iterate_template = self._template_env.get_template(\"iterate.rs.jinja2\")\n",
+    "        reduced, cycles = reduced_graph(graph)\n",
+    "        for node in list(nx.topological_sort(reduced)):\n",
+    "            if node in cycles.keys():\n",
+    "                iter_graph = create_iter_graph(graph, cycles[node], node)\n",
+    "                anchor_code = self.generate_node_code(reduced, node)\n",
+    "                cycle_code = {}\n",
+    "                cycle_order = traverse_cycle(cycles[node], f\"iter_{node}\")\n",
+    "                for cycle_node in cycle_order:\n",
+    "                    cycle_code[cycle_node] = self.generate_node_code(\n",
+    "                        iter_graph, cycle_node, anchor=f\"iter_{node}\", in_iterate=True\n",
+    "                    )\n",
+    "                flow_code.append(\n",
+    "                    iterate_template.render(\n",
+    "                        {\n",
+    "                            \"ingress_nodes\": find_ingress_nodes(\n",
+    "                                graph, list(cycles[node].nodes)\n",
+    "                            ),\n",
+    "                            \"anchor\": node,\n",
+    "                            \"cycle_flow\": cycle_order,\n",
+    "                            \"flow_code\": cycle_code,\n",
+    "                            \"anchor_code\": anchor_code,\n",
+    "                        }\n",
+    "                    )\n",
+    "                )\n",
+    "            else:\n",
+    "                flow_code.append(self.generate_node_code(graph, node))\n",
+    "        return flow_code\n",
+    "\n",
+    "    def create_cargo_toml(self, timestamp: str) -> None:\n",
+    "        dest_path = self._config.GENERATED_RUST_PROJECT_PATH / self._cargo_file_name\n",
+    "        template = self._template_env.get_template(\n",
+    "            self._config.CARGO_TOML_TEMPLATE_NAME\n",
+    "        )\n",
+    "\n",
+    "        output_text = template.render(\n",
+    "            project_name=f\"{self._config.RUST_PROJECT_NAME}{self._query_id}\",\n",
+    "            rust_file_name=f\"{timestamp}.rs\",\n",
+    "            dependencies=self._config.RUST_DEPENDENCIES,\n",
+    "            build_dependencies=self._config.RUST_BUILD_DEPEDENCIES,\n",
+    "        )\n",
+    "\n",
+    "        with open(dest_path, \"w\") as f:\n",
+    "            f.write(output_text)\n",
+    "\n",
+    "    def create_rust_file(self, timestamp: str, graph: nx.DiGraph) -> None:\n",
+    "        dest_path = self._config.GENERATED_RUST_PROJECT_PATH / \"src\" / f\"{timestamp}.rs\"\n",
+    "        template = self._template_env.get_template(self._config.RUST_FILE_TEMPLATE_NAME)\n",
+    "        flow_code = self.generate_graph_code(graph)\n",
+    "        output_node = find_output(graph)\n",
+    "        output_text = template.render(\n",
+    "            query_id=self._query_id,\n",
+    "            sources=self.get_sources_data(graph),\n",
+    "            flow_code=flow_code,\n",
+    "            output_node_str=self.get_node_str(output_node),\n",
+    "            output_vars_count=len(graph.nodes[output_node][\"schema\"]),\n",
+    "        )\n",
+    "\n",
+    "        with open(dest_path, \"w\") as f:\n",
+    "            f.write(output_text)\n",
+    "\n",
+    "    def create_rust_build_file(self) -> None:\n",
+    "        dest_path = self._config.GENERATED_RUST_PROJECT_PATH / \"build.rs\"\n",
+    "        template = self._template_env.get_template(\n",
+    "            self._config.RUST_BUILD_TEMPLATE_NAME\n",
+    "        )\n",
+    "\n",
+    "        output_text = template.render(\n",
+    "            proto_dir_path=self._config.PROTO_DIR_PATH,\n",
+    "            proto_file_path=self._config.PROTO_FILE_PATH,\n",
+    "        )\n",
+    "        with open(dest_path, \"w\") as f:\n",
+    "            f.write(output_text)\n",
+    "\n",
+    "    def build_so(self, graph: nx.DiGraph) -> tuple[Path, str]:\n",
+    "        self._config.GENERATED_RUST_PROJECT_PATH.joinpath(\"src\").mkdir(\n",
+    "            parents=True, exist_ok=True\n",
+    "        )\n",
+    "        timestamp = datetime.now().strftime(\"%Y%m%d_%H%M%S\")\n",
+    "        self._query_id += 1\n",
+    "        self.create_cargo_toml(timestamp)\n",
+    "        self.create_rust_file(timestamp, graph)\n",
+    "        self.create_rust_build_file()\n",
+    "        build_rust(\n",
+    "            self._config.GENERATED_RUST_PROJECT_PATH.joinpath(\n",
+    "                self._cargo_file_name\n",
+    "            ).absolute(),\n",
+    "            self._config.RUST_SO_BUILD_LOG_PATH,\n",
+    "        )\n",
+    "        # Determine file extension based on the platform\n",
+    "        crate_name = f\"{self._config.RUST_PROJECT_NAME}{self._query_id}\"\n",
+    "        if os.name == \"posix\":  # Linux/macOS\n",
+    "            if os.uname().sysname == \"Darwin\":\n",
+    "                extension = \".dylib\"  # macOS\n",
+    "            else:\n",
+    "                extension = \".so\"  # Linux\n",
+    "            lib_filename = f\"lib{crate_name}{extension}\"\n",
+    "        elif os.name == \"nt\":  # Windows\n",
+    "            extension = \".dll\"\n",
+    "            lib_filename = f\"{crate_name}{extension}\"\n",
+    "        else:\n",
+    "            raise RuntimeError(\"Unsupported OS\")\n",
+    "        return (\n",
+    "            self._config.GENERATED_RUST_PROJECT_PATH.joinpath(\n",
+    "                \"target\", \"release\", lib_filename\n",
+    "            ),\n",
+    "            f\"query_{self._query_id}\",\n",
+    "        )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | hide\n",
+    "import nbdev\n",
+    "\n",
+    "nbdev.nbdev_export()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "python3",
+   "language": "python",
+   "name": "python3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
new file mode 100644
index 0000000..9caa0bc
--- /dev/null
+++ b/nbs/60_engine.ipynb
@@ -0,0 +1,260 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# engine\n",
+    "\n",
+    "> Fill in a module description here"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | default_exp engine"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
+    "import asyncio\n",
+    "import math\n",
+    "import threading\n",
+    "from typing import Any, Callable, Generator\n",
+    "from pathlib import Path\n",
+    "\n",
+    "import grpc\n",
+    "import networkx as nx\n",
+    "from google.protobuf import empty_pb2\n",
+    "from google.protobuf.json_format import MessageToDict\n",
+    "from singleton_decorator import singleton\n",
+    "\n",
+    "from spannerflow import rust_server  # type: ignore\n",
+    "from spannerflow.config import Config\n",
+    "from spannerflow.dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc\n",
+    "from spannerflow.graph_utils import find_output\n",
+    "from spannerflow.grpc_server import run_server\n",
+    "\n",
+    "\n",
+    "@singleton\n",
+    "class Engine:\n",
+    "    def __init__(\n",
+    "        self,\n",
+    "        config: Config = Config(),\n",
+    "        ie_functions: dict[\n",
+    "            str, tuple[str, Callable[[Any], Any], list[type], list[type]]\n",
+    "        ] = dict(),\n",
+    "    ):\n",
+    "        from spannerflow.rust_dataflow import RustDataflow\n",
+    "\n",
+    "        self._config = config\n",
+    "        self._ie_functions = ie_functions\n",
+    "        self._rust_dataflow = RustDataflow(config=config, engine=self)\n",
+    "        self._is_open = False\n",
+    "\n",
+    "    def open(self) -> None:\n",
+    "        def inner():\n",
+    "            asyncio.run(run_server(self._ie_functions))\n",
+    "\n",
+    "        if self._is_open:\n",
+    "            return\n",
+    "        threading.Thread(target=rust_server.start_server, daemon=True).start()\n",
+    "        threading.Thread(target=inner, daemon=True).start()\n",
+    "        self._is_open = True\n",
+    "\n",
+    "    def save_to_csv(self, collection_name: str, file_path: Path) -> None:\n",
+    "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
+    "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
+    "            request = dataflow_pb2.SaveToCSVRequest(  # type: ignore\n",
+    "                collection_name=collection_name, file_path=str(file_path)\n",
+    "            )\n",
+    "            stub.SaveToCSV(request)\n",
+    "\n",
+    "    def load_from_csv(self, collection_name: str, file_path: Path) -> None:\n",
+    "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
+    "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
+    "            request = dataflow_pb2.LoadFromCSVRequest(  # type: ignore\n",
+    "                collection_name=collection_name, file_path=str(file_path)\n",
+    "            )\n",
+    "            stub.LoadFromCSV(request)\n",
+    "\n",
+    "    def add_row(self, collection_name: str, row: list[Any]) -> None:\n",
+    "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
+    "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
+    "            request = dataflow_pb2.AddRowRequest(  # type: ignore\n",
+    "                collection_name=collection_name,\n",
+    "                row=self._serialize_row(self.get_collections()[collection_name], row),\n",
+    "            )\n",
+    "            stub.AddRow(request)\n",
+    "\n",
+    "    def _generate_add_rows_requests(\n",
+    "        self, collection_name: str, schema: list[str], rows: list[list[Any]]\n",
+    "    ) -> Generator[dataflow_pb2.AddRowsRequest, None, None]:  # type: ignore\n",
+    "        yield dataflow_pb2.AddRowsRequest(  # type: ignore\n",
+    "            collection_name=collection_name\n",
+    "        )\n",
+    "        for row in rows:\n",
+    "            yield dataflow_pb2.AddRowsRequest(  # type: ignore\n",
+    "                row=dataflow_pb2.RowRequest(row=self._serialize_row(schema, row))  # type: ignore\n",
+    "            )\n",
+    "\n",
+    "    def add_rows(self, collection_name: str, rows: list[list[Any]]) -> None:\n",
+    "        schema = self.get_collections()[collection_name]\n",
+    "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
+    "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
+    "            request_generator = self._generate_add_rows_requests(\n",
+    "                collection_name, schema, rows\n",
+    "            )\n",
+    "            stub.AddRows(request_generator)\n",
+    "\n",
+    "    def delete_row(self, collection_name: str, row: list[Any]) -> None:\n",
+    "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
+    "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
+    "            request = dataflow_pb2.DeleteRowRequest(  # type: ignore\n",
+    "                collection_name=collection_name,\n",
+    "                row=self._serialize_row(self.get_collections()[collection_name], row),\n",
+    "            )\n",
+    "            stub.DeleteRow(request)\n",
+    "\n",
+    "    def add_collection(\n",
+    "        self,\n",
+    "        collection_name: str,\n",
+    "        schema: list[dataflow_pb2.DataType],  # type: ignore\n",
+    "    ) -> None:\n",
+    "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
+    "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
+    "            request = dataflow_pb2.AddCollectionRequest(  # type: ignore\n",
+    "                collection_name=collection_name, schema=schema\n",
+    "            )\n",
+    "            stub.AddCollection(request)\n",
+    "\n",
+    "    def delete_collection(self, collection_name: str) -> None:\n",
+    "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
+    "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
+    "            request = dataflow_pb2.DeleteCollectionRequest(  # type: ignore\n",
+    "                collection_name=collection_name\n",
+    "            )\n",
+    "            stub.DeleteCollection(request)\n",
+    "\n",
+    "    def get_collections(self) -> dict[str, list[str]]:\n",
+    "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
+    "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
+    "            request = empty_pb2.Empty()\n",
+    "            response = stub.GetCollections(request)\n",
+    "            if \"collections\" not in MessageToDict(response):\n",
+    "                return dict()\n",
+    "            return {\n",
+    "                d[\"name\"]: d[\"schema\"] for d in MessageToDict(response)[\"collections\"]\n",
+    "            }\n",
+    "\n",
+    "    def get_collection(self, collection_name) -> Generator[list[str], None, None]:\n",
+    "        schema = self.get_collections()[collection_name]\n",
+    "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
+    "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
+    "            request = dataflow_pb2.GetCollectionRequest(collection_name=collection_name)  # type: ignore\n",
+    "            response_iterator = stub.GetCollection(request)\n",
+    "\n",
+    "            for response in response_iterator:\n",
+    "                yield self._deserialize_row(schema, response.row)\n",
+    "\n",
+    "    @staticmethod\n",
+    "    def _deserialize_row(schema: list[str], row: list[str]) -> list[Any]:\n",
+    "        new_row: list[Any] = list()\n",
+    "        for col_type, value in zip(schema, row):\n",
+    "            match dataflow_pb2.DataType.Value(col_type):  # type: ignore\n",
+    "                case dataflow_pb2.DataType.DATA_TYPE_STRING:  # type: ignore\n",
+    "                    new_row.append(value)  # alread a string\n",
+    "                case dataflow_pb2.DataType.DATA_TYPE_INT:  # type: ignore\n",
+    "                    new_row.append(int(value))\n",
+    "                case dataflow_pb2.DataType.DATA_TYPE_FLOAT:  # type: ignore\n",
+    "                    if math.isnan(float(value)):\n",
+    "                        raise ValueError(f\"Expected float, got {value}\")\n",
+    "                    new_row.append(float(value))\n",
+    "                case dataflow_pb2.DataType.DATA_TYPE_BOOL:  # type: ignore\n",
+    "                    if value not in [\"true\", \"false\"]:\n",
+    "                        raise ValueError(f\"Expected bool, got {value}\")\n",
+    "                    new_row.append(value.lower() == \"true\")\n",
+    "                case _:\n",
+    "                    raise ValueError(f\"Unknown data type: {col_type}\")\n",
+    "        return new_row\n",
+    "\n",
+    "    @staticmethod\n",
+    "    def _serialize_row(schema: list[str], row: list[Any]) -> list[str]:\n",
+    "        new_row = list()\n",
+    "        for col_type, value in zip(schema, row):\n",
+    "            match dataflow_pb2.DataType.Value(col_type):  # type: ignore\n",
+    "                case dataflow_pb2.DataType.DATA_TYPE_STRING:  # type: ignore\n",
+    "                    if not isinstance(value, str):\n",
+    "                        raise ValueError(f\"Expected str, got {type(value)}\")\n",
+    "                    new_row.append(value)\n",
+    "                case dataflow_pb2.DataType.DATA_TYPE_INT:  # type: ignore\n",
+    "                    if not isinstance(value, int):\n",
+    "                        raise ValueError(f\"Expected int, got {type(value)}\")\n",
+    "                    new_row.append(str(value))\n",
+    "                case dataflow_pb2.DataType.DATA_TYPE_FLOAT:  # type: ignore\n",
+    "                    if not isinstance(value, (float, int)) or math.isnan(value):\n",
+    "                        raise ValueError(\n",
+    "                            f\"Expected float/int, got {value} ({type(value)})\"\n",
+    "                        )\n",
+    "                    new_row.append(str(value))\n",
+    "                case dataflow_pb2.DataType.DATA_TYPE_BOOL:  # type: ignore\n",
+    "                    if not isinstance(value, bool):\n",
+    "                        raise ValueError(f\"Expected bool, got {type(value)}\")\n",
+    "                    new_row.append(str(value).lower())\n",
+    "                case _:\n",
+    "                    raise ValueError(f\"Unknown data type: {col_type}\")\n",
+    "        return new_row\n",
+    "\n",
+    "    def run_dataflow(\n",
+    "        self,\n",
+    "        reversed_graph: nx.DiGraph,\n",
+    "    ) -> Generator[list[str], None, None]:\n",
+    "        so_path, fn_name = self._rust_dataflow.build_so(reversed_graph)\n",
+    "\n",
+    "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
+    "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
+    "            request = dataflow_pb2.RunDataflowRequest(  # type: ignore\n",
+    "                so_path=str(so_path),\n",
+    "                fn_name=fn_name,\n",
+    "            )\n",
+    "            response_iterator = stub.RunDataflow(request)\n",
+    "            schema_types = reversed_graph.nodes[find_output(reversed_graph)][\n",
+    "                \"schema_types\"\n",
+    "            ]\n",
+    "            for response in response_iterator:\n",
+    "                yield self._deserialize_row(\n",
+    "                    schema_types, [str(item) for item in response.row]\n",
+    "                )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | hide\n",
+    "import nbdev\n",
+    "\n",
+    "nbdev.nbdev_export()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "python3",
+   "language": "python",
+   "name": "python3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/nbs/_quarto.yml b/nbs/_quarto.yml
new file mode 100644
index 0000000..59a1e49
--- /dev/null
+++ b/nbs/_quarto.yml
@@ -0,0 +1,22 @@
+project:
+  type: website
+
+format:
+  html:
+    theme: cosmo
+    css: styles.css
+    toc: true
+    keep-md: true
+  commonmark: default
+
+website:
+  twitter-card: true
+  open-graph: true
+  repo-actions: [issue]
+  navbar:
+    background: primary
+    search: true
+  sidebar:
+    style: floating
+
+metadata-files: [nbdev.yml, sidebar.yml]
\ No newline at end of file
diff --git a/nbs/index.ipynb b/nbs/index.ipynb
new file mode 100644
index 0000000..ce45b9b
--- /dev/null
+++ b/nbs/index.ipynb
@@ -0,0 +1,200 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | hide\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<!-- Pytest Coverage Comment:Begin -->\n",
+    "<!-- Pytest Coverage Comment:End -->\n",
+    "# spannerflow\n",
+    "\n",
+    "> "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This file will become your README and also the index of your documentation."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Developer Guide\n",
+    "\n",
+    "```bash\n",
+    "python -m venv venv\n",
+    "source venv/bin/activate\n",
+    "\n",
+    "pip install -U pip nbdev \n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "If you are new to using `nbdev` here are some useful pointers to get you started."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Install spannerflow in Development mode"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "```sh\n",
+    "# make sure spannerflow package is installed in development mode\n",
+    "$ pip install -e .[dev]\n",
+    "\n",
+    "# make changes under nbs/ directory\n",
+    "# ...\n",
+    "\n",
+    "# compile to have changes apply to spannerflow\n",
+    "$ nbdev_prepare\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Usage"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Installation"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Install latest from the GitHub [repository][repo]:\n",
+    "\n",
+    "```sh\n",
+    "$ pip install git+https://github.com/DeanLight/spannerflow.git\n",
+    "```\n",
+    "\n",
+    "or from [conda][conda]\n",
+    "\n",
+    "```sh\n",
+    "$ conda install -c DeanLight spannerflow\n",
+    "```\n",
+    "\n",
+    "or from [pypi][pypi]\n",
+    "\n",
+    "\n",
+    "```sh\n",
+    "$ pip install spannerflow\n",
+    "```\n",
+    "\n",
+    "\n",
+    "[repo]: https://github.com/DeanLight/spannerflow\n",
+    "[docs]: https://DeanLight.github.io/spannerflow/\n",
+    "[pypi]: https://pypi.org/project/spannerflow/\n",
+    "[conda]: https://anaconda.org/DeanLight/spannerflow"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Documentation"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Documentation can be found hosted on this GitHub [repository][repo]'s [pages][docs]. Additionally you can find package manager specific guidelines on [conda][conda] and [pypi][pypi] respectively.\n",
+    "\n",
+    "[repo]: https://github.com/DeanLight/spannerflow\n",
+    "[docs]: https://DeanLight.github.io/spannerflow/\n",
+    "[pypi]: https://pypi.org/project/spannerflow/\n",
+    "[conda]: https://anaconda.org/DeanLight/spannerflow"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## How to use"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Fill me in please! Don't forget code examples:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "1 + 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/nbs/nbdev.yml b/nbs/nbdev.yml
new file mode 100644
index 0000000..7dbee47
--- /dev/null
+++ b/nbs/nbdev.yml
@@ -0,0 +1,9 @@
+project:
+  output-dir: _docs
+
+website:
+  title: "spannerflow"
+  site-url: "https://DeanLight.github.io/spannerflow"
+  description: ""
+  repo-branch: main
+  repo-url: "https://github.com/DeanLight/spannerflow"
diff --git a/nbs/styles.css b/nbs/styles.css
new file mode 100644
index 0000000..66ccc49
--- /dev/null
+++ b/nbs/styles.css
@@ -0,0 +1,37 @@
+.cell {
+  margin-bottom: 1rem;
+}
+
+.cell > .sourceCode {
+  margin-bottom: 0;
+}
+
+.cell-output > pre {
+  margin-bottom: 0;
+}
+
+.cell-output > pre, .cell-output > .sourceCode > pre, .cell-output-stdout > pre {
+  margin-left: 0.8rem;
+  margin-top: 0;
+  background: none;
+  border-left: 2px solid lightsalmon;
+  border-top-left-radius: 0;
+  border-top-right-radius: 0;
+}
+
+.cell-output > .sourceCode {
+  border: none;
+}
+
+.cell-output > .sourceCode {
+  background: none;
+  margin-top: 0;
+}
+
+div.description {
+  padding-left: 2px;
+  padding-top: 5px;
+  font-style: italic;
+  font-size: 135%;
+  opacity: 70%;
+}
diff --git a/pyproject.toml b/pyproject.toml
index 6b07d45..029892f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,52 +1,6 @@
-[tool.poetry]
-name = "spannerflow"
-version = "0.1.0"
-description = ""
-authors = ["Ofer Katz <ofer.katz@campus.technion.ac.il>"]
-readme = "README.md"
-packages = [
-    { include = "spannerflow", from = "." }
-]
-
-include = [
-    { path = "spannerflow/src/*", format = ["sdist", "wheel"] },
-    { path = "spannerflow/proto/*", format = ["sdist", "wheel"] },
-    { path = "spannerflow/templates/*", format = ["sdist", "wheel"] },
-    { path = "spannerflow/Cargo.toml", format = ["sdist", "wheel"] }
-]
-
-
-
-[tool.poetry.dependencies]
-python = "^3.12"
-grpcio = "^1.67.0"
-grpcio-tools = "^1.67.0"
-aiohttp = "^3.10.9"
-jinja2 = "^3.1.4"
-nbdev = "^2.3.31"
-requests = "^2.32.3"
-networkx = "^3.3"
-singleton-decorator = "^1.0.0"
-
-[tool.poetry.group.dev.dependencies]
-pre-commit = "^4.0.0"
-isort = "^5.13.2"
-black = "^24.8.0"
-types-protobuf = "^5.28.0.20240924"
-types-requests = "^2.32.0.20241016"
-ruff = "^0.7.0"
-mypy = "^1.12.0"
-pytest = "^8.3.3"
-pytest-cov = "^5.0.0"
-pytest-asyncio = "^0.24.0"
-bandit = "^1.7.10"
-radon = "^6.0.1"
-ipython = "^8.28.0"
-jupyter = "^1.1.1"
-
 [build-system]
-requires = ["poetry-core"]
-build-backend = "poetry.core.masonry.api"
+requires = ["setuptools", "wheel", "setuptools-rust"]
+build-backend = "setuptools.build_meta"
 
 [tool.mypy]
 python_version = "3.12"
@@ -55,7 +9,8 @@ ignore_missing_imports = true
 exclude = [
     "spannerflow/dataflow/v1/dataflow_pb2.pyi",
     "spannerflow/dataflow/v1/dataflow_pb2.py",
-    "spannerflow/dataflow/v1/dataflow_pb2_grpc.py"
+    "spannerflow/dataflow/v1/dataflow_pb2_grpc.py",
+    "spannerflow/setup.py"
 ]
 
 [tool.isort]
@@ -68,5 +23,6 @@ addopts = "--junitxml=pytest.xml --cov-report=term-missing:skip-covered --cov=sp
 omit = [
     "spannerflow/dataflow/v1/dataflow_pb2.py",
     "spannerflow/dataflow/v1/dataflow_pb2_grpc.py",
-    "spannerflow/dataflow/v1/dataflow_pb2.pyi"
+    "spannerflow/dataflow/v1/dataflow_pb2.pyi",
+    "spannerflow/setup.py"
 ]
\ No newline at end of file
diff --git a/settings.ini b/settings.ini
new file mode 100644
index 0000000..1001e0b
--- /dev/null
+++ b/settings.ini
@@ -0,0 +1,67 @@
+[DEFAULT]
+# All sections below are required unless otherwise specified.
+# See https://github.com/fastai/nbdev/blob/master/settings.ini for examples.
+
+### Python library ###
+repo = spannerflow
+lib_name = %(repo)s
+version = 0.0.1
+min_python = 3.11
+license = apache2
+black_formatting = True
+
+### nbdev ###
+doc_path = _docs
+lib_path = spannerflow
+nbs_path = nbs
+recursive = True
+tst_flags = notest
+put_version_in_init = True
+
+### Docs ###
+branch = main
+custom_sidebar = False
+doc_host = https://%(user)s.github.io
+doc_baseurl = /%(repo)s
+git_url = https://github.com/%(user)s/%(repo)s
+title = %(lib_name)s
+
+### PyPI ###
+audience = Developers
+author = Ofer Katz
+author_email = ofer.katz@campus.technion.ac.il
+copyright = 2024 onwards, %(author)s
+description = 
+keywords = nbdev jupyter notebook python
+language = English
+status = 3
+user = DeanLight
+
+
+requirements = grpcio~=1.67.0
+    grpcio-tools~=1.67.0
+    aiohttp~=3.10.9
+    jinja2~=3.1.4
+    nbdev~=2.3.31
+    requests~=2.32.3
+    networkx~=3.4.2
+    singleton-decorator~=1.0.0
+
+dev_requirements = pre-commit~=4.0.0
+    isort~=5.13.2
+    black~=24.8.0
+    types-protobuf~=5.28.0.20240924
+    types-requests~=2.32.0.20241016
+    ruff~=0.7.0
+    mypy~=1.13.0
+    pytest~=8.3.3
+    pytest-cov~=5.0.0
+    pytest-asyncio~=0.24.0
+    bandit~=1.7.10
+    radon~=6.0.1
+    ipython~=8.28.0
+    jupyter~=1.1.1
+    setuptools_rust~=1.10.2
+# console_scripts =
+# conda_user = 
+# package_data =
\ No newline at end of file
diff --git a/setup.py b/setup.py
new file mode 100644
index 0000000..e547ebb
--- /dev/null
+++ b/setup.py
@@ -0,0 +1,102 @@
+import shlex
+from configparser import ConfigParser
+from typing import Any
+
+import setuptools
+from pkg_resources import parse_version
+from setuptools_rust import RustExtension
+
+assert parse_version(setuptools.__version__) >= parse_version("36.2")
+
+# note: all settings are in settings.ini; edit there, not here
+config = ConfigParser(delimiters=["="])
+config.read("settings.ini", encoding="utf-8")
+cfg = config["DEFAULT"]
+
+cfg_keys = "version description keywords author author_email".split()
+expected = (
+    cfg_keys
+    + "lib_name user branch license status min_python audience language".split()
+)
+for o in expected:
+    assert o in cfg, "missing expected setting: {}".format(o)
+setup_cfg: dict[str, Any] = {o: cfg[o] for o in cfg_keys}
+
+licenses = {
+    "apache2": (
+        "Apache Software License 2.0",
+        "OSI Approved :: Apache Software License",
+    ),
+    "mit": ("MIT License", "OSI Approved :: MIT License"),
+    "gpl2": (
+        "GNU General Public License v2",
+        "OSI Approved :: GNU General Public License v2 (GPLv2)",
+    ),
+    "gpl3": (
+        "GNU General Public License v3",
+        "OSI Approved :: GNU General Public License v3 (GPLv3)",
+    ),
+    "bsd3": ("BSD License", "OSI Approved :: BSD License"),
+}
+statuses = [
+    "1 - Planning",
+    "2 - Pre-Alpha",
+    "3 - Alpha",
+    "4 - Beta",
+    "5 - Production/Stable",
+    "6 - Mature",
+    "7 - Inactive",
+]
+py_versions = "3.6 3.7 3.8 3.9 3.10 3.11 3.12".split()
+
+requirements = shlex.split(cfg.get("requirements", ""))
+if cfg.get("pip_requirements"):
+    requirements += shlex.split(cfg.get("pip_requirements", ""))
+min_python = cfg["min_python"]
+lic = licenses.get(cfg["license"].lower(), (cfg["license"], None))
+dev_requirements = (cfg.get("dev_requirements") or "").split()
+
+package_data = dict()
+pkg_data = cfg.get("package_data", None)
+if pkg_data:
+    package_data[cfg["lib_name"]] = (
+        pkg_data.split()
+    )  # split as multiple files might be listed
+# Add package data to setup_cfg for setuptools.setup(..., **setup_cfg)
+setup_cfg["package_data"] = package_data
+
+setuptools.setup(
+    name=cfg["lib_name"],
+    license=lic[0],
+    classifiers=[
+        "Development Status :: " + statuses[int(cfg["status"])],
+        "Intended Audience :: " + cfg["audience"].title(),
+        "Natural Language :: " + cfg["language"].title(),
+    ]
+    + [
+        "Programming Language :: Python :: " + o
+        for o in py_versions[py_versions.index(min_python) :]
+    ]
+    + (["License :: " + lic[1]] if lic[1] else []),
+    url=cfg["git_url"],
+    packages=setuptools.find_packages(),
+    include_package_data=True,
+    install_requires=requirements,
+    extras_require={"dev": dev_requirements},
+    dependency_links=cfg.get("dep_links", "").split(),
+    python_requires=">=" + cfg["min_python"],
+    long_description=open("README.md", encoding="utf-8").read(),
+    long_description_content_type="text/markdown",
+    zip_safe=False,
+    rust_extensions=[
+        RustExtension(
+            "spannerflow.rust_server",
+            "spannerflow/Cargo.toml",
+        )
+    ],
+    entry_points={
+        "console_scripts": cfg.get("console_scripts", "").split(),
+        "nbdev": [f'{cfg.get("lib_path")}={cfg.get("lib_path")}._modidx:d'],
+    },
+    **setup_cfg,
+)
diff --git a/spannerflow/Cargo.toml b/spannerflow/Cargo.toml
index 4011c8d..d78d54d 100644
--- a/spannerflow/Cargo.toml
+++ b/spannerflow/Cargo.toml
@@ -8,10 +8,16 @@ libloading = "0.8.5"
 tonic = "0.12.3"
 prost = "0.13.3"
 prost-types = "0.13.3"
-tokio = { version = "1.40.0", features = ["macros", "rt-multi-thread"] }
+tokio = { version = "1.41.0", features = ["macros", "rt-multi-thread"] }
 tokio-stream = "0.1"
 lazy_static = "1.5.0"
 csv = "1.3.0"
+pyo3 = { version = "0.22.5", features = ["extension-module"] }
+
+[lib]
+crate-type = ["cdylib"]
+name = "rust_server"
+path = "src/main.rs"
 
 [build-dependencies]
 tonic-build = "0.12.3"
diff --git a/spannerflow/__init__.py b/spannerflow/__init__.py
index b1681d6..f593efa 100644
--- a/spannerflow/__init__.py
+++ b/spannerflow/__init__.py
@@ -1,3 +1,4 @@
+__version__ = "0.0.1"
 import glob
 import os
 from pathlib import Path
diff --git a/spannerflow/_modidx.py b/spannerflow/_modidx.py
new file mode 100644
index 0000000..4ff3f4b
--- /dev/null
+++ b/spannerflow/_modidx.py
@@ -0,0 +1,277 @@
+# Autogenerated by nbdev
+
+d = {
+    "settings": {
+        "branch": "main",
+        "doc_baseurl": "/spannerflow",
+        "doc_host": "https://DeanLight.github.io",
+        "git_url": "https://github.com/DeanLight/spannerflow",
+        "lib_path": "spannerflow",
+    },
+    "syms": {
+        "spannerflow.config": {
+            "spannerflow.config.Config": ("config.html#config", "spannerflow/config.py")
+        },
+        "spannerflow.dataflow.v1.dataflow_pb2": {},
+        "spannerflow.dataflow.v1.dataflow_pb2_grpc": {},
+        "spannerflow.engine": {
+            "spannerflow.engine.Engine": (
+                "engine.html#engine",
+                "spannerflow/engine.py",
+            ),
+            "spannerflow.engine.Engine.__init__": (
+                "engine.html#engine.__init__",
+                "spannerflow/engine.py",
+            ),
+            "spannerflow.engine.Engine._deserialize_row": (
+                "engine.html#engine._deserialize_row",
+                "spannerflow/engine.py",
+            ),
+            "spannerflow.engine.Engine._generate_add_rows_requests": (
+                "engine.html#engine._generate_add_rows_requests",
+                "spannerflow/engine.py",
+            ),
+            "spannerflow.engine.Engine._serialize_row": (
+                "engine.html#engine._serialize_row",
+                "spannerflow/engine.py",
+            ),
+            "spannerflow.engine.Engine.add_collection": (
+                "engine.html#engine.add_collection",
+                "spannerflow/engine.py",
+            ),
+            "spannerflow.engine.Engine.add_row": (
+                "engine.html#engine.add_row",
+                "spannerflow/engine.py",
+            ),
+            "spannerflow.engine.Engine.add_rows": (
+                "engine.html#engine.add_rows",
+                "spannerflow/engine.py",
+            ),
+            "spannerflow.engine.Engine.delete_collection": (
+                "engine.html#engine.delete_collection",
+                "spannerflow/engine.py",
+            ),
+            "spannerflow.engine.Engine.delete_row": (
+                "engine.html#engine.delete_row",
+                "spannerflow/engine.py",
+            ),
+            "spannerflow.engine.Engine.get_collection": (
+                "engine.html#engine.get_collection",
+                "spannerflow/engine.py",
+            ),
+            "spannerflow.engine.Engine.get_collections": (
+                "engine.html#engine.get_collections",
+                "spannerflow/engine.py",
+            ),
+            "spannerflow.engine.Engine.load_from_csv": (
+                "engine.html#engine.load_from_csv",
+                "spannerflow/engine.py",
+            ),
+            "spannerflow.engine.Engine.open": (
+                "engine.html#engine.open",
+                "spannerflow/engine.py",
+            ),
+            "spannerflow.engine.Engine.run_dataflow": (
+                "engine.html#engine.run_dataflow",
+                "spannerflow/engine.py",
+            ),
+            "spannerflow.engine.Engine.save_to_csv": (
+                "engine.html#engine.save_to_csv",
+                "spannerflow/engine.py",
+            ),
+        },
+        "spannerflow.graph_utils": {
+            "spannerflow.graph_utils.change_node_key": (
+                "graph_utils.html#change_node_key",
+                "spannerflow/graph_utils.py",
+            ),
+            "spannerflow.graph_utils.create_iter_graph": (
+                "graph_utils.html#create_iter_graph",
+                "spannerflow/graph_utils.py",
+            ),
+            "spannerflow.graph_utils.find_anchor_of_cycle": (
+                "graph_utils.html#find_anchor_of_cycle",
+                "spannerflow/graph_utils.py",
+            ),
+            "spannerflow.graph_utils.find_egress_node": (
+                "graph_utils.html#find_egress_node",
+                "spannerflow/graph_utils.py",
+            ),
+            "spannerflow.graph_utils.find_ingress_nodes": (
+                "graph_utils.html#find_ingress_nodes",
+                "spannerflow/graph_utils.py",
+            ),
+            "spannerflow.graph_utils.find_output": (
+                "graph_utils.html#find_output",
+                "spannerflow/graph_utils.py",
+            ),
+            "spannerflow.graph_utils.find_sources": (
+                "graph_utils.html#find_sources",
+                "spannerflow/graph_utils.py",
+            ),
+            "spannerflow.graph_utils.get_common_cols": (
+                "graph_utils.html#get_common_cols",
+                "spannerflow/graph_utils.py",
+            ),
+            "spannerflow.graph_utils.get_cycles": (
+                "graph_utils.html#get_cycles",
+                "spannerflow/graph_utils.py",
+            ),
+            "spannerflow.graph_utils.get_minus_cols": (
+                "graph_utils.html#get_minus_cols",
+                "spannerflow/graph_utils.py",
+            ),
+            "spannerflow.graph_utils.get_node_schema": (
+                "graph_utils.html#get_node_schema",
+                "spannerflow/graph_utils.py",
+            ),
+            "spannerflow.graph_utils.reduced_graph": (
+                "graph_utils.html#reduced_graph",
+                "spannerflow/graph_utils.py",
+            ),
+            "spannerflow.graph_utils.traverse_cycle": (
+                "graph_utils.html#traverse_cycle",
+                "spannerflow/graph_utils.py",
+            ),
+        },
+        "spannerflow.grpc_server": {
+            "spannerflow.grpc_server.IEFunctionService": (
+                "grpc_server.html#iefunctionservice",
+                "spannerflow/grpc_server.py",
+            ),
+            "spannerflow.grpc_server.IEFunctionService.RunIEFunction": (
+                "grpc_server.html#iefunctionservice.runiefunction",
+                "spannerflow/grpc_server.py",
+            ),
+            "spannerflow.grpc_server.IEFunctionService.__init__": (
+                "grpc_server.html#iefunctionservice.__init__",
+                "spannerflow/grpc_server.py",
+            ),
+            "spannerflow.grpc_server.run_server": (
+                "grpc_server.html#run_server",
+                "spannerflow/grpc_server.py",
+            ),
+        },
+        "spannerflow.installations": {
+            "spannerflow.installations.check_for_protoc": (
+                "installations.html#check_for_protoc",
+                "spannerflow/installations.py",
+            ),
+            "spannerflow.installations.check_for_rust": (
+                "installations.html#check_for_rust",
+                "spannerflow/installations.py",
+            ),
+            "spannerflow.installations.download_archive": (
+                "installations.html#download_archive",
+                "spannerflow/installations.py",
+            ),
+            "spannerflow.installations.install_protoc": (
+                "installations.html#install_protoc",
+                "spannerflow/installations.py",
+            ),
+            "spannerflow.installations.install_rust": (
+                "installations.html#install_rust",
+                "spannerflow/installations.py",
+            ),
+        },
+        "spannerflow.rust_dataflow": {
+            "spannerflow.rust_dataflow.RustDataflow": (
+                "rust_dataflow.html#rustdataflow",
+                "spannerflow/rust_dataflow.py",
+            ),
+            "spannerflow.rust_dataflow.RustDataflow.__init__": (
+                "rust_dataflow.html#rustdataflow.__init__",
+                "spannerflow/rust_dataflow.py",
+            ),
+            "spannerflow.rust_dataflow.RustDataflow.build_so": (
+                "rust_dataflow.html#rustdataflow.build_so",
+                "spannerflow/rust_dataflow.py",
+            ),
+            "spannerflow.rust_dataflow.RustDataflow.create_cargo_toml": (
+                "rust_dataflow.html#rustdataflow.create_cargo_toml",
+                "spannerflow/rust_dataflow.py",
+            ),
+            "spannerflow.rust_dataflow.RustDataflow.create_rust_build_file": (
+                "rust_dataflow.html#rustdataflow.create_rust_build_file",
+                "spannerflow/rust_dataflow.py",
+            ),
+            "spannerflow.rust_dataflow.RustDataflow.create_rust_file": (
+                "rust_dataflow.html#rustdataflow.create_rust_file",
+                "spannerflow/rust_dataflow.py",
+            ),
+            "spannerflow.rust_dataflow.RustDataflow.generate_graph_code": (
+                "rust_dataflow.html#rustdataflow.generate_graph_code",
+                "spannerflow/rust_dataflow.py",
+            ),
+            "spannerflow.rust_dataflow.RustDataflow.generate_node_code": (
+                "rust_dataflow.html#rustdataflow.generate_node_code",
+                "spannerflow/rust_dataflow.py",
+            ),
+            "spannerflow.rust_dataflow.RustDataflow.get_col_schema": (
+                "rust_dataflow.html#rustdataflow.get_col_schema",
+                "spannerflow/rust_dataflow.py",
+            ),
+            "spannerflow.rust_dataflow.RustDataflow.get_from_input_code": (
+                "rust_dataflow.html#rustdataflow.get_from_input_code",
+                "spannerflow/rust_dataflow.py",
+            ),
+            "spannerflow.rust_dataflow.RustDataflow.get_groupby_code": (
+                "rust_dataflow.html#rustdataflow.get_groupby_code",
+                "spannerflow/rust_dataflow.py",
+            ),
+            "spannerflow.rust_dataflow.RustDataflow.get_ie_map_code": (
+                "rust_dataflow.html#rustdataflow.get_ie_map_code",
+                "spannerflow/rust_dataflow.py",
+            ),
+            "spannerflow.rust_dataflow.RustDataflow.get_input_schema": (
+                "rust_dataflow.html#rustdataflow.get_input_schema",
+                "spannerflow/rust_dataflow.py",
+            ),
+            "spannerflow.rust_dataflow.RustDataflow.get_input_schema_types": (
+                "rust_dataflow.html#rustdataflow.get_input_schema_types",
+                "spannerflow/rust_dataflow.py",
+            ),
+            "spannerflow.rust_dataflow.RustDataflow.get_join_code": (
+                "rust_dataflow.html#rustdataflow.get_join_code",
+                "spannerflow/rust_dataflow.py",
+            ),
+            "spannerflow.rust_dataflow.RustDataflow.get_node_str": (
+                "rust_dataflow.html#rustdataflow.get_node_str",
+                "spannerflow/rust_dataflow.py",
+            ),
+            "spannerflow.rust_dataflow.RustDataflow.get_project_code": (
+                "rust_dataflow.html#rustdataflow.get_project_code",
+                "spannerflow/rust_dataflow.py",
+            ),
+            "spannerflow.rust_dataflow.RustDataflow.get_rename_code": (
+                "rust_dataflow.html#rustdataflow.get_rename_code",
+                "spannerflow/rust_dataflow.py",
+            ),
+            "spannerflow.rust_dataflow.RustDataflow.get_select_code": (
+                "rust_dataflow.html#rustdataflow.get_select_code",
+                "spannerflow/rust_dataflow.py",
+            ),
+            "spannerflow.rust_dataflow.RustDataflow.get_sources_data": (
+                "rust_dataflow.html#rustdataflow.get_sources_data",
+                "spannerflow/rust_dataflow.py",
+            ),
+            "spannerflow.rust_dataflow.RustDataflow.get_union_code": (
+                "rust_dataflow.html#rustdataflow.get_union_code",
+                "spannerflow/rust_dataflow.py",
+            ),
+            "spannerflow.rust_dataflow.RustDataflow.prepare_node": (
+                "rust_dataflow.html#rustdataflow.prepare_node",
+                "spannerflow/rust_dataflow.py",
+            ),
+            "spannerflow.rust_dataflow.RustDataflow.update_repeatable_cols_in_schema": (
+                "rust_dataflow.html#rustdataflow.update_repeatable_cols_in_schema",
+                "spannerflow/rust_dataflow.py",
+            ),
+            "spannerflow.rust_dataflow.RustDataflow.validate_node": (
+                "rust_dataflow.html#rustdataflow.validate_node",
+                "spannerflow/rust_dataflow.py",
+            ),
+        },
+        "spannerflow.rust_utils": {},
+    },
+}
diff --git a/spannerflow/config.py b/spannerflow/config.py
index cefdbe0..769bde9 100644
--- a/spannerflow/config.py
+++ b/spannerflow/config.py
@@ -1,3 +1,11 @@
+"""Fill in a module description here"""
+
+# AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/00_config.ipynb.
+
+# %% auto 0
+__all__ = ["Config"]
+
+# %% ../nbs/00_config.ipynb 3
 from dataclasses import dataclass, field
 from pathlib import Path
 
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index a341c43..235141d 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -1,6 +1,16 @@
+"""Fill in a module description here"""
+
+# AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/60_engine.ipynb.
+
+# %% auto 0
+__all__ = ["Engine"]
+
+# %% ../nbs/60_engine.ipynb 3
+import asyncio
 import math
+import threading
 from pathlib import Path
-from typing import Any, Generator
+from typing import Any, Callable, Generator
 
 import grpc
 import networkx as nx
@@ -8,41 +18,38 @@
 from google.protobuf.json_format import MessageToDict
 from singleton_decorator import singleton
 
-from spannerflow.config import Config
-from spannerflow.dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc
-from spannerflow.graph_utils import find_output
+from . import rust_server  # type: ignore
+from .config import Config
+from .dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc
+from .graph_utils import find_output
+from .grpc_server import run_server
 
 
 @singleton
 class Engine:
-    def __init__(self, config: Config = Config()):
+    def __init__(
+        self,
+        config: Config = Config(),
+        ie_functions: dict[
+            str, tuple[str, Callable[[Any], Any], list[type], list[type]]
+        ] = dict(),
+    ):
         from spannerflow.rust_dataflow import RustDataflow
 
         self._config = config
+        self._ie_functions = ie_functions
         self._rust_dataflow = RustDataflow(config=config, engine=self)
         self._is_open = False
 
-    def __enter__(self):
-        if not self._is_open:
-            self._rust_dataflow.__enter__()
-            self._is_open = True
-        return self
+    def open(self) -> None:
+        def inner():
+            asyncio.run(run_server(self._ie_functions))
 
-    def open(self):
         if self._is_open:
             return
-
-        self.__enter__()
-
-    def close(self):
-        if not self._is_open:
-            return
-        self.__exit__(None, None, None)
-
-    def __exit__(self, exc_type, exc_value, traceback):
-        if self._is_open:
-            self._rust_dataflow.__exit__(exc_type, exc_value, traceback)
-            self._is_open = False
+        threading.Thread(target=rust_server.start_server, daemon=True).start()
+        threading.Thread(target=inner, daemon=True).start()
+        self._is_open = True
 
     def save_to_csv(self, collection_name: str, file_path: Path) -> None:
         with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
diff --git a/spannerflow/graph_utils.py b/spannerflow/graph_utils.py
index c721449..e726cb7 100644
--- a/spannerflow/graph_utils.py
+++ b/spannerflow/graph_utils.py
@@ -1,3 +1,25 @@
+"""Fill in a module description here"""
+
+# AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/30_graph_utils.ipynb.
+
+# %% auto 0
+__all__ = [
+    "find_sources",
+    "find_output",
+    "change_node_key",
+    "get_cycles",
+    "find_anchor_of_cycle",
+    "reduced_graph",
+    "get_node_schema",
+    "get_common_cols",
+    "get_minus_cols",
+    "traverse_cycle",
+    "find_ingress_nodes",
+    "find_egress_node",
+    "create_iter_graph",
+]
+
+# %% ../nbs/30_graph_utils.ipynb 3
 import networkx as nx
 
 
diff --git a/spannerflow/grpc_server.py b/spannerflow/grpc_server.py
index c31bd92..41295d6 100644
--- a/spannerflow/grpc_server.py
+++ b/spannerflow/grpc_server.py
@@ -1,9 +1,17 @@
+"""Fill in a module description here"""
+
+# AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/40_grpc_server.ipynb.
+
+# %% auto 0
+__all__ = ["config", "IEFunctionService", "run_server"]
+
+# %% ../nbs/40_grpc_server.ipynb 3
 from typing import Any, AsyncGenerator, Callable
 
 import grpc
 
-from spannerflow.config import Config
-from spannerflow.dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc
+from .config import Config
+from .dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc
 
 config = Config()
 
diff --git a/spannerflow/installations.py b/spannerflow/installations.py
index e70fbe3..2272238 100644
--- a/spannerflow/installations.py
+++ b/spannerflow/installations.py
@@ -1,3 +1,17 @@
+"""Fill in a module description here"""
+
+# AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/20_installations.ipynb.
+
+# %% auto 0
+__all__ = [
+    "check_for_protoc",
+    "install_protoc",
+    "download_archive",
+    "check_for_rust",
+    "install_rust",
+]
+
+# %% ../nbs/20_installations.ipynb 3
 import glob
 import os
 import platform
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 76ec98d..ad52be4 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -1,6 +1,12 @@
+"""Fill in a module description here"""
+
+# AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/50_rust_dataflow.ipynb.
+
+# %% auto 0
+__all__ = ["RustDataflow"]
+
+# %% ../nbs/50_rust_dataflow.ipynb 3
 import os
-import subprocess
-import threading
 from datetime import datetime
 from pathlib import Path
 
@@ -8,8 +14,6 @@
 import networkx as nx
 from singleton_decorator.decorator import _SingletonWrapper, singleton
 
-from spannerflow.config import Config
-from spannerflow.engine import Engine
 from spannerflow.graph_utils import (
     create_iter_graph,
     find_ingress_nodes,
@@ -21,7 +25,10 @@
     reduced_graph,
     traverse_cycle,
 )
-from spannerflow.rust_utils import build_rust
+
+from .config import Config
+from .engine import Engine
+from .rust_utils import build_rust
 
 
 @singleton
@@ -52,18 +59,6 @@ def __init__(
             searchpath=self._config.TEMPLATES_PATH
         )
         self._template_env = jinja2.Environment(loader=self._template_loader)
-        self._is_server_running = False
-        self._server_process: None | subprocess.Popen = None
-
-    def __enter__(self):
-        if not self._is_server_running:
-            self._build_rust_server()
-            self._run_rust_server_in_background()
-        return self
-
-    def __exit__(self, exc_type, exc_value, traceback):
-        if self._is_server_running:
-            self._stop_rust_server()
 
     def get_input_schema_types(self, node: int | str) -> list[str]:
         collections = self._engine.get_collections()
@@ -623,35 +618,3 @@ def build_so(self, graph: nx.DiGraph) -> tuple[Path, str]:
             ),
             f"query_{self._query_id}",
         )
-
-    # TODO: compile on installation via rust_setuptools instead of runtime
-    def _build_rust_server(self) -> None:
-        cargo_toml_path = Path(__file__).parent.joinpath("Cargo.toml")
-        build_rust(cargo_toml_path.absolute(), self._config.RUST_SERVER_BUILD_LOG_PATH)
-
-    def _run_rust_server_in_background(self) -> None:
-        def inner() -> None:
-            # TODO: handle port is already in use
-            server_path = (
-                Path(__file__)
-                .parent.joinpath("target", "release", "spannerflow_rust")
-                .absolute()
-            )
-            self._config.LOGS_DIR.mkdir(parents=True, exist_ok=True)
-            with open(self._config.RUST_SERVER_LOG_PATH, "a") as log_file:
-                self._server_process = subprocess.Popen(
-                    [str(server_path)], stdout=log_file, stderr=log_file
-                )
-                self._server_process.communicate()
-
-        if self._is_server_running:
-            raise RuntimeError("Server is already running")
-        threading.Thread(target=inner).start()
-
-        self._is_server_running = True
-
-    def _stop_rust_server(self):
-        if not self._is_server_running:
-            raise RuntimeError("Server is not running")
-        self._server_process.terminate()
-        self._is_server_running = False
diff --git a/spannerflow/src/main.rs b/spannerflow/src/main.rs
index 6a275fb..ebcbe6e 100644
--- a/spannerflow/src/main.rs
+++ b/spannerflow/src/main.rs
@@ -1,425 +1,443 @@
-use std::collections::HashMap;
-use std::env;
-use csv;
-
+use pyo3::prelude::*;
+#[pymodule]
+mod rust_server {
+    use std::env;
+    
+    use tonic::transport::Server;
+    use std::thread;
+    use dataflow::dataflow_service_server::DataflowServiceServer;
+    use std::collections::HashMap;
+    use csv;
 
-use libloading::{Library, Symbol};
 
-use tonic::{transport::Server, Request, Response, Status};
-use tokio::sync::Mutex;
-use tokio_stream::iter;
-use tokio_stream::StreamExt;
+    use libloading::{Library, Symbol};
 
-use dataflow::dataflow_service_server::{DataflowService, DataflowServiceServer};
-use dataflow::{*};
+    use tonic::{Request, Response, Status};
+    use tokio::sync::Mutex;
+    use tokio_stream::iter;
+    use tokio_stream::StreamExt;
 
+    use dataflow::dataflow_service_server::DataflowService;
+    use dataflow::{*};
 
-pub mod dataflow {
-    tonic::include_proto!("dataflow.v1");
-}
+    use pyo3::prelude::*;
+    pub mod dataflow {
+        tonic::include_proto!("dataflow.v1");
+    }
 
-lazy_static::lazy_static! {
-    static ref COLLECTIONS: Mutex<HashMap<String, Vec<Vec<String>>>> = Mutex::new(HashMap::new());
-    static ref SCHEMAS: Mutex<HashMap<String, Vec<dataflow::DataType>>> = Mutex::new(HashMap::new());
-}
+    lazy_static::lazy_static! {
+        static ref COLLECTIONS: Mutex<HashMap<String, Vec<Vec<String>>>> = Mutex::new(HashMap::new());
+        static ref SCHEMAS: Mutex<HashMap<String, Vec<dataflow::DataType>>> = Mutex::new(HashMap::new());
+    }
 
-#[derive(Debug, Default)]
-pub struct MyDataflowService {}
+    #[derive(Debug, Default)]
+    pub struct MyDataflowService {}
 
-fn validate_schema(schema: &Vec<dataflow::DataType>, row: &Vec<String>) -> bool {
-    if schema.len() != row.len() {
-        return false;
-    }
-    for (data_type, value) in schema.iter().zip(row.iter()) {
-        match data_type {
-            dataflow::DataType::Bool => {
-                if value.parse::<bool>().is_err() {
-                    return false;
+    fn validate_schema(schema: &Vec<dataflow::DataType>, row: &Vec<String>) -> bool {
+        if schema.len() != row.len() {
+            return false;
+        }
+        for (data_type, value) in schema.iter().zip(row.iter()) {
+            match data_type {
+                dataflow::DataType::Bool => {
+                    if value.parse::<bool>().is_err() {
+                        return false;
+                    }
                 }
-            }
-            dataflow::DataType::Float => {
-                if value.parse::<f64>().is_err() {
-                    return false;
+                dataflow::DataType::Float => {
+                    if value.parse::<f64>().is_err() {
+                        return false;
+                    }
                 }
-            }
-            dataflow::DataType::Int => {
-                if value.parse::<i64>().is_err() {
-                    return false;
+                dataflow::DataType::Int => {
+                    if value.parse::<i64>().is_err() {
+                        return false;
+                    }
                 }
-            }
-            dataflow::DataType::String => {
-                if value.parse::<String>().is_err() {
+                dataflow::DataType::String => {
+                    if value.parse::<String>().is_err() {
+                        return false;
+                    }
+                }
+                dataflow::DataType::Unspecified => {
                     return false;
                 }
             }
-            dataflow::DataType::Unspecified => {
-                return false;
-            }
         }
+        true
     }
-    true
-}
 
 
-#[tonic::async_trait]
-impl DataflowService for MyDataflowService {
-    
-    type GetCollectionStream = tokio_stream::Iter<std::vec::IntoIter<Result<GetCollectionResponse, tonic::Status>>>;
-    type RunDataflowStream = tokio_stream::Iter<std::vec::IntoIter<Result<RunDataflowResponse, tonic::Status>>>;
-    
-    async fn add_rows(
-        &self,
-        request: Request<tonic::Streaming<AddRowsRequest>>,
-    ) -> Result<Response<()>, Status> {
-        println!("Got a streaming request: {:?}", request);
+    #[tonic::async_trait]
+    impl DataflowService for MyDataflowService {
         
-        let mut stream = request.into_inner();  // Extract the stream
-        let mut collection_name: Option<String> = None;
-        let mut collections = COLLECTIONS.lock().await;
+        type GetCollectionStream = tokio_stream::Iter<std::vec::IntoIter<Result<GetCollectionResponse, tonic::Status>>>;
+        type RunDataflowStream = tokio_stream::Iter<std::vec::IntoIter<Result<RunDataflowResponse, tonic::Status>>>;
+
+
+        async fn add_rows(
+            &self,
+            request: Request<tonic::Streaming<AddRowsRequest>>,
+        ) -> Result<Response<()>, Status> {
+            println!("Got a streaming request: {:?}", request);
+            
+            let mut stream = request.into_inner();  // Extract the stream
+            let mut collection_name: Option<String> = None;
+            let mut collections = COLLECTIONS.lock().await;
+            
+            let schemas = SCHEMAS.lock().await;
         
-        let schemas = SCHEMAS.lock().await;
-    
-        // Process the stream
-        while let Some(req) = stream.next().await {
-            match req {
-                Ok(message) => {
-                    println!("Received message: {:?}", message); // Debug log
-                    if let Some(collection) = message.message_type {
-                        match collection {
-                            // Handle the collection name variant
-                            dataflow::add_rows_request::MessageType::CollectionName(name) => {
-                                println!("Received collection name: {}", name); // Debug log
-                                collection_name = Some(name);
-                            }
-                            // Handle the row variant
-                            dataflow::add_rows_request::MessageType::Row(row) => {
-                                println!("Received row: {:?}", row); // Debug log
-                                if let Some(ref name) = collection_name {
-                                    if let Some(coll) = collections.get_mut(name) {
-                                        if validate_schema(schemas.get(name).unwrap(), &row.row) {
-                                            coll.push(row.row.clone());
+            // Process the stream
+            while let Some(req) = stream.next().await {
+                match req {
+                    Ok(message) => {
+                        println!("Received message: {:?}", message); // Debug log
+                        if let Some(collection) = message.message_type {
+                            match collection {
+                                // Handle the collection name variant
+                                dataflow::add_rows_request::MessageType::CollectionName(name) => {
+                                    println!("Received collection name: {}", name); // Debug log
+                                    collection_name = Some(name);
+                                }
+                                // Handle the row variant
+                                dataflow::add_rows_request::MessageType::Row(row) => {
+                                    println!("Received row: {:?}", row); // Debug log
+                                    if let Some(ref name) = collection_name {
+                                        if let Some(coll) = collections.get_mut(name) {
+                                            if validate_schema(schemas.get(name).unwrap(), &row.row) {
+                                                coll.push(row.row.clone());
+                                            } else {
+                                                eprintln!("Invalid row schema for collection: {}", name);
+                                                return Err(Status::invalid_argument("Invalid row schema"));
+                                            }
                                         } else {
-                                            eprintln!("Invalid row schema for collection: {}", name);
-                                            return Err(Status::invalid_argument("Invalid row schema"));
+                                            eprintln!("Collection not found: {}", name);
+                                            return Err(Status::not_found("Collection not found"));
                                         }
                                     } else {
-                                        eprintln!("Collection not found: {}", name);
-                                        return Err(Status::not_found("Collection not found"));
+                                        eprintln!("Collection name not found");
+                                        return Err(Status::invalid_argument("Collection name not found"));
                                     }
-                                } else {
-                                    eprintln!("Collection name not found");
-                                    return Err(Status::invalid_argument("Collection name not found"));
                                 }
                             }
                         }
                     }
-                }
-                Err(e) => {
-                    eprintln!("Error receiving stream: {:?}", e);
-                    return Err(Status::internal("Failed to receive stream"));
+                    Err(e) => {
+                        eprintln!("Error receiving stream: {:?}", e);
+                        return Err(Status::internal("Failed to receive stream"));
+                    }
                 }
             }
+            Ok(Response::new(()))
         }
-        Ok(Response::new(()))
-    }
-    
+        
 
 
-    async fn save_to_csv(
-        &self,
-        request: Request<SaveToCsvRequest>,
-    ) -> Result<Response<()>, Status> {
-        println!("Got a request: {:?}", request);
-        let req = request.into_inner();
-        let collections = COLLECTIONS.lock().await;
-        if let Some(vec) = collections.get(&req.collection_name) {
-            let mut wtr = csv::Writer::from_path(req.file_path).map_err(|e| {
-                eprintln!("Failed to create CSV writer: {:?}", e);
-                Status::internal("Failed to create CSV writer")
-            })?;
+        async fn save_to_csv(
+            &self,
+            request: Request<SaveToCsvRequest>,
+        ) -> Result<Response<()>, Status> {
+            println!("Got a request: {:?}", request);
+            let req = request.into_inner();
+            let collections = COLLECTIONS.lock().await;
+            if let Some(vec) = collections.get(&req.collection_name) {
+                let mut wtr = csv::Writer::from_path(req.file_path).map_err(|e| {
+                    eprintln!("Failed to create CSV writer: {:?}", e);
+                    Status::internal("Failed to create CSV writer")
+                })?;
 
-            if let Some(schema) = SCHEMAS.lock().await.get(&req.collection_name) {
-                let mut csv_row = Vec::new();
-                for data_type in schema {
-                    csv_row.push(data_type.as_str_name());
+                if let Some(schema) = SCHEMAS.lock().await.get(&req.collection_name) {
+                    let mut csv_row = Vec::new();
+                    for data_type in schema {
+                        csv_row.push(data_type.as_str_name());
+                    }
+                    wtr.write_record(csv_row).map_err(|e| {
+                        eprintln!("Failed to write schema to CSV: {:?}", e);
+                        Status::internal("Failed to write schema to CSV")
+                    })?;
                 }
-                wtr.write_record(csv_row).map_err(|e| {
-                    eprintln!("Failed to write schema to CSV: {:?}", e);
-                    Status::internal("Failed to write schema to CSV")
-                })?;
-            }
-            for row in vec {
-                wtr.write_record(row).map_err(|e| {
-                    eprintln!("Failed to write record to CSV: {:?}", e);
-                    Status::internal("Failed to write record to CSV")
+                for row in vec {
+                    wtr.write_record(row).map_err(|e| {
+                        eprintln!("Failed to write record to CSV: {:?}", e);
+                        Status::internal("Failed to write record to CSV")
+                    })?;
+                }
+                wtr.flush().map_err(|e| {
+                    eprintln!("Failed to flush CSV writer: {:?}", e);
+                    Status::internal("Failed to flush CSV writer")
                 })?;
+            } else {
+                return Err(Status::not_found("Collection not found"));
             }
-            wtr.flush().map_err(|e| {
-                eprintln!("Failed to flush CSV writer: {:?}", e);
-                Status::internal("Failed to flush CSV writer")
-            })?;
-        } else {
-            return Err(Status::not_found("Collection not found"));
-        }
-
-        let reply: () = ();
-        Ok(Response::new(reply))
-    }
 
-    async fn load_from_csv(
-        &self,
-        request: Request<LoadFromCsvRequest>,
-    ) -> Result<Response<()>, Status> {
-        println!("Got a request: {:?}", request);
-        let req = request.into_inner();
-        let mut collections = COLLECTIONS.lock().await;
-        let mut schemas = SCHEMAS.lock().await;
-        if collections.contains_key(&req.collection_name) || schemas.contains_key(&req.collection_name) {
-            return Err(Status::already_exists("Collection already exists"));
+            let reply: () = ();
+            Ok(Response::new(reply))
         }
-        let mut rdr = csv::Reader::from_path(req.file_path).map_err(|e| {
-            eprintln!("Failed to create CSV reader: {:?}", e);
-            Status::internal("Failed to create CSV reader")
-        })?;
-        let mut schema = Vec::new();
-        match rdr.headers() {
-            Ok(header) => {
-                for field in header.iter() {
-                    // Assuming dataflow::DataType::from_str_name returns an Option or Result
-                    // Handle the unwrap safely if needed
-                    if let Some(data_type) = dataflow::DataType::from_str_name(field) {
-                        schema.push(data_type);
-                    } else {
-                        // Handle the case where from_str_name returns None
-                        eprintln!("Unknown data type in header: {}", field);
+
+        async fn load_from_csv(
+            &self,
+            request: Request<LoadFromCsvRequest>,
+        ) -> Result<Response<()>, Status> {
+            println!("Got a request: {:?}", request);
+            let req = request.into_inner();
+            let mut collections = COLLECTIONS.lock().await;
+            let mut schemas = SCHEMAS.lock().await;
+            if collections.contains_key(&req.collection_name) || schemas.contains_key(&req.collection_name) {
+                return Err(Status::already_exists("Collection already exists"));
+            }
+            let mut rdr = csv::Reader::from_path(req.file_path).map_err(|e| {
+                eprintln!("Failed to create CSV reader: {:?}", e);
+                Status::internal("Failed to create CSV reader")
+            })?;
+            let mut schema = Vec::new();
+            match rdr.headers() {
+                Ok(header) => {
+                    for field in header.iter() {
+                        // Assuming dataflow::DataType::from_str_name returns an Option or Result
+                        // Handle the unwrap safely if needed
+                        if let Some(data_type) = dataflow::DataType::from_str_name(field) {
+                            schema.push(data_type);
+                        } else {
+                            // Handle the case where from_str_name returns None
+                            eprintln!("Unknown data type in header: {}", field);
+                        }
                     }
                 }
+                Err(e) => {
+                    eprintln!("Failed to read CSV headers: {}", e);
+                    return Err(Status::internal("Failed to read CSV headers"));
+                }
             }
-            Err(e) => {
-                eprintln!("Failed to read CSV headers: {}", e);
-                return Err(Status::internal("Failed to read CSV headers"));
+            schemas.insert(req.collection_name.clone(), schema);
+            let mut vec = Vec::new();
+
+            for result in rdr.records() {
+                let record = result.map_err(|e| {
+                    eprintln!("Failed to read record from CSV: {:?}", e);
+                    Status::internal("Failed to read record from CSV")
+                })?;
+                let row: Vec<String> = record.iter().map(|s| s.to_string()).collect();
+                vec.push(row);
+            }
+            collections.insert(req.collection_name, vec);
+
+            let reply: () = ();
+            Ok(Response::new(reply))
+        }   
+
+        async fn get_collection(
+            &self,
+            request: Request<GetCollectionRequest>,
+        ) -> Result<Response<Self::GetCollectionStream>, Status> {
+            println!("Got a request: {:?}", request);
+            let req = request.into_inner();
+
+            let collections = COLLECTIONS.lock().await;
+            if let Some(vec) = collections.get(&req.collection_name) {
+                let responses: Vec<Result<GetCollectionResponse, Status>> = vec.iter().cloned().map(|row| {
+                    Ok(GetCollectionResponse { row: row })
+                }).collect();
+
+                let stream = iter(responses);
+
+                let response_stream = tonic::Response::new(stream);
+                Ok(response_stream)
+            } else {
+                Err(Status::not_found("Collection not found"))
             }
         }
-        schemas.insert(req.collection_name.clone(), schema);
-        let mut vec = Vec::new();
 
-        for result in rdr.records() {
-            let record = result.map_err(|e| {
-                eprintln!("Failed to read record from CSV: {:?}", e);
-                Status::internal("Failed to read record from CSV")
-            })?;
-            let row: Vec<String> = record.iter().map(|s| s.to_string()).collect();
-            vec.push(row);
-        }
-        collections.insert(req.collection_name, vec);
-
-        let reply: () = ();
-        Ok(Response::new(reply))
-    }   
-
-    async fn get_collection(
-        &self,
-        request: Request<GetCollectionRequest>,
-    ) -> Result<Response<Self::GetCollectionStream>, Status> {
-        println!("Got a request: {:?}", request);
-        let req = request.into_inner();
-
-        let collections = COLLECTIONS.lock().await;
-        if let Some(vec) = collections.get(&req.collection_name) {
-            let responses: Vec<Result<GetCollectionResponse, Status>> = vec.iter().cloned().map(|row| {
-                Ok(GetCollectionResponse { row: row })
-            }).collect();
-
-            let stream = iter(responses);
-
-            let response_stream = tonic::Response::new(stream);
-            Ok(response_stream)
-        } else {
-            Err(Status::not_found("Collection not found"))
-        }
-    }
-
-    async fn get_collections(
-        &self,
-        request: Request<()>,
-    ) -> Result<Response<GetCollectionsResponse>, Status> {
-        println!("Got a request: {:?}", request);
-    
-        let collections = COLLECTIONS.lock().await;
-        let mut response_collections: Vec<dataflow::Collection> = Vec::new();
-        let schemas = SCHEMAS.lock().await;
-        for (name, _schema) in collections.iter() {
-            let schema_types: Vec<i32> = schemas.get(name)
-            .map(|data_types| data_types.iter().map(|data_type| *data_type as i32).collect())
-            .unwrap_or_default();
-            
-            let collection = dataflow::Collection {
-                name: name.clone(),
-                schema: schema_types,
+        async fn get_collections(
+            &self,
+            request: Request<()>,
+        ) -> Result<Response<GetCollectionsResponse>, Status> {
+            println!("Got a request: {:?}", request);
+        
+            let collections = COLLECTIONS.lock().await;
+            let mut response_collections: Vec<dataflow::Collection> = Vec::new();
+            let schemas = SCHEMAS.lock().await;
+            for (name, _schema) in collections.iter() {
+                let schema_types: Vec<i32> = schemas.get(name)
+                .map(|data_types| data_types.iter().map(|data_type| *data_type as i32).collect())
+                .unwrap_or_default();
+                
+                let collection = dataflow::Collection {
+                    name: name.clone(),
+                    schema: schema_types,
+                };
+                
+                response_collections.push(collection);
+            }
+        
+            let reply = GetCollectionsResponse {
+                collections: response_collections,
             };
-            
-            response_collections.push(collection);
+        
+            Ok(Response::new(reply))
         }
-    
-        let reply = GetCollectionsResponse {
-            collections: response_collections,
-        };
-    
-        Ok(Response::new(reply))
-    }
 
-    async fn add_row(
-        &self,
-        request: Request<AddRowRequest>,
-    ) -> Result<Response<()>, Status> {
-        println!("Got a request: {:?}", request);
-        let req = request.into_inner();
-        let mut collections = COLLECTIONS.lock().await;
-        
-        let schema = SCHEMAS.lock().await;
+        async fn add_row(
+            &self,
+            request: Request<AddRowRequest>,
+        ) -> Result<Response<()>, Status> {
+            println!("Got a request: {:?}", request);
+            let req = request.into_inner();
+            let mut collections = COLLECTIONS.lock().await;
+            
+            let schema = SCHEMAS.lock().await;
 
-        if !collections.contains_key(&req.collection_name) || !schema.contains_key(&req.collection_name) {
-            return Err(Status::not_found("Collection not found"));
-        }
+            if !collections.contains_key(&req.collection_name) || !schema.contains_key(&req.collection_name) {
+                return Err(Status::not_found("Collection not found"));
+            }
 
-        if !validate_schema(schema.get(&req.collection_name).unwrap(), &req.row) {
-            return Err(Status::invalid_argument("Invalid row schema"));
-        }
+            if !validate_schema(schema.get(&req.collection_name).unwrap(), &req.row) {
+                return Err(Status::invalid_argument("Invalid row schema"));
+            }
 
-        if let Some(vec) = collections.get_mut(&req.collection_name) {
-            vec.push(req.row);
-        };
-        let reply: () = ();
+            if let Some(vec) = collections.get_mut(&req.collection_name) {
+                vec.push(req.row);
+            };
+            let reply: () = ();
 
-        Ok(Response::new(reply))
-    }
+            Ok(Response::new(reply))
+        }
 
-    async fn delete_row(
-        &self,
-        request: Request<DeleteRowRequest>,
-    ) -> Result<Response<()>, Status> {
-        println!("Got a request: {:?}", request);
-        let req = request.into_inner(); 
+        async fn delete_row(
+            &self,
+            request: Request<DeleteRowRequest>,
+        ) -> Result<Response<()>, Status> {
+            println!("Got a request: {:?}", request);
+            let req = request.into_inner(); 
 
-        let mut collections = COLLECTIONS.lock().await;
+            let mut collections = COLLECTIONS.lock().await;
 
-        if !collections.contains_key(&req.collection_name) {
-            return Err(Status::not_found("Collection not found"));
-        }
-        if let Some(vec) = collections.get_mut(&req.collection_name) {
-            if let Some(pos) = vec.iter().position(|x| *x == req.row) {
-                vec.remove(pos);
+            if !collections.contains_key(&req.collection_name) {
+                return Err(Status::not_found("Collection not found"));
             }
-            else {
-                return Err(Status::not_found("row not found"));
+            if let Some(vec) = collections.get_mut(&req.collection_name) {
+                if let Some(pos) = vec.iter().position(|x| *x == req.row) {
+                    vec.remove(pos);
+                }
+                else {
+                    return Err(Status::not_found("row not found"));
+                }
             }
-        }
 
-        let reply: () = ();
+            let reply: () = ();
 
-        Ok(Response::new(reply))
-    }
+            Ok(Response::new(reply))
+        }
 
-    async fn add_collection(
-        &self,
-        request: Request<AddCollectionRequest>,
-    ) -> Result<Response<()>, Status> {
-        println!("Got a request: {:?}", request);
+        async fn add_collection(
+            &self,
+            request: Request<AddCollectionRequest>,
+        ) -> Result<Response<()>, Status> {
+            println!("Got a request: {:?}", request);
 
-        let reply: () = ();
-        let req = request.into_inner();
-        
-        let mut collections = COLLECTIONS.lock().await;
-        let mut schemas = SCHEMAS.lock().await;
-        if collections.contains_key(&req.collection_name) || schemas.contains_key(&req.collection_name) {
-            return Err(Status::already_exists("Collection already exists"));
+            let reply: () = ();
+            let req = request.into_inner();
+            
+            let mut collections = COLLECTIONS.lock().await;
+            let mut schemas = SCHEMAS.lock().await;
+            if collections.contains_key(&req.collection_name) || schemas.contains_key(&req.collection_name) {
+                return Err(Status::already_exists("Collection already exists"));
+            }
+            
+            collections.insert(req.collection_name.clone(), vec![]);
+            schemas.insert(req.collection_name, req.schema.iter().map(|i| dataflow::DataType::try_from(*i).unwrap()).collect());
+
+            Ok(Response::new(reply))
         }
-        
-        collections.insert(req.collection_name.clone(), vec![]);
-        schemas.insert(req.collection_name, req.schema.iter().map(|i| dataflow::DataType::try_from(*i).unwrap()).collect());
 
-        Ok(Response::new(reply))
-    }
+        async fn delete_collection(
+            &self,
+            request: Request<DeleteCollectionRequest>,
+        ) -> Result<Response<()>, Status> {
+            println!("Got a request: {:?}", request);
+            let req = request.into_inner();
+            
+            let mut collections = COLLECTIONS.lock().await;
+            let mut schemas = SCHEMAS.lock().await;
+            if !collections.contains_key(&req.collection_name) || !schemas.contains_key(&req.collection_name) {
+                return Err(Status::not_found("Collection not found"));
+            }
+            collections.remove(req.collection_name.as_str());
+            schemas.remove(req.collection_name.as_str());
 
-    async fn delete_collection(
-        &self,
-        request: Request<DeleteCollectionRequest>,
-    ) -> Result<Response<()>, Status> {
-        println!("Got a request: {:?}", request);
-        let req = request.into_inner();
-        
-        let mut collections = COLLECTIONS.lock().await;
-        let mut schemas = SCHEMAS.lock().await;
-        if !collections.contains_key(&req.collection_name) || !schemas.contains_key(&req.collection_name) {
-            return Err(Status::not_found("Collection not found"));
+            let reply: () = ();
+
+            Ok(Response::new(reply))
         }
-        collections.remove(req.collection_name.as_str());
-        schemas.remove(req.collection_name.as_str());
 
-        let reply: () = ();
+        async fn run_dataflow(
+            &self,
+            request: Request<RunDataflowRequest>,
+        ) -> Result<Response<Self::RunDataflowStream>, Status> {
+            println!("Got a request: {:?}", request);
+            let req = request.into_inner();
+            
+            if let Ok(vec) = run_dataflow_so(req.so_path, req.fn_name).await {
+                let responses: Vec<Result<RunDataflowResponse, Status>> = vec.iter().cloned().map(|row| {
+                    Ok(RunDataflowResponse { row: row })
+                }).collect();
+            
+
+                let stream = iter(responses);
 
-        Ok(Response::new(reply))
+                let response_stream = tonic::Response::new(stream);
+                Ok(response_stream)
+            }
+            else {
+                return Err(Status::internal("Failed to run dataflow"));
+            }
+        }
     }
 
-    async fn run_dataflow(
-        &self,
-        request: Request<RunDataflowRequest>,
-    ) -> Result<Response<Self::RunDataflowStream>, Status> {
-        println!("Got a request: {:?}", request);
-        let req = request.into_inner();
-        
-        if let Ok(vec) = run_dataflow_so(req.so_path, req.fn_name).await {
-            let responses: Vec<Result<RunDataflowResponse, Status>> = vec.iter().cloned().map(|row| {
-                Ok(RunDataflowResponse { row: row })
-            }).collect();
-        
+    async fn run_dataflow_so(so_path: String, fn_name: String) -> Result<Vec<Vec<String>>, Status> {
+        unsafe {
+            let lib = Library::new(&so_path).map_err(|e| {
+                eprintln!("Failed to load library from path {}: {:?}", so_path, e);
+                Status::not_found("Failed to load shared library")
+            })?;
+            let function: Symbol<unsafe extern "C" fn(&HashMap<String, Vec<Vec<String>>>) -> Vec<Vec<String>>> = match lib.get(fn_name.as_bytes()) {
+                Ok(func) => func,
+                Err(e) => {
+                    eprintln!("Failed to get function {}: {:?}", fn_name, e);
+                    std::mem::drop(lib); // Drop the library before returning
+                    return Err(Status::not_found("Failed to get function from library"));
+                }
+            };
 
-            let stream = iter(responses);
+            // Acquire the lock on collections
+            let collections_guard = COLLECTIONS.lock().await;
 
-            let response_stream = tonic::Response::new(stream);
-            Ok(response_stream)
-        }
-        else {
-            return Err(Status::internal("Failed to run dataflow"));
+            let output: Vec<Vec<String>> = function(&*collections_guard);
+            // Drop the library immediately after using it
+            std::mem::drop(lib);
+            return Ok(output)
         }
     }
-}
-
-#[tokio::main]
-async fn main() -> Result<(), Box<dyn std::error::Error>> {
-    let bind_ip = env::var("BIND_IP").unwrap_or_else(|_| "127.0.0.1".to_string());
-    let addr = (bind_ip + ":50051").parse()?;
-    let dataflow = MyDataflowService::default();
-
-    Server::builder()
-        .add_service(DataflowServiceServer::new(dataflow))
-        .serve(addr)
-        .await?;
-
-    Ok(())
-}
-
-async fn run_dataflow_so(so_path: String, fn_name: String) -> Result<Vec<Vec<String>>, Status> {
-    unsafe {
-        let lib = Library::new(&so_path).map_err(|e| {
-            eprintln!("Failed to load library from path {}: {:?}", so_path, e);
-            Status::not_found("Failed to load shared library")
-        })?;
-        let function: Symbol<unsafe extern "C" fn(&HashMap<String, Vec<Vec<String>>>) -> Vec<Vec<String>>> = match lib.get(fn_name.as_bytes()) {
-            Ok(func) => func,
-            Err(e) => {
-                eprintln!("Failed to get function {}: {:?}", fn_name, e);
-                std::mem::drop(lib); // Drop the library before returning
-                return Err(Status::not_found("Failed to get function from library"));
-            }
-        };
 
-        // Acquire the lock on collections
-        let collections_guard = COLLECTIONS.lock().await;
+    #[pyfunction]
+    fn start_server() -> PyResult<()> {
+        thread::spawn(|| {
+            let rt = tokio::runtime::Runtime::new().unwrap();
+            rt.block_on(async {
+                let bind_ip = env::var("BIND_IP").unwrap_or_else(|_| "127.0.0.1".to_string());
+                let addr = format!("{}:50051", bind_ip).parse().unwrap();
+                let dataflow = MyDataflowService::default(); // Make sure this is implemented properly
+    
+                // Start the gRPC server
+                if let Err(e) = Server::builder()
+                    .add_service(DataflowServiceServer::new(dataflow))
+                    .serve(addr)
+                    .await
+                {
+                    eprintln!("Server error: {}", e);
+                }
+            });
+        });
 
-        let output: Vec<Vec<String>> = function(&*collections_guard);
-        // Drop the library immediately after using it
-        std::mem::drop(lib);
-        return Ok(output)
+        Ok(())
     }
-}
+}
\ No newline at end of file
diff --git a/tests/test_engine.py b/tests/test_engine.py
index f7345e0..cd98d5c 100644
--- a/tests/test_engine.py
+++ b/tests/test_engine.py
@@ -20,55 +20,6 @@ def engine():
         return instance
 
 
-def test_engine_open(engine):
-    with patch.object(engine, "__enter__") as mock_enter:
-        engine._is_open = True
-        engine.open()
-        mock_enter.assert_not_called()
-
-        engine._is_open = False
-        engine.open()
-        engine.__enter__.assert_called_once()
-
-
-def test_engine_close(engine):
-    with patch.object(engine, "__exit__") as mock_exit:
-        engine._is_open = False
-        engine.open()
-        mock_exit.assert_not_called()
-
-        engine._is_open = True
-        engine.close()
-        mock_exit.assert_called_once()
-
-
-def test_engine___enter__(engine):
-    with patch.object(engine._rust_dataflow, "__enter__") as mock_enter:
-        engine._is_open = True
-        engine.__enter__()
-        mock_enter.assert_not_called()
-        assert engine._is_open is True
-
-        engine._is_open = False
-        engine.__enter__()
-        mock_enter.assert_called_once()
-        assert engine._is_open is True
-
-
-def test_engine___exit__(engine):
-    with patch.object(engine._rust_dataflow, "__exit__") as mock_exit:
-        engine._is_open = False
-        engine.__exit__(None, None, None)
-        mock_exit.assert_not_called()
-
-        assert engine._is_open is False
-
-        engine._is_open = True
-        engine.__exit__(None, None, None)
-        mock_exit.assert_called_once()
-        assert engine._is_open is False
-
-
 def test_engine_save_to_csv(engine):
     with patch("grpc.insecure_channel"), patch(
         "spannerflow.dataflow.v1.dataflow_pb2_grpc.DataflowServiceStub"
diff --git a/tests/test_rust_dataflow.py b/tests/test_rust_dataflow.py
index e665dd0..63468be 100644
--- a/tests/test_rust_dataflow.py
+++ b/tests/test_rust_dataflow.py
@@ -116,36 +116,6 @@ def test_dataflow_get_from_input_code(rust_dataflow):
     )
 
 
-def test_dataflow___enter__(rust_dataflow):
-    with patch.object(
-        rust_dataflow, "_build_rust_server"
-    ) as mock_build_rust_server, patch.object(
-        rust_dataflow, "_run_rust_server_in_background"
-    ) as mock_run_rust_server_in_background:
-        rust_dataflow._is_server_running = True
-        obj = rust_dataflow.__enter__()
-        mock_build_rust_server.assert_not_called()
-        mock_run_rust_server_in_background.assert_not_called()
-        assert obj == rust_dataflow
-
-        rust_dataflow._is_server_running = False
-        obj = rust_dataflow.__enter__()
-        mock_build_rust_server.assert_called_once()
-        mock_run_rust_server_in_background.assert_called_once()
-        assert obj == rust_dataflow
-
-
-def test_dataflow___exit__(rust_dataflow):
-    with patch.object(rust_dataflow, "_stop_rust_server") as mock_stop_rust_server:
-        rust_dataflow._is_server_running = False
-        rust_dataflow.__exit__(None, None, None)
-        mock_stop_rust_server.assert_not_called()
-
-        rust_dataflow._is_server_running = True
-        rust_dataflow.__exit__(None, None, None)
-        mock_stop_rust_server.assert_called_once()
-
-
 def test_validate_node(rust_dataflow):
     graph = nx.DiGraph()
     graph.add_node(

From 88c5571b403c93c4bf813404b51b6190b0dc8f66 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Wed, 23 Oct 2024 23:08:29 +0300
Subject: [PATCH 094/277] feat: nbdev

---
 spannerflow/Cargo.toml | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/spannerflow/Cargo.toml b/spannerflow/Cargo.toml
index d78d54d..a777362 100644
--- a/spannerflow/Cargo.toml
+++ b/spannerflow/Cargo.toml
@@ -3,6 +3,11 @@ name = "spannerflow_rust"
 version = "0.1.0"
 edition = "2021"
 
+[lib]
+crate-type = ["cdylib"]
+name = "rust_server"
+path = "src/main.rs"
+
 [dependencies]
 libloading = "0.8.5"
 tonic = "0.12.3"
@@ -14,11 +19,6 @@ lazy_static = "1.5.0"
 csv = "1.3.0"
 pyo3 = { version = "0.22.5", features = ["extension-module"] }
 
-[lib]
-crate-type = ["cdylib"]
-name = "rust_server"
-path = "src/main.rs"
-
 [build-dependencies]
 tonic-build = "0.12.3"
 

From 5923effb27d0a663bdcb516aee13bae464726be7 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Wed, 23 Oct 2024 23:13:14 +0300
Subject: [PATCH 095/277] feat: nbdev

---
 .github/workflows/coverage.yml | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
index 7a4a3f0..6e01f3e 100644
--- a/.github/workflows/coverage.yml
+++ b/.github/workflows/coverage.yml
@@ -1,9 +1,7 @@
 name: pytest-coverage-comment
-on:
-  pull_request:
-    branches:
-      - '*'
 
+on: [pull_request]
+    
 permissions:
   contents: write
   checks: write

From ace00760c1358132ff41ec9de1a2c0f88d13fa2b Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Wed, 23 Oct 2024 23:17:09 +0300
Subject: [PATCH 096/277] feat: nbdev

---
 .github/workflows/coverage.yml      | 3 +++
 spannerflow/Cargo.toml              | 1 -
 spannerflow/src/{main.rs => lib.rs} | 0
 3 files changed, 3 insertions(+), 1 deletion(-)
 rename spannerflow/src/{main.rs => lib.rs} (100%)

diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
index 6e01f3e..f1f0f90 100644
--- a/.github/workflows/coverage.yml
+++ b/.github/workflows/coverage.yml
@@ -20,6 +20,9 @@ jobs:
         uses: actions/setup-python@v2
         with:
           python-version: 3.12
+      
+      - name: Set up Rust toolchain
+        uses: actions-rust-lang/setup-rust-toolchain@v1
 
       - name: Install dependencies
         run: |
diff --git a/spannerflow/Cargo.toml b/spannerflow/Cargo.toml
index a777362..9fee395 100644
--- a/spannerflow/Cargo.toml
+++ b/spannerflow/Cargo.toml
@@ -6,7 +6,6 @@ edition = "2021"
 [lib]
 crate-type = ["cdylib"]
 name = "rust_server"
-path = "src/main.rs"
 
 [dependencies]
 libloading = "0.8.5"
diff --git a/spannerflow/src/main.rs b/spannerflow/src/lib.rs
similarity index 100%
rename from spannerflow/src/main.rs
rename to spannerflow/src/lib.rs

From d4fadfd99faabd125719d4b46bf11de65f7e9a69 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Wed, 23 Oct 2024 23:21:03 +0300
Subject: [PATCH 097/277] WIP

---
 .github/workflows/coverage.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
index f1f0f90..327eb97 100644
--- a/.github/workflows/coverage.yml
+++ b/.github/workflows/coverage.yml
@@ -27,7 +27,7 @@ jobs:
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
-          pip install -e .[dev]
+          pip install -e '.[dev]'
 
       - name: Build coverage file
         run: |

From e65776fe5c185c513cbad4f059e6b1c75b4fd8d9 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Wed, 23 Oct 2024 23:31:36 +0300
Subject: [PATCH 098/277] WIP

---
 setup.py               | 1 +
 spannerflow/Cargo.toml | 1 +
 2 files changed, 2 insertions(+)

diff --git a/setup.py b/setup.py
index e547ebb..a693cf4 100644
--- a/setup.py
+++ b/setup.py
@@ -92,6 +92,7 @@
         RustExtension(
             "spannerflow.rust_server",
             "spannerflow/Cargo.toml",
+            features=[],
         )
     ],
     entry_points={
diff --git a/spannerflow/Cargo.toml b/spannerflow/Cargo.toml
index 9fee395..060c597 100644
--- a/spannerflow/Cargo.toml
+++ b/spannerflow/Cargo.toml
@@ -6,6 +6,7 @@ edition = "2021"
 [lib]
 crate-type = ["cdylib"]
 name = "rust_server"
+path = "src/lib.rs"
 
 [dependencies]
 libloading = "0.8.5"

From 5dbdce0aabc0cf026dba65ce78023f1bc941a090 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Wed, 23 Oct 2024 23:54:45 +0300
Subject: [PATCH 099/277] WIP

---
 .gitignore                   |  1 +
 README.md                    | 14 ++++++++++++--
 nbs/00_config.ipynb          | 17 ++++++++++++++---
 nbs/20_installations.ipynb   |  6 +-----
 nbs/index.ipynb              | 17 ++++-------------
 nbs/sidebar.yml              | 10 ++++++++++
 spannerflow/config.py        |  5 ++++-
 spannerflow/engine.py        |  2 +-
 spannerflow/graph_utils.py   |  2 +-
 spannerflow/grpc_server.py   |  2 +-
 spannerflow/installations.py |  2 +-
 spannerflow/rust_dataflow.py |  2 +-
 12 files changed, 51 insertions(+), 29 deletions(-)
 create mode 100644 nbs/sidebar.yml

diff --git a/.gitignore b/.gitignore
index 539e0dc..5129157 100644
--- a/.gitignore
+++ b/.gitignore
@@ -189,3 +189,4 @@ rust/
 pytest.xml
 pytest-coverage.txt
 _proc/
+_docs/
\ No newline at end of file
diff --git a/README.md b/README.md
index e0e8544..65b16ed 100644
--- a/README.md
+++ b/README.md
@@ -6,8 +6,18 @@
 This file will become your README and also the index of your
 documentation.
 
+<!-- Pytest Coverage Comment:Begin -->
+<!-- Pytest Coverage Comment:End -->
+
 ## Developer Guide
 
+``` bash
+python -m venv venv
+source venv/bin/activate
+
+pip install -U pip nbdev 
+```
+
 If you are new to using `nbdev` here are some useful pointers to get you
 started.
 
@@ -15,7 +25,7 @@ started.
 
 ``` sh
 # make sure spannerflow package is installed in development mode
-$ pip install -e .
+$ pip install -e .[dev]
 
 # make changes under nbs/ directory
 # ...
@@ -61,7 +71,7 @@ find package manager specific guidelines on
 Fill me in please! Don’t forget code examples:
 
 ``` python
-1+1
+1 + 1
 ```
 
     2
diff --git a/nbs/00_config.ipynb b/nbs/00_config.ipynb
index 83a98ce..0c260d9 100644
--- a/nbs/00_config.ipynb
+++ b/nbs/00_config.ipynb
@@ -11,7 +11,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -20,7 +20,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -28,6 +28,9 @@
     "from dataclasses import dataclass, field\n",
     "from pathlib import Path\n",
     "\n",
+    "if \"__file__\" not in globals():\n",
+    "    __file__ = str(Path.cwd())\n",
+    "\n",
     "\n",
     "@dataclass\n",
     "class Config:\n",
@@ -70,7 +73,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -88,7 +91,15 @@
    "name": "python3"
   },
   "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
    "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
    "version": "3.12.3"
   }
  },
diff --git a/nbs/20_installations.ipynb b/nbs/20_installations.ipynb
index 708ad35..5311c43 100644
--- a/nbs/20_installations.ipynb
+++ b/nbs/20_installations.ipynb
@@ -174,13 +174,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "venv",
+   "display_name": "python3",
    "language": "python",
    "name": "python3"
-  },
-  "language_info": {
-   "name": "python",
-   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/nbs/index.ipynb b/nbs/index.ipynb
index ce45b9b..8a63831 100644
--- a/nbs/index.ipynb
+++ b/nbs/index.ipynb
@@ -31,6 +31,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
+    "<!-- Pytest Coverage Comment:Begin -->\n",
+    "<!-- Pytest Coverage Comment:End -->\n",
+    "\n",
     "## Developer Guide\n",
     "\n",
     "```bash\n",
@@ -178,21 +181,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "python3",
    "language": "python",
    "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.11.8"
   }
  },
  "nbformat": 4,
diff --git a/nbs/sidebar.yml b/nbs/sidebar.yml
new file mode 100644
index 0000000..90212c6
--- /dev/null
+++ b/nbs/sidebar.yml
@@ -0,0 +1,10 @@
+website:
+  sidebar:
+    contents:
+      - index.ipynb
+      - 00_config.ipynb
+      - 20_installations.ipynb
+      - 30_graph_utils.ipynb
+      - 40_grpc_server.ipynb
+      - 50_rust_dataflow.ipynb
+      - 60_engine.ipynb
diff --git a/spannerflow/config.py b/spannerflow/config.py
index 769bde9..b3cbc6d 100644
--- a/spannerflow/config.py
+++ b/spannerflow/config.py
@@ -5,10 +5,13 @@
 # %% auto 0
 __all__ = ["Config"]
 
-# %% ../nbs/00_config.ipynb 3
+# %% ../nbs/00_config.ipynb 2
 from dataclasses import dataclass, field
 from pathlib import Path
 
+if "__file__" not in globals():
+    __file__ = str(Path.cwd())
+
 
 @dataclass
 class Config:
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 235141d..c37272f 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -5,7 +5,7 @@
 # %% auto 0
 __all__ = ["Engine"]
 
-# %% ../nbs/60_engine.ipynb 3
+# %% ../nbs/60_engine.ipynb 2
 import asyncio
 import math
 import threading
diff --git a/spannerflow/graph_utils.py b/spannerflow/graph_utils.py
index e726cb7..d8e9ae8 100644
--- a/spannerflow/graph_utils.py
+++ b/spannerflow/graph_utils.py
@@ -19,7 +19,7 @@
     "create_iter_graph",
 ]
 
-# %% ../nbs/30_graph_utils.ipynb 3
+# %% ../nbs/30_graph_utils.ipynb 2
 import networkx as nx
 
 
diff --git a/spannerflow/grpc_server.py b/spannerflow/grpc_server.py
index 41295d6..a835f08 100644
--- a/spannerflow/grpc_server.py
+++ b/spannerflow/grpc_server.py
@@ -5,7 +5,7 @@
 # %% auto 0
 __all__ = ["config", "IEFunctionService", "run_server"]
 
-# %% ../nbs/40_grpc_server.ipynb 3
+# %% ../nbs/40_grpc_server.ipynb 2
 from typing import Any, AsyncGenerator, Callable
 
 import grpc
diff --git a/spannerflow/installations.py b/spannerflow/installations.py
index 2272238..efc8aad 100644
--- a/spannerflow/installations.py
+++ b/spannerflow/installations.py
@@ -11,7 +11,7 @@
     "install_rust",
 ]
 
-# %% ../nbs/20_installations.ipynb 3
+# %% ../nbs/20_installations.ipynb 2
 import glob
 import os
 import platform
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index ad52be4..8e43613 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -5,7 +5,7 @@
 # %% auto 0
 __all__ = ["RustDataflow"]
 
-# %% ../nbs/50_rust_dataflow.ipynb 3
+# %% ../nbs/50_rust_dataflow.ipynb 2
 import os
 from datetime import datetime
 from pathlib import Path

From 6c5d54f1f3b1fdecb504687bf2a91adbd5884aee Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 24 Oct 2024 00:00:41 +0300
Subject: [PATCH 100/277] WIP

---
 .github/workflows/coverage.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
index 327eb97..242cc46 100644
--- a/.github/workflows/coverage.yml
+++ b/.github/workflows/coverage.yml
@@ -27,7 +27,7 @@ jobs:
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
-          pip install -e '.[dev]'
+          pip install '.[dev]'
 
       - name: Build coverage file
         run: |

From 216331d159140e650cbc7df97c5384e2986d7e88 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 24 Oct 2024 00:05:20 +0300
Subject: [PATCH 101/277] WIP

---
 .github/workflows/coverage.yml | 2 +-
 setup.py                       | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
index 242cc46..9dcdd04 100644
--- a/.github/workflows/coverage.yml
+++ b/.github/workflows/coverage.yml
@@ -26,7 +26,7 @@ jobs:
 
       - name: Install dependencies
         run: |
-          python -m pip install --upgrade pip
+          python -m pip install --upgrade pip setuptools setuptools-rust
           pip install '.[dev]'
 
       - name: Build coverage file
diff --git a/setup.py b/setup.py
index a693cf4..d4977d7 100644
--- a/setup.py
+++ b/setup.py
@@ -92,7 +92,7 @@
         RustExtension(
             "spannerflow.rust_server",
             "spannerflow/Cargo.toml",
-            features=[],
+            features=["pyo3/extension-module"],
         )
     ],
     entry_points={

From 5e002a0afc0f2d74e0b2981ec39650c11d3e3fe1 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 24 Oct 2024 00:23:38 +0300
Subject: [PATCH 102/277] WIP

---
 setup.py                |   5 +-
 spannerflow/Cargo.toml  |   5 +-
 spannerflow/src/lib.rs  | 443 ----------------------------------------
 spannerflow/src/main.rs | 425 ++++++++++++++++++++++++++++++++++++++
 4 files changed, 430 insertions(+), 448 deletions(-)
 delete mode 100644 spannerflow/src/lib.rs
 create mode 100644 spannerflow/src/main.rs

diff --git a/setup.py b/setup.py
index d4977d7..c24fe1b 100644
--- a/setup.py
+++ b/setup.py
@@ -4,7 +4,7 @@
 
 import setuptools
 from pkg_resources import parse_version
-from setuptools_rust import RustExtension
+from setuptools_rust import Binding, RustExtension
 
 assert parse_version(setuptools.__version__) >= parse_version("36.2")
 
@@ -92,7 +92,8 @@
         RustExtension(
             "spannerflow.rust_server",
             "spannerflow/Cargo.toml",
-            features=["pyo3/extension-module"],
+            features=[],
+            binding=Binding.Exec,
         )
     ],
     entry_points={
diff --git a/spannerflow/Cargo.toml b/spannerflow/Cargo.toml
index 060c597..18e1164 100644
--- a/spannerflow/Cargo.toml
+++ b/spannerflow/Cargo.toml
@@ -3,10 +3,9 @@ name = "spannerflow_rust"
 version = "0.1.0"
 edition = "2021"
 
-[lib]
-crate-type = ["cdylib"]
+[[bin]]
 name = "rust_server"
-path = "src/lib.rs"
+path = "src/main.rs"
 
 [dependencies]
 libloading = "0.8.5"
diff --git a/spannerflow/src/lib.rs b/spannerflow/src/lib.rs
deleted file mode 100644
index ebcbe6e..0000000
--- a/spannerflow/src/lib.rs
+++ /dev/null
@@ -1,443 +0,0 @@
-use pyo3::prelude::*;
-#[pymodule]
-mod rust_server {
-    use std::env;
-    
-    use tonic::transport::Server;
-    use std::thread;
-    use dataflow::dataflow_service_server::DataflowServiceServer;
-    use std::collections::HashMap;
-    use csv;
-
-
-    use libloading::{Library, Symbol};
-
-    use tonic::{Request, Response, Status};
-    use tokio::sync::Mutex;
-    use tokio_stream::iter;
-    use tokio_stream::StreamExt;
-
-    use dataflow::dataflow_service_server::DataflowService;
-    use dataflow::{*};
-
-    use pyo3::prelude::*;
-    pub mod dataflow {
-        tonic::include_proto!("dataflow.v1");
-    }
-
-    lazy_static::lazy_static! {
-        static ref COLLECTIONS: Mutex<HashMap<String, Vec<Vec<String>>>> = Mutex::new(HashMap::new());
-        static ref SCHEMAS: Mutex<HashMap<String, Vec<dataflow::DataType>>> = Mutex::new(HashMap::new());
-    }
-
-    #[derive(Debug, Default)]
-    pub struct MyDataflowService {}
-
-    fn validate_schema(schema: &Vec<dataflow::DataType>, row: &Vec<String>) -> bool {
-        if schema.len() != row.len() {
-            return false;
-        }
-        for (data_type, value) in schema.iter().zip(row.iter()) {
-            match data_type {
-                dataflow::DataType::Bool => {
-                    if value.parse::<bool>().is_err() {
-                        return false;
-                    }
-                }
-                dataflow::DataType::Float => {
-                    if value.parse::<f64>().is_err() {
-                        return false;
-                    }
-                }
-                dataflow::DataType::Int => {
-                    if value.parse::<i64>().is_err() {
-                        return false;
-                    }
-                }
-                dataflow::DataType::String => {
-                    if value.parse::<String>().is_err() {
-                        return false;
-                    }
-                }
-                dataflow::DataType::Unspecified => {
-                    return false;
-                }
-            }
-        }
-        true
-    }
-
-
-    #[tonic::async_trait]
-    impl DataflowService for MyDataflowService {
-        
-        type GetCollectionStream = tokio_stream::Iter<std::vec::IntoIter<Result<GetCollectionResponse, tonic::Status>>>;
-        type RunDataflowStream = tokio_stream::Iter<std::vec::IntoIter<Result<RunDataflowResponse, tonic::Status>>>;
-
-
-        async fn add_rows(
-            &self,
-            request: Request<tonic::Streaming<AddRowsRequest>>,
-        ) -> Result<Response<()>, Status> {
-            println!("Got a streaming request: {:?}", request);
-            
-            let mut stream = request.into_inner();  // Extract the stream
-            let mut collection_name: Option<String> = None;
-            let mut collections = COLLECTIONS.lock().await;
-            
-            let schemas = SCHEMAS.lock().await;
-        
-            // Process the stream
-            while let Some(req) = stream.next().await {
-                match req {
-                    Ok(message) => {
-                        println!("Received message: {:?}", message); // Debug log
-                        if let Some(collection) = message.message_type {
-                            match collection {
-                                // Handle the collection name variant
-                                dataflow::add_rows_request::MessageType::CollectionName(name) => {
-                                    println!("Received collection name: {}", name); // Debug log
-                                    collection_name = Some(name);
-                                }
-                                // Handle the row variant
-                                dataflow::add_rows_request::MessageType::Row(row) => {
-                                    println!("Received row: {:?}", row); // Debug log
-                                    if let Some(ref name) = collection_name {
-                                        if let Some(coll) = collections.get_mut(name) {
-                                            if validate_schema(schemas.get(name).unwrap(), &row.row) {
-                                                coll.push(row.row.clone());
-                                            } else {
-                                                eprintln!("Invalid row schema for collection: {}", name);
-                                                return Err(Status::invalid_argument("Invalid row schema"));
-                                            }
-                                        } else {
-                                            eprintln!("Collection not found: {}", name);
-                                            return Err(Status::not_found("Collection not found"));
-                                        }
-                                    } else {
-                                        eprintln!("Collection name not found");
-                                        return Err(Status::invalid_argument("Collection name not found"));
-                                    }
-                                }
-                            }
-                        }
-                    }
-                    Err(e) => {
-                        eprintln!("Error receiving stream: {:?}", e);
-                        return Err(Status::internal("Failed to receive stream"));
-                    }
-                }
-            }
-            Ok(Response::new(()))
-        }
-        
-
-
-        async fn save_to_csv(
-            &self,
-            request: Request<SaveToCsvRequest>,
-        ) -> Result<Response<()>, Status> {
-            println!("Got a request: {:?}", request);
-            let req = request.into_inner();
-            let collections = COLLECTIONS.lock().await;
-            if let Some(vec) = collections.get(&req.collection_name) {
-                let mut wtr = csv::Writer::from_path(req.file_path).map_err(|e| {
-                    eprintln!("Failed to create CSV writer: {:?}", e);
-                    Status::internal("Failed to create CSV writer")
-                })?;
-
-                if let Some(schema) = SCHEMAS.lock().await.get(&req.collection_name) {
-                    let mut csv_row = Vec::new();
-                    for data_type in schema {
-                        csv_row.push(data_type.as_str_name());
-                    }
-                    wtr.write_record(csv_row).map_err(|e| {
-                        eprintln!("Failed to write schema to CSV: {:?}", e);
-                        Status::internal("Failed to write schema to CSV")
-                    })?;
-                }
-                for row in vec {
-                    wtr.write_record(row).map_err(|e| {
-                        eprintln!("Failed to write record to CSV: {:?}", e);
-                        Status::internal("Failed to write record to CSV")
-                    })?;
-                }
-                wtr.flush().map_err(|e| {
-                    eprintln!("Failed to flush CSV writer: {:?}", e);
-                    Status::internal("Failed to flush CSV writer")
-                })?;
-            } else {
-                return Err(Status::not_found("Collection not found"));
-            }
-
-            let reply: () = ();
-            Ok(Response::new(reply))
-        }
-
-        async fn load_from_csv(
-            &self,
-            request: Request<LoadFromCsvRequest>,
-        ) -> Result<Response<()>, Status> {
-            println!("Got a request: {:?}", request);
-            let req = request.into_inner();
-            let mut collections = COLLECTIONS.lock().await;
-            let mut schemas = SCHEMAS.lock().await;
-            if collections.contains_key(&req.collection_name) || schemas.contains_key(&req.collection_name) {
-                return Err(Status::already_exists("Collection already exists"));
-            }
-            let mut rdr = csv::Reader::from_path(req.file_path).map_err(|e| {
-                eprintln!("Failed to create CSV reader: {:?}", e);
-                Status::internal("Failed to create CSV reader")
-            })?;
-            let mut schema = Vec::new();
-            match rdr.headers() {
-                Ok(header) => {
-                    for field in header.iter() {
-                        // Assuming dataflow::DataType::from_str_name returns an Option or Result
-                        // Handle the unwrap safely if needed
-                        if let Some(data_type) = dataflow::DataType::from_str_name(field) {
-                            schema.push(data_type);
-                        } else {
-                            // Handle the case where from_str_name returns None
-                            eprintln!("Unknown data type in header: {}", field);
-                        }
-                    }
-                }
-                Err(e) => {
-                    eprintln!("Failed to read CSV headers: {}", e);
-                    return Err(Status::internal("Failed to read CSV headers"));
-                }
-            }
-            schemas.insert(req.collection_name.clone(), schema);
-            let mut vec = Vec::new();
-
-            for result in rdr.records() {
-                let record = result.map_err(|e| {
-                    eprintln!("Failed to read record from CSV: {:?}", e);
-                    Status::internal("Failed to read record from CSV")
-                })?;
-                let row: Vec<String> = record.iter().map(|s| s.to_string()).collect();
-                vec.push(row);
-            }
-            collections.insert(req.collection_name, vec);
-
-            let reply: () = ();
-            Ok(Response::new(reply))
-        }   
-
-        async fn get_collection(
-            &self,
-            request: Request<GetCollectionRequest>,
-        ) -> Result<Response<Self::GetCollectionStream>, Status> {
-            println!("Got a request: {:?}", request);
-            let req = request.into_inner();
-
-            let collections = COLLECTIONS.lock().await;
-            if let Some(vec) = collections.get(&req.collection_name) {
-                let responses: Vec<Result<GetCollectionResponse, Status>> = vec.iter().cloned().map(|row| {
-                    Ok(GetCollectionResponse { row: row })
-                }).collect();
-
-                let stream = iter(responses);
-
-                let response_stream = tonic::Response::new(stream);
-                Ok(response_stream)
-            } else {
-                Err(Status::not_found("Collection not found"))
-            }
-        }
-
-        async fn get_collections(
-            &self,
-            request: Request<()>,
-        ) -> Result<Response<GetCollectionsResponse>, Status> {
-            println!("Got a request: {:?}", request);
-        
-            let collections = COLLECTIONS.lock().await;
-            let mut response_collections: Vec<dataflow::Collection> = Vec::new();
-            let schemas = SCHEMAS.lock().await;
-            for (name, _schema) in collections.iter() {
-                let schema_types: Vec<i32> = schemas.get(name)
-                .map(|data_types| data_types.iter().map(|data_type| *data_type as i32).collect())
-                .unwrap_or_default();
-                
-                let collection = dataflow::Collection {
-                    name: name.clone(),
-                    schema: schema_types,
-                };
-                
-                response_collections.push(collection);
-            }
-        
-            let reply = GetCollectionsResponse {
-                collections: response_collections,
-            };
-        
-            Ok(Response::new(reply))
-        }
-
-        async fn add_row(
-            &self,
-            request: Request<AddRowRequest>,
-        ) -> Result<Response<()>, Status> {
-            println!("Got a request: {:?}", request);
-            let req = request.into_inner();
-            let mut collections = COLLECTIONS.lock().await;
-            
-            let schema = SCHEMAS.lock().await;
-
-            if !collections.contains_key(&req.collection_name) || !schema.contains_key(&req.collection_name) {
-                return Err(Status::not_found("Collection not found"));
-            }
-
-            if !validate_schema(schema.get(&req.collection_name).unwrap(), &req.row) {
-                return Err(Status::invalid_argument("Invalid row schema"));
-            }
-
-            if let Some(vec) = collections.get_mut(&req.collection_name) {
-                vec.push(req.row);
-            };
-            let reply: () = ();
-
-            Ok(Response::new(reply))
-        }
-
-        async fn delete_row(
-            &self,
-            request: Request<DeleteRowRequest>,
-        ) -> Result<Response<()>, Status> {
-            println!("Got a request: {:?}", request);
-            let req = request.into_inner(); 
-
-            let mut collections = COLLECTIONS.lock().await;
-
-            if !collections.contains_key(&req.collection_name) {
-                return Err(Status::not_found("Collection not found"));
-            }
-            if let Some(vec) = collections.get_mut(&req.collection_name) {
-                if let Some(pos) = vec.iter().position(|x| *x == req.row) {
-                    vec.remove(pos);
-                }
-                else {
-                    return Err(Status::not_found("row not found"));
-                }
-            }
-
-            let reply: () = ();
-
-            Ok(Response::new(reply))
-        }
-
-        async fn add_collection(
-            &self,
-            request: Request<AddCollectionRequest>,
-        ) -> Result<Response<()>, Status> {
-            println!("Got a request: {:?}", request);
-
-            let reply: () = ();
-            let req = request.into_inner();
-            
-            let mut collections = COLLECTIONS.lock().await;
-            let mut schemas = SCHEMAS.lock().await;
-            if collections.contains_key(&req.collection_name) || schemas.contains_key(&req.collection_name) {
-                return Err(Status::already_exists("Collection already exists"));
-            }
-            
-            collections.insert(req.collection_name.clone(), vec![]);
-            schemas.insert(req.collection_name, req.schema.iter().map(|i| dataflow::DataType::try_from(*i).unwrap()).collect());
-
-            Ok(Response::new(reply))
-        }
-
-        async fn delete_collection(
-            &self,
-            request: Request<DeleteCollectionRequest>,
-        ) -> Result<Response<()>, Status> {
-            println!("Got a request: {:?}", request);
-            let req = request.into_inner();
-            
-            let mut collections = COLLECTIONS.lock().await;
-            let mut schemas = SCHEMAS.lock().await;
-            if !collections.contains_key(&req.collection_name) || !schemas.contains_key(&req.collection_name) {
-                return Err(Status::not_found("Collection not found"));
-            }
-            collections.remove(req.collection_name.as_str());
-            schemas.remove(req.collection_name.as_str());
-
-            let reply: () = ();
-
-            Ok(Response::new(reply))
-        }
-
-        async fn run_dataflow(
-            &self,
-            request: Request<RunDataflowRequest>,
-        ) -> Result<Response<Self::RunDataflowStream>, Status> {
-            println!("Got a request: {:?}", request);
-            let req = request.into_inner();
-            
-            if let Ok(vec) = run_dataflow_so(req.so_path, req.fn_name).await {
-                let responses: Vec<Result<RunDataflowResponse, Status>> = vec.iter().cloned().map(|row| {
-                    Ok(RunDataflowResponse { row: row })
-                }).collect();
-            
-
-                let stream = iter(responses);
-
-                let response_stream = tonic::Response::new(stream);
-                Ok(response_stream)
-            }
-            else {
-                return Err(Status::internal("Failed to run dataflow"));
-            }
-        }
-    }
-
-    async fn run_dataflow_so(so_path: String, fn_name: String) -> Result<Vec<Vec<String>>, Status> {
-        unsafe {
-            let lib = Library::new(&so_path).map_err(|e| {
-                eprintln!("Failed to load library from path {}: {:?}", so_path, e);
-                Status::not_found("Failed to load shared library")
-            })?;
-            let function: Symbol<unsafe extern "C" fn(&HashMap<String, Vec<Vec<String>>>) -> Vec<Vec<String>>> = match lib.get(fn_name.as_bytes()) {
-                Ok(func) => func,
-                Err(e) => {
-                    eprintln!("Failed to get function {}: {:?}", fn_name, e);
-                    std::mem::drop(lib); // Drop the library before returning
-                    return Err(Status::not_found("Failed to get function from library"));
-                }
-            };
-
-            // Acquire the lock on collections
-            let collections_guard = COLLECTIONS.lock().await;
-
-            let output: Vec<Vec<String>> = function(&*collections_guard);
-            // Drop the library immediately after using it
-            std::mem::drop(lib);
-            return Ok(output)
-        }
-    }
-
-    #[pyfunction]
-    fn start_server() -> PyResult<()> {
-        thread::spawn(|| {
-            let rt = tokio::runtime::Runtime::new().unwrap();
-            rt.block_on(async {
-                let bind_ip = env::var("BIND_IP").unwrap_or_else(|_| "127.0.0.1".to_string());
-                let addr = format!("{}:50051", bind_ip).parse().unwrap();
-                let dataflow = MyDataflowService::default(); // Make sure this is implemented properly
-    
-                // Start the gRPC server
-                if let Err(e) = Server::builder()
-                    .add_service(DataflowServiceServer::new(dataflow))
-                    .serve(addr)
-                    .await
-                {
-                    eprintln!("Server error: {}", e);
-                }
-            });
-        });
-
-        Ok(())
-    }
-}
\ No newline at end of file
diff --git a/spannerflow/src/main.rs b/spannerflow/src/main.rs
new file mode 100644
index 0000000..2d38282
--- /dev/null
+++ b/spannerflow/src/main.rs
@@ -0,0 +1,425 @@
+use std::collections::HashMap;
+use std::env;
+use csv;
+
+
+use libloading::{Library, Symbol};
+
+use tonic::{transport::Server, Request, Response, Status};
+use tokio::sync::Mutex;
+use tokio_stream::iter;
+use tokio_stream::StreamExt;
+
+use dataflow::dataflow_service_server::{DataflowService, DataflowServiceServer};
+use dataflow::{*};
+
+
+pub mod dataflow {
+    tonic::include_proto!("dataflow.v1");
+}
+
+lazy_static::lazy_static! {
+    static ref COLLECTIONS: Mutex<HashMap<String, Vec<Vec<String>>>> = Mutex::new(HashMap::new());
+    static ref SCHEMAS: Mutex<HashMap<String, Vec<dataflow::DataType>>> = Mutex::new(HashMap::new());
+}
+
+#[derive(Debug, Default)]
+pub struct MyDataflowService {}
+
+fn validate_schema(schema: &Vec<dataflow::DataType>, row: &Vec<String>) -> bool {
+    if schema.len() != row.len() {
+        return false;
+    }
+    for (data_type, value) in schema.iter().zip(row.iter()) {
+        match data_type {
+            dataflow::DataType::Bool => {
+                if value.parse::<bool>().is_err() {
+                    return false;
+                }
+            }
+            dataflow::DataType::Float => {
+                if value.parse::<f64>().is_err() {
+                    return false;
+                }
+            }
+            dataflow::DataType::Int => {
+                if value.parse::<i64>().is_err() {
+                    return false;
+                }
+            }
+            dataflow::DataType::String => {
+                if value.parse::<String>().is_err() {
+                    return false;
+                }
+            }
+            dataflow::DataType::Unspecified => {
+                return false;
+            }
+        }
+    }
+    true
+}
+
+
+#[tonic::async_trait]
+impl DataflowService for MyDataflowService {
+    
+    type GetCollectionStream = tokio_stream::Iter<std::vec::IntoIter<Result<GetCollectionResponse, tonic::Status>>>;
+    type RunDataflowStream = tokio_stream::Iter<std::vec::IntoIter<Result<RunDataflowResponse, tonic::Status>>>;
+    
+    async fn add_rows(
+        &self,
+        request: Request<tonic::Streaming<AddRowsRequest>>,
+    ) -> Result<Response<()>, Status> {
+        println!("Got a streaming request: {:?}", request);
+        
+        let mut stream = request.into_inner();  // Extract the stream
+        let mut collection_name: Option<String> = None;
+        let mut collections = COLLECTIONS.lock().await;
+        
+        let schemas = SCHEMAS.lock().await;
+    
+        // Process the stream
+        while let Some(req) = stream.next().await {
+            match req {
+                Ok(message) => {
+                    println!("Received message: {:?}", message); // Debug log
+                    if let Some(collection) = message.message_type {
+                        match collection {
+                            // Handle the collection name variant
+                            dataflow::add_rows_request::MessageType::CollectionName(name) => {
+                                println!("Received collection name: {}", name); // Debug log
+                                collection_name = Some(name);
+                            }
+                            // Handle the row variant
+                            dataflow::add_rows_request::MessageType::Row(row) => {
+                                println!("Received row: {:?}", row); // Debug log
+                                if let Some(ref name) = collection_name {
+                                    if let Some(coll) = collections.get_mut(name) {
+                                        if validate_schema(schemas.get(name).unwrap(), &row.row) {
+                                            coll.push(row.row.clone());
+                                        } else {
+                                            eprintln!("Invalid row schema for collection: {}", name);
+                                            return Err(Status::invalid_argument("Invalid row schema"));
+                                        }
+                                    } else {
+                                        eprintln!("Collection not found: {}", name);
+                                        return Err(Status::not_found("Collection not found"));
+                                    }
+                                } else {
+                                    eprintln!("Collection name not found");
+                                    return Err(Status::invalid_argument("Collection name not found"));
+                                }
+                            }
+                        }
+                    }
+                }
+                Err(e) => {
+                    eprintln!("Error receiving stream: {:?}", e);
+                    return Err(Status::internal("Failed to receive stream"));
+                }
+            }
+        }
+        Ok(Response::new(()))
+    }
+    
+
+
+    async fn save_to_csv(
+        &self,
+        request: Request<SaveToCsvRequest>,
+    ) -> Result<Response<()>, Status> {
+        println!("Got a request: {:?}", request);
+        let req = request.into_inner();
+        let collections = COLLECTIONS.lock().await;
+        if let Some(vec) = collections.get(&req.collection_name) {
+            let mut wtr = csv::Writer::from_path(req.file_path).map_err(|e| {
+                eprintln!("Failed to create CSV writer: {:?}", e);
+                Status::internal("Failed to create CSV writer")
+            })?;
+
+            if let Some(schema) = SCHEMAS.lock().await.get(&req.collection_name) {
+                let mut csv_row = Vec::new();
+                for data_type in schema {
+                    csv_row.push(data_type.as_str_name());
+                }
+                wtr.write_record(csv_row).map_err(|e| {
+                    eprintln!("Failed to write schema to CSV: {:?}", e);
+                    Status::internal("Failed to write schema to CSV")
+                })?;
+            }
+            for row in vec {
+                wtr.write_record(row).map_err(|e| {
+                    eprintln!("Failed to write record to CSV: {:?}", e);
+                    Status::internal("Failed to write record to CSV")
+                })?;
+            }
+            wtr.flush().map_err(|e| {
+                eprintln!("Failed to flush CSV writer: {:?}", e);
+                Status::internal("Failed to flush CSV writer")
+            })?;
+        } else {
+            return Err(Status::not_found("Collection not found"));
+        }
+
+        let reply: () = ();
+        Ok(Response::new(reply))
+    }
+
+    async fn load_from_csv(
+        &self,
+        request: Request<LoadFromCsvRequest>,
+    ) -> Result<Response<()>, Status> {
+        println!("Got a request: {:?}", request);
+        let req = request.into_inner();
+        let mut collections = COLLECTIONS.lock().await;
+        let mut schemas = SCHEMAS.lock().await;
+        if collections.contains_key(&req.collection_name) || schemas.contains_key(&req.collection_name) {
+            return Err(Status::already_exists("Collection already exists"));
+        }
+        let mut rdr = csv::Reader::from_path(req.file_path).map_err(|e| {
+            eprintln!("Failed to create CSV reader: {:?}", e);
+            Status::internal("Failed to create CSV reader")
+        })?;
+        let mut schema = Vec::new();
+        match rdr.headers() {
+            Ok(header) => {
+                for field in header.iter() {
+                    // Assuming dataflow::DataType::from_str_name returns an Option or Result
+                    // Handle the unwrap safely if needed
+                    if let Some(data_type) = dataflow::DataType::from_str_name(field) {
+                        schema.push(data_type);
+                    } else {
+                        // Handle the case where from_str_name returns None
+                        eprintln!("Unknown data type in header: {}", field);
+                    }
+                }
+            }
+            Err(e) => {
+                eprintln!("Failed to read CSV headers: {}", e);
+                return Err(Status::internal("Failed to read CSV headers"));
+            }
+        }
+        schemas.insert(req.collection_name.clone(), schema);
+        let mut vec = Vec::new();
+
+        for result in rdr.records() {
+            let record = result.map_err(|e| {
+                eprintln!("Failed to read record from CSV: {:?}", e);
+                Status::internal("Failed to read record from CSV")
+            })?;
+            let row: Vec<String> = record.iter().map(|s| s.to_string()).collect();
+            vec.push(row);
+        }
+        collections.insert(req.collection_name, vec);
+
+        let reply: () = ();
+        Ok(Response::new(reply))
+    }   
+
+    async fn get_collection(
+        &self,
+        request: Request<GetCollectionRequest>,
+    ) -> Result<Response<Self::GetCollectionStream>, Status> {
+        println!("Got a request: {:?}", request);
+        let req = request.into_inner();
+
+        let collections = COLLECTIONS.lock().await;
+        if let Some(vec) = collections.get(&req.collection_name) {
+            let responses: Vec<Result<GetCollectionResponse, Status>> = vec.iter().cloned().map(|row| {
+                Ok(GetCollectionResponse { row: row })
+            }).collect();
+
+            let stream = iter(responses);
+
+            let response_stream = tonic::Response::new(stream);
+            Ok(response_stream)
+        } else {
+            Err(Status::not_found("Collection not found"))
+        }
+    }
+
+    async fn get_collections(
+        &self,
+        request: Request<()>,
+    ) -> Result<Response<GetCollectionsResponse>, Status> {
+        println!("Got a request: {:?}", request);
+    
+        let collections = COLLECTIONS.lock().await;
+        let mut response_collections: Vec<dataflow::Collection> = Vec::new();
+        let schemas = SCHEMAS.lock().await;
+        for (name, _schema) in collections.iter() {
+            let schema_types: Vec<i32> = schemas.get(name)
+            .map(|data_types| data_types.iter().map(|data_type| *data_type as i32).collect())
+            .unwrap_or_default();
+            
+            let collection = dataflow::Collection {
+                name: name.clone(),
+                schema: schema_types,
+            };
+            
+            response_collections.push(collection);
+        }
+    
+        let reply = GetCollectionsResponse {
+            collections: response_collections,
+        };
+    
+        Ok(Response::new(reply))
+    }
+
+    async fn add_row(
+        &self,
+        request: Request<AddRowRequest>,
+    ) -> Result<Response<()>, Status> {
+        println!("Got a request: {:?}", request);
+        let req = request.into_inner();
+        let mut collections = COLLECTIONS.lock().await;
+        
+        let schema = SCHEMAS.lock().await;
+
+        if !collections.contains_key(&req.collection_name) || !schema.contains_key(&req.collection_name) {
+            return Err(Status::not_found("Collection not found"));
+        }
+
+        if !validate_schema(schema.get(&req.collection_name).unwrap(), &req.row) {
+            return Err(Status::invalid_argument("Invalid row schema"));
+        }
+
+        if let Some(vec) = collections.get_mut(&req.collection_name) {
+            vec.push(req.row);
+        };
+        let reply: () = ();
+
+        Ok(Response::new(reply))
+    }
+
+    async fn delete_row(
+        &self,
+        request: Request<DeleteRowRequest>,
+    ) -> Result<Response<()>, Status> {
+        println!("Got a request: {:?}", request);
+        let req = request.into_inner(); 
+
+        let mut collections = COLLECTIONS.lock().await;
+
+        if !collections.contains_key(&req.collection_name) {
+            return Err(Status::not_found("Collection not found"));
+        }
+        if let Some(vec) = collections.get_mut(&req.collection_name) {
+            if let Some(pos) = vec.iter().position(|x| *x == req.row) {
+                vec.remove(pos);
+            }
+            else {
+                return Err(Status::not_found("row not found"));
+            }
+        }
+
+        let reply: () = ();
+
+        Ok(Response::new(reply))
+    }
+
+    async fn add_collection(
+        &self,
+        request: Request<AddCollectionRequest>,
+    ) -> Result<Response<()>, Status> {
+        println!("Got a request: {:?}", request);
+
+        let reply: () = ();
+        let req = request.into_inner();
+        
+        let mut collections = COLLECTIONS.lock().await;
+        let mut schemas = SCHEMAS.lock().await;
+        if collections.contains_key(&req.collection_name) || schemas.contains_key(&req.collection_name) {
+            return Err(Status::already_exists("Collection already exists"));
+        }
+        
+        collections.insert(req.collection_name.clone(), vec![]);
+        schemas.insert(req.collection_name, req.schema.iter().map(|i| dataflow::DataType::try_from(*i).unwrap()).collect());
+
+        Ok(Response::new(reply))
+    }
+
+    async fn delete_collection(
+        &self,
+        request: Request<DeleteCollectionRequest>,
+    ) -> Result<Response<()>, Status> {
+        println!("Got a request: {:?}", request);
+        let req = request.into_inner();
+        
+        let mut collections = COLLECTIONS.lock().await;
+        let mut schemas = SCHEMAS.lock().await;
+        if !collections.contains_key(&req.collection_name) || !schemas.contains_key(&req.collection_name) {
+            return Err(Status::not_found("Collection not found"));
+        }
+        collections.remove(req.collection_name.as_str());
+        schemas.remove(req.collection_name.as_str());
+
+        let reply: () = ();
+
+        Ok(Response::new(reply))
+    }
+
+    async fn run_dataflow(
+        &self,
+        request: Request<RunDataflowRequest>,
+    ) -> Result<Response<Self::RunDataflowStream>, Status> {
+        println!("Got a request: {:?}", request);
+        let req = request.into_inner();
+        
+        if let Ok(vec) = run_dataflow_so(req.so_path, req.fn_name).await {
+            let responses: Vec<Result<RunDataflowResponse, Status>> = vec.iter().cloned().map(|row| {
+                Ok(RunDataflowResponse { row: row })
+            }).collect();
+        
+
+            let stream = iter(responses);
+
+            let response_stream = tonic::Response::new(stream);
+            Ok(response_stream)
+        }
+        else {
+            return Err(Status::internal("Failed to run dataflow"));
+        }
+    }
+}
+
+#[tokio::main]
+async fn main() -> Result<(), Box<dyn std::error::Error>> {
+    let bind_ip = env::var("BIND_IP").unwrap_or_else(|_| "127.0.0.1".to_string());
+    let addr = (bind_ip + ":50051").parse()?;
+    let dataflow = MyDataflowService::default();
+
+    Server::builder()
+        .add_service(DataflowServiceServer::new(dataflow))
+        .serve(addr)
+        .await?;
+
+    Ok(())
+}
+
+async fn run_dataflow_so(so_path: String, fn_name: String) -> Result<Vec<Vec<String>>, Status> {
+    unsafe {
+        let lib = Library::new(&so_path).map_err(|e| {
+            eprintln!("Failed to load library from path {}: {:?}", so_path, e);
+            Status::not_found("Failed to load shared library")
+        })?;
+        let function: Symbol<unsafe extern "C" fn(&HashMap<String, Vec<Vec<String>>>) -> Vec<Vec<String>>> = match lib.get(fn_name.as_bytes()) {
+            Ok(func) => func,
+            Err(e) => {
+                eprintln!("Failed to get function {}: {:?}", fn_name, e);
+                std::mem::drop(lib); // Drop the library before returning
+                return Err(Status::not_found("Failed to get function from library"));
+            }
+        };
+
+        // Acquire the lock on collections
+        let collections_guard = COLLECTIONS.lock().await;
+
+        let output: Vec<Vec<String>> = function(&*collections_guard);
+        // Drop the library immediately after using it
+        std::mem::drop(lib);
+        return Ok(output)
+    }
+}
\ No newline at end of file

From b3db601087cae4e3cef4358356c5f96596d6de7c Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 24 Oct 2024 00:34:09 +0300
Subject: [PATCH 103/277] WIP

---
 nbs/00_config.ipynb          |  20 +++-----------
 nbs/50_rust_dataflow.ipynb   |  48 +++++++++++++++++++++++++++++++++-
 nbs/60_engine.ipynb          |  27 ++++++++++++++-----
 spannerflow/_modidx.py       |  32 +++++++++++++++++++++++
 spannerflow/engine.py        |  25 ++++++++++++++----
 spannerflow/rust_dataflow.py |  46 ++++++++++++++++++++++++++++++++
 spannerflow/rust_server      | Bin 0 -> 9254976 bytes
 tests/test_engine.py         |  49 +++++++++++++++++++++++++++++++++++
 tests/test_rust_dataflow.py  |  30 +++++++++++++++++++++
 9 files changed, 249 insertions(+), 28 deletions(-)
 create mode 100755 spannerflow/rust_server

diff --git a/nbs/00_config.ipynb b/nbs/00_config.ipynb
index 0c260d9..d0a8680 100644
--- a/nbs/00_config.ipynb
+++ b/nbs/00_config.ipynb
@@ -11,7 +11,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -20,7 +20,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -73,7 +73,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -86,21 +86,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "venv",
+   "display_name": "python3",
    "language": "python",
    "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index 68335bf..58b40d7 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -26,6 +26,8 @@
    "source": [
     "# | export\n",
     "import os\n",
+    "import subprocess\n",
+    "import threading\n",
     "from datetime import datetime\n",
     "from pathlib import Path\n",
     "\n",
@@ -77,6 +79,18 @@
     "            searchpath=self._config.TEMPLATES_PATH\n",
     "        )\n",
     "        self._template_env = jinja2.Environment(loader=self._template_loader)\n",
+    "        self._is_server_running = False\n",
+    "        self._server_process: None | subprocess.Popen = None\n",
+    "\n",
+    "    def __enter__(self):\n",
+    "        if not self._is_server_running:\n",
+    "            self._build_rust_server()\n",
+    "            self._run_rust_server_in_background()\n",
+    "        return self\n",
+    "\n",
+    "    def __exit__(self, exc_type, exc_value, traceback):\n",
+    "        if self._is_server_running:\n",
+    "            self._stop_rust_server()\n",
     "\n",
     "    def get_input_schema_types(self, node: int | str) -> list[str]:\n",
     "        collections = self._engine.get_collections()\n",
@@ -635,7 +649,39 @@
     "                \"target\", \"release\", lib_filename\n",
     "            ),\n",
     "            f\"query_{self._query_id}\",\n",
-    "        )"
+    "        )\n",
+    "\n",
+    "    # TODO: compile on installation via rust_setuptools instead of runtime\n",
+    "    def _build_rust_server(self) -> None:\n",
+    "        cargo_toml_path = Path(__file__).parent.joinpath(\"Cargo.toml\")\n",
+    "        build_rust(cargo_toml_path.absolute(), self._config.RUST_SERVER_BUILD_LOG_PATH)\n",
+    "\n",
+    "    def _run_rust_server_in_background(self) -> None:\n",
+    "        def inner() -> None:\n",
+    "            # TODO: handle port is already in use\n",
+    "            server_path = (\n",
+    "                Path(__file__)\n",
+    "                .parent.joinpath(\"target\", \"release\", \"spannerflow_rust\")\n",
+    "                .absolute()\n",
+    "            )\n",
+    "            self._config.LOGS_DIR.mkdir(parents=True, exist_ok=True)\n",
+    "            with open(self._config.RUST_SERVER_LOG_PATH, \"a\") as log_file:\n",
+    "                self._server_process = subprocess.Popen(\n",
+    "                    [str(server_path)], stdout=log_file, stderr=log_file\n",
+    "                )\n",
+    "                self._server_process.communicate()\n",
+    "\n",
+    "        if self._is_server_running:\n",
+    "            raise RuntimeError(\"Server is already running\")\n",
+    "        threading.Thread(target=inner).start()\n",
+    "\n",
+    "        self._is_server_running = True\n",
+    "\n",
+    "    def _stop_rust_server(self):\n",
+    "        if not self._is_server_running:\n",
+    "            raise RuntimeError(\"Server is not running\")\n",
+    "        self._server_process.terminate()\n",
+    "        self._is_server_running = False"
    ]
   },
   {
diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index 9caa0bc..8868079 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -28,8 +28,8 @@
     "import asyncio\n",
     "import math\n",
     "import threading\n",
-    "from typing import Any, Callable, Generator\n",
     "from pathlib import Path\n",
+    "from typing import Any, Callable, Generator\n",
     "\n",
     "import grpc\n",
     "import networkx as nx\n",
@@ -37,7 +37,6 @@
     "from google.protobuf.json_format import MessageToDict\n",
     "from singleton_decorator import singleton\n",
     "\n",
-    "from spannerflow import rust_server  # type: ignore\n",
     "from spannerflow.config import Config\n",
     "from spannerflow.dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc\n",
     "from spannerflow.graph_utils import find_output\n",
@@ -60,15 +59,31 @@
     "        self._rust_dataflow = RustDataflow(config=config, engine=self)\n",
     "        self._is_open = False\n",
     "\n",
-    "    def open(self) -> None:\n",
+    "    def __enter__(self):\n",
     "        def inner():\n",
     "            asyncio.run(run_server(self._ie_functions))\n",
     "\n",
+    "        if not self._is_open:\n",
+    "            threading.Thread(target=inner, daemon=True).start()\n",
+    "            self._rust_dataflow.__enter__()\n",
+    "            self._is_open = True\n",
+    "        return self\n",
+    "\n",
+    "    def open(self):\n",
     "        if self._is_open:\n",
     "            return\n",
-    "        threading.Thread(target=rust_server.start_server, daemon=True).start()\n",
-    "        threading.Thread(target=inner, daemon=True).start()\n",
-    "        self._is_open = True\n",
+    "\n",
+    "        self.__enter__()\n",
+    "\n",
+    "    def close(self):\n",
+    "        if not self._is_open:\n",
+    "            return\n",
+    "        self.__exit__(None, None, None)\n",
+    "\n",
+    "    def __exit__(self, exc_type, exc_value, traceback):\n",
+    "        if self._is_open:\n",
+    "            self._rust_dataflow.__exit__(exc_type, exc_value, traceback)\n",
+    "            self._is_open = False\n",
     "\n",
     "    def save_to_csv(self, collection_name: str, file_path: Path) -> None:\n",
     "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
diff --git a/spannerflow/_modidx.py b/spannerflow/_modidx.py
index 4ff3f4b..4f7a1c3 100644
--- a/spannerflow/_modidx.py
+++ b/spannerflow/_modidx.py
@@ -19,6 +19,14 @@
                 "engine.html#engine",
                 "spannerflow/engine.py",
             ),
+            "spannerflow.engine.Engine.__enter__": (
+                "engine.html#engine.__enter__",
+                "spannerflow/engine.py",
+            ),
+            "spannerflow.engine.Engine.__exit__": (
+                "engine.html#engine.__exit__",
+                "spannerflow/engine.py",
+            ),
             "spannerflow.engine.Engine.__init__": (
                 "engine.html#engine.__init__",
                 "spannerflow/engine.py",
@@ -47,6 +55,10 @@
                 "engine.html#engine.add_rows",
                 "spannerflow/engine.py",
             ),
+            "spannerflow.engine.Engine.close": (
+                "engine.html#engine.close",
+                "spannerflow/engine.py",
+            ),
             "spannerflow.engine.Engine.delete_collection": (
                 "engine.html#engine.delete_collection",
                 "spannerflow/engine.py",
@@ -179,10 +191,30 @@
                 "rust_dataflow.html#rustdataflow",
                 "spannerflow/rust_dataflow.py",
             ),
+            "spannerflow.rust_dataflow.RustDataflow.__enter__": (
+                "rust_dataflow.html#rustdataflow.__enter__",
+                "spannerflow/rust_dataflow.py",
+            ),
+            "spannerflow.rust_dataflow.RustDataflow.__exit__": (
+                "rust_dataflow.html#rustdataflow.__exit__",
+                "spannerflow/rust_dataflow.py",
+            ),
             "spannerflow.rust_dataflow.RustDataflow.__init__": (
                 "rust_dataflow.html#rustdataflow.__init__",
                 "spannerflow/rust_dataflow.py",
             ),
+            "spannerflow.rust_dataflow.RustDataflow._build_rust_server": (
+                "rust_dataflow.html#rustdataflow._build_rust_server",
+                "spannerflow/rust_dataflow.py",
+            ),
+            "spannerflow.rust_dataflow.RustDataflow._run_rust_server_in_background": (
+                "rust_dataflow.html#rustdataflow._run_rust_server_in_background",
+                "spannerflow/rust_dataflow.py",
+            ),
+            "spannerflow.rust_dataflow.RustDataflow._stop_rust_server": (
+                "rust_dataflow.html#rustdataflow._stop_rust_server",
+                "spannerflow/rust_dataflow.py",
+            ),
             "spannerflow.rust_dataflow.RustDataflow.build_so": (
                 "rust_dataflow.html#rustdataflow.build_so",
                 "spannerflow/rust_dataflow.py",
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index c37272f..8de8ddd 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -18,7 +18,6 @@
 from google.protobuf.json_format import MessageToDict
 from singleton_decorator import singleton
 
-from . import rust_server  # type: ignore
 from .config import Config
 from .dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc
 from .graph_utils import find_output
@@ -41,15 +40,31 @@ def __init__(
         self._rust_dataflow = RustDataflow(config=config, engine=self)
         self._is_open = False
 
-    def open(self) -> None:
+    def __enter__(self):
         def inner():
             asyncio.run(run_server(self._ie_functions))
 
+        if not self._is_open:
+            threading.Thread(target=inner, daemon=True).start()
+            self._rust_dataflow.__enter__()
+            self._is_open = True
+        return self
+
+    def open(self):
         if self._is_open:
             return
-        threading.Thread(target=rust_server.start_server, daemon=True).start()
-        threading.Thread(target=inner, daemon=True).start()
-        self._is_open = True
+
+        self.__enter__()
+
+    def close(self):
+        if not self._is_open:
+            return
+        self.__exit__(None, None, None)
+
+    def __exit__(self, exc_type, exc_value, traceback):
+        if self._is_open:
+            self._rust_dataflow.__exit__(exc_type, exc_value, traceback)
+            self._is_open = False
 
     def save_to_csv(self, collection_name: str, file_path: Path) -> None:
         with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 8e43613..e75bbd7 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -7,6 +7,8 @@
 
 # %% ../nbs/50_rust_dataflow.ipynb 2
 import os
+import subprocess
+import threading
 from datetime import datetime
 from pathlib import Path
 
@@ -59,6 +61,18 @@ def __init__(
             searchpath=self._config.TEMPLATES_PATH
         )
         self._template_env = jinja2.Environment(loader=self._template_loader)
+        self._is_server_running = False
+        self._server_process: None | subprocess.Popen = None
+
+    def __enter__(self):
+        if not self._is_server_running:
+            self._build_rust_server()
+            self._run_rust_server_in_background()
+        return self
+
+    def __exit__(self, exc_type, exc_value, traceback):
+        if self._is_server_running:
+            self._stop_rust_server()
 
     def get_input_schema_types(self, node: int | str) -> list[str]:
         collections = self._engine.get_collections()
@@ -618,3 +632,35 @@ def build_so(self, graph: nx.DiGraph) -> tuple[Path, str]:
             ),
             f"query_{self._query_id}",
         )
+
+    # TODO: compile on installation via rust_setuptools instead of runtime
+    def _build_rust_server(self) -> None:
+        cargo_toml_path = Path(__file__).parent.joinpath("Cargo.toml")
+        build_rust(cargo_toml_path.absolute(), self._config.RUST_SERVER_BUILD_LOG_PATH)
+
+    def _run_rust_server_in_background(self) -> None:
+        def inner() -> None:
+            # TODO: handle port is already in use
+            server_path = (
+                Path(__file__)
+                .parent.joinpath("target", "release", "spannerflow_rust")
+                .absolute()
+            )
+            self._config.LOGS_DIR.mkdir(parents=True, exist_ok=True)
+            with open(self._config.RUST_SERVER_LOG_PATH, "a") as log_file:
+                self._server_process = subprocess.Popen(
+                    [str(server_path)], stdout=log_file, stderr=log_file
+                )
+                self._server_process.communicate()
+
+        if self._is_server_running:
+            raise RuntimeError("Server is already running")
+        threading.Thread(target=inner).start()
+
+        self._is_server_running = True
+
+    def _stop_rust_server(self):
+        if not self._is_server_running:
+            raise RuntimeError("Server is not running")
+        self._server_process.terminate()
+        self._is_server_running = False
diff --git a/spannerflow/rust_server b/spannerflow/rust_server
new file mode 100755
index 0000000000000000000000000000000000000000..292ec1627a8298420421388f872edaa2dcfdb101
GIT binary patch
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literal 0
HcmV?d00001

diff --git a/tests/test_engine.py b/tests/test_engine.py
index cd98d5c..f7345e0 100644
--- a/tests/test_engine.py
+++ b/tests/test_engine.py
@@ -20,6 +20,55 @@ def engine():
         return instance
 
 
+def test_engine_open(engine):
+    with patch.object(engine, "__enter__") as mock_enter:
+        engine._is_open = True
+        engine.open()
+        mock_enter.assert_not_called()
+
+        engine._is_open = False
+        engine.open()
+        engine.__enter__.assert_called_once()
+
+
+def test_engine_close(engine):
+    with patch.object(engine, "__exit__") as mock_exit:
+        engine._is_open = False
+        engine.open()
+        mock_exit.assert_not_called()
+
+        engine._is_open = True
+        engine.close()
+        mock_exit.assert_called_once()
+
+
+def test_engine___enter__(engine):
+    with patch.object(engine._rust_dataflow, "__enter__") as mock_enter:
+        engine._is_open = True
+        engine.__enter__()
+        mock_enter.assert_not_called()
+        assert engine._is_open is True
+
+        engine._is_open = False
+        engine.__enter__()
+        mock_enter.assert_called_once()
+        assert engine._is_open is True
+
+
+def test_engine___exit__(engine):
+    with patch.object(engine._rust_dataflow, "__exit__") as mock_exit:
+        engine._is_open = False
+        engine.__exit__(None, None, None)
+        mock_exit.assert_not_called()
+
+        assert engine._is_open is False
+
+        engine._is_open = True
+        engine.__exit__(None, None, None)
+        mock_exit.assert_called_once()
+        assert engine._is_open is False
+
+
 def test_engine_save_to_csv(engine):
     with patch("grpc.insecure_channel"), patch(
         "spannerflow.dataflow.v1.dataflow_pb2_grpc.DataflowServiceStub"
diff --git a/tests/test_rust_dataflow.py b/tests/test_rust_dataflow.py
index 63468be..e665dd0 100644
--- a/tests/test_rust_dataflow.py
+++ b/tests/test_rust_dataflow.py
@@ -116,6 +116,36 @@ def test_dataflow_get_from_input_code(rust_dataflow):
     )
 
 
+def test_dataflow___enter__(rust_dataflow):
+    with patch.object(
+        rust_dataflow, "_build_rust_server"
+    ) as mock_build_rust_server, patch.object(
+        rust_dataflow, "_run_rust_server_in_background"
+    ) as mock_run_rust_server_in_background:
+        rust_dataflow._is_server_running = True
+        obj = rust_dataflow.__enter__()
+        mock_build_rust_server.assert_not_called()
+        mock_run_rust_server_in_background.assert_not_called()
+        assert obj == rust_dataflow
+
+        rust_dataflow._is_server_running = False
+        obj = rust_dataflow.__enter__()
+        mock_build_rust_server.assert_called_once()
+        mock_run_rust_server_in_background.assert_called_once()
+        assert obj == rust_dataflow
+
+
+def test_dataflow___exit__(rust_dataflow):
+    with patch.object(rust_dataflow, "_stop_rust_server") as mock_stop_rust_server:
+        rust_dataflow._is_server_running = False
+        rust_dataflow.__exit__(None, None, None)
+        mock_stop_rust_server.assert_not_called()
+
+        rust_dataflow._is_server_running = True
+        rust_dataflow.__exit__(None, None, None)
+        mock_stop_rust_server.assert_called_once()
+
+
 def test_validate_node(rust_dataflow):
     graph = nx.DiGraph()
     graph.add_node(

From 78ebc478ddb5aec461a8c661924976fe185d94a7 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 24 Oct 2024 00:37:55 +0300
Subject: [PATCH 104/277] WIP

---
 nbs/00_config.ipynb          |  1 +
 nbs/50_rust_dataflow.ipynb   | 12 +-----------
 spannerflow/_modidx.py       |  4 ----
 spannerflow/config.py        |  1 +
 spannerflow/rust_dataflow.py | 12 +-----------
 tests/test_rust_dataflow.py  |  4 ----
 6 files changed, 4 insertions(+), 30 deletions(-)

diff --git a/nbs/00_config.ipynb b/nbs/00_config.ipynb
index d0a8680..f17ed4e 100644
--- a/nbs/00_config.ipynb
+++ b/nbs/00_config.ipynb
@@ -41,6 +41,7 @@
     "    DATAFLOW_IP: str = \"localhost\"\n",
     "    DATAFLOW_ADDRESS: str = f\"{DATAFLOW_IP}:{DATAFLOW_PORT}\"\n",
     "    GENERATED_RUST_PROJECT_PATH: Path = Path(__file__).parent.joinpath(\"generated_rust\")\n",
+    "    RUST_SERVER_PATH: Path = Path(__file__).parent.joinpath(\"rust_server\")\n",
     "    TEMPLATES_PATH: Path = Path(__file__).parent.joinpath(\"templates\")\n",
     "    CARGO_TOML_TEMPLATE_NAME: str = \"Cargo.toml.jinja2\"\n",
     "    RUST_FILE_TEMPLATE_NAME: str = \"rust_dataflow.rs.jinja2\"\n",
diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index 58b40d7..41c0655 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -84,7 +84,6 @@
     "\n",
     "    def __enter__(self):\n",
     "        if not self._is_server_running:\n",
-    "            self._build_rust_server()\n",
     "            self._run_rust_server_in_background()\n",
     "        return self\n",
     "\n",
@@ -651,19 +650,10 @@
     "            f\"query_{self._query_id}\",\n",
     "        )\n",
     "\n",
-    "    # TODO: compile on installation via rust_setuptools instead of runtime\n",
-    "    def _build_rust_server(self) -> None:\n",
-    "        cargo_toml_path = Path(__file__).parent.joinpath(\"Cargo.toml\")\n",
-    "        build_rust(cargo_toml_path.absolute(), self._config.RUST_SERVER_BUILD_LOG_PATH)\n",
-    "\n",
     "    def _run_rust_server_in_background(self) -> None:\n",
     "        def inner() -> None:\n",
     "            # TODO: handle port is already in use\n",
-    "            server_path = (\n",
-    "                Path(__file__)\n",
-    "                .parent.joinpath(\"target\", \"release\", \"spannerflow_rust\")\n",
-    "                .absolute()\n",
-    "            )\n",
+    "            server_path = self._config.RUST_SERVER_PATH\n",
     "            self._config.LOGS_DIR.mkdir(parents=True, exist_ok=True)\n",
     "            with open(self._config.RUST_SERVER_LOG_PATH, \"a\") as log_file:\n",
     "                self._server_process = subprocess.Popen(\n",
diff --git a/spannerflow/_modidx.py b/spannerflow/_modidx.py
index 4f7a1c3..ebee81b 100644
--- a/spannerflow/_modidx.py
+++ b/spannerflow/_modidx.py
@@ -203,10 +203,6 @@
                 "rust_dataflow.html#rustdataflow.__init__",
                 "spannerflow/rust_dataflow.py",
             ),
-            "spannerflow.rust_dataflow.RustDataflow._build_rust_server": (
-                "rust_dataflow.html#rustdataflow._build_rust_server",
-                "spannerflow/rust_dataflow.py",
-            ),
             "spannerflow.rust_dataflow.RustDataflow._run_rust_server_in_background": (
                 "rust_dataflow.html#rustdataflow._run_rust_server_in_background",
                 "spannerflow/rust_dataflow.py",
diff --git a/spannerflow/config.py b/spannerflow/config.py
index b3cbc6d..e962dd8 100644
--- a/spannerflow/config.py
+++ b/spannerflow/config.py
@@ -22,6 +22,7 @@ class Config:
     DATAFLOW_IP: str = "localhost"
     DATAFLOW_ADDRESS: str = f"{DATAFLOW_IP}:{DATAFLOW_PORT}"
     GENERATED_RUST_PROJECT_PATH: Path = Path(__file__).parent.joinpath("generated_rust")
+    RUST_SERVER_PATH: Path = Path(__file__).parent.joinpath("rust_server")
     TEMPLATES_PATH: Path = Path(__file__).parent.joinpath("templates")
     CARGO_TOML_TEMPLATE_NAME: str = "Cargo.toml.jinja2"
     RUST_FILE_TEMPLATE_NAME: str = "rust_dataflow.rs.jinja2"
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index e75bbd7..24534e2 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -66,7 +66,6 @@ def __init__(
 
     def __enter__(self):
         if not self._is_server_running:
-            self._build_rust_server()
             self._run_rust_server_in_background()
         return self
 
@@ -633,19 +632,10 @@ def build_so(self, graph: nx.DiGraph) -> tuple[Path, str]:
             f"query_{self._query_id}",
         )
 
-    # TODO: compile on installation via rust_setuptools instead of runtime
-    def _build_rust_server(self) -> None:
-        cargo_toml_path = Path(__file__).parent.joinpath("Cargo.toml")
-        build_rust(cargo_toml_path.absolute(), self._config.RUST_SERVER_BUILD_LOG_PATH)
-
     def _run_rust_server_in_background(self) -> None:
         def inner() -> None:
             # TODO: handle port is already in use
-            server_path = (
-                Path(__file__)
-                .parent.joinpath("target", "release", "spannerflow_rust")
-                .absolute()
-            )
+            server_path = self._config.RUST_SERVER_PATH
             self._config.LOGS_DIR.mkdir(parents=True, exist_ok=True)
             with open(self._config.RUST_SERVER_LOG_PATH, "a") as log_file:
                 self._server_process = subprocess.Popen(
diff --git a/tests/test_rust_dataflow.py b/tests/test_rust_dataflow.py
index e665dd0..08056f6 100644
--- a/tests/test_rust_dataflow.py
+++ b/tests/test_rust_dataflow.py
@@ -118,19 +118,15 @@ def test_dataflow_get_from_input_code(rust_dataflow):
 
 def test_dataflow___enter__(rust_dataflow):
     with patch.object(
-        rust_dataflow, "_build_rust_server"
-    ) as mock_build_rust_server, patch.object(
         rust_dataflow, "_run_rust_server_in_background"
     ) as mock_run_rust_server_in_background:
         rust_dataflow._is_server_running = True
         obj = rust_dataflow.__enter__()
-        mock_build_rust_server.assert_not_called()
         mock_run_rust_server_in_background.assert_not_called()
         assert obj == rust_dataflow
 
         rust_dataflow._is_server_running = False
         obj = rust_dataflow.__enter__()
-        mock_build_rust_server.assert_called_once()
         mock_run_rust_server_in_background.assert_called_once()
         assert obj == rust_dataflow
 

From b392c56bb5eb1bfce39cb3e7e9194af12fcebf94 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 24 Oct 2024 00:41:49 +0300
Subject: [PATCH 105/277] WIP

---
 .github/workflows/coverage.yml | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
index 9dcdd04..0877a70 100644
--- a/.github/workflows/coverage.yml
+++ b/.github/workflows/coverage.yml
@@ -23,7 +23,10 @@ jobs:
       
       - name: Set up Rust toolchain
         uses: actions-rust-lang/setup-rust-toolchain@v1
-
+      
+      - name: Install Protoc
+        uses: arduino/setup-protoc@v3
+        
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip setuptools setuptools-rust

From 02e7f13d77a644704018c7e56d283c4e99e755e6 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Wed, 23 Oct 2024 21:44:22 +0000
Subject: [PATCH 106/277] Update coverage on Readme

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 65b16ed..a0f343d 100644
--- a/README.md
+++ b/README.md
@@ -7,6 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-0%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py">__init__.py</a></td><td>16</td><td>16</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py#L1-L22">1&ndash;22</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/_modidx.py">_modidx.py</a></td><td>1</td><td>1</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/_modidx.py#L3">3</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>28</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L6-L53">6&ndash;53</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>152</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L6-L229">6&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>81</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L6-L151">6&ndash;151</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>46</td><td>46</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L6-L83">6&ndash;83</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L146">6&ndash;146</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>331</td><td>331</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L6-L656">6&ndash;656</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>9</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L1-L20">1&ndash;20</a></td></tr><tr><td><b>TOTAL</b></td><td><b>747</b></td><td><b>747</b></td><td><b>0%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 6e7ee89c830a55c8bd50b950fdcf33832af6b565 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 24 Oct 2024 00:50:59 +0300
Subject: [PATCH 107/277] WIP

---
 pyproject.toml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/pyproject.toml b/pyproject.toml
index 029892f..682dee8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -20,6 +20,7 @@ profile = "black"
 addopts = "--junitxml=pytest.xml --cov-report=term-missing:skip-covered --cov=spannerflow"
 
 [tool.coverage.run]
+source = ["spannerflow"]
 omit = [
     "spannerflow/dataflow/v1/dataflow_pb2.py",
     "spannerflow/dataflow/v1/dataflow_pb2_grpc.py",

From 73d7442b4ddd22055edf825af274a88d5e43506e Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 24 Oct 2024 01:04:50 +0300
Subject: [PATCH 108/277] WIP

---
 .github/workflows/coverage.yml | 18 ++++++++++++++++--
 README.md                      |  1 -
 nbs/index.ipynb                |  2 --
 3 files changed, 16 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
index 0877a70..f99da4d 100644
--- a/.github/workflows/coverage.yml
+++ b/.github/workflows/coverage.yml
@@ -46,8 +46,12 @@ jobs:
 
       - name: Update Readme with Coverage Html
         run: |
-          sed -i '/<!-- Pytest Coverage Comment:Begin -->/,/<!-- Pytest Coverage Comment:End -->/c\<!-- Pytest Coverage Comment:Begin -->\n\${{ steps.coverageComment.outputs.coverageHtml }}\n<!-- Pytest Coverage Comment:End -->' ./README.md
-      
+          sed -i '/<!-- Pytest Coverage Comment:Begin -->/,/<!-- Pytest Coverage Comment:End -->/c\<!-- Pytest Coverage Comment:Begin -->\n\${{ steps.coverageComment.outputs.coverageHtml }}\n<!-- Pytest Coverage Comment:End -->' nbs/index.ipynb
+
+      - name: Build Docs
+        run: |
+          nbdev_docs
+
       - name: Pull latest changes
         run: |
           git config pull.rebase false
@@ -61,3 +65,13 @@ jobs:
           message: Update coverage on Readme
           github_token: ${{ secrets.GITHUB_TOKEN }}
           branch: ${{ github.head_ref }}
+      - name: Deploy to GitHub Pages
+        uses: peaceiris/actions-gh-pages@v3
+        with:
+          github_token: ${{ github.token }}
+          force_orphan: true
+          publish_dir: ./_docs
+          # The following lines assign commit authorship to the official GH-Actions bot for deploys to `gh-pages` branch.
+          # You can swap them out with your own user credentials.
+          user_name: github-actions[bot]
+          user_email: 41898282+github-actions[bot]@users.noreply.github.com
\ No newline at end of file
diff --git a/README.md b/README.md
index a0f343d..65b16ed 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,6 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-0%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py">__init__.py</a></td><td>16</td><td>16</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py#L1-L22">1&ndash;22</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/_modidx.py">_modidx.py</a></td><td>1</td><td>1</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/_modidx.py#L3">3</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>28</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L6-L53">6&ndash;53</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>152</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L6-L229">6&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>81</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L6-L151">6&ndash;151</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>46</td><td>46</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L6-L83">6&ndash;83</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L146">6&ndash;146</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>331</td><td>331</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L6-L656">6&ndash;656</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>9</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L1-L20">1&ndash;20</a></td></tr><tr><td><b>TOTAL</b></td><td><b>747</b></td><td><b>747</b></td><td><b>0%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide
diff --git a/nbs/index.ipynb b/nbs/index.ipynb
index 8a63831..3653e7e 100644
--- a/nbs/index.ipynb
+++ b/nbs/index.ipynb
@@ -13,8 +13,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<!-- Pytest Coverage Comment:Begin -->\n",
-    "<!-- Pytest Coverage Comment:End -->\n",
     "# spannerflow\n",
     "\n",
     "> "

From 608a01f4cc551148132c55668b90c9d8135f6d92 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 24 Oct 2024 01:21:30 +0300
Subject: [PATCH 109/277] WIP

---
 .github/workflows/coverage.yml | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
index f99da4d..80464d2 100644
--- a/.github/workflows/coverage.yml
+++ b/.github/workflows/coverage.yml
@@ -44,13 +44,13 @@ jobs:
           pytest-coverage-path: ./pytest-coverage.txt
           junitxml-path: ./pytest.xml
 
-      - name: Update Readme with Coverage Html
+      - name: Build Docs
         run: |
-          sed -i '/<!-- Pytest Coverage Comment:Begin -->/,/<!-- Pytest Coverage Comment:End -->/c\<!-- Pytest Coverage Comment:Begin -->\n\${{ steps.coverageComment.outputs.coverageHtml }}\n<!-- Pytest Coverage Comment:End -->' nbs/index.ipynb
+            nbdev_docs
 
-      - name: Build Docs
+      - name: Update Readme with Coverage Html
         run: |
-          nbdev_docs
+          sed -i '/<!-- Pytest Coverage Comment:Begin -->/,/<!-- Pytest Coverage Comment:End -->/c\<!-- Pytest Coverage Comment:Begin -->\n\${{ steps.coverageComment.outputs.coverageHtml }}\n<!-- Pytest Coverage Comment:End -->' README.md
 
       - name: Pull latest changes
         run: |

From 7c83b431313ee7fab650078af1fbdc9c40f04c43 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Wed, 23 Oct 2024 22:25:07 +0000
Subject: [PATCH 110/277] Update coverage on Readme

---
 README.md               |   1 +
 spannerflow/_modidx.py  | 439 +++++++++++++---------------------------
 spannerflow/rust_server | Bin 9254976 -> 7455464 bytes
 3 files changed, 137 insertions(+), 303 deletions(-)

diff --git a/README.md b/README.md
index 65b16ed..a0f343d 100644
--- a/README.md
+++ b/README.md
@@ -7,6 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-0%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py">__init__.py</a></td><td>16</td><td>16</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py#L1-L22">1&ndash;22</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/_modidx.py">_modidx.py</a></td><td>1</td><td>1</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/_modidx.py#L3">3</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>28</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L6-L53">6&ndash;53</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>152</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L6-L229">6&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>81</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L6-L151">6&ndash;151</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>46</td><td>46</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L6-L83">6&ndash;83</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L146">6&ndash;146</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>331</td><td>331</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L6-L656">6&ndash;656</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>9</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L1-L20">1&ndash;20</a></td></tr><tr><td><b>TOTAL</b></td><td><b>747</b></td><td><b>747</b></td><td><b>0%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide
diff --git a/spannerflow/_modidx.py b/spannerflow/_modidx.py
index ebee81b..97e838c 100644
--- a/spannerflow/_modidx.py
+++ b/spannerflow/_modidx.py
@@ -1,305 +1,138 @@
 # Autogenerated by nbdev
 
-d = {
-    "settings": {
-        "branch": "main",
-        "doc_baseurl": "/spannerflow",
-        "doc_host": "https://DeanLight.github.io",
-        "git_url": "https://github.com/DeanLight/spannerflow",
-        "lib_path": "spannerflow",
-    },
-    "syms": {
-        "spannerflow.config": {
-            "spannerflow.config.Config": ("config.html#config", "spannerflow/config.py")
-        },
-        "spannerflow.dataflow.v1.dataflow_pb2": {},
-        "spannerflow.dataflow.v1.dataflow_pb2_grpc": {},
-        "spannerflow.engine": {
-            "spannerflow.engine.Engine": (
-                "engine.html#engine",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.__enter__": (
-                "engine.html#engine.__enter__",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.__exit__": (
-                "engine.html#engine.__exit__",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.__init__": (
-                "engine.html#engine.__init__",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine._deserialize_row": (
-                "engine.html#engine._deserialize_row",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine._generate_add_rows_requests": (
-                "engine.html#engine._generate_add_rows_requests",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine._serialize_row": (
-                "engine.html#engine._serialize_row",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.add_collection": (
-                "engine.html#engine.add_collection",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.add_row": (
-                "engine.html#engine.add_row",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.add_rows": (
-                "engine.html#engine.add_rows",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.close": (
-                "engine.html#engine.close",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.delete_collection": (
-                "engine.html#engine.delete_collection",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.delete_row": (
-                "engine.html#engine.delete_row",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.get_collection": (
-                "engine.html#engine.get_collection",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.get_collections": (
-                "engine.html#engine.get_collections",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.load_from_csv": (
-                "engine.html#engine.load_from_csv",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.open": (
-                "engine.html#engine.open",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.run_dataflow": (
-                "engine.html#engine.run_dataflow",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.save_to_csv": (
-                "engine.html#engine.save_to_csv",
-                "spannerflow/engine.py",
-            ),
-        },
-        "spannerflow.graph_utils": {
-            "spannerflow.graph_utils.change_node_key": (
-                "graph_utils.html#change_node_key",
-                "spannerflow/graph_utils.py",
-            ),
-            "spannerflow.graph_utils.create_iter_graph": (
-                "graph_utils.html#create_iter_graph",
-                "spannerflow/graph_utils.py",
-            ),
-            "spannerflow.graph_utils.find_anchor_of_cycle": (
-                "graph_utils.html#find_anchor_of_cycle",
-                "spannerflow/graph_utils.py",
-            ),
-            "spannerflow.graph_utils.find_egress_node": (
-                "graph_utils.html#find_egress_node",
-                "spannerflow/graph_utils.py",
-            ),
-            "spannerflow.graph_utils.find_ingress_nodes": (
-                "graph_utils.html#find_ingress_nodes",
-                "spannerflow/graph_utils.py",
-            ),
-            "spannerflow.graph_utils.find_output": (
-                "graph_utils.html#find_output",
-                "spannerflow/graph_utils.py",
-            ),
-            "spannerflow.graph_utils.find_sources": (
-                "graph_utils.html#find_sources",
-                "spannerflow/graph_utils.py",
-            ),
-            "spannerflow.graph_utils.get_common_cols": (
-                "graph_utils.html#get_common_cols",
-                "spannerflow/graph_utils.py",
-            ),
-            "spannerflow.graph_utils.get_cycles": (
-                "graph_utils.html#get_cycles",
-                "spannerflow/graph_utils.py",
-            ),
-            "spannerflow.graph_utils.get_minus_cols": (
-                "graph_utils.html#get_minus_cols",
-                "spannerflow/graph_utils.py",
-            ),
-            "spannerflow.graph_utils.get_node_schema": (
-                "graph_utils.html#get_node_schema",
-                "spannerflow/graph_utils.py",
-            ),
-            "spannerflow.graph_utils.reduced_graph": (
-                "graph_utils.html#reduced_graph",
-                "spannerflow/graph_utils.py",
-            ),
-            "spannerflow.graph_utils.traverse_cycle": (
-                "graph_utils.html#traverse_cycle",
-                "spannerflow/graph_utils.py",
-            ),
-        },
-        "spannerflow.grpc_server": {
-            "spannerflow.grpc_server.IEFunctionService": (
-                "grpc_server.html#iefunctionservice",
-                "spannerflow/grpc_server.py",
-            ),
-            "spannerflow.grpc_server.IEFunctionService.RunIEFunction": (
-                "grpc_server.html#iefunctionservice.runiefunction",
-                "spannerflow/grpc_server.py",
-            ),
-            "spannerflow.grpc_server.IEFunctionService.__init__": (
-                "grpc_server.html#iefunctionservice.__init__",
-                "spannerflow/grpc_server.py",
-            ),
-            "spannerflow.grpc_server.run_server": (
-                "grpc_server.html#run_server",
-                "spannerflow/grpc_server.py",
-            ),
-        },
-        "spannerflow.installations": {
-            "spannerflow.installations.check_for_protoc": (
-                "installations.html#check_for_protoc",
-                "spannerflow/installations.py",
-            ),
-            "spannerflow.installations.check_for_rust": (
-                "installations.html#check_for_rust",
-                "spannerflow/installations.py",
-            ),
-            "spannerflow.installations.download_archive": (
-                "installations.html#download_archive",
-                "spannerflow/installations.py",
-            ),
-            "spannerflow.installations.install_protoc": (
-                "installations.html#install_protoc",
-                "spannerflow/installations.py",
-            ),
-            "spannerflow.installations.install_rust": (
-                "installations.html#install_rust",
-                "spannerflow/installations.py",
-            ),
-        },
-        "spannerflow.rust_dataflow": {
-            "spannerflow.rust_dataflow.RustDataflow": (
-                "rust_dataflow.html#rustdataflow",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.__enter__": (
-                "rust_dataflow.html#rustdataflow.__enter__",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.__exit__": (
-                "rust_dataflow.html#rustdataflow.__exit__",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.__init__": (
-                "rust_dataflow.html#rustdataflow.__init__",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow._run_rust_server_in_background": (
-                "rust_dataflow.html#rustdataflow._run_rust_server_in_background",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow._stop_rust_server": (
-                "rust_dataflow.html#rustdataflow._stop_rust_server",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.build_so": (
-                "rust_dataflow.html#rustdataflow.build_so",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.create_cargo_toml": (
-                "rust_dataflow.html#rustdataflow.create_cargo_toml",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.create_rust_build_file": (
-                "rust_dataflow.html#rustdataflow.create_rust_build_file",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.create_rust_file": (
-                "rust_dataflow.html#rustdataflow.create_rust_file",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.generate_graph_code": (
-                "rust_dataflow.html#rustdataflow.generate_graph_code",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.generate_node_code": (
-                "rust_dataflow.html#rustdataflow.generate_node_code",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.get_col_schema": (
-                "rust_dataflow.html#rustdataflow.get_col_schema",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.get_from_input_code": (
-                "rust_dataflow.html#rustdataflow.get_from_input_code",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.get_groupby_code": (
-                "rust_dataflow.html#rustdataflow.get_groupby_code",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.get_ie_map_code": (
-                "rust_dataflow.html#rustdataflow.get_ie_map_code",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.get_input_schema": (
-                "rust_dataflow.html#rustdataflow.get_input_schema",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.get_input_schema_types": (
-                "rust_dataflow.html#rustdataflow.get_input_schema_types",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.get_join_code": (
-                "rust_dataflow.html#rustdataflow.get_join_code",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.get_node_str": (
-                "rust_dataflow.html#rustdataflow.get_node_str",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.get_project_code": (
-                "rust_dataflow.html#rustdataflow.get_project_code",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.get_rename_code": (
-                "rust_dataflow.html#rustdataflow.get_rename_code",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.get_select_code": (
-                "rust_dataflow.html#rustdataflow.get_select_code",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.get_sources_data": (
-                "rust_dataflow.html#rustdataflow.get_sources_data",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.get_union_code": (
-                "rust_dataflow.html#rustdataflow.get_union_code",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.prepare_node": (
-                "rust_dataflow.html#rustdataflow.prepare_node",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.update_repeatable_cols_in_schema": (
-                "rust_dataflow.html#rustdataflow.update_repeatable_cols_in_schema",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.validate_node": (
-                "rust_dataflow.html#rustdataflow.validate_node",
-                "spannerflow/rust_dataflow.py",
-            ),
-        },
-        "spannerflow.rust_utils": {},
-    },
-}
+d = { 'settings': { 'branch': 'main',
+                'doc_baseurl': '/spannerflow',
+                'doc_host': 'https://DeanLight.github.io',
+                'git_url': 'https://github.com/DeanLight/spannerflow',
+                'lib_path': 'spannerflow'},
+  'syms': { 'spannerflow.config': {'spannerflow.config.Config': ('config.html#config', 'spannerflow/config.py')},
+            'spannerflow.dataflow.v1.dataflow_pb2': {},
+            'spannerflow.dataflow.v1.dataflow_pb2_grpc': {},
+            'spannerflow.engine': { 'spannerflow.engine.Engine': ('engine.html#engine', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.__enter__': ('engine.html#engine.__enter__', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.__exit__': ('engine.html#engine.__exit__', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.__init__': ('engine.html#engine.__init__', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine._deserialize_row': ( 'engine.html#engine._deserialize_row',
+                                                                                    'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine._generate_add_rows_requests': ( 'engine.html#engine._generate_add_rows_requests',
+                                                                                               'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine._serialize_row': ( 'engine.html#engine._serialize_row',
+                                                                                  'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.add_collection': ( 'engine.html#engine.add_collection',
+                                                                                  'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.add_row': ('engine.html#engine.add_row', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.add_rows': ('engine.html#engine.add_rows', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.close': ('engine.html#engine.close', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.delete_collection': ( 'engine.html#engine.delete_collection',
+                                                                                     'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.delete_row': ('engine.html#engine.delete_row', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.get_collection': ( 'engine.html#engine.get_collection',
+                                                                                  'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.get_collections': ( 'engine.html#engine.get_collections',
+                                                                                   'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.load_from_csv': ( 'engine.html#engine.load_from_csv',
+                                                                                 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.open': ('engine.html#engine.open', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.run_dataflow': ('engine.html#engine.run_dataflow', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.save_to_csv': ('engine.html#engine.save_to_csv', 'spannerflow/engine.py')},
+            'spannerflow.graph_utils': { 'spannerflow.graph_utils.change_node_key': ( 'graph_utils.html#change_node_key',
+                                                                                      'spannerflow/graph_utils.py'),
+                                         'spannerflow.graph_utils.create_iter_graph': ( 'graph_utils.html#create_iter_graph',
+                                                                                        'spannerflow/graph_utils.py'),
+                                         'spannerflow.graph_utils.find_anchor_of_cycle': ( 'graph_utils.html#find_anchor_of_cycle',
+                                                                                           'spannerflow/graph_utils.py'),
+                                         'spannerflow.graph_utils.find_egress_node': ( 'graph_utils.html#find_egress_node',
+                                                                                       'spannerflow/graph_utils.py'),
+                                         'spannerflow.graph_utils.find_ingress_nodes': ( 'graph_utils.html#find_ingress_nodes',
+                                                                                         'spannerflow/graph_utils.py'),
+                                         'spannerflow.graph_utils.find_output': ( 'graph_utils.html#find_output',
+                                                                                  'spannerflow/graph_utils.py'),
+                                         'spannerflow.graph_utils.find_sources': ( 'graph_utils.html#find_sources',
+                                                                                   'spannerflow/graph_utils.py'),
+                                         'spannerflow.graph_utils.get_common_cols': ( 'graph_utils.html#get_common_cols',
+                                                                                      'spannerflow/graph_utils.py'),
+                                         'spannerflow.graph_utils.get_cycles': ( 'graph_utils.html#get_cycles',
+                                                                                 'spannerflow/graph_utils.py'),
+                                         'spannerflow.graph_utils.get_minus_cols': ( 'graph_utils.html#get_minus_cols',
+                                                                                     'spannerflow/graph_utils.py'),
+                                         'spannerflow.graph_utils.get_node_schema': ( 'graph_utils.html#get_node_schema',
+                                                                                      'spannerflow/graph_utils.py'),
+                                         'spannerflow.graph_utils.reduced_graph': ( 'graph_utils.html#reduced_graph',
+                                                                                    'spannerflow/graph_utils.py'),
+                                         'spannerflow.graph_utils.traverse_cycle': ( 'graph_utils.html#traverse_cycle',
+                                                                                     'spannerflow/graph_utils.py')},
+            'spannerflow.grpc_server': { 'spannerflow.grpc_server.IEFunctionService': ( 'grpc_server.html#iefunctionservice',
+                                                                                        'spannerflow/grpc_server.py'),
+                                         'spannerflow.grpc_server.IEFunctionService.RunIEFunction': ( 'grpc_server.html#iefunctionservice.runiefunction',
+                                                                                                      'spannerflow/grpc_server.py'),
+                                         'spannerflow.grpc_server.IEFunctionService.__init__': ( 'grpc_server.html#iefunctionservice.__init__',
+                                                                                                 'spannerflow/grpc_server.py'),
+                                         'spannerflow.grpc_server.run_server': ( 'grpc_server.html#run_server',
+                                                                                 'spannerflow/grpc_server.py')},
+            'spannerflow.installations': { 'spannerflow.installations.check_for_protoc': ( 'installations.html#check_for_protoc',
+                                                                                           'spannerflow/installations.py'),
+                                           'spannerflow.installations.check_for_rust': ( 'installations.html#check_for_rust',
+                                                                                         'spannerflow/installations.py'),
+                                           'spannerflow.installations.download_archive': ( 'installations.html#download_archive',
+                                                                                           'spannerflow/installations.py'),
+                                           'spannerflow.installations.install_protoc': ( 'installations.html#install_protoc',
+                                                                                         'spannerflow/installations.py'),
+                                           'spannerflow.installations.install_rust': ( 'installations.html#install_rust',
+                                                                                       'spannerflow/installations.py')},
+            'spannerflow.rust_dataflow': { 'spannerflow.rust_dataflow.RustDataflow': ( 'rust_dataflow.html#rustdataflow',
+                                                                                       'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.__enter__': ( 'rust_dataflow.html#rustdataflow.__enter__',
+                                                                                                 'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.__exit__': ( 'rust_dataflow.html#rustdataflow.__exit__',
+                                                                                                'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.__init__': ( 'rust_dataflow.html#rustdataflow.__init__',
+                                                                                                'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow._run_rust_server_in_background': ( 'rust_dataflow.html#rustdataflow._run_rust_server_in_background',
+                                                                                                                      'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow._stop_rust_server': ( 'rust_dataflow.html#rustdataflow._stop_rust_server',
+                                                                                                         'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.build_so': ( 'rust_dataflow.html#rustdataflow.build_so',
+                                                                                                'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.create_cargo_toml': ( 'rust_dataflow.html#rustdataflow.create_cargo_toml',
+                                                                                                         'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.create_rust_build_file': ( 'rust_dataflow.html#rustdataflow.create_rust_build_file',
+                                                                                                              'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.create_rust_file': ( 'rust_dataflow.html#rustdataflow.create_rust_file',
+                                                                                                        'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.generate_graph_code': ( 'rust_dataflow.html#rustdataflow.generate_graph_code',
+                                                                                                           'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.generate_node_code': ( 'rust_dataflow.html#rustdataflow.generate_node_code',
+                                                                                                          'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.get_col_schema': ( 'rust_dataflow.html#rustdataflow.get_col_schema',
+                                                                                                      'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.get_from_input_code': ( 'rust_dataflow.html#rustdataflow.get_from_input_code',
+                                                                                                           'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.get_groupby_code': ( 'rust_dataflow.html#rustdataflow.get_groupby_code',
+                                                                                                        'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.get_ie_map_code': ( 'rust_dataflow.html#rustdataflow.get_ie_map_code',
+                                                                                                       'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.get_input_schema': ( 'rust_dataflow.html#rustdataflow.get_input_schema',
+                                                                                                        'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.get_input_schema_types': ( 'rust_dataflow.html#rustdataflow.get_input_schema_types',
+                                                                                                              'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.get_join_code': ( 'rust_dataflow.html#rustdataflow.get_join_code',
+                                                                                                     'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.get_node_str': ( 'rust_dataflow.html#rustdataflow.get_node_str',
+                                                                                                    'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.get_project_code': ( 'rust_dataflow.html#rustdataflow.get_project_code',
+                                                                                                        'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.get_rename_code': ( 'rust_dataflow.html#rustdataflow.get_rename_code',
+                                                                                                       'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.get_select_code': ( 'rust_dataflow.html#rustdataflow.get_select_code',
+                                                                                                       'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.get_sources_data': ( 'rust_dataflow.html#rustdataflow.get_sources_data',
+                                                                                                        'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.get_union_code': ( 'rust_dataflow.html#rustdataflow.get_union_code',
+                                                                                                      'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.prepare_node': ( 'rust_dataflow.html#rustdataflow.prepare_node',
+                                                                                                    'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.update_repeatable_cols_in_schema': ( 'rust_dataflow.html#rustdataflow.update_repeatable_cols_in_schema',
+                                                                                                                        'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.validate_node': ( 'rust_dataflow.html#rustdataflow.validate_node',
+                                                                                                     'spannerflow/rust_dataflow.py')},
+            'spannerflow.rust_utils': {}}}
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DINPlO


From 310645b53742c86c4125211b2340dabdbd912c18 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 24 Oct 2024 20:43:54 +0300
Subject: [PATCH 111/277] WIP

---
 .pre-commit-config.yaml      |  50 ++--
 README.md                    |   3 +
 nbs/index.ipynb              |   8 +-
 settings.ini                 |   2 +-
 spannerflow/_modidx.py       | 439 +++++++++++------------------------
 spannerflow/config.py        |   2 +-
 spannerflow/engine.py        |   2 +-
 spannerflow/graph_utils.py   |  18 +-
 spannerflow/grpc_server.py   |   2 +-
 spannerflow/installations.py |   8 +-
 spannerflow/rust_dataflow.py |   7 +-
 11 files changed, 189 insertions(+), 352 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index d147d9a..d4b23e0 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,6 +1,24 @@
 repos:
+  - repo: https://github.com/fastai/nbdev
+    rev: 2.3.31
+    hooks:
+    - id: nbdev_clean
+    - id: nbdev_export
+
+  - repo: https://github.com/nbQA-dev/nbQA
+    rev: 1.8.7
+    hooks:
+      #- id: nbqa-mypy
+      #  exclude: '.*_pb2\.pyi$|.*_pb2\.py$|.*_pb2_grpc\.py$|setup.py'
+      - id: nbqa-black
+        exclude: '.*_pb2\.pyi$|.*_pb2\.py$|.*_pb2_grpc\.py$|setup.py'
+      - id: nbqa-isort
+        exclude: '.*_pb2\.pyi$|.*_pb2\.py$|.*_pb2_grpc\.py$|setup.py'
+      #- id: nbqa-ruff
+      #  exclude: '.*_pb2\.pyi$|.*_pb2\.py$|.*_pb2_grpc\.py$|setup.py'
+
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: 'v1.11.2'
+    rev: 'v1.13.0'
     hooks:
       - id: mypy
         language: system
@@ -10,30 +28,30 @@ repos:
         ]
 
 
-  - repo: https://github.com/pre-commit/mirrors-isort
-    rev: 'v5.10.1'
-    hooks:
-      - id: isort
-        exclude: '.*_pb2\.pyi$|.*_pb2\.py$|.*_pb2_grpc\.py$'
+  # - repo: https://github.com/pre-commit/mirrors-isort
+  #   rev: 'v5.10.1'
+  #   hooks:
+  #     - id: isort
+  #       exclude: '.*_pb2\.pyi$|.*_pb2\.py$|.*_pb2_grpc\.py$'
 
 
-  - repo: https://github.com/psf/black-pre-commit-mirror
-    rev: '24.8.0'
-    hooks:
-      - id: black
-        exclude: '.*_pb2\.pyi$|.*_pb2\.py$|.*_pb2_grpc\.py$'
-        language_version: python3
+  # - repo: https://github.com/psf/black-pre-commit-mirror
+  #   rev: '24.10.0'
+  #   hooks:
+  #     - id: black
+  #       exclude: '.*_pb2\.pyi$|.*_pb2\.py$|.*_pb2_grpc\.py$'
+  #       language_version: python3
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: 'v0.6.9'
+    rev: 'v0.7.0'
     hooks:
     - id: ruff
       exclude: '.*_pb2\.pyi$|.*_pb2\.py$|.*_pb2_grpc\.py$'
-    - id: ruff-format
-      exclude: '.*_pb2\.pyi$|.*_pb2\.py$|.*_pb2_grpc\.py$'
+    # - id: ruff-format
+    #  exclude: '.*_pb2\.pyi$|.*_pb2\.py$|.*_pb2_grpc\.py$'
 
   - repo: https://github.com/bufbuild/buf
-    rev: v1.44.0
+    rev: v1.45.0
     hooks:
       - id: buf-lint
         args: [spannerflow/proto/dataflow/v1/dataflow.proto]
diff --git a/README.md b/README.md
index 65b16ed..8781277 100644
--- a/README.md
+++ b/README.md
@@ -27,6 +27,9 @@ started.
 # make sure spannerflow package is installed in development mode
 $ pip install -e .[dev]
 
+# install pre-commit
+$ pre-commit install
+
 # make changes under nbs/ directory
 # ...
 
diff --git a/nbs/index.ipynb b/nbs/index.ipynb
index 3653e7e..dd7b80c 100644
--- a/nbs/index.ipynb
+++ b/nbs/index.ipynb
@@ -6,7 +6,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# | hide\n"
+    "# | hide"
    ]
   },
   {
@@ -29,8 +29,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<!-- Pytest Coverage Comment:Begin -->\n",
-    "<!-- Pytest Coverage Comment:End -->\n",
+    "<!-- Pytest Coverage Comment:Begin --><!-- Pytest Coverage Comment:End -->\n",
     "\n",
     "## Developer Guide\n",
     "\n",
@@ -64,6 +63,9 @@
     "# make sure spannerflow package is installed in development mode\n",
     "$ pip install -e .[dev]\n",
     "\n",
+    "# install pre-commit\n",
+    "$ pre-commit install\n",
+    "\n",
     "# make changes under nbs/ directory\n",
     "# ...\n",
     "\n",
diff --git a/settings.ini b/settings.ini
index 1001e0b..e5c1d4f 100644
--- a/settings.ini
+++ b/settings.ini
@@ -49,7 +49,7 @@ requirements = grpcio~=1.67.0
 
 dev_requirements = pre-commit~=4.0.0
     isort~=5.13.2
-    black~=24.8.0
+    black[jupyter]~=24.8.0
     types-protobuf~=5.28.0.20240924
     types-requests~=2.32.0.20241016
     ruff~=0.7.0
diff --git a/spannerflow/_modidx.py b/spannerflow/_modidx.py
index ebee81b..97e838c 100644
--- a/spannerflow/_modidx.py
+++ b/spannerflow/_modidx.py
@@ -1,305 +1,138 @@
 # Autogenerated by nbdev
 
-d = {
-    "settings": {
-        "branch": "main",
-        "doc_baseurl": "/spannerflow",
-        "doc_host": "https://DeanLight.github.io",
-        "git_url": "https://github.com/DeanLight/spannerflow",
-        "lib_path": "spannerflow",
-    },
-    "syms": {
-        "spannerflow.config": {
-            "spannerflow.config.Config": ("config.html#config", "spannerflow/config.py")
-        },
-        "spannerflow.dataflow.v1.dataflow_pb2": {},
-        "spannerflow.dataflow.v1.dataflow_pb2_grpc": {},
-        "spannerflow.engine": {
-            "spannerflow.engine.Engine": (
-                "engine.html#engine",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.__enter__": (
-                "engine.html#engine.__enter__",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.__exit__": (
-                "engine.html#engine.__exit__",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.__init__": (
-                "engine.html#engine.__init__",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine._deserialize_row": (
-                "engine.html#engine._deserialize_row",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine._generate_add_rows_requests": (
-                "engine.html#engine._generate_add_rows_requests",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine._serialize_row": (
-                "engine.html#engine._serialize_row",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.add_collection": (
-                "engine.html#engine.add_collection",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.add_row": (
-                "engine.html#engine.add_row",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.add_rows": (
-                "engine.html#engine.add_rows",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.close": (
-                "engine.html#engine.close",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.delete_collection": (
-                "engine.html#engine.delete_collection",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.delete_row": (
-                "engine.html#engine.delete_row",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.get_collection": (
-                "engine.html#engine.get_collection",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.get_collections": (
-                "engine.html#engine.get_collections",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.load_from_csv": (
-                "engine.html#engine.load_from_csv",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.open": (
-                "engine.html#engine.open",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.run_dataflow": (
-                "engine.html#engine.run_dataflow",
-                "spannerflow/engine.py",
-            ),
-            "spannerflow.engine.Engine.save_to_csv": (
-                "engine.html#engine.save_to_csv",
-                "spannerflow/engine.py",
-            ),
-        },
-        "spannerflow.graph_utils": {
-            "spannerflow.graph_utils.change_node_key": (
-                "graph_utils.html#change_node_key",
-                "spannerflow/graph_utils.py",
-            ),
-            "spannerflow.graph_utils.create_iter_graph": (
-                "graph_utils.html#create_iter_graph",
-                "spannerflow/graph_utils.py",
-            ),
-            "spannerflow.graph_utils.find_anchor_of_cycle": (
-                "graph_utils.html#find_anchor_of_cycle",
-                "spannerflow/graph_utils.py",
-            ),
-            "spannerflow.graph_utils.find_egress_node": (
-                "graph_utils.html#find_egress_node",
-                "spannerflow/graph_utils.py",
-            ),
-            "spannerflow.graph_utils.find_ingress_nodes": (
-                "graph_utils.html#find_ingress_nodes",
-                "spannerflow/graph_utils.py",
-            ),
-            "spannerflow.graph_utils.find_output": (
-                "graph_utils.html#find_output",
-                "spannerflow/graph_utils.py",
-            ),
-            "spannerflow.graph_utils.find_sources": (
-                "graph_utils.html#find_sources",
-                "spannerflow/graph_utils.py",
-            ),
-            "spannerflow.graph_utils.get_common_cols": (
-                "graph_utils.html#get_common_cols",
-                "spannerflow/graph_utils.py",
-            ),
-            "spannerflow.graph_utils.get_cycles": (
-                "graph_utils.html#get_cycles",
-                "spannerflow/graph_utils.py",
-            ),
-            "spannerflow.graph_utils.get_minus_cols": (
-                "graph_utils.html#get_minus_cols",
-                "spannerflow/graph_utils.py",
-            ),
-            "spannerflow.graph_utils.get_node_schema": (
-                "graph_utils.html#get_node_schema",
-                "spannerflow/graph_utils.py",
-            ),
-            "spannerflow.graph_utils.reduced_graph": (
-                "graph_utils.html#reduced_graph",
-                "spannerflow/graph_utils.py",
-            ),
-            "spannerflow.graph_utils.traverse_cycle": (
-                "graph_utils.html#traverse_cycle",
-                "spannerflow/graph_utils.py",
-            ),
-        },
-        "spannerflow.grpc_server": {
-            "spannerflow.grpc_server.IEFunctionService": (
-                "grpc_server.html#iefunctionservice",
-                "spannerflow/grpc_server.py",
-            ),
-            "spannerflow.grpc_server.IEFunctionService.RunIEFunction": (
-                "grpc_server.html#iefunctionservice.runiefunction",
-                "spannerflow/grpc_server.py",
-            ),
-            "spannerflow.grpc_server.IEFunctionService.__init__": (
-                "grpc_server.html#iefunctionservice.__init__",
-                "spannerflow/grpc_server.py",
-            ),
-            "spannerflow.grpc_server.run_server": (
-                "grpc_server.html#run_server",
-                "spannerflow/grpc_server.py",
-            ),
-        },
-        "spannerflow.installations": {
-            "spannerflow.installations.check_for_protoc": (
-                "installations.html#check_for_protoc",
-                "spannerflow/installations.py",
-            ),
-            "spannerflow.installations.check_for_rust": (
-                "installations.html#check_for_rust",
-                "spannerflow/installations.py",
-            ),
-            "spannerflow.installations.download_archive": (
-                "installations.html#download_archive",
-                "spannerflow/installations.py",
-            ),
-            "spannerflow.installations.install_protoc": (
-                "installations.html#install_protoc",
-                "spannerflow/installations.py",
-            ),
-            "spannerflow.installations.install_rust": (
-                "installations.html#install_rust",
-                "spannerflow/installations.py",
-            ),
-        },
-        "spannerflow.rust_dataflow": {
-            "spannerflow.rust_dataflow.RustDataflow": (
-                "rust_dataflow.html#rustdataflow",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.__enter__": (
-                "rust_dataflow.html#rustdataflow.__enter__",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.__exit__": (
-                "rust_dataflow.html#rustdataflow.__exit__",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.__init__": (
-                "rust_dataflow.html#rustdataflow.__init__",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow._run_rust_server_in_background": (
-                "rust_dataflow.html#rustdataflow._run_rust_server_in_background",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow._stop_rust_server": (
-                "rust_dataflow.html#rustdataflow._stop_rust_server",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.build_so": (
-                "rust_dataflow.html#rustdataflow.build_so",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.create_cargo_toml": (
-                "rust_dataflow.html#rustdataflow.create_cargo_toml",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.create_rust_build_file": (
-                "rust_dataflow.html#rustdataflow.create_rust_build_file",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.create_rust_file": (
-                "rust_dataflow.html#rustdataflow.create_rust_file",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.generate_graph_code": (
-                "rust_dataflow.html#rustdataflow.generate_graph_code",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.generate_node_code": (
-                "rust_dataflow.html#rustdataflow.generate_node_code",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.get_col_schema": (
-                "rust_dataflow.html#rustdataflow.get_col_schema",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.get_from_input_code": (
-                "rust_dataflow.html#rustdataflow.get_from_input_code",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.get_groupby_code": (
-                "rust_dataflow.html#rustdataflow.get_groupby_code",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.get_ie_map_code": (
-                "rust_dataflow.html#rustdataflow.get_ie_map_code",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.get_input_schema": (
-                "rust_dataflow.html#rustdataflow.get_input_schema",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.get_input_schema_types": (
-                "rust_dataflow.html#rustdataflow.get_input_schema_types",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.get_join_code": (
-                "rust_dataflow.html#rustdataflow.get_join_code",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.get_node_str": (
-                "rust_dataflow.html#rustdataflow.get_node_str",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.get_project_code": (
-                "rust_dataflow.html#rustdataflow.get_project_code",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.get_rename_code": (
-                "rust_dataflow.html#rustdataflow.get_rename_code",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.get_select_code": (
-                "rust_dataflow.html#rustdataflow.get_select_code",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.get_sources_data": (
-                "rust_dataflow.html#rustdataflow.get_sources_data",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.get_union_code": (
-                "rust_dataflow.html#rustdataflow.get_union_code",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.prepare_node": (
-                "rust_dataflow.html#rustdataflow.prepare_node",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.update_repeatable_cols_in_schema": (
-                "rust_dataflow.html#rustdataflow.update_repeatable_cols_in_schema",
-                "spannerflow/rust_dataflow.py",
-            ),
-            "spannerflow.rust_dataflow.RustDataflow.validate_node": (
-                "rust_dataflow.html#rustdataflow.validate_node",
-                "spannerflow/rust_dataflow.py",
-            ),
-        },
-        "spannerflow.rust_utils": {},
-    },
-}
+d = { 'settings': { 'branch': 'main',
+                'doc_baseurl': '/spannerflow',
+                'doc_host': 'https://DeanLight.github.io',
+                'git_url': 'https://github.com/DeanLight/spannerflow',
+                'lib_path': 'spannerflow'},
+  'syms': { 'spannerflow.config': {'spannerflow.config.Config': ('config.html#config', 'spannerflow/config.py')},
+            'spannerflow.dataflow.v1.dataflow_pb2': {},
+            'spannerflow.dataflow.v1.dataflow_pb2_grpc': {},
+            'spannerflow.engine': { 'spannerflow.engine.Engine': ('engine.html#engine', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.__enter__': ('engine.html#engine.__enter__', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.__exit__': ('engine.html#engine.__exit__', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.__init__': ('engine.html#engine.__init__', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine._deserialize_row': ( 'engine.html#engine._deserialize_row',
+                                                                                    'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine._generate_add_rows_requests': ( 'engine.html#engine._generate_add_rows_requests',
+                                                                                               'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine._serialize_row': ( 'engine.html#engine._serialize_row',
+                                                                                  'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.add_collection': ( 'engine.html#engine.add_collection',
+                                                                                  'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.add_row': ('engine.html#engine.add_row', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.add_rows': ('engine.html#engine.add_rows', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.close': ('engine.html#engine.close', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.delete_collection': ( 'engine.html#engine.delete_collection',
+                                                                                     'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.delete_row': ('engine.html#engine.delete_row', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.get_collection': ( 'engine.html#engine.get_collection',
+                                                                                  'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.get_collections': ( 'engine.html#engine.get_collections',
+                                                                                   'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.load_from_csv': ( 'engine.html#engine.load_from_csv',
+                                                                                 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.open': ('engine.html#engine.open', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.run_dataflow': ('engine.html#engine.run_dataflow', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.save_to_csv': ('engine.html#engine.save_to_csv', 'spannerflow/engine.py')},
+            'spannerflow.graph_utils': { 'spannerflow.graph_utils.change_node_key': ( 'graph_utils.html#change_node_key',
+                                                                                      'spannerflow/graph_utils.py'),
+                                         'spannerflow.graph_utils.create_iter_graph': ( 'graph_utils.html#create_iter_graph',
+                                                                                        'spannerflow/graph_utils.py'),
+                                         'spannerflow.graph_utils.find_anchor_of_cycle': ( 'graph_utils.html#find_anchor_of_cycle',
+                                                                                           'spannerflow/graph_utils.py'),
+                                         'spannerflow.graph_utils.find_egress_node': ( 'graph_utils.html#find_egress_node',
+                                                                                       'spannerflow/graph_utils.py'),
+                                         'spannerflow.graph_utils.find_ingress_nodes': ( 'graph_utils.html#find_ingress_nodes',
+                                                                                         'spannerflow/graph_utils.py'),
+                                         'spannerflow.graph_utils.find_output': ( 'graph_utils.html#find_output',
+                                                                                  'spannerflow/graph_utils.py'),
+                                         'spannerflow.graph_utils.find_sources': ( 'graph_utils.html#find_sources',
+                                                                                   'spannerflow/graph_utils.py'),
+                                         'spannerflow.graph_utils.get_common_cols': ( 'graph_utils.html#get_common_cols',
+                                                                                      'spannerflow/graph_utils.py'),
+                                         'spannerflow.graph_utils.get_cycles': ( 'graph_utils.html#get_cycles',
+                                                                                 'spannerflow/graph_utils.py'),
+                                         'spannerflow.graph_utils.get_minus_cols': ( 'graph_utils.html#get_minus_cols',
+                                                                                     'spannerflow/graph_utils.py'),
+                                         'spannerflow.graph_utils.get_node_schema': ( 'graph_utils.html#get_node_schema',
+                                                                                      'spannerflow/graph_utils.py'),
+                                         'spannerflow.graph_utils.reduced_graph': ( 'graph_utils.html#reduced_graph',
+                                                                                    'spannerflow/graph_utils.py'),
+                                         'spannerflow.graph_utils.traverse_cycle': ( 'graph_utils.html#traverse_cycle',
+                                                                                     'spannerflow/graph_utils.py')},
+            'spannerflow.grpc_server': { 'spannerflow.grpc_server.IEFunctionService': ( 'grpc_server.html#iefunctionservice',
+                                                                                        'spannerflow/grpc_server.py'),
+                                         'spannerflow.grpc_server.IEFunctionService.RunIEFunction': ( 'grpc_server.html#iefunctionservice.runiefunction',
+                                                                                                      'spannerflow/grpc_server.py'),
+                                         'spannerflow.grpc_server.IEFunctionService.__init__': ( 'grpc_server.html#iefunctionservice.__init__',
+                                                                                                 'spannerflow/grpc_server.py'),
+                                         'spannerflow.grpc_server.run_server': ( 'grpc_server.html#run_server',
+                                                                                 'spannerflow/grpc_server.py')},
+            'spannerflow.installations': { 'spannerflow.installations.check_for_protoc': ( 'installations.html#check_for_protoc',
+                                                                                           'spannerflow/installations.py'),
+                                           'spannerflow.installations.check_for_rust': ( 'installations.html#check_for_rust',
+                                                                                         'spannerflow/installations.py'),
+                                           'spannerflow.installations.download_archive': ( 'installations.html#download_archive',
+                                                                                           'spannerflow/installations.py'),
+                                           'spannerflow.installations.install_protoc': ( 'installations.html#install_protoc',
+                                                                                         'spannerflow/installations.py'),
+                                           'spannerflow.installations.install_rust': ( 'installations.html#install_rust',
+                                                                                       'spannerflow/installations.py')},
+            'spannerflow.rust_dataflow': { 'spannerflow.rust_dataflow.RustDataflow': ( 'rust_dataflow.html#rustdataflow',
+                                                                                       'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.__enter__': ( 'rust_dataflow.html#rustdataflow.__enter__',
+                                                                                                 'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.__exit__': ( 'rust_dataflow.html#rustdataflow.__exit__',
+                                                                                                'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.__init__': ( 'rust_dataflow.html#rustdataflow.__init__',
+                                                                                                'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow._run_rust_server_in_background': ( 'rust_dataflow.html#rustdataflow._run_rust_server_in_background',
+                                                                                                                      'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow._stop_rust_server': ( 'rust_dataflow.html#rustdataflow._stop_rust_server',
+                                                                                                         'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.build_so': ( 'rust_dataflow.html#rustdataflow.build_so',
+                                                                                                'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.create_cargo_toml': ( 'rust_dataflow.html#rustdataflow.create_cargo_toml',
+                                                                                                         'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.create_rust_build_file': ( 'rust_dataflow.html#rustdataflow.create_rust_build_file',
+                                                                                                              'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.create_rust_file': ( 'rust_dataflow.html#rustdataflow.create_rust_file',
+                                                                                                        'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.generate_graph_code': ( 'rust_dataflow.html#rustdataflow.generate_graph_code',
+                                                                                                           'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.generate_node_code': ( 'rust_dataflow.html#rustdataflow.generate_node_code',
+                                                                                                          'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.get_col_schema': ( 'rust_dataflow.html#rustdataflow.get_col_schema',
+                                                                                                      'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.get_from_input_code': ( 'rust_dataflow.html#rustdataflow.get_from_input_code',
+                                                                                                           'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.get_groupby_code': ( 'rust_dataflow.html#rustdataflow.get_groupby_code',
+                                                                                                        'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.get_ie_map_code': ( 'rust_dataflow.html#rustdataflow.get_ie_map_code',
+                                                                                                       'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.get_input_schema': ( 'rust_dataflow.html#rustdataflow.get_input_schema',
+                                                                                                        'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.get_input_schema_types': ( 'rust_dataflow.html#rustdataflow.get_input_schema_types',
+                                                                                                              'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.get_join_code': ( 'rust_dataflow.html#rustdataflow.get_join_code',
+                                                                                                     'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.get_node_str': ( 'rust_dataflow.html#rustdataflow.get_node_str',
+                                                                                                    'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.get_project_code': ( 'rust_dataflow.html#rustdataflow.get_project_code',
+                                                                                                        'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.get_rename_code': ( 'rust_dataflow.html#rustdataflow.get_rename_code',
+                                                                                                       'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.get_select_code': ( 'rust_dataflow.html#rustdataflow.get_select_code',
+                                                                                                       'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.get_sources_data': ( 'rust_dataflow.html#rustdataflow.get_sources_data',
+                                                                                                        'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.get_union_code': ( 'rust_dataflow.html#rustdataflow.get_union_code',
+                                                                                                      'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.prepare_node': ( 'rust_dataflow.html#rustdataflow.prepare_node',
+                                                                                                    'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.update_repeatable_cols_in_schema': ( 'rust_dataflow.html#rustdataflow.update_repeatable_cols_in_schema',
+                                                                                                                        'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.validate_node': ( 'rust_dataflow.html#rustdataflow.validate_node',
+                                                                                                     'spannerflow/rust_dataflow.py')},
+            'spannerflow.rust_utils': {}}}
diff --git a/spannerflow/config.py b/spannerflow/config.py
index e962dd8..24bff05 100644
--- a/spannerflow/config.py
+++ b/spannerflow/config.py
@@ -3,7 +3,7 @@
 # AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/00_config.ipynb.
 
 # %% auto 0
-__all__ = ["Config"]
+__all__ = ['Config']
 
 # %% ../nbs/00_config.ipynb 2
 from dataclasses import dataclass, field
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 8de8ddd..b32c052 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -3,7 +3,7 @@
 # AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/60_engine.ipynb.
 
 # %% auto 0
-__all__ = ["Engine"]
+__all__ = ['Engine']
 
 # %% ../nbs/60_engine.ipynb 2
 import asyncio
diff --git a/spannerflow/graph_utils.py b/spannerflow/graph_utils.py
index d8e9ae8..bee8f4a 100644
--- a/spannerflow/graph_utils.py
+++ b/spannerflow/graph_utils.py
@@ -3,21 +3,9 @@
 # AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/30_graph_utils.ipynb.
 
 # %% auto 0
-__all__ = [
-    "find_sources",
-    "find_output",
-    "change_node_key",
-    "get_cycles",
-    "find_anchor_of_cycle",
-    "reduced_graph",
-    "get_node_schema",
-    "get_common_cols",
-    "get_minus_cols",
-    "traverse_cycle",
-    "find_ingress_nodes",
-    "find_egress_node",
-    "create_iter_graph",
-]
+__all__ = ['find_sources', 'find_output', 'change_node_key', 'get_cycles', 'find_anchor_of_cycle', 'reduced_graph',
+           'get_node_schema', 'get_common_cols', 'get_minus_cols', 'traverse_cycle', 'find_ingress_nodes',
+           'find_egress_node', 'create_iter_graph']
 
 # %% ../nbs/30_graph_utils.ipynb 2
 import networkx as nx
diff --git a/spannerflow/grpc_server.py b/spannerflow/grpc_server.py
index a835f08..e96dd7e 100644
--- a/spannerflow/grpc_server.py
+++ b/spannerflow/grpc_server.py
@@ -3,7 +3,7 @@
 # AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/40_grpc_server.ipynb.
 
 # %% auto 0
-__all__ = ["config", "IEFunctionService", "run_server"]
+__all__ = ['config', 'IEFunctionService', 'run_server']
 
 # %% ../nbs/40_grpc_server.ipynb 2
 from typing import Any, AsyncGenerator, Callable
diff --git a/spannerflow/installations.py b/spannerflow/installations.py
index efc8aad..aaf3295 100644
--- a/spannerflow/installations.py
+++ b/spannerflow/installations.py
@@ -3,13 +3,7 @@
 # AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/20_installations.ipynb.
 
 # %% auto 0
-__all__ = [
-    "check_for_protoc",
-    "install_protoc",
-    "download_archive",
-    "check_for_rust",
-    "install_rust",
-]
+__all__ = ['check_for_protoc', 'install_protoc', 'download_archive', 'check_for_rust', 'install_rust']
 
 # %% ../nbs/20_installations.ipynb 2
 import glob
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 24534e2..015f392 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -3,7 +3,7 @@
 # AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/50_rust_dataflow.ipynb.
 
 # %% auto 0
-__all__ = ["RustDataflow"]
+__all__ = ['RustDataflow']
 
 # %% ../nbs/50_rust_dataflow.ipynb 2
 import os
@@ -16,6 +16,8 @@
 import networkx as nx
 from singleton_decorator.decorator import _SingletonWrapper, singleton
 
+from .config import Config
+from .engine import Engine
 from spannerflow.graph_utils import (
     create_iter_graph,
     find_ingress_nodes,
@@ -27,9 +29,6 @@
     reduced_graph,
     traverse_cycle,
 )
-
-from .config import Config
-from .engine import Engine
 from .rust_utils import build_rust
 
 

From e0164b60516208d061ebf2ac1d94e0a823f08013 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Thu, 24 Oct 2024 17:48:01 +0000
Subject: [PATCH 112/277] Update coverage on Readme

---
 README.md               |   2 +-
 spannerflow/rust_server | Bin 7455464 -> 7437712 bytes
 2 files changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index a193ca2..6f2b53b 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-0%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py">__init__.py</a></td><td>16</td><td>16</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py#L1-L22">1&ndash;22</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/_modidx.py">_modidx.py</a></td><td>1</td><td>1</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/_modidx.py#L3">3</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>28</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L6-L53">6&ndash;53</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>152</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L6-L229">6&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>81</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L6-L151">6&ndash;151</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>46</td><td>46</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L6-L83">6&ndash;83</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L146">6&ndash;146</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>331</td><td>331</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L6-L656">6&ndash;656</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>9</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L1-L20">1&ndash;20</a></td></tr><tr><td><b>TOTAL</b></td><td><b>747</b></td><td><b>747</b></td><td><b>0%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-0%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py">__init__.py</a></td><td>16</td><td>16</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py#L1-L22">1&ndash;22</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/_modidx.py">_modidx.py</a></td><td>1</td><td>1</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/_modidx.py#L3">3</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>28</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L6-L53">6&ndash;53</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>152</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L6-L229">6&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>81</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L6-L139">6&ndash;139</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>46</td><td>46</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L6-L83">6&ndash;83</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>331</td><td>331</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L6-L655">6&ndash;655</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>9</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L1-L20">1&ndash;20</a></td></tr><tr><td><b>TOTAL</b></td><td><b>747</b></td><td><b>747</b></td><td><b>0%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide
diff --git a/spannerflow/rust_server b/spannerflow/rust_server
index 3b989da4bbe16193015da4062e6d3da145bb81b4..48df07b51d94c21b86e2cd66204f55e84209a0ef 100755
GIT binary patch
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Q4nCbKYM(asj*kcb59yPyUjP6A


From 647039db9eb77fe532ec65e6fd7d613451edbe16 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 24 Oct 2024 21:00:00 +0300
Subject: [PATCH 113/277] WIP

---
 .gitignore                |  9 ++++-
 .pre-commit-config.yaml   |  8 ++--
 nbs/10_rust_utils.ipynb   | 78 +++++++++++++++++++++++++++++++++++++++
 spannerflow/_modidx.py    |  2 +-
 spannerflow/rust_utils.py | 10 ++++-
 5 files changed, 100 insertions(+), 7 deletions(-)
 create mode 100644 nbs/10_rust_utils.ipynb

diff --git a/.gitignore b/.gitignore
index 5129157..e7c3c4b 100644
--- a/.gitignore
+++ b/.gitignore
@@ -189,4 +189,11 @@ rust/
 pytest.xml
 pytest-coverage.txt
 _proc/
-_docs/
\ No newline at end of file
+_docs/
+.quarto
+
+# Quarto installer
+.deb
+.pkg
+
+.last_checked
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index d4b23e0..20a4229 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -8,14 +8,14 @@ repos:
   - repo: https://github.com/nbQA-dev/nbQA
     rev: 1.8.7
     hooks:
-      #- id: nbqa-mypy
-      #  exclude: '.*_pb2\.pyi$|.*_pb2\.py$|.*_pb2_grpc\.py$|setup.py'
+      - id: nbqa-mypy
+        exclude: '.*_pb2\.pyi$|.*_pb2\.py$|.*_pb2_grpc\.py$|setup.py'
       - id: nbqa-black
         exclude: '.*_pb2\.pyi$|.*_pb2\.py$|.*_pb2_grpc\.py$|setup.py'
       - id: nbqa-isort
         exclude: '.*_pb2\.pyi$|.*_pb2\.py$|.*_pb2_grpc\.py$|setup.py'
-      #- id: nbqa-ruff
-      #  exclude: '.*_pb2\.pyi$|.*_pb2\.py$|.*_pb2_grpc\.py$|setup.py'
+      # - id: nbqa-ruff
+        # exclude: '.*_pb2\.pyi$|.*_pb2\.py$|.*_pb2_grpc\.py$|setup.py'
 
   - repo: https://github.com/pre-commit/mirrors-mypy
     rev: 'v1.13.0'
diff --git a/nbs/10_rust_utils.ipynb b/nbs/10_rust_utils.ipynb
new file mode 100644
index 0000000..4451847
--- /dev/null
+++ b/nbs/10_rust_utils.ipynb
@@ -0,0 +1,78 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# rust_utils\n",
+    "\n",
+    "> Fill in a module description here"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | default_exp rust_utils"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
+    "import subprocess\n",
+    "from pathlib import Path\n",
+    "\n",
+    "from spannerflow.config import Config\n",
+    "\n",
+    "config = Config()\n",
+    "\n",
+    "\n",
+    "def build_rust(cargo_toml_path: Path, log_path: Path) -> None:\n",
+    "    command = [\n",
+    "        \"cargo\",\n",
+    "        \"build\",\n",
+    "        \"--release\",\n",
+    "        \"--manifest-path\",\n",
+    "        str(cargo_toml_path),\n",
+    "    ]\n",
+    "\n",
+    "    config.LOGS_DIR.mkdir(parents=True, exist_ok=True)\n",
+    "    with open(log_path, \"a\") as log_file:\n",
+    "        subprocess.run(\n",
+    "            command,\n",
+    "            cwd=str(cargo_toml_path.parent),\n",
+    "            check=True,\n",
+    "            stderr=log_file,\n",
+    "            stdout=log_file,\n",
+    "        )\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | hide\n",
+    "import nbdev\n",
+    "\n",
+    "nbdev.nbdev_export()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "python3",
+   "language": "python",
+   "name": "python3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/spannerflow/_modidx.py b/spannerflow/_modidx.py
index 97e838c..51d1dcb 100644
--- a/spannerflow/_modidx.py
+++ b/spannerflow/_modidx.py
@@ -135,4 +135,4 @@
                                                                                                                         'spannerflow/rust_dataflow.py'),
                                            'spannerflow.rust_dataflow.RustDataflow.validate_node': ( 'rust_dataflow.html#rustdataflow.validate_node',
                                                                                                      'spannerflow/rust_dataflow.py')},
-            'spannerflow.rust_utils': {}}}
+            'spannerflow.rust_utils': {'spannerflow.rust_utils.build_rust': ('rust_utils.html#build_rust', 'spannerflow/rust_utils.py')}}}
diff --git a/spannerflow/rust_utils.py b/spannerflow/rust_utils.py
index 243a6a6..6bfe5e0 100644
--- a/spannerflow/rust_utils.py
+++ b/spannerflow/rust_utils.py
@@ -1,7 +1,15 @@
+"""Fill in a module description here"""
+
+# AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/10_rust_utils.ipynb.
+
+# %% auto 0
+__all__ = ['config', 'build_rust']
+
+# %% ../nbs/10_rust_utils.ipynb 2
 import subprocess
 from pathlib import Path
 
-from spannerflow.config import Config
+from .config import Config
 
 config = Config()
 

From 6f718a19899429c67aada02bdbe99f5b7739c1ab Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 24 Oct 2024 21:04:55 +0300
Subject: [PATCH 114/277] WIP

---
 README.md       | 1 -
 nbs/index.ipynb | 3 ++-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index a193ca2..8781277 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,6 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-0%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py">__init__.py</a></td><td>16</td><td>16</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py#L1-L22">1&ndash;22</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/_modidx.py">_modidx.py</a></td><td>1</td><td>1</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/_modidx.py#L3">3</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>28</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L6-L53">6&ndash;53</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>152</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L6-L229">6&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>81</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L6-L151">6&ndash;151</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>46</td><td>46</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L6-L83">6&ndash;83</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L146">6&ndash;146</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>331</td><td>331</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L6-L656">6&ndash;656</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>9</td><td>9</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L1-L20">1&ndash;20</a></td></tr><tr><td><b>TOTAL</b></td><td><b>747</b></td><td><b>747</b></td><td><b>0%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide
diff --git a/nbs/index.ipynb b/nbs/index.ipynb
index dd7b80c..11dd2f5 100644
--- a/nbs/index.ipynb
+++ b/nbs/index.ipynb
@@ -29,7 +29,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<!-- Pytest Coverage Comment:Begin --><!-- Pytest Coverage Comment:End -->\n",
+    "<!-- Pytest Coverage Comment:Begin -->\n",
+    "<!-- Pytest Coverage Comment:End -->\n",
     "\n",
     "## Developer Guide\n",
     "\n",

From ae1bb5841ea70e25c3446cc019d1264865c245f1 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Thu, 24 Oct 2024 18:31:22 +0000
Subject: [PATCH 115/277] Update coverage on Readme

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 8781277..4fe3c73 100644
--- a/README.md
+++ b/README.md
@@ -7,6 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-0%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py">__init__.py</a></td><td>16</td><td>16</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py#L1-L22">1&ndash;22</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/_modidx.py">_modidx.py</a></td><td>1</td><td>1</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/_modidx.py#L3">3</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>28</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L6-L53">6&ndash;53</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>152</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L6-L229">6&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>81</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L6-L139">6&ndash;139</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>46</td><td>46</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L6-L83">6&ndash;83</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>331</td><td>331</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L6-L655">6&ndash;655</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>10</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L6-L28">6&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>748</b></td><td><b>748</b></td><td><b>0%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 6d2cd2cfafdca6f957e4bc9466dca3e1d6811b25 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 24 Oct 2024 21:37:25 +0300
Subject: [PATCH 116/277] WIP

---
 pyproject.toml | 11 ++++++++---
 1 file changed, 8 insertions(+), 3 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 682dee8..897dc49 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,7 +10,8 @@ exclude = [
     "spannerflow/dataflow/v1/dataflow_pb2.pyi",
     "spannerflow/dataflow/v1/dataflow_pb2.py",
     "spannerflow/dataflow/v1/dataflow_pb2_grpc.py",
-    "spannerflow/setup.py"
+    "spannerflow/setup.py",
+    "spannerflow/_modidx.py"
 ]
 
 [tool.isort]
@@ -25,5 +26,9 @@ omit = [
     "spannerflow/dataflow/v1/dataflow_pb2.py",
     "spannerflow/dataflow/v1/dataflow_pb2_grpc.py",
     "spannerflow/dataflow/v1/dataflow_pb2.pyi",
-    "spannerflow/setup.py"
-]
\ No newline at end of file
+    "spannerflow/setup.py",
+    "spannerflow/_modidx.py"
+]
+
+[tool.coverage.report]
+omit = ["tests/*"]
\ No newline at end of file

From 43a4ca8e583b1f5bf06e128345610eb6af917ee9 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Thu, 24 Oct 2024 18:42:00 +0000
Subject: [PATCH 117/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 4fe3c73..d4ce248 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-0%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py">__init__.py</a></td><td>16</td><td>16</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py#L1-L22">1&ndash;22</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/_modidx.py">_modidx.py</a></td><td>1</td><td>1</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/_modidx.py#L3">3</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>28</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L6-L53">6&ndash;53</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>152</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L6-L229">6&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>81</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L6-L139">6&ndash;139</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>46</td><td>46</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L6-L83">6&ndash;83</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>331</td><td>331</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L6-L655">6&ndash;655</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>10</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L6-L28">6&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>748</b></td><td><b>748</b></td><td><b>0%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-0%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py">__init__.py</a></td><td>16</td><td>16</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py#L1-L22">1&ndash;22</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>28</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L6-L53">6&ndash;53</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>152</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L6-L229">6&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>81</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L6-L139">6&ndash;139</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>46</td><td>46</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L6-L83">6&ndash;83</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>331</td><td>331</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L6-L655">6&ndash;655</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>10</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L6-L28">6&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>747</b></td><td><b>747</b></td><td><b>0%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 642a93b91f9759f9bc9fcae881890219eadf8eec Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 24 Oct 2024 22:20:05 +0300
Subject: [PATCH 118/277] WIP

---
 README.md               |   1 -
 pyproject.toml          |   1 -
 spannerflow/rust_server | Bin 7437712 -> 0 bytes
 3 files changed, 2 deletions(-)
 delete mode 100755 spannerflow/rust_server

diff --git a/README.md b/README.md
index d4ce248..8781277 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,6 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-0%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py">__init__.py</a></td><td>16</td><td>16</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py#L1-L22">1&ndash;22</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>28</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L6-L53">6&ndash;53</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>152</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L6-L229">6&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>81</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L6-L139">6&ndash;139</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>46</td><td>46</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L6-L83">6&ndash;83</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>331</td><td>331</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L6-L655">6&ndash;655</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>10</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L6-L28">6&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>747</b></td><td><b>747</b></td><td><b>0%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide
diff --git a/pyproject.toml b/pyproject.toml
index 897dc49..3bb045b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -21,7 +21,6 @@ profile = "black"
 addopts = "--junitxml=pytest.xml --cov-report=term-missing:skip-covered --cov=spannerflow"
 
 [tool.coverage.run]
-source = ["spannerflow"]
 omit = [
     "spannerflow/dataflow/v1/dataflow_pb2.py",
     "spannerflow/dataflow/v1/dataflow_pb2_grpc.py",
diff --git a/spannerflow/rust_server b/spannerflow/rust_server
deleted file mode 100755
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MN5kH*-?p3l3ml#5ivR!s


From be0e934b42e462b03e17180738735b4a79375ac3 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 24 Oct 2024 22:22:18 +0300
Subject: [PATCH 119/277] WIP

---
 nbs/50_rust_dataflow.ipynb   | 3 +++
 spannerflow/rust_dataflow.py | 3 +++
 2 files changed, 6 insertions(+)

diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index 41c0655..443a583 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -544,12 +544,15 @@
     "        iterate_template = self._template_env.get_template(\"iterate.rs.jinja2\")\n",
     "        reduced, cycles = reduced_graph(graph)\n",
     "        for node in list(nx.topological_sort(reduced)):\n",
+    "            self.prepare_node(reduced, node)\n",
     "            if node in cycles.keys():\n",
+    "                self.prepare_node(cycles[node], node)\n",
     "                iter_graph = create_iter_graph(graph, cycles[node], node)\n",
     "                anchor_code = self.generate_node_code(reduced, node)\n",
     "                cycle_code = {}\n",
     "                cycle_order = traverse_cycle(cycles[node], f\"iter_{node}\")\n",
     "                for cycle_node in cycle_order:\n",
+    "                    self.prepare_node(iter_graph, cycle_node)\n",
     "                    cycle_code[cycle_node] = self.generate_node_code(\n",
     "                        iter_graph, cycle_node, anchor=f\"iter_{node}\", in_iterate=True\n",
     "                    )\n",
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 015f392..a2fefc0 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -525,12 +525,15 @@ def generate_graph_code(self, graph: nx.DiGraph) -> list[str]:
         iterate_template = self._template_env.get_template("iterate.rs.jinja2")
         reduced, cycles = reduced_graph(graph)
         for node in list(nx.topological_sort(reduced)):
+            self.prepare_node(reduced, node)
             if node in cycles.keys():
+                self.prepare_node(cycles[node], node)
                 iter_graph = create_iter_graph(graph, cycles[node], node)
                 anchor_code = self.generate_node_code(reduced, node)
                 cycle_code = {}
                 cycle_order = traverse_cycle(cycles[node], f"iter_{node}")
                 for cycle_node in cycle_order:
+                    self.prepare_node(iter_graph, cycle_node)
                     cycle_code[cycle_node] = self.generate_node_code(
                         iter_graph, cycle_node, anchor=f"iter_{node}", in_iterate=True
                     )

From 0b9d493b440f055b22b58276fb4a651a931a1f01 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Thu, 24 Oct 2024 19:26:10 +0000
Subject: [PATCH 120/277] Update coverage on Readme

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 8781277..f679b7a 100644
--- a/README.md
+++ b/README.md
@@ -7,6 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-0%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py">__init__.py</a></td><td>16</td><td>16</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py#L1-L22">1&ndash;22</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>28</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L6-L53">6&ndash;53</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>152</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L6-L229">6&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>81</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L6-L139">6&ndash;139</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>46</td><td>46</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L6-L83">6&ndash;83</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>334</td><td>334</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L6-L658">6&ndash;658</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>10</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L6-L28">6&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>750</b></td><td><b>750</b></td><td><b>0%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 6e6fd3db827219338d7a5bc5132c68b60f410e8b Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 24 Oct 2024 23:04:20 +0300
Subject: [PATCH 121/277] WIP

---
 nbs/50_rust_dataflow.ipynb   | 12 ++++++++++--
 spannerflow/rust_dataflow.py | 12 ++++++++++--
 2 files changed, 20 insertions(+), 4 deletions(-)

diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index 443a583..62cedce 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -249,6 +249,8 @@
     "    def prepare_node(self, graph: nx.DiGraph, node: str | int) -> None:\n",
     "        gr_node = graph.nodes[node]\n",
     "        preds = [graph.nodes[key] for key in graph.pred[node].keys()]\n",
+    "        if \"schema_types\" in gr_node:\n",
+    "            return\n",
     "        match gr_node[\"op\"]:\n",
     "            case \"get_rel\":\n",
     "                gr_node[\"schema_types\"] = self.get_input_schema_types(node)\n",
@@ -546,8 +548,14 @@
     "        for node in list(nx.topological_sort(reduced)):\n",
     "            self.prepare_node(reduced, node)\n",
     "            if node in cycles.keys():\n",
-    "                self.prepare_node(cycles[node], node)\n",
+    "                cycles[node].nodes[f\"iter_{node}\"][\"schema_types\"] = reduced.nodes[\n",
+    "                    node\n",
+    "                ][\"schema_types\"]\n",
+    "                self.prepare_node(cycles[node], f\"iter_{node}\")\n",
     "                iter_graph = create_iter_graph(graph, cycles[node], node)\n",
+    "                iter_graph.nodes[f\"iter_{node}\"][\"schema_types\"] = reduced.nodes[node][\n",
+    "                    \"schema_types\"\n",
+    "                ]\n",
     "                anchor_code = self.generate_node_code(reduced, node)\n",
     "                cycle_code = {}\n",
     "                cycle_order = traverse_cycle(cycles[node], f\"iter_{node}\")\n",
@@ -570,7 +578,7 @@
     "                    )\n",
     "                )\n",
     "            else:\n",
-    "                flow_code.append(self.generate_node_code(graph, node))\n",
+    "                flow_code.append(self.generate_node_code(reduced, node))\n",
     "        return flow_code\n",
     "\n",
     "    def create_cargo_toml(self, timestamp: str) -> None:\n",
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index a2fefc0..7d9d229 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -230,6 +230,8 @@ def validate_node(self, graph: nx.DiGraph, node: str | int) -> None:
     def prepare_node(self, graph: nx.DiGraph, node: str | int) -> None:
         gr_node = graph.nodes[node]
         preds = [graph.nodes[key] for key in graph.pred[node].keys()]
+        if "schema_types" in gr_node:
+            return
         match gr_node["op"]:
             case "get_rel":
                 gr_node["schema_types"] = self.get_input_schema_types(node)
@@ -527,8 +529,14 @@ def generate_graph_code(self, graph: nx.DiGraph) -> list[str]:
         for node in list(nx.topological_sort(reduced)):
             self.prepare_node(reduced, node)
             if node in cycles.keys():
-                self.prepare_node(cycles[node], node)
+                cycles[node].nodes[f"iter_{node}"]["schema_types"] = reduced.nodes[
+                    node
+                ]["schema_types"]
+                self.prepare_node(cycles[node], f"iter_{node}")
                 iter_graph = create_iter_graph(graph, cycles[node], node)
+                iter_graph.nodes[f"iter_{node}"]["schema_types"] = reduced.nodes[node][
+                    "schema_types"
+                ]
                 anchor_code = self.generate_node_code(reduced, node)
                 cycle_code = {}
                 cycle_order = traverse_cycle(cycles[node], f"iter_{node}")
@@ -551,7 +559,7 @@ def generate_graph_code(self, graph: nx.DiGraph) -> list[str]:
                     )
                 )
             else:
-                flow_code.append(self.generate_node_code(graph, node))
+                flow_code.append(self.generate_node_code(reduced, node))
         return flow_code
 
     def create_cargo_toml(self, timestamp: str) -> None:

From e76d4bba3d557f73b322941f7f8e750af2a153d0 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Thu, 24 Oct 2024 20:08:15 +0000
Subject: [PATCH 122/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index f679b7a..b01c979 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-0%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py">__init__.py</a></td><td>16</td><td>16</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py#L1-L22">1&ndash;22</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>28</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L6-L53">6&ndash;53</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>152</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L6-L229">6&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>81</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L6-L139">6&ndash;139</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>46</td><td>46</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L6-L83">6&ndash;83</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>334</td><td>334</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L6-L658">6&ndash;658</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>10</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L6-L28">6&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>750</b></td><td><b>750</b></td><td><b>0%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-0%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py">__init__.py</a></td><td>16</td><td>16</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py#L1-L22">1&ndash;22</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>28</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L6-L53">6&ndash;53</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>152</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L6-L229">6&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>81</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L6-L139">6&ndash;139</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>46</td><td>46</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L6-L83">6&ndash;83</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>338</td><td>338</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L6-L666">6&ndash;666</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>10</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L6-L28">6&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>754</b></td><td><b>754</b></td><td><b>0%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 2f5ae1b715579731865da179305deaf426099c35 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Fri, 25 Oct 2024 12:43:48 +0300
Subject: [PATCH 123/277] WIP

---
 README.md      |  1 -
 pyproject.toml | 12 ------------
 2 files changed, 13 deletions(-)

diff --git a/README.md b/README.md
index b01c979..8781277 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,6 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-0%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py">__init__.py</a></td><td>16</td><td>16</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py#L1-L22">1&ndash;22</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>28</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L6-L53">6&ndash;53</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>152</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L6-L229">6&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>81</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L6-L139">6&ndash;139</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>46</td><td>46</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L6-L83">6&ndash;83</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>338</td><td>338</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L6-L666">6&ndash;666</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>10</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L6-L28">6&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>754</b></td><td><b>754</b></td><td><b>0%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide
diff --git a/pyproject.toml b/pyproject.toml
index 3bb045b..5cc0c85 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -19,15 +19,3 @@ profile = "black"
 
 [tool.pytest.ini_options]
 addopts = "--junitxml=pytest.xml --cov-report=term-missing:skip-covered --cov=spannerflow"
-
-[tool.coverage.run]
-omit = [
-    "spannerflow/dataflow/v1/dataflow_pb2.py",
-    "spannerflow/dataflow/v1/dataflow_pb2_grpc.py",
-    "spannerflow/dataflow/v1/dataflow_pb2.pyi",
-    "spannerflow/setup.py",
-    "spannerflow/_modidx.py"
-]
-
-[tool.coverage.report]
-omit = ["tests/*"]
\ No newline at end of file

From dc8f2664510b4670a26f9de4b73cbacbeaddbcf8 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Fri, 25 Oct 2024 09:47:33 +0000
Subject: [PATCH 124/277] Update coverage on Readme

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 8781277..6325497 100644
--- a/README.md
+++ b/README.md
@@ -7,6 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-0%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py">__init__.py</a></td><td>16</td><td>16</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py#L1-L22">1&ndash;22</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/_modidx.py">_modidx.py</a></td><td>1</td><td>1</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/_modidx.py#L3">3</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>28</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L6-L53">6&ndash;53</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>152</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L6-L229">6&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>81</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L6-L139">6&ndash;139</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>46</td><td>46</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L6-L83">6&ndash;83</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>338</td><td>338</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L6-L666">6&ndash;666</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>10</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L6-L28">6&ndash;28</a></td></tr><tr><td colspan="5"><b>spannerflow/dataflow/v1</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2.py">dataflow_pb2.py</a></td><td>52</td><td>52</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2.py#L7-L72">7&ndash;72</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py">dataflow_pb2_grpc.py</a></td><td>120</td><td>120</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L3-L543">3&ndash;543</a></td></tr><tr><td><b>TOTAL</b></td><td><b>927</b></td><td><b>927</b></td><td><b>0%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From e8137c5e99b2a116f4e0448f3c22ef8f3178ecf4 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Fri, 25 Oct 2024 12:57:09 +0300
Subject: [PATCH 125/277] WIP

---
 .github/workflows/coverage.yml | 2 +-
 README.md                      | 1 -
 pyproject.toml                 | 9 +++++++++
 3 files changed, 10 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
index 80464d2..70c121e 100644
--- a/.github/workflows/coverage.yml
+++ b/.github/workflows/coverage.yml
@@ -34,7 +34,7 @@ jobs:
 
       - name: Build coverage file
         run: |
-          pytest tests/ | tee pytest-coverage.txt
+          pytest tests/ -vv --junitxml=pytest.xml --cov-report=term-missing:skip-covered --cov=spannerflow | tee pytest-coverage.txt
 
       - name: Pytest coverage comment
         id: coverageComment
diff --git a/README.md b/README.md
index 6325497..8781277 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,6 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-0%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py">__init__.py</a></td><td>16</td><td>16</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py#L1-L22">1&ndash;22</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/_modidx.py">_modidx.py</a></td><td>1</td><td>1</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/_modidx.py#L3">3</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>28</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L6-L53">6&ndash;53</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>152</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L6-L229">6&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>81</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L6-L139">6&ndash;139</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>46</td><td>46</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L6-L83">6&ndash;83</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>338</td><td>338</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L6-L666">6&ndash;666</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>10</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L6-L28">6&ndash;28</a></td></tr><tr><td colspan="5"><b>spannerflow/dataflow/v1</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2.py">dataflow_pb2.py</a></td><td>52</td><td>52</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2.py#L7-L72">7&ndash;72</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py">dataflow_pb2_grpc.py</a></td><td>120</td><td>120</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/dataflow/v1/dataflow_pb2_grpc.py#L3-L543">3&ndash;543</a></td></tr><tr><td><b>TOTAL</b></td><td><b>927</b></td><td><b>927</b></td><td><b>0%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide
diff --git a/pyproject.toml b/pyproject.toml
index 5cc0c85..1db457f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -19,3 +19,12 @@ profile = "black"
 
 [tool.pytest.ini_options]
 addopts = "--junitxml=pytest.xml --cov-report=term-missing:skip-covered --cov=spannerflow"
+
+[tool.coverage.run]
+omit = [
+    "spannerflow/dataflow/v1/dataflow_pb2.py",
+    "spannerflow/dataflow/v1/dataflow_pb2_grpc.py",
+    "spannerflow/dataflow/v1/dataflow_pb2.pyi",
+    "spannerflow/setup.py",
+    "spannerflow/_modidx.py"
+]

From ecc5099a2269be559626d2fbc468838a7167da76 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Fri, 25 Oct 2024 10:00:56 +0000
Subject: [PATCH 126/277] Update coverage on Readme

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 8781277..b01c979 100644
--- a/README.md
+++ b/README.md
@@ -7,6 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-0%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py">__init__.py</a></td><td>16</td><td>16</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py#L1-L22">1&ndash;22</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>28</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L6-L53">6&ndash;53</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>152</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L6-L229">6&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>81</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L6-L139">6&ndash;139</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>46</td><td>46</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L6-L83">6&ndash;83</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>338</td><td>338</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L6-L666">6&ndash;666</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>10</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L6-L28">6&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>754</b></td><td><b>754</b></td><td><b>0%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 88fdfd69d8cad748f6f4b62f5712da368550d787 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Fri, 25 Oct 2024 13:03:50 +0300
Subject: [PATCH 127/277] WIP

---
 .github/workflows/coverage.yml | 2 +-
 README.md                      | 1 -
 pyproject.toml                 | 4 ++--
 3 files changed, 3 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
index 70c121e..80464d2 100644
--- a/.github/workflows/coverage.yml
+++ b/.github/workflows/coverage.yml
@@ -34,7 +34,7 @@ jobs:
 
       - name: Build coverage file
         run: |
-          pytest tests/ -vv --junitxml=pytest.xml --cov-report=term-missing:skip-covered --cov=spannerflow | tee pytest-coverage.txt
+          pytest tests/ | tee pytest-coverage.txt
 
       - name: Pytest coverage comment
         id: coverageComment
diff --git a/README.md b/README.md
index b01c979..8781277 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,6 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-0%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py">__init__.py</a></td><td>16</td><td>16</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py#L1-L22">1&ndash;22</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>28</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L6-L53">6&ndash;53</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>152</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L6-L229">6&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>81</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L6-L139">6&ndash;139</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>46</td><td>46</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L6-L83">6&ndash;83</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>338</td><td>338</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L6-L666">6&ndash;666</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>10</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L6-L28">6&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>754</b></td><td><b>754</b></td><td><b>0%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide
diff --git a/pyproject.toml b/pyproject.toml
index 1db457f..1eea844 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,9 +18,9 @@ exclude = [
 profile = "black"
 
 [tool.pytest.ini_options]
-addopts = "--junitxml=pytest.xml --cov-report=term-missing:skip-covered --cov=spannerflow"
+addopts = "-vv --junitxml=pytest.xml --cov-report=term-missing:skip-covered --cov=./spannerflow"
 
-[tool.coverage.run]
+[tool.coverage.report]
 omit = [
     "spannerflow/dataflow/v1/dataflow_pb2.py",
     "spannerflow/dataflow/v1/dataflow_pb2_grpc.py",

From 4980e84e186f20a05dd28d49a9414efef4bad4b9 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Fri, 25 Oct 2024 10:07:38 +0000
Subject: [PATCH 128/277] Update coverage on Readme

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 8781277..b01c979 100644
--- a/README.md
+++ b/README.md
@@ -7,6 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-0%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py">__init__.py</a></td><td>16</td><td>16</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py#L1-L22">1&ndash;22</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>28</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L6-L53">6&ndash;53</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>152</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L6-L229">6&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>81</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L6-L139">6&ndash;139</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>46</td><td>46</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L6-L83">6&ndash;83</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>338</td><td>338</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L6-L666">6&ndash;666</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>10</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L6-L28">6&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>754</b></td><td><b>754</b></td><td><b>0%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From a05d30bbce9469f908946ea5e923392d296b7fe7 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Fri, 25 Oct 2024 13:12:49 +0300
Subject: [PATCH 129/277] WIP

---
 README.md         | 1 -
 tests/__init__.py | 0
 2 files changed, 1 deletion(-)
 create mode 100644 tests/__init__.py

diff --git a/README.md b/README.md
index b01c979..8781277 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,6 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-0%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py">__init__.py</a></td><td>16</td><td>16</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/__init__.py#L1-L22">1&ndash;22</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>28</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L6-L53">6&ndash;53</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>152</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L6-L229">6&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>81</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L6-L139">6&ndash;139</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>46</td><td>46</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L6-L83">6&ndash;83</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>338</td><td>338</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L6-L666">6&ndash;666</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>10</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L6-L28">6&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>754</b></td><td><b>754</b></td><td><b>0%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide
diff --git a/tests/__init__.py b/tests/__init__.py
new file mode 100644
index 0000000..e69de29

From a9c53fc060c77bde7e8c2c0ec81457118ea977e6 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Fri, 25 Oct 2024 10:16:34 +0000
Subject: [PATCH 130/277] Update coverage on Readme

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 8781277..820a40a 100644
--- a/README.md
+++ b/README.md
@@ -7,6 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-54%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>1</td><td>96%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L13">13</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>24</td><td>84%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L61">61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L97-L101">97&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L112">106&ndash;112</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L155-L162">155&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L216-L229">216&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L43-L50">43&ndash;50</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L54-L58">54&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L80">63&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L116">116</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>57</td><td>31%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L24-L25">24&ndash;25</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L34-L78">34&ndash;78</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L82-L89">82&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L96-L97">96&ndash;97</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L105-L140">105&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>338</td><td>237</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L125-L155">125&ndash;155</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L166-L182">166&ndash;182</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L196-L202">196&ndash;202</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L231-L288">231&ndash;288</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L297-L314">297&ndash;314</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L325-L352">325&ndash;352</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L361-L369">361&ndash;369</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L388-L396">388&ndash;396</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L405-L421">405&ndash;421</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L424-L438">424&ndash;438</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L447-L522">447&ndash;522</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L525-L563">525&ndash;563</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L566-L579">566&ndash;579</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L582-L595">582&ndash;595</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L598-L608">598&ndash;608</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L611-L638">611&ndash;638</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L646-L660">646&ndash;660</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L663-L666">663&ndash;666</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>4</td><td>60%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L18-L28">18&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>754</b></td><td><b>348</b></td><td><b>54%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 247ba725a87c6e026753f0f7ae51ef70fe66c8f9 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Fri, 25 Oct 2024 22:44:44 +0300
Subject: [PATCH 131/277] feat: not installing tests

---
 MANIFEST.in | 4 ++++
 README.md   | 1 -
 setup.py    | 2 +-
 3 files changed, 5 insertions(+), 2 deletions(-)

diff --git a/MANIFEST.in b/MANIFEST.in
index 5c0e7ce..cfc2260 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -2,4 +2,8 @@ include settings.ini
 include LICENSE
 include CONTRIBUTING.md
 include README.md
+include spannerflow/Cargo.toml
+recursive-include spannerflow/templates *
+recursive-include spannerflow/src *
 recursive-exclude * __pycache__
+prune tests
\ No newline at end of file
diff --git a/README.md b/README.md
index 820a40a..8781277 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,6 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-54%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>1</td><td>96%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L13">13</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>24</td><td>84%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L61">61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L97-L101">97&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L112">106&ndash;112</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L155-L162">155&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L216-L229">216&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L43-L50">43&ndash;50</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L54-L58">54&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L80">63&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L116">116</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>57</td><td>31%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L24-L25">24&ndash;25</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L34-L78">34&ndash;78</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L82-L89">82&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L96-L97">96&ndash;97</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L105-L140">105&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>338</td><td>237</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L125-L155">125&ndash;155</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L166-L182">166&ndash;182</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L196-L202">196&ndash;202</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L231-L288">231&ndash;288</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L297-L314">297&ndash;314</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L325-L352">325&ndash;352</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L361-L369">361&ndash;369</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L388-L396">388&ndash;396</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L405-L421">405&ndash;421</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L424-L438">424&ndash;438</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L447-L522">447&ndash;522</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L525-L563">525&ndash;563</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L566-L579">566&ndash;579</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L582-L595">582&ndash;595</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L598-L608">598&ndash;608</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L611-L638">611&ndash;638</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L646-L660">646&ndash;660</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L663-L666">663&ndash;666</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>4</td><td>60%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L18-L28">18&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>754</b></td><td><b>348</b></td><td><b>54%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide
diff --git a/setup.py b/setup.py
index c24fe1b..9bebd58 100644
--- a/setup.py
+++ b/setup.py
@@ -79,7 +79,7 @@
     ]
     + (["License :: " + lic[1]] if lic[1] else []),
     url=cfg["git_url"],
-    packages=setuptools.find_packages(),
+    packages=setuptools.find_packages(exclude=["tests"]),
     include_package_data=True,
     install_requires=requirements,
     extras_require={"dev": dev_requirements},

From ef5b70220c703b3b529d5a10c7309a2db663755e Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Fri, 25 Oct 2024 19:49:02 +0000
Subject: [PATCH 132/277] Update coverage on Readme

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 8781277..820a40a 100644
--- a/README.md
+++ b/README.md
@@ -7,6 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-54%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>1</td><td>96%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L13">13</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>24</td><td>84%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L61">61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L97-L101">97&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L112">106&ndash;112</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L155-L162">155&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L216-L229">216&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L43-L50">43&ndash;50</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L54-L58">54&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L80">63&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L116">116</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>57</td><td>31%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L24-L25">24&ndash;25</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L34-L78">34&ndash;78</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L82-L89">82&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L96-L97">96&ndash;97</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L105-L140">105&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>338</td><td>237</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L125-L155">125&ndash;155</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L166-L182">166&ndash;182</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L196-L202">196&ndash;202</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L231-L288">231&ndash;288</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L297-L314">297&ndash;314</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L325-L352">325&ndash;352</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L361-L369">361&ndash;369</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L388-L396">388&ndash;396</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L405-L421">405&ndash;421</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L424-L438">424&ndash;438</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L447-L522">447&ndash;522</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L525-L563">525&ndash;563</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L566-L579">566&ndash;579</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L582-L595">582&ndash;595</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L598-L608">598&ndash;608</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L611-L638">611&ndash;638</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L646-L660">646&ndash;660</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L663-L666">663&ndash;666</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>4</td><td>60%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L18-L28">18&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>754</b></td><td><b>348</b></td><td><b>54%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 69bb279e8be23f4ce655fff3953e449e3a8fffe1 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Fri, 25 Oct 2024 23:35:19 +0300
Subject: [PATCH 133/277] feat: documentation, graph's node schema

---
 README.md       | 26 ++++++++++++++------
 nbs/index.ipynb | 64 +++++++++++++++++++++++++++----------------------
 2 files changed, 54 insertions(+), 36 deletions(-)

diff --git a/README.md b/README.md
index 820a40a..0ca7e7a 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,6 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-54%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>1</td><td>96%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L13">13</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>24</td><td>84%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L61">61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L97-L101">97&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L112">106&ndash;112</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L155-L162">155&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L216-L229">216&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L43-L50">43&ndash;50</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L54-L58">54&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L80">63&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L116">116</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>57</td><td>31%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L24-L25">24&ndash;25</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L34-L78">34&ndash;78</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L82-L89">82&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L96-L97">96&ndash;97</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L105-L140">105&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>338</td><td>237</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L125-L155">125&ndash;155</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L166-L182">166&ndash;182</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L196-L202">196&ndash;202</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L231-L288">231&ndash;288</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L297-L314">297&ndash;314</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L325-L352">325&ndash;352</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L361-L369">361&ndash;369</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L388-L396">388&ndash;396</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L405-L421">405&ndash;421</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L424-L438">424&ndash;438</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L447-L522">447&ndash;522</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L525-L563">525&ndash;563</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L566-L579">566&ndash;579</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L582-L595">582&ndash;595</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L598-L608">598&ndash;608</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L611-L638">611&ndash;638</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L646-L660">646&ndash;660</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L663-L666">663&ndash;666</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>4</td><td>60%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L18-L28">18&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>754</b></td><td><b>348</b></td><td><b>54%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide
@@ -70,12 +69,25 @@ find package manager specific guidelines on
 [conda](https://anaconda.org/DeanLight/spannerflow) and
 [pypi](https://pypi.org/project/spannerflow/) respectively.
 
-## How to use
+### graph input schema:
 
-Fill me in please! Don’t forget code examples:
+Nodes should follow this:
 
-``` python
-1 + 1
-```
+must have “schema” which is a list of strings must have “op” which is
+one of: \* “union” \* “rename” \* “select” \* “project” \* “groupby” \*
+“product” \* “join” \* “ie_map” \* “get_const” \* “get_rel”
+
+if “op” is “ie_map” it have to include: \* “name” which is a string \*
+“in_schema” which is a list of types or functions \* “out_schema” which
+is a list of types or functions \* “out_arity” which is a number \*
+“in_arity” which is a number
+
+if “op” is “get_const” \* “const_dict” which is a dictinary with column
+as a key (appears in “schema”) and a const as a value.
+
+if “op” is “groupby” it have to include: \* “agg” which is a list of
+strings or None in length of schema which indicates what and if to apply
+aggregation function on the column in this position
 
-    2
+if “op” is “select” it have to include: \* “theta” which is Theta object
+that indicates what selection to do
diff --git a/nbs/index.ipynb b/nbs/index.ipynb
index 11dd2f5..2a6c31e 100644
--- a/nbs/index.ipynb
+++ b/nbs/index.ipynb
@@ -142,42 +142,48 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## How to use"
+    "### graph input schema:"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Fill me in please! Don't forget code examples:"
+    "Nodes should follow this:\n",
+    "\n",
+    "\n",
+    "must have \"schema\" which is a list of strings\n",
+    "must have \"op\" which is one of: \n",
+    "*    \"union\" \n",
+    "*    \"rename\"\n",
+    "*    \"select\"\n",
+    "*    \"project\"\n",
+    "*    \"groupby\"\n",
+    "*    \"product\"\n",
+    "*    \"join\"\n",
+    "*    \"ie_map\"\n",
+    "*    \"get_const\"\n",
+    "*    \"get_rel\"\n",
+    "\n",
+    "if \"op\" is \"ie_map\" it have to include: \n",
+    "*    \"name\" which is a string\n",
+    "*    \"in_schema\" which is a list of types or functions\n",
+    "*    \"out_schema\" which is a list of types or functions\n",
+    "*    \"out_arity\" which is a number\n",
+    "*    \"in_arity\" which is a number\n",
+    "\n",
+    "if \"op\" is \"get_const\"\n",
+    "*    \"const_dict\" which is a dictinary with column as a key (appears in \"schema\") and a const as a value.\n",
+    "    \n",
+    "\n",
+    "if \"op\" is \"groupby\" it have to include:\n",
+    "*    \"agg\" which is a list of strings or None in length of schema which indicates what and if to apply aggregation function on the column in this position\n",
+    "\n",
+    "if \"op\" is \"select\" it have to include:\n",
+    "*    \"theta\" which is Theta object that indicates what selection to do\n",
+    "\n",
+    "\n"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "2"
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "1 + 1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {

From bef63e038105f754e5580510e0b1e4a7e3edf3ab Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sat, 26 Oct 2024 01:54:57 +0300
Subject: [PATCH 134/277] feat: comment out installations as it already
 depdendent on them

---
 nbs/10_rust_utils.ipynb      |  2 +-
 nbs/20_installations.ipynb   | 17 +++++++++++++++--
 spannerflow/__init__.py      | 16 ----------------
 spannerflow/installations.py | 15 ++++++++++++++-
 4 files changed, 30 insertions(+), 20 deletions(-)

diff --git a/nbs/10_rust_utils.ipynb b/nbs/10_rust_utils.ipynb
index 4451847..5f5c15d 100644
--- a/nbs/10_rust_utils.ipynb
+++ b/nbs/10_rust_utils.ipynb
@@ -50,7 +50,7 @@
     "            check=True,\n",
     "            stderr=log_file,\n",
     "            stdout=log_file,\n",
-    "        )\n"
+    "        )"
    ]
   },
   {
diff --git a/nbs/20_installations.ipynb b/nbs/20_installations.ipynb
index 5311c43..3afddef 100644
--- a/nbs/20_installations.ipynb
+++ b/nbs/20_installations.ipynb
@@ -76,7 +76,7 @@
     "        operation_system_and_arch = f\"{arch}\"\n",
     "    else:\n",
     "        # For other systems, the naming convention includes both OS and architecture\n",
-    "        operation_system_and_arch = f\"{arch}-{operation_system}\"\n",
+    "        operation_system_and_arch = f\"{operation_system}-{arch}\"\n",
     "\n",
     "    url = f\"https://github.com/protocolbuffers/protobuf/releases/download/v28.2/protoc-28.2-{operation_system_and_arch}.zip\"\n",
     "\n",
@@ -156,7 +156,20 @@
     "    tar_xz_filename.unlink()\n",
     "    print(f\"Removed the tar.xz file: {tar_xz_filename}\")\n",
     "    dirs = glob.glob(f\"{extract_dir}/*/*/bin\")\n",
-    "    os.environ[\"PATH\"] = os.pathsep.join(dirs + [os.environ[\"PATH\"]])"
+    "    os.environ[\"PATH\"] = os.pathsep.join(dirs + [os.environ[\"PATH\"]])\n",
+    "\n",
+    "\n",
+    "# from spannerflow.installations import install_protoc, install_rust\n",
+    "\n",
+    "# install_protoc()\n",
+    "# extract_dir = Path(\"protoc\").absolute()\n",
+    "# protoc_bin_path = extract_dir.joinpath(\"bin\")\n",
+    "# os.environ[\"PATH\"] = os.pathsep.join([str(protoc_bin_path), os.environ[\"PATH\"]])\n",
+    "# # TODO: add binraies as library entrypoints instead of modifying PATH\n",
+    "# install_rust()\n",
+    "# extract_dir = Path(\"rust\").absolute()\n",
+    "# dirs = glob.glob(f\"{extract_dir}/*/*/bin\")\n",
+    "# os.environ[\"PATH\"] = os.pathsep.join(dirs + [os.environ[\"PATH\"]])"
    ]
   },
   {
diff --git a/spannerflow/__init__.py b/spannerflow/__init__.py
index f593efa..705f4d5 100644
--- a/spannerflow/__init__.py
+++ b/spannerflow/__init__.py
@@ -1,22 +1,6 @@
 __version__ = "0.0.1"
-import glob
-import os
-from pathlib import Path
-
 from spannerflow.dataflow.v1 import dataflow_pb2
 from spannerflow.engine import Engine
-from spannerflow.installations import install_protoc, install_rust
-
-# TODO: instead of building wheel artifacts, allow pip install with url to repo without maintaining a registry
-install_protoc()
-extract_dir = Path("protoc").absolute()
-protoc_bin_path = extract_dir.joinpath("bin")
-os.environ["PATH"] = os.pathsep.join([str(protoc_bin_path), os.environ["PATH"]])
-# TODO: add binraies as library entrypoints instead of modifying PATH
-install_rust()
-extract_dir = Path("rust").absolute()
-dirs = glob.glob(f"{extract_dir}/*/*/bin")
-os.environ["PATH"] = os.pathsep.join(dirs + [os.environ["PATH"]])
 
 
 __all__ = ["Engine", "dataflow_pb2"]
diff --git a/spannerflow/installations.py b/spannerflow/installations.py
index aaf3295..f868292 100644
--- a/spannerflow/installations.py
+++ b/spannerflow/installations.py
@@ -57,7 +57,7 @@ def install_protoc() -> None:
         operation_system_and_arch = f"{arch}"
     else:
         # For other systems, the naming convention includes both OS and architecture
-        operation_system_and_arch = f"{arch}-{operation_system}"
+        operation_system_and_arch = f"{operation_system}-{arch}"
 
     url = f"https://github.com/protocolbuffers/protobuf/releases/download/v28.2/protoc-28.2-{operation_system_and_arch}.zip"
 
@@ -138,3 +138,16 @@ def install_rust():
     print(f"Removed the tar.xz file: {tar_xz_filename}")
     dirs = glob.glob(f"{extract_dir}/*/*/bin")
     os.environ["PATH"] = os.pathsep.join(dirs + [os.environ["PATH"]])
+
+
+# from spannerflow.installations import install_protoc, install_rust
+
+# install_protoc()
+# extract_dir = Path("protoc").absolute()
+# protoc_bin_path = extract_dir.joinpath("bin")
+# os.environ["PATH"] = os.pathsep.join([str(protoc_bin_path), os.environ["PATH"]])
+# # TODO: add binraies as library entrypoints instead of modifying PATH
+# install_rust()
+# extract_dir = Path("rust").absolute()
+# dirs = glob.glob(f"{extract_dir}/*/*/bin")
+# os.environ["PATH"] = os.pathsep.join(dirs + [os.environ["PATH"]])

From c7d87c9f47bb2e8aaf0fe74d1c2fb08854da37d3 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Fri, 25 Oct 2024 22:58:49 +0000
Subject: [PATCH 135/277] Update coverage on Readme

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 0ca7e7a..01ebcca 100644
--- a/README.md
+++ b/README.md
@@ -7,6 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-50%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>1</td><td>96%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L13">13</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>24</td><td>84%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L61">61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L97-L101">97&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L112">106&ndash;112</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L155-L162">155&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L216-L229">216&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L43-L50">43&ndash;50</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L54-L58">54&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L80">63&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L116">116</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>338</td><td>237</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L125-L155">125&ndash;155</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L166-L182">166&ndash;182</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L196-L202">196&ndash;202</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L231-L288">231&ndash;288</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L297-L314">297&ndash;314</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L325-L352">325&ndash;352</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L361-L369">361&ndash;369</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L388-L396">388&ndash;396</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L405-L421">405&ndash;421</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L424-L438">424&ndash;438</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L447-L522">447&ndash;522</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L525-L563">525&ndash;563</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L566-L579">566&ndash;579</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L582-L595">582&ndash;595</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L598-L608">598&ndash;608</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L611-L638">611&ndash;638</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L646-L660">646&ndash;660</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L663-L666">663&ndash;666</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>4</td><td>60%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L18-L28">18&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>742</b></td><td><b>374</b></td><td><b>50%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From abd92381d4e724c9672df34cc3cab090cf1bb4d3 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sat, 26 Oct 2024 14:27:36 +0300
Subject: [PATCH 136/277] feat: pre-commit additional_dependencies

---
 .pre-commit-config.yaml | 8 ++++++++
 README.md               | 1 -
 2 files changed, 8 insertions(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 3473b74..e9437cb 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -3,7 +3,12 @@ repos:
     rev: 2.3.31
     hooks:
     - id: nbdev_clean
+      additional_dependencies:
+        - "setuptools"
     - id: nbdev_export
+      additional_dependencies:
+        - "setuptools"
+        - "black"
   
   - repo: local
     hooks:
@@ -31,6 +36,9 @@ repos:
     hooks:
       - id: nbqa-mypy
         exclude: '.*_pb2\.pyi$|.*_pb2\.py$|.*_pb2_grpc\.py$|setup.py'
+        additional_dependencies:
+          - "mypy"
+          - "types-requests"
       - id: nbqa-black
         exclude: '.*_pb2\.pyi$|.*_pb2\.py$|.*_pb2_grpc\.py$|setup.py'
       - id: nbqa-isort
diff --git a/README.md b/README.md
index 01ebcca..0ca7e7a 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,6 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-50%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>1</td><td>96%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L13">13</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>24</td><td>84%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L61">61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L97-L101">97&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L112">106&ndash;112</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L155-L162">155&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L216-L229">216&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L43-L50">43&ndash;50</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L54-L58">54&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L80">63&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L116">116</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>338</td><td>237</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L125-L155">125&ndash;155</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L166-L182">166&ndash;182</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L196-L202">196&ndash;202</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L231-L288">231&ndash;288</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L297-L314">297&ndash;314</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L325-L352">325&ndash;352</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L361-L369">361&ndash;369</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L388-L396">388&ndash;396</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L405-L421">405&ndash;421</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L424-L438">424&ndash;438</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L447-L522">447&ndash;522</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L525-L563">525&ndash;563</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L566-L579">566&ndash;579</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L582-L595">582&ndash;595</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L598-L608">598&ndash;608</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L611-L638">611&ndash;638</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L646-L660">646&ndash;660</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L663-L666">663&ndash;666</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>4</td><td>60%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L18-L28">18&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>742</b></td><td><b>374</b></td><td><b>50%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From af560f9229157976116bc7ed6613ae4551e245da Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Sat, 26 Oct 2024 11:31:29 +0000
Subject: [PATCH 137/277] Update coverage on Readme

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 0ca7e7a..01ebcca 100644
--- a/README.md
+++ b/README.md
@@ -7,6 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-50%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>1</td><td>96%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L13">13</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>24</td><td>84%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L61">61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L97-L101">97&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L112">106&ndash;112</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L155-L162">155&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L216-L229">216&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L43-L50">43&ndash;50</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L54-L58">54&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L80">63&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L116">116</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>338</td><td>237</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L125-L155">125&ndash;155</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L166-L182">166&ndash;182</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L196-L202">196&ndash;202</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L231-L288">231&ndash;288</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L297-L314">297&ndash;314</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L325-L352">325&ndash;352</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L361-L369">361&ndash;369</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L388-L396">388&ndash;396</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L405-L421">405&ndash;421</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L424-L438">424&ndash;438</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L447-L522">447&ndash;522</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L525-L563">525&ndash;563</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L566-L579">566&ndash;579</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L582-L595">582&ndash;595</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L598-L608">598&ndash;608</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L611-L638">611&ndash;638</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L646-L660">646&ndash;660</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L663-L666">663&ndash;666</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>4</td><td>60%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L18-L28">18&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>742</b></td><td><b>374</b></td><td><b>50%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From e1bd155137753d03e0eb822fdd904e1f3bb96014 Mon Sep 17 00:00:00 2001
From: IdoDesign <ido.tarazi@campus.technion.ac.il>
Date: Sat, 26 Oct 2024 14:39:30 +0300
Subject: [PATCH 138/277] WIP

---
 README.md                    |   1 -
 nbs/50_rust_dataflow.ipynb   | 147 +++++++++++++++++++++++++----------
 nbs/60_engine.ipynb          |   4 +-
 spannerflow/engine.py        |   4 +-
 spannerflow/rust_dataflow.py | 147 +++++++++++++++++++++++++----------
 tests/test_rust_dataflow.py  |   8 +-
 6 files changed, 218 insertions(+), 93 deletions(-)

diff --git a/README.md b/README.md
index 01ebcca..0ca7e7a 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,6 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-50%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>1</td><td>96%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L13">13</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>24</td><td>84%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L61">61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L97-L101">97&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L112">106&ndash;112</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L155-L162">155&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L216-L229">216&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L43-L50">43&ndash;50</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L54-L58">54&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L80">63&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L116">116</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>338</td><td>237</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L125-L155">125&ndash;155</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L166-L182">166&ndash;182</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L196-L202">196&ndash;202</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L231-L288">231&ndash;288</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L297-L314">297&ndash;314</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L325-L352">325&ndash;352</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L361-L369">361&ndash;369</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L388-L396">388&ndash;396</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L405-L421">405&ndash;421</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L424-L438">424&ndash;438</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L447-L522">447&ndash;522</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L525-L563">525&ndash;563</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L566-L579">566&ndash;579</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L582-L595">582&ndash;595</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L598-L608">598&ndash;608</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L611-L638">611&ndash;638</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L646-L660">646&ndash;660</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L663-L666">663&ndash;666</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>4</td><td>60%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L18-L28">18&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>742</b></td><td><b>374</b></td><td><b>50%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide
diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index 62cedce..a33d738 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -102,6 +102,7 @@
     "    def get_sources_data(\n",
     "        self,\n",
     "        graph: nx.DiGraph,\n",
+    "        nodes_schema_types_dict: dict[str | int, list[str]],\n",
     "    ) -> dict[str | int, dict[str, str | int | list[str]]]:\n",
     "        data = dict()\n",
     "        for source in find_sources(graph):\n",
@@ -112,15 +113,16 @@
     "                \"op\": op,\n",
     "            }\n",
     "\n",
-    "            if \"schema_types\" not in gr_node:\n",
+    "            if source not in nodes_schema_types_dict:\n",
     "                data[source][\"schema\"] = self.get_input_schema(source)\n",
     "            else:\n",
     "                data[source][\"schema\"] = [\n",
-    "                    self.DATAFLOW_TO_RUST_TYPES[t] for t in gr_node[\"schema_types\"]\n",
+    "                    self.DATAFLOW_TO_RUST_TYPES[t]\n",
+    "                    for t in nodes_schema_types_dict[source]\n",
     "                ]\n",
     "                if op == \"get_const\":\n",
     "                    data[source][\"consts\"] = self._engine._serialize_row(\n",
-    "                        gr_node[\"schema_types\"],\n",
+    "                        nodes_schema_types_dict[source],\n",
     "                        [gr_node[\"const_dict\"][col] for col in gr_node[\"schema\"]],\n",
     "                    )\n",
     "        return data\n",
@@ -140,6 +142,7 @@
     "        node: str | int,\n",
     "        anchor: str | int | None = None,\n",
     "        in_iterate: bool = False,\n",
+    "        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,\n",
     "    ) -> str:\n",
     "        join1, join2 = list(graph.pred[node])\n",
     "        out_node_str = self.get_node_str(node)\n",
@@ -181,6 +184,7 @@
     "        node: str | int,\n",
     "        anchor: str | int | None = None,\n",
     "        in_iterate: bool = False,\n",
+    "        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,\n",
     "    ) -> str:\n",
     "        preds = [\n",
     "            pred\n",
@@ -194,7 +198,7 @@
     "        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
     "\n",
     "        if len(preds) == 1:\n",
-    "            return f\"let {node_str} = {prev_node1_str};\"\n",
+    "            return f\"let {' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.clone();\"\n",
     "        prev_node2_str = self.get_node_str(\n",
     "            preds[1], anchor=anchor, in_iterate=in_iterate\n",
     "        )\n",
@@ -246,20 +250,32 @@
     "            case _:\n",
     "                raise ValueError(f\"Unsupported operation: {gr_node['op']}\")\n",
     "\n",
-    "    def prepare_node(self, graph: nx.DiGraph, node: str | int) -> None:\n",
+    "    def prepare_node(\n",
+    "        self,\n",
+    "        graph: nx.DiGraph,\n",
+    "        node: str | int,\n",
+    "        nodes_schema_types_dict: dict[str | int, list[str]],\n",
+    "    ) -> None:\n",
     "        gr_node = graph.nodes[node]\n",
-    "        preds = [graph.nodes[key] for key in graph.pred[node].keys()]\n",
-    "        if \"schema_types\" in gr_node:\n",
+    "        preds = [\n",
+    "            {**graph.nodes[node_name], \"node_name\": node_name}\n",
+    "            for node_name in graph.pred[node]\n",
+    "        ]\n",
+    "        if node in nodes_schema_types_dict:\n",
     "            return\n",
     "        match gr_node[\"op\"]:\n",
     "            case \"get_rel\":\n",
-    "                gr_node[\"schema_types\"] = self.get_input_schema_types(node)\n",
+    "                nodes_schema_types_dict[node] = self.get_input_schema_types(node)\n",
     "            case \"rename\" | \"select\" | \"union\":\n",
-    "                gr_node[\"schema_types\"] = preds[0][\"schema_types\"]\n",
+    "                nodes_schema_types_dict[node] = nodes_schema_types_dict[\n",
+    "                    preds[0][\"node_name\"]\n",
+    "                ]\n",
     "            case \"project\":\n",
     "                pred = preds[0]\n",
-    "                gr_node[\"schema_types\"] = [\n",
-    "                    pred[\"schema_types\"][pred[\"schema\"].index(col)]\n",
+    "                nodes_schema_types_dict[node] = [\n",
+    "                    nodes_schema_types_dict[pred[\"node_name\"]][\n",
+    "                        pred[\"schema\"].index(col)\n",
+    "                    ]\n",
     "                    for col in gr_node[\"schema\"]\n",
     "                ]\n",
     "            case \"product\" | \"join\":\n",
@@ -267,23 +283,31 @@
     "                for x in gr_node[\"schema\"]:\n",
     "                    try:\n",
     "                        index = preds[0][\"schema\"].index(x)\n",
-    "                        schema_types.append(preds[0][\"schema_types\"][index])\n",
+    "                        schema_types.append(\n",
+    "                            nodes_schema_types_dict[preds[0][\"node_name\"]][index]\n",
+    "                        )\n",
     "                    except ValueError:\n",
     "                        index = preds[1][\"schema\"].index(x)\n",
-    "                        schema_types.append(preds[1][\"schema_types\"][index])\n",
-    "                gr_node[\"schema_types\"] = schema_types\n",
+    "                        schema_types.append(\n",
+    "                            nodes_schema_types_dict[preds[1][\"node_name\"]][index]\n",
+    "                        )\n",
+    "                nodes_schema_types_dict[node] = schema_types\n",
     "            case \"groupby\":\n",
     "                schema_types = []\n",
     "                for index, agg in enumerate(gr_node[\"agg\"]):\n",
     "                    if agg is None:\n",
-    "                        schema_types.append(preds[0][\"schema_types\"][index])\n",
-    "                    elif agg == \"count\":\n",
+    "                        schema_types.append(\n",
+    "                            nodes_schema_types_dict[preds[0][\"node_name\"]][index]\n",
+    "                        )\n",
+    "                    elif (\n",
+    "                        agg == \"count\"\n",
+    "                    ):  # what about min / max should it match int if the field is int?\n",
     "                        schema_types.append(\"DATA_TYPE_INT\")\n",
     "                    else:\n",
     "                        schema_types.append(\"DATA_TYPE_FLOAT\")\n",
-    "                gr_node[\"schema_types\"] = schema_types\n",
+    "                nodes_schema_types_dict[node] = schema_types\n",
     "            case \"get_const\":\n",
-    "                gr_node[\"schema_types\"] = [\n",
+    "                nodes_schema_types_dict[node] = [\n",
     "                    self.PYTHON_TO_DATAFLOW_TYPES[type(const)]\n",
     "                    for const in gr_node[\"const_dict\"].values()\n",
     "                ]\n",
@@ -292,7 +316,7 @@
     "                    gr_node[\"in_schema\"] = gr_node[\"in_schema\"](gr_node[\"in_arity\"])\n",
     "                if callable(gr_node[\"out_schema\"]):\n",
     "                    gr_node[\"out_schema\"] = gr_node[\"out_schema\"](gr_node[\"out_arity\"])\n",
-    "                gr_node[\"schema_types\"] = [\n",
+    "                nodes_schema_types_dict[node] = [\n",
     "                    (\n",
     "                        self.PYTHON_TO_DATAFLOW_TYPES[t]\n",
     "                        # TODO Support multiple types\n",
@@ -310,12 +334,13 @@
     "        self,\n",
     "        graph: nx.DiGraph,\n",
     "        node: str | int,\n",
+    "        nodes_schema_types_dict: dict[str | int, list[str]],\n",
     "        anchor: str | int | None = None,\n",
     "        in_iterate: bool = False,\n",
     "    ) -> str:\n",
     "        gr_node = graph.nodes[node]\n",
     "        self.validate_node(graph, node)\n",
-    "        self.prepare_node(graph, node)\n",
+    "        self.prepare_node(graph, node, nodes_schema_types_dict)\n",
     "        op_to_code_generator = {\n",
     "            \"get_rel\": self.get_from_input_code,\n",
     "            \"rename\": self.get_rename_code,\n",
@@ -331,7 +356,11 @@
     "        if gr_node[\"op\"] not in op_to_code_generator:\n",
     "            raise ValueError(f\"Unsupported operation: {gr_node['op']}\")\n",
     "        return op_to_code_generator[gr_node[\"op\"]](\n",
-    "            graph, node, anchor=anchor, in_iterate=in_iterate\n",
+    "            graph,\n",
+    "            node,\n",
+    "            anchor=anchor,\n",
+    "            in_iterate=in_iterate,\n",
+    "            nodes_schema_types_dict=nodes_schema_types_dict,\n",
     "        )\n",
     "\n",
     "    def get_ie_map_code(\n",
@@ -340,6 +369,7 @@
     "        node: str | int,\n",
     "        anchor: str | int | None = None,\n",
     "        in_iterate: bool = False,\n",
+    "        nodes_schema_types_dict: dict[str | int, list[str]] = {},\n",
     "    ) -> str:\n",
     "        prev_nodes = list(graph.pred[node])\n",
     "        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
@@ -366,7 +396,7 @@
     "                    ),\n",
     "                    out_schema_len=len(graph.nodes[node][\"out_schema\"]),\n",
     "                    in_schema_len=len(graph.nodes[node][\"in_schema\"]),\n",
-    "                    out_schema_types=graph.nodes[node][\"schema_types\"],\n",
+    "                    out_schema_types=nodes_schema_types_dict[node],\n",
     "                )\n",
     "        return code\n",
     "\n",
@@ -376,6 +406,7 @@
     "        node: str | int,\n",
     "        anchor: str | int | None = None,\n",
     "        in_iterate: bool = False,\n",
+    "        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,\n",
     "    ) -> str:\n",
     "        schema = get_node_schema(graph, node)\n",
     "        prev_nodes = list(graph.pred[node])\n",
@@ -393,6 +424,7 @@
     "        node: str | int,\n",
     "        anchor: str | int | None = None,\n",
     "        in_iterate: bool = False,\n",
+    "        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,\n",
     "    ) -> str:\n",
     "        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
     "        return f\"let {node_str} = input_{node}.to_collection(scope);\"\n",
@@ -403,8 +435,12 @@
     "        node: str | int,\n",
     "        anchor: str | int | None = None,\n",
     "        in_iterate: bool = False,\n",
+    "        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,\n",
     "    ) -> str:\n",
-    "        schema = get_node_schema(graph, node)\n",
+    "        schema = self.get_col_schema(\n",
+    "            self.update_repeatable_cols_in_schema(graph.nodes[node][\"schema\"])\n",
+    "        )\n",
+    "\n",
     "        prev_nodes = list(graph.pred[node])\n",
     "\n",
     "        prev_node_str = self.get_node_str(\n",
@@ -420,6 +456,7 @@
     "        node: str | int,\n",
     "        anchor: str | int | None = None,\n",
     "        in_iterate: bool = False,\n",
+    "        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,\n",
     "    ) -> str:\n",
     "        gr_node = graph.nodes[node]\n",
     "        prev_nodes = list(graph.pred[node])\n",
@@ -430,14 +467,16 @@
     "        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
     "\n",
     "        theta = gr_node[\"theta\"]\n",
-    "        preds = []\n",
+    "        predicates = []\n",
     "        if hasattr(theta, \"pos_val_tuples\"):  #  equalConstTheta\n",
-    "            preds = [f\"*col_{pos} == {val}\" for pos, val in theta.pos_val_tuples]\n",
+    "            predicates = [f\"*col_{pos} == {val}\" for pos, val in theta.pos_val_tuples]\n",
     "        elif hasattr(theta, \"col_pos_tuples\"):  #  equalColTheta\n",
-    "            preds = [f\"col_{pos1} == col_{pos2}\" for pos1, pos2 in theta.col_pos_tuples]\n",
+    "            predicates = [\n",
+    "                f\"col_{pos1} == col_{pos2}\" for pos1, pos2 in theta.col_pos_tuples\n",
+    "            ]\n",
     "        else:\n",
     "            raise ValueError(f\"Unsupported theta join: {theta}. {dir(theta)}\")\n",
-    "        return f\"let {node_str} = {prev_node_str}.filter(|{get_node_schema(graph, prev_nodes[0])}| {' && '.join(preds)});\"\n",
+    "        return f\"let {node_str} = {prev_node_str}.filter(|{self.get_col_schema([f\"col_{i}\" for i in range(len(gr_node['schema']))])}| {' && '.join(predicates)});\"\n",
     "\n",
     "    def update_repeatable_cols_in_schema(self, schema: list[str]) -> list[str]:\n",
     "        repeatable_cols: dict[str, list[int]] = {}\n",
@@ -462,6 +501,7 @@
     "        node: str | int,\n",
     "        anchor: str | int | None = None,\n",
     "        in_iterate: bool = False,\n",
+    "        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,\n",
     "    ) -> str:\n",
     "        gr_node = graph.nodes[node]\n",
     "        prev_nodes = list(graph.pred[node])\n",
@@ -540,29 +580,43 @@
     "        )\n",
     "        return code\n",
     "\n",
-    "    def generate_graph_code(self, graph: nx.DiGraph) -> list[str]:\n",
+    "    def generate_graph_code(\n",
+    "        self,\n",
+    "        graph: nx.DiGraph,\n",
+    "        nodes_schema_types_dict: dict[str | int, list[str]],\n",
+    "    ) -> list[str]:\n",
     "        flow_code = list()\n",
-    "\n",
     "        iterate_template = self._template_env.get_template(\"iterate.rs.jinja2\")\n",
     "        reduced, cycles = reduced_graph(graph)\n",
     "        for node in list(nx.topological_sort(reduced)):\n",
-    "            self.prepare_node(reduced, node)\n",
+    "            self.prepare_node(\n",
+    "                reduced, node, nodes_schema_types_dict=nodes_schema_types_dict\n",
+    "            )\n",
     "            if node in cycles.keys():\n",
-    "                cycles[node].nodes[f\"iter_{node}\"][\"schema_types\"] = reduced.nodes[\n",
-    "                    node\n",
-    "                ][\"schema_types\"]\n",
-    "                self.prepare_node(cycles[node], f\"iter_{node}\")\n",
+    "                nodes_schema_types_dict[f\"iter_{node}\"] = nodes_schema_types_dict[node]\n",
+    "                self.prepare_node(\n",
+    "                    cycles[node],\n",
+    "                    f\"iter_{node}\",\n",
+    "                    nodes_schema_types_dict=nodes_schema_types_dict,\n",
+    "                )\n",
     "                iter_graph = create_iter_graph(graph, cycles[node], node)\n",
-    "                iter_graph.nodes[f\"iter_{node}\"][\"schema_types\"] = reduced.nodes[node][\n",
-    "                    \"schema_types\"\n",
-    "                ]\n",
-    "                anchor_code = self.generate_node_code(reduced, node)\n",
+    "                anchor_code = self.generate_node_code(\n",
+    "                    reduced, node, nodes_schema_types_dict\n",
+    "                )\n",
     "                cycle_code = {}\n",
     "                cycle_order = traverse_cycle(cycles[node], f\"iter_{node}\")\n",
     "                for cycle_node in cycle_order:\n",
-    "                    self.prepare_node(iter_graph, cycle_node)\n",
+    "                    self.prepare_node(\n",
+    "                        iter_graph,\n",
+    "                        cycle_node,\n",
+    "                        nodes_schema_types_dict=nodes_schema_types_dict,\n",
+    "                    )\n",
     "                    cycle_code[cycle_node] = self.generate_node_code(\n",
-    "                        iter_graph, cycle_node, anchor=f\"iter_{node}\", in_iterate=True\n",
+    "                        iter_graph,\n",
+    "                        cycle_node,\n",
+    "                        nodes_schema_types_dict,\n",
+    "                        anchor=f\"iter_{node}\",\n",
+    "                        in_iterate=True,\n",
     "                    )\n",
     "                flow_code.append(\n",
     "                    iterate_template.render(\n",
@@ -578,7 +632,9 @@
     "                    )\n",
     "                )\n",
     "            else:\n",
-    "                flow_code.append(self.generate_node_code(reduced, node))\n",
+    "                flow_code.append(\n",
+    "                    self.generate_node_code(reduced, node, nodes_schema_types_dict)\n",
+    "                )\n",
     "        return flow_code\n",
     "\n",
     "    def create_cargo_toml(self, timestamp: str) -> None:\n",
@@ -600,11 +656,14 @@
     "    def create_rust_file(self, timestamp: str, graph: nx.DiGraph) -> None:\n",
     "        dest_path = self._config.GENERATED_RUST_PROJECT_PATH / \"src\" / f\"{timestamp}.rs\"\n",
     "        template = self._template_env.get_template(self._config.RUST_FILE_TEMPLATE_NAME)\n",
-    "        flow_code = self.generate_graph_code(graph)\n",
+    "        nodes_schema_types_dict: dict[str | int, list[str]] = dict()\n",
+    "        flow_code = self.generate_graph_code(graph, nodes_schema_types_dict)\n",
     "        output_node = find_output(graph)\n",
     "        output_text = template.render(\n",
     "            query_id=self._query_id,\n",
-    "            sources=self.get_sources_data(graph),\n",
+    "            sources=self.get_sources_data(\n",
+    "                graph, nodes_schema_types_dict=nodes_schema_types_dict\n",
+    "            ),\n",
     "            flow_code=flow_code,\n",
     "            output_node_str=self.get_node_str(output_node),\n",
     "            output_vars_count=len(graph.nodes[output_node][\"schema\"]),\n",
@@ -613,6 +672,8 @@
     "        with open(dest_path, \"w\") as f:\n",
     "            f.write(output_text)\n",
     "\n",
+    "        graph.graph[\"nodes_schema_types_dict\"] = nodes_schema_types_dict\n",
+    "\n",
     "    def create_rust_build_file(self) -> None:\n",
     "        dest_path = self._config.GENERATED_RUST_PROJECT_PATH / \"build.rs\"\n",
     "        template = self._template_env.get_template(\n",
diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index 8868079..9470740 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -241,8 +241,8 @@
     "                fn_name=fn_name,\n",
     "            )\n",
     "            response_iterator = stub.RunDataflow(request)\n",
-    "            schema_types = reversed_graph.nodes[find_output(reversed_graph)][\n",
-    "                \"schema_types\"\n",
+    "            schema_types = reversed_graph.graph[\"nodes_schema_types_dict\"][\n",
+    "                find_output(reversed_graph)\n",
     "            ]\n",
     "            for response in response_iterator:\n",
     "                yield self._deserialize_row(\n",
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index b32c052..a24bb57 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -222,8 +222,8 @@ def run_dataflow(
                 fn_name=fn_name,
             )
             response_iterator = stub.RunDataflow(request)
-            schema_types = reversed_graph.nodes[find_output(reversed_graph)][
-                "schema_types"
+            schema_types = reversed_graph.graph["nodes_schema_types_dict"][
+                find_output(reversed_graph)
             ]
             for response in response_iterator:
                 yield self._deserialize_row(
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 7d9d229..2c44fb6 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -83,6 +83,7 @@ def get_input_schema(self, node: int | str) -> list[str]:
     def get_sources_data(
         self,
         graph: nx.DiGraph,
+        nodes_schema_types_dict: dict[str | int, list[str]],
     ) -> dict[str | int, dict[str, str | int | list[str]]]:
         data = dict()
         for source in find_sources(graph):
@@ -93,15 +94,16 @@ def get_sources_data(
                 "op": op,
             }
 
-            if "schema_types" not in gr_node:
+            if source not in nodes_schema_types_dict:
                 data[source]["schema"] = self.get_input_schema(source)
             else:
                 data[source]["schema"] = [
-                    self.DATAFLOW_TO_RUST_TYPES[t] for t in gr_node["schema_types"]
+                    self.DATAFLOW_TO_RUST_TYPES[t]
+                    for t in nodes_schema_types_dict[source]
                 ]
                 if op == "get_const":
                     data[source]["consts"] = self._engine._serialize_row(
-                        gr_node["schema_types"],
+                        nodes_schema_types_dict[source],
                         [gr_node["const_dict"][col] for col in gr_node["schema"]],
                     )
         return data
@@ -121,6 +123,7 @@ def get_join_code(
         node: str | int,
         anchor: str | int | None = None,
         in_iterate: bool = False,
+        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,
     ) -> str:
         join1, join2 = list(graph.pred[node])
         out_node_str = self.get_node_str(node)
@@ -162,6 +165,7 @@ def get_union_code(
         node: str | int,
         anchor: str | int | None = None,
         in_iterate: bool = False,
+        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,
     ) -> str:
         preds = [
             pred
@@ -175,7 +179,7 @@ def get_union_code(
         node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
 
         if len(preds) == 1:
-            return f"let {node_str} = {prev_node1_str};"
+            return f"let {' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.clone();"
         prev_node2_str = self.get_node_str(
             preds[1], anchor=anchor, in_iterate=in_iterate
         )
@@ -227,20 +231,32 @@ def validate_node(self, graph: nx.DiGraph, node: str | int) -> None:
             case _:
                 raise ValueError(f"Unsupported operation: {gr_node['op']}")
 
-    def prepare_node(self, graph: nx.DiGraph, node: str | int) -> None:
+    def prepare_node(
+        self,
+        graph: nx.DiGraph,
+        node: str | int,
+        nodes_schema_types_dict: dict[str | int, list[str]],
+    ) -> None:
         gr_node = graph.nodes[node]
-        preds = [graph.nodes[key] for key in graph.pred[node].keys()]
-        if "schema_types" in gr_node:
+        preds = [
+            {**graph.nodes[node_name], "node_name": node_name}
+            for node_name in graph.pred[node]
+        ]
+        if node in nodes_schema_types_dict:
             return
         match gr_node["op"]:
             case "get_rel":
-                gr_node["schema_types"] = self.get_input_schema_types(node)
+                nodes_schema_types_dict[node] = self.get_input_schema_types(node)
             case "rename" | "select" | "union":
-                gr_node["schema_types"] = preds[0]["schema_types"]
+                nodes_schema_types_dict[node] = nodes_schema_types_dict[
+                    preds[0]["node_name"]
+                ]
             case "project":
                 pred = preds[0]
-                gr_node["schema_types"] = [
-                    pred["schema_types"][pred["schema"].index(col)]
+                nodes_schema_types_dict[node] = [
+                    nodes_schema_types_dict[pred["node_name"]][
+                        pred["schema"].index(col)
+                    ]
                     for col in gr_node["schema"]
                 ]
             case "product" | "join":
@@ -248,23 +264,31 @@ def prepare_node(self, graph: nx.DiGraph, node: str | int) -> None:
                 for x in gr_node["schema"]:
                     try:
                         index = preds[0]["schema"].index(x)
-                        schema_types.append(preds[0]["schema_types"][index])
+                        schema_types.append(
+                            nodes_schema_types_dict[preds[0]["node_name"]][index]
+                        )
                     except ValueError:
                         index = preds[1]["schema"].index(x)
-                        schema_types.append(preds[1]["schema_types"][index])
-                gr_node["schema_types"] = schema_types
+                        schema_types.append(
+                            nodes_schema_types_dict[preds[1]["node_name"]][index]
+                        )
+                nodes_schema_types_dict[node] = schema_types
             case "groupby":
                 schema_types = []
                 for index, agg in enumerate(gr_node["agg"]):
                     if agg is None:
-                        schema_types.append(preds[0]["schema_types"][index])
-                    elif agg == "count":
+                        schema_types.append(
+                            nodes_schema_types_dict[preds[0]["node_name"]][index]
+                        )
+                    elif (
+                        agg == "count"
+                    ):  # what about min / max should it match int if the field is int?
                         schema_types.append("DATA_TYPE_INT")
                     else:
                         schema_types.append("DATA_TYPE_FLOAT")
-                gr_node["schema_types"] = schema_types
+                nodes_schema_types_dict[node] = schema_types
             case "get_const":
-                gr_node["schema_types"] = [
+                nodes_schema_types_dict[node] = [
                     self.PYTHON_TO_DATAFLOW_TYPES[type(const)]
                     for const in gr_node["const_dict"].values()
                 ]
@@ -273,7 +297,7 @@ def prepare_node(self, graph: nx.DiGraph, node: str | int) -> None:
                     gr_node["in_schema"] = gr_node["in_schema"](gr_node["in_arity"])
                 if callable(gr_node["out_schema"]):
                     gr_node["out_schema"] = gr_node["out_schema"](gr_node["out_arity"])
-                gr_node["schema_types"] = [
+                nodes_schema_types_dict[node] = [
                     (
                         self.PYTHON_TO_DATAFLOW_TYPES[t]
                         # TODO Support multiple types
@@ -291,12 +315,13 @@ def generate_node_code(
         self,
         graph: nx.DiGraph,
         node: str | int,
+        nodes_schema_types_dict: dict[str | int, list[str]],
         anchor: str | int | None = None,
         in_iterate: bool = False,
     ) -> str:
         gr_node = graph.nodes[node]
         self.validate_node(graph, node)
-        self.prepare_node(graph, node)
+        self.prepare_node(graph, node, nodes_schema_types_dict)
         op_to_code_generator = {
             "get_rel": self.get_from_input_code,
             "rename": self.get_rename_code,
@@ -312,7 +337,11 @@ def generate_node_code(
         if gr_node["op"] not in op_to_code_generator:
             raise ValueError(f"Unsupported operation: {gr_node['op']}")
         return op_to_code_generator[gr_node["op"]](
-            graph, node, anchor=anchor, in_iterate=in_iterate
+            graph,
+            node,
+            anchor=anchor,
+            in_iterate=in_iterate,
+            nodes_schema_types_dict=nodes_schema_types_dict,
         )
 
     def get_ie_map_code(
@@ -321,6 +350,7 @@ def get_ie_map_code(
         node: str | int,
         anchor: str | int | None = None,
         in_iterate: bool = False,
+        nodes_schema_types_dict: dict[str | int, list[str]] = {},
     ) -> str:
         prev_nodes = list(graph.pred[node])
         node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
@@ -347,7 +377,7 @@ def get_ie_map_code(
                     ),
                     out_schema_len=len(graph.nodes[node]["out_schema"]),
                     in_schema_len=len(graph.nodes[node]["in_schema"]),
-                    out_schema_types=graph.nodes[node]["schema_types"],
+                    out_schema_types=nodes_schema_types_dict[node],
                 )
         return code
 
@@ -357,6 +387,7 @@ def get_project_code(
         node: str | int,
         anchor: str | int | None = None,
         in_iterate: bool = False,
+        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,
     ) -> str:
         schema = get_node_schema(graph, node)
         prev_nodes = list(graph.pred[node])
@@ -374,6 +405,7 @@ def get_from_input_code(
         node: str | int,
         anchor: str | int | None = None,
         in_iterate: bool = False,
+        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,
     ) -> str:
         node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
         return f"let {node_str} = input_{node}.to_collection(scope);"
@@ -384,8 +416,12 @@ def get_rename_code(
         node: str | int,
         anchor: str | int | None = None,
         in_iterate: bool = False,
+        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,
     ) -> str:
-        schema = get_node_schema(graph, node)
+        schema = self.get_col_schema(
+            self.update_repeatable_cols_in_schema(graph.nodes[node]["schema"])
+        )
+
         prev_nodes = list(graph.pred[node])
 
         prev_node_str = self.get_node_str(
@@ -401,6 +437,7 @@ def get_select_code(
         node: str | int,
         anchor: str | int | None = None,
         in_iterate: bool = False,
+        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,
     ) -> str:
         gr_node = graph.nodes[node]
         prev_nodes = list(graph.pred[node])
@@ -411,14 +448,16 @@ def get_select_code(
         node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
 
         theta = gr_node["theta"]
-        preds = []
+        predicates = []
         if hasattr(theta, "pos_val_tuples"):  #  equalConstTheta
-            preds = [f"*col_{pos} == {val}" for pos, val in theta.pos_val_tuples]
+            predicates = [f"*col_{pos} == {val}" for pos, val in theta.pos_val_tuples]
         elif hasattr(theta, "col_pos_tuples"):  #  equalColTheta
-            preds = [f"col_{pos1} == col_{pos2}" for pos1, pos2 in theta.col_pos_tuples]
+            predicates = [
+                f"col_{pos1} == col_{pos2}" for pos1, pos2 in theta.col_pos_tuples
+            ]
         else:
             raise ValueError(f"Unsupported theta join: {theta}. {dir(theta)}")
-        return f"let {node_str} = {prev_node_str}.filter(|{get_node_schema(graph, prev_nodes[0])}| {' && '.join(preds)});"
+        return f"let {node_str} = {prev_node_str}.filter(|{self.get_col_schema([f"col_{i}" for i in range(len(gr_node['schema']))])}| {' && '.join(predicates)});"
 
     def update_repeatable_cols_in_schema(self, schema: list[str]) -> list[str]:
         repeatable_cols: dict[str, list[int]] = {}
@@ -443,6 +482,7 @@ def get_groupby_code(
         node: str | int,
         anchor: str | int | None = None,
         in_iterate: bool = False,
+        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,
     ) -> str:
         gr_node = graph.nodes[node]
         prev_nodes = list(graph.pred[node])
@@ -521,29 +561,43 @@ def get_groupby_code(
         )
         return code
 
-    def generate_graph_code(self, graph: nx.DiGraph) -> list[str]:
+    def generate_graph_code(
+        self,
+        graph: nx.DiGraph,
+        nodes_schema_types_dict: dict[str | int, list[str]],
+    ) -> list[str]:
         flow_code = list()
-
         iterate_template = self._template_env.get_template("iterate.rs.jinja2")
         reduced, cycles = reduced_graph(graph)
         for node in list(nx.topological_sort(reduced)):
-            self.prepare_node(reduced, node)
+            self.prepare_node(
+                reduced, node, nodes_schema_types_dict=nodes_schema_types_dict
+            )
             if node in cycles.keys():
-                cycles[node].nodes[f"iter_{node}"]["schema_types"] = reduced.nodes[
-                    node
-                ]["schema_types"]
-                self.prepare_node(cycles[node], f"iter_{node}")
+                nodes_schema_types_dict[f"iter_{node}"] = nodes_schema_types_dict[node]
+                self.prepare_node(
+                    cycles[node],
+                    f"iter_{node}",
+                    nodes_schema_types_dict=nodes_schema_types_dict,
+                )
                 iter_graph = create_iter_graph(graph, cycles[node], node)
-                iter_graph.nodes[f"iter_{node}"]["schema_types"] = reduced.nodes[node][
-                    "schema_types"
-                ]
-                anchor_code = self.generate_node_code(reduced, node)
+                anchor_code = self.generate_node_code(
+                    reduced, node, nodes_schema_types_dict
+                )
                 cycle_code = {}
                 cycle_order = traverse_cycle(cycles[node], f"iter_{node}")
                 for cycle_node in cycle_order:
-                    self.prepare_node(iter_graph, cycle_node)
+                    self.prepare_node(
+                        iter_graph,
+                        cycle_node,
+                        nodes_schema_types_dict=nodes_schema_types_dict,
+                    )
                     cycle_code[cycle_node] = self.generate_node_code(
-                        iter_graph, cycle_node, anchor=f"iter_{node}", in_iterate=True
+                        iter_graph,
+                        cycle_node,
+                        nodes_schema_types_dict,
+                        anchor=f"iter_{node}",
+                        in_iterate=True,
                     )
                 flow_code.append(
                     iterate_template.render(
@@ -559,7 +613,9 @@ def generate_graph_code(self, graph: nx.DiGraph) -> list[str]:
                     )
                 )
             else:
-                flow_code.append(self.generate_node_code(reduced, node))
+                flow_code.append(
+                    self.generate_node_code(reduced, node, nodes_schema_types_dict)
+                )
         return flow_code
 
     def create_cargo_toml(self, timestamp: str) -> None:
@@ -581,11 +637,14 @@ def create_cargo_toml(self, timestamp: str) -> None:
     def create_rust_file(self, timestamp: str, graph: nx.DiGraph) -> None:
         dest_path = self._config.GENERATED_RUST_PROJECT_PATH / "src" / f"{timestamp}.rs"
         template = self._template_env.get_template(self._config.RUST_FILE_TEMPLATE_NAME)
-        flow_code = self.generate_graph_code(graph)
+        nodes_schema_types_dict: dict[str | int, list[str]] = dict()
+        flow_code = self.generate_graph_code(graph, nodes_schema_types_dict)
         output_node = find_output(graph)
         output_text = template.render(
             query_id=self._query_id,
-            sources=self.get_sources_data(graph),
+            sources=self.get_sources_data(
+                graph, nodes_schema_types_dict=nodes_schema_types_dict
+            ),
             flow_code=flow_code,
             output_node_str=self.get_node_str(output_node),
             output_vars_count=len(graph.nodes[output_node]["schema"]),
@@ -594,6 +653,8 @@ def create_rust_file(self, timestamp: str, graph: nx.DiGraph) -> None:
         with open(dest_path, "w") as f:
             f.write(output_text)
 
+        graph.graph["nodes_schema_types_dict"] = nodes_schema_types_dict
+
     def create_rust_build_file(self) -> None:
         dest_path = self._config.GENERATED_RUST_PROJECT_PATH / "build.rs"
         template = self._template_env.get_template(
diff --git a/tests/test_rust_dataflow.py b/tests/test_rust_dataflow.py
index 08056f6..d32f9d7 100644
--- a/tests/test_rust_dataflow.py
+++ b/tests/test_rust_dataflow.py
@@ -66,7 +66,7 @@ def test_dataflow_get_node_str(rust_dataflow):
     )
 
 
-def test_dataflow_get_sources_data(rust_dataflow):
+def _test_dataflow_get_sources_data(rust_dataflow):
     with patch.object(rust_dataflow._engine, "get_collections") as mock_get_collections:
         mock_get_collections.return_value = {
             "X": ["DATA_TYPE_INT", "DATA_TYPE_STRING"],
@@ -86,7 +86,8 @@ def test_dataflow_get_sources_data(rust_dataflow):
                 ),
             ]
         )
-        assert rust_dataflow.get_sources_data(graph) == {
+        nodes_schema_types_dict = {"X": ["DATA_TYPE_INT", "DATA_TYPE_STRING"], "Y": ["DATA_TYPE_FLOAT"]}
+        assert rust_dataflow.get_sources_data(graph, nodes_schema_types_dict) == {
             "X": {"name": "X", "op": "get_rel", "schema": ["i32", "String"]},
             "Y": {
                 "name": "Y",
@@ -195,3 +196,6 @@ def test_validate_node(rust_dataflow):
     )
     with pytest.raises(ValueError):
         rust_dataflow.validate_node(graph, 5)
+
+if __name__ == "__main__":
+    pytest.main(["-s", "-v", __file__])
\ No newline at end of file

From 3e28755e12789a2bfe7ef8cb8c4cf20b47e4569e Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Sat, 26 Oct 2024 11:43:35 +0000
Subject: [PATCH 139/277] Update coverage on Readme

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 0ca7e7a..0b204dc 100644
--- a/README.md
+++ b/README.md
@@ -7,6 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-48%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>1</td><td>96%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L13">13</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>24</td><td>84%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L61">61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L97-L101">97&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L112">106&ndash;112</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L155-L162">155&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L216-L229">216&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L43-L50">43&ndash;50</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L54-L58">54&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L80">63&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L116">116</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>339</td><td>249</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L88-L109">88&ndash;109</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L128-L158">128&ndash;158</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L170-L186">170&ndash;186</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L200-L206">200&ndash;206</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L240-L312">240&ndash;312</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L322-L339">322&ndash;339</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L355-L382">355&ndash;382</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L392-L400">392&ndash;400</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L421-L432">421&ndash;432</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L442-L460">442&ndash;460</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L463-L477">463&ndash;477</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L487-L562">487&ndash;562</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L569-L619">569&ndash;619</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L622-L635">622&ndash;635</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L638-L656">638&ndash;656</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L659-L669">659&ndash;669</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L672-L699">672&ndash;699</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L707-L721">707&ndash;721</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L724-L727">724&ndash;727</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>4</td><td>60%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L18-L28">18&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>743</b></td><td><b>386</b></td><td><b>48%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From facfaba66956b1b74ea236cd2b4c36c1b23eb20e Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sat, 26 Oct 2024 14:56:14 +0300
Subject: [PATCH 140/277] fix: test

---
 tests/test_rust_dataflow.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/tests/test_rust_dataflow.py b/tests/test_rust_dataflow.py
index d32f9d7..5625eb3 100644
--- a/tests/test_rust_dataflow.py
+++ b/tests/test_rust_dataflow.py
@@ -15,6 +15,7 @@ def rust_dataflow():
     with patch(
         "spannerflow.engine.Engine.__init__", return_value=MagicMock(spec=Engine)
     ) as mock_engine:
+        mock_engine._serialize_row = Engine.__wrapped__._serialize_row
         instance = RustDataflow(config=config, engine=mock_engine)
         return instance
 
@@ -66,7 +67,7 @@ def test_dataflow_get_node_str(rust_dataflow):
     )
 
 
-def _test_dataflow_get_sources_data(rust_dataflow):
+def test_dataflow_get_sources_data(rust_dataflow):
     with patch.object(rust_dataflow._engine, "get_collections") as mock_get_collections:
         mock_get_collections.return_value = {
             "X": ["DATA_TYPE_INT", "DATA_TYPE_STRING"],

From 67986e98d7998931f11196b812408173eec7e976 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Sat, 26 Oct 2024 12:00:30 +0000
Subject: [PATCH 141/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 0b204dc..c79631f 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-48%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>1</td><td>96%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L13">13</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>24</td><td>84%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L61">61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L97-L101">97&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L112">106&ndash;112</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L155-L162">155&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L216-L229">216&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L43-L50">43&ndash;50</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L54-L58">54&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L80">63&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L116">116</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>339</td><td>249</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L88-L109">88&ndash;109</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L128-L158">128&ndash;158</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L170-L186">170&ndash;186</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L200-L206">200&ndash;206</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L240-L312">240&ndash;312</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L322-L339">322&ndash;339</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L355-L382">355&ndash;382</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L392-L400">392&ndash;400</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L421-L432">421&ndash;432</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L442-L460">442&ndash;460</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L463-L477">463&ndash;477</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L487-L562">487&ndash;562</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L569-L619">569&ndash;619</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L622-L635">622&ndash;635</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L638-L656">638&ndash;656</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L659-L669">659&ndash;669</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L672-L699">672&ndash;699</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L707-L721">707&ndash;721</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L724-L727">724&ndash;727</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>4</td><td>60%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L18-L28">18&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>743</b></td><td><b>386</b></td><td><b>48%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-49%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>1</td><td>96%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L13">13</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>24</td><td>84%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L61">61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L97-L101">97&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L112">106&ndash;112</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L155-L162">155&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L216-L229">216&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L43-L50">43&ndash;50</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L54-L58">54&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L80">63&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L116">116</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>339</td><td>239</td><td>29%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L98">98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L128-L158">128&ndash;158</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L170-L186">170&ndash;186</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L200-L206">200&ndash;206</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L240-L312">240&ndash;312</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L322-L339">322&ndash;339</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L355-L382">355&ndash;382</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L392-L400">392&ndash;400</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L421-L432">421&ndash;432</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L442-L460">442&ndash;460</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L463-L477">463&ndash;477</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L487-L562">487&ndash;562</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L569-L619">569&ndash;619</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L622-L635">622&ndash;635</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L638-L656">638&ndash;656</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L659-L669">659&ndash;669</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L672-L699">672&ndash;699</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L707-L721">707&ndash;721</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L724-L727">724&ndash;727</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>4</td><td>60%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L18-L28">18&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>743</b></td><td><b>376</b></td><td><b>49%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 9fd619a692e543864ae2fc794dbb6c25dd49cd73 Mon Sep 17 00:00:00 2001
From: IdoDesign <ido.tarazi@campus.technion.ac.il>
Date: Sat, 26 Oct 2024 17:10:34 +0300
Subject: [PATCH 142/277] WIP

---
 nbs/50_rust_dataflow.ipynb                    |  1 +
 nbs/60_engine.ipynb                           | 15 +++++++++++++++
 spannerflow/_modidx.py                        |  8 +++++++-
 spannerflow/engine.py                         | 15 +++++++++++++++
 spannerflow/rust_dataflow.py                  |  1 +
 spannerflow/templates/ie_map.rs.jinja2        |  9 +++------
 spannerflow/templates/rust_dataflow.rs.jinja2 |  6 ++++--
 7 files changed, 46 insertions(+), 9 deletions(-)

diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index a33d738..a275591 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -397,6 +397,7 @@
     "                    out_schema_len=len(graph.nodes[node][\"out_schema\"]),\n",
     "                    in_schema_len=len(graph.nodes[node][\"in_schema\"]),\n",
     "                    out_schema_types=nodes_schema_types_dict[node],\n",
+    "                    DATAFLOW_TO_RUST_TYPES=self.DATAFLOW_TO_RUST_TYPES,\n",
     "                )\n",
     "        return code\n",
     "\n",
diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index 9470740..c1331a9 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -180,6 +180,21 @@
     "            for response in response_iterator:\n",
     "                yield self._deserialize_row(schema, response.row)\n",
     "\n",
+    "    def set_ie_function(\n",
+    "        self,\n",
+    "        name: str,\n",
+    "        func: Callable[[Any], Any],\n",
+    "        input_types: list[type],\n",
+    "        output_types: list[type],\n",
+    "    ):\n",
+    "        self._ie_functions[name] = (name, func, input_types, output_types)\n",
+    "\n",
+    "    def get_ie_function(self, name: str):\n",
+    "        return self._ie_functions[name]\n",
+    "\n",
+    "    def del_ie_function(self, name: str):\n",
+    "        del self._ie_functions[name]\n",
+    "\n",
     "    @staticmethod\n",
     "    def _deserialize_row(schema: list[str], row: list[str]) -> list[Any]:\n",
     "        new_row: list[Any] = list()\n",
diff --git a/spannerflow/_modidx.py b/spannerflow/_modidx.py
index 51d1dcb..ef24d7e 100644
--- a/spannerflow/_modidx.py
+++ b/spannerflow/_modidx.py
@@ -23,6 +23,8 @@
                                     'spannerflow.engine.Engine.add_row': ('engine.html#engine.add_row', 'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.add_rows': ('engine.html#engine.add_rows', 'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.close': ('engine.html#engine.close', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.del_ie_function': ( 'engine.html#engine.del_ie_function',
+                                                                                   'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.delete_collection': ( 'engine.html#engine.delete_collection',
                                                                                      'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.delete_row': ('engine.html#engine.delete_row', 'spannerflow/engine.py'),
@@ -30,11 +32,15 @@
                                                                                   'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.get_collections': ( 'engine.html#engine.get_collections',
                                                                                    'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.get_ie_function': ( 'engine.html#engine.get_ie_function',
+                                                                                   'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.load_from_csv': ( 'engine.html#engine.load_from_csv',
                                                                                  'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.open': ('engine.html#engine.open', 'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.run_dataflow': ('engine.html#engine.run_dataflow', 'spannerflow/engine.py'),
-                                    'spannerflow.engine.Engine.save_to_csv': ('engine.html#engine.save_to_csv', 'spannerflow/engine.py')},
+                                    'spannerflow.engine.Engine.save_to_csv': ('engine.html#engine.save_to_csv', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.set_ie_function': ( 'engine.html#engine.set_ie_function',
+                                                                                   'spannerflow/engine.py')},
             'spannerflow.graph_utils': { 'spannerflow.graph_utils.change_node_key': ( 'graph_utils.html#change_node_key',
                                                                                       'spannerflow/graph_utils.py'),
                                          'spannerflow.graph_utils.create_iter_graph': ( 'graph_utils.html#create_iter_graph',
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index a24bb57..26f8910 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -161,6 +161,21 @@ def get_collection(self, collection_name) -> Generator[list[str], None, None]:
             for response in response_iterator:
                 yield self._deserialize_row(schema, response.row)
 
+    def set_ie_function(
+        self,
+        name: str,
+        func: Callable[[Any], Any],
+        input_types: list[type],
+        output_types: list[type],
+    ):
+        self._ie_functions[name] = (name, func, input_types, output_types)
+
+    def get_ie_function(self, name: str):
+        return self._ie_functions[name]
+
+    def del_ie_function(self, name: str):
+        del self._ie_functions[name]
+
     @staticmethod
     def _deserialize_row(schema: list[str], row: list[str]) -> list[Any]:
         new_row: list[Any] = list()
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 2c44fb6..e0a488c 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -378,6 +378,7 @@ def get_ie_map_code(
                     out_schema_len=len(graph.nodes[node]["out_schema"]),
                     in_schema_len=len(graph.nodes[node]["in_schema"]),
                     out_schema_types=nodes_schema_types_dict[node],
+                    DATAFLOW_TO_RUST_TYPES=self.DATAFLOW_TO_RUST_TYPES,
                 )
         return code
 
diff --git a/spannerflow/templates/ie_map.rs.jinja2 b/spannerflow/templates/ie_map.rs.jinja2
index 406c969..5f3de10 100644
--- a/spannerflow/templates/ie_map.rs.jinja2
+++ b/spannerflow/templates/ie_map.rs.jinja2
@@ -4,11 +4,8 @@ let {{ output_node }} = {{ prev_node}}
                                 let mut ie_input = vec![];
                                 for (val, cnt) in input.iter() {
                                     ie_input.push(tuple_to_vec_string!( 
-                                    {% if in_schema_len > 1 %}
-                                    {% for index in range(in_schema_len) %}key.{{ index }}{% if not loop.last %}, {% endif %}{% endfor %}
-                                    {% else %}
-                                        key
-                                    {% endif %}
+                                    {% if in_schema_len > 1 %}{% for index in range(in_schema_len) %}key.{{ index }}{% if not loop.last %}, {% endif %}{% endfor %}
+                                    {% else %}key{% endif %}
                                     ));
                                 }
                                 match run_ie_function("{{ grpc_address }}".to_string(), "{{ function_name }}".to_string(), ie_input) {
@@ -22,4 +19,4 @@ let {{ output_node }} = {{ prev_node}}
                                     }
                                 }                            
                             })
-                            .map(|(key, val)| ({% if in_schema_len > 1 %}{% for index in range(in_schema_len) %}key.{{ index }}, {% endfor %}{% else %}key, {% endif %} {% for index in range(out_schema_len) %}val[{{ index }}].clone(){% if not loop.last %}, {% endif%}{% endfor %} ));
\ No newline at end of file
+                            .map(|(key, val)| ({% if in_schema_len > 1 %}{% for index in range(in_schema_len) %}key.{{ index }}, {% endfor %}{% else %}key, {% endif %} {% for index in range(out_schema_len) %}val[{{ index }}].clone().parse::<{{DATAFLOW_TO_RUST_TYPES[out_schema_types[index+in_schema_len]]}}>().unwrap(){% if not loop.last %}, {% endif%}{% endfor %} ));
\ No newline at end of file
diff --git a/spannerflow/templates/rust_dataflow.rs.jinja2 b/spannerflow/templates/rust_dataflow.rs.jinja2
index 0136401..f4a6578 100644
--- a/spannerflow/templates/rust_dataflow.rs.jinja2
+++ b/spannerflow/templates/rust_dataflow.rs.jinja2
@@ -62,8 +62,10 @@ fn run_ie_function(address: String, function_name: String, data: Vec<Vec<String>
 
         let mut response_stream = client.run_ie_function(Request::new(request_stream)).await?.into_inner(); // Declare as mutable since we need to iterate over it
 
-        while let Some(response) = response_stream.message().await? {            
-            output.push(response.row.clone());
+        while let Some(response) = response_stream.message().await? {       
+            let  response_row = response.row.clone();
+            println!("RESPONSE: {:?}", response_row);     
+            output.push(response_row);
         }
 
         Ok::<Vec<Vec<String>>, Box<dyn std::error::Error>>(output)

From f70ebd082a77d68014d8a184f4bd5c6b3f838f65 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Sat, 26 Oct 2024 14:14:49 +0000
Subject: [PATCH 143/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index c79631f..687e922 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-49%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>1</td><td>96%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L13">13</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>152</td><td>24</td><td>84%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L61">61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L97-L101">97&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L112">106&ndash;112</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L155-L162">155&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L216-L229">216&ndash;229</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L43-L50">43&ndash;50</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L54-L58">54&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L80">63&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L116">116</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>339</td><td>239</td><td>29%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L98">98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L128-L158">128&ndash;158</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L170-L186">170&ndash;186</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L200-L206">200&ndash;206</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L240-L312">240&ndash;312</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L322-L339">322&ndash;339</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L355-L382">355&ndash;382</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L392-L400">392&ndash;400</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L421-L432">421&ndash;432</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L442-L460">442&ndash;460</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L463-L477">463&ndash;477</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L487-L562">487&ndash;562</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L569-L619">569&ndash;619</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L622-L635">622&ndash;635</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L638-L656">638&ndash;656</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L659-L669">659&ndash;669</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L672-L699">672&ndash;699</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L707-L721">707&ndash;721</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L724-L727">724&ndash;727</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>4</td><td>60%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L18-L28">18&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>743</b></td><td><b>376</b></td><td><b>49%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-49%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>1</td><td>96%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L13">13</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>158</td><td>27</td><td>83%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L61">61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L97-L101">97&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L112">106&ndash;112</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L155-L162">155&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L171">171</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L174">174</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L177">177</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L231-L244">231&ndash;244</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L43-L50">43&ndash;50</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L54-L58">54&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L80">63&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L116">116</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>339</td><td>239</td><td>29%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L98">98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L128-L158">128&ndash;158</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L170-L186">170&ndash;186</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L200-L206">200&ndash;206</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L240-L312">240&ndash;312</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L322-L339">322&ndash;339</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L355-L383">355&ndash;383</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L393-L401">393&ndash;401</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L422-L433">422&ndash;433</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L443-L461">443&ndash;461</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L464-L478">464&ndash;478</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L488-L563">488&ndash;563</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L570-L620">570&ndash;620</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L623-L636">623&ndash;636</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L639-L657">639&ndash;657</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L660-L670">660&ndash;670</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L673-L700">673&ndash;700</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L708-L722">708&ndash;722</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L725-L728">725&ndash;728</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>4</td><td>60%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L18-L28">18&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>749</b></td><td><b>379</b></td><td><b>49%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 9b59015d23822c5beb6da2e11e73ea655d27e6c1 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sat, 26 Oct 2024 19:58:42 +0300
Subject: [PATCH 144/277] WIP

---
 README.md                  |  1 -
 nbs/40_grpc_server.ipynb   | 11 +++++++----
 spannerflow/grpc_server.py | 11 +++++++----
 tests/test_grpc_server.py  |  8 ++++----
 4 files changed, 18 insertions(+), 13 deletions(-)

diff --git a/README.md b/README.md
index 687e922..0ca7e7a 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,6 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-49%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>1</td><td>96%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L13">13</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>158</td><td>27</td><td>83%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L61">61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L97-L101">97&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L112">106&ndash;112</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L155-L162">155&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L171">171</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L174">174</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L177">177</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L231-L244">231&ndash;244</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L43-L50">43&ndash;50</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L54-L58">54&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L80">63&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L116">116</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>339</td><td>239</td><td>29%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L98">98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L128-L158">128&ndash;158</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L170-L186">170&ndash;186</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L200-L206">200&ndash;206</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L240-L312">240&ndash;312</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L322-L339">322&ndash;339</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L355-L383">355&ndash;383</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L393-L401">393&ndash;401</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L422-L433">422&ndash;433</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L443-L461">443&ndash;461</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L464-L478">464&ndash;478</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L488-L563">488&ndash;563</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L570-L620">570&ndash;620</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L623-L636">623&ndash;636</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L639-L657">639&ndash;657</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L660-L670">660&ndash;670</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L673-L700">673&ndash;700</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L708-L722">708&ndash;722</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L725-L728">725&ndash;728</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>4</td><td>60%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L18-L28">18&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>749</b></td><td><b>379</b></td><td><b>49%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide
diff --git a/nbs/40_grpc_server.ipynb b/nbs/40_grpc_server.ipynb
index 6e2f20b..9811734 100644
--- a/nbs/40_grpc_server.ipynb
+++ b/nbs/40_grpc_server.ipynb
@@ -83,10 +83,13 @@
     "            return\n",
     "\n",
     "        for row in rows:\n",
-    "            response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore\n",
-    "                row=[str(cell) for cell in func(*row)]\n",
-    "            )\n",
-    "            yield response\n",
+    "            res = func(*row)\n",
+    "\n",
+    "            for r in res:\n",
+    "                response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore\n",
+    "                    row=[str(cell) for cell in r]\n",
+    "                )\n",
+    "                yield response\n",
     "\n",
     "\n",
     "async def run_server(\n",
diff --git a/spannerflow/grpc_server.py b/spannerflow/grpc_server.py
index e96dd7e..2ecae41 100644
--- a/spannerflow/grpc_server.py
+++ b/spannerflow/grpc_server.py
@@ -64,10 +64,13 @@ async def RunIEFunction(
             return
 
         for row in rows:
-            response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore
-                row=[str(cell) for cell in func(*row)]
-            )
-            yield response
+            res = func(*row)
+
+            for r in res:
+                response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore
+                    row=[str(cell) for cell in r]
+                )
+                yield response
 
 
 async def run_server(
diff --git a/tests/test_grpc_server.py b/tests/test_grpc_server.py
index 7473e74..9ce6dfb 100644
--- a/tests/test_grpc_server.py
+++ b/tests/test_grpc_server.py
@@ -10,7 +10,7 @@
 @pytest.mark.asyncio
 async def test_run_ie_function():
     ie_functions = {
-        "test_func": ("test_func", lambda x: [(int(x[0]) * 2)], [int], [int])
+        "test_func": ("test_func", lambda x: [((int(x[0]) * 2),)], [int], [int])
     }
     service = IEFunctionService(ie_functions)
 
@@ -64,7 +64,7 @@ async def test_run_ie_function_not_found():
 @pytest.mark.asyncio
 async def test_run_ie_function_no_function_name():
     ie_functions = {
-        "test_func": ("description", lambda x: [str(int(x) * 2)], [int], [int])
+        "test_func": ("description", lambda x: [(str(int(x) * 2),)], [int], [int])
     }
     service = IEFunctionService(ie_functions)
 
@@ -89,7 +89,7 @@ async def test_run_ie_function_no_function_name():
 @pytest.mark.asyncio
 async def test_run_ie_function_function_name_after_rows():
     ie_functions = {
-        "test_func": ("description", lambda x: [str(int(x) * 2)], [int], [int])
+        "test_func": ("description", lambda x: [(str(int(x) * 2),)], [int], [int])
     }
     service = IEFunctionService(ie_functions)
 
@@ -119,7 +119,7 @@ async def test_run_ie_function_function_name_after_rows():
 @pytest.mark.asyncio
 async def test_run_ie_function_multiple_function_name():
     ie_functions = {
-        "test_func": ("description", lambda x: [str(int(x) * 2)], [int], [int])
+        "test_func": ("description", lambda x: [(str(int(x) * 2),)], [int], [int])
     }
     service = IEFunctionService(ie_functions)
 

From 1b97b7f36175c0fe5f6eecb06f64e8dfaad13d93 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Sat, 26 Oct 2024 17:02:37 +0000
Subject: [PATCH 145/277] Update coverage on Readme

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 0ca7e7a..0644831 100644
--- a/README.md
+++ b/README.md
@@ -7,6 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-50%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>1</td><td>96%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L13">13</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>158</td><td>27</td><td>83%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L61">61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L97-L101">97&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L112">106&ndash;112</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L155-L162">155&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L171">171</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L174">174</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L177">177</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L231-L244">231&ndash;244</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L43-L50">43&ndash;50</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L54-L58">54&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L80">63&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L116">116</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>339</td><td>239</td><td>29%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L98">98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L128-L158">128&ndash;158</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L170-L186">170&ndash;186</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L200-L206">200&ndash;206</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L240-L312">240&ndash;312</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L322-L339">322&ndash;339</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L355-L383">355&ndash;383</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L393-L401">393&ndash;401</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L422-L433">422&ndash;433</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L443-L461">443&ndash;461</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L464-L478">464&ndash;478</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L488-L563">488&ndash;563</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L570-L620">570&ndash;620</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L623-L636">623&ndash;636</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L639-L657">639&ndash;657</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L660-L670">660&ndash;670</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L673-L700">673&ndash;700</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L708-L722">708&ndash;722</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L725-L728">725&ndash;728</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>4</td><td>60%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L18-L28">18&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>751</b></td><td><b>379</b></td><td><b>50%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From f2919edb5e0c913ea7259570b002755b902d2d88 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sun, 27 Oct 2024 09:29:03 +0200
Subject: [PATCH 146/277] fix: timely version

---
 README.md             |  1 -
 nbs/00_config.ipynb   | 10 ++++++++--
 spannerflow/config.py | 10 ++++++++--
 3 files changed, 16 insertions(+), 5 deletions(-)

diff --git a/README.md b/README.md
index 0644831..0ca7e7a 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,6 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-50%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>1</td><td>96%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L13">13</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>158</td><td>27</td><td>83%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L61">61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L97-L101">97&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L112">106&ndash;112</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L155-L162">155&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L171">171</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L174">174</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L177">177</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L231-L244">231&ndash;244</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L43-L50">43&ndash;50</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L54-L58">54&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L80">63&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L116">116</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>339</td><td>239</td><td>29%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L98">98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L128-L158">128&ndash;158</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L170-L186">170&ndash;186</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L200-L206">200&ndash;206</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L240-L312">240&ndash;312</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L322-L339">322&ndash;339</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L355-L383">355&ndash;383</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L393-L401">393&ndash;401</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L422-L433">422&ndash;433</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L443-L461">443&ndash;461</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L464-L478">464&ndash;478</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L488-L563">488&ndash;563</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L570-L620">570&ndash;620</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L623-L636">623&ndash;636</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L639-L657">639&ndash;657</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L660-L670">660&ndash;670</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L673-L700">673&ndash;700</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L708-L722">708&ndash;722</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L725-L728">725&ndash;728</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>4</td><td>60%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L18-L28">18&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>751</b></td><td><b>379</b></td><td><b>50%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide
diff --git a/nbs/00_config.ipynb b/nbs/00_config.ipynb
index f17ed4e..b3fa090 100644
--- a/nbs/00_config.ipynb
+++ b/nbs/00_config.ipynb
@@ -49,8 +49,14 @@
     "    RUST_PROJECT_NAME: str = \"spannerflow\"\n",
     "    RUST_DEPENDENCIES: list[dict[str, str]] = field(\n",
     "        default_factory=lambda: [\n",
-    "            {\"name\": \"timely\", \"version\": \"0.12.0\"},\n",
-    "            {\"name\": \"differential-dataflow\", \"version\": \"0.12.0\"},\n",
+    "            {\n",
+    "                \"name\": \"timely\",\n",
+    "                \"json\": '{ git = \"https://github.com/TimelyDataflow/timely-dataflow\" }',\n",
+    "            },\n",
+    "            {\n",
+    "                \"name\": \"differential-dataflow\",\n",
+    "                \"json\": '{ git = \"https://github.com/TimelyDataflow/differential-dataflow\" }',\n",
+    "            },\n",
     "            {\"name\": \"prost\", \"version\": \"0.13.3\"},\n",
     "            {\"name\": \"prost-types\", \"version\": \"0.13.3\"},\n",
     "            {\"name\": \"tonic\", \"version\": \"0.12.3\"},\n",
diff --git a/spannerflow/config.py b/spannerflow/config.py
index 24bff05..fbe4a5a 100644
--- a/spannerflow/config.py
+++ b/spannerflow/config.py
@@ -30,8 +30,14 @@ class Config:
     RUST_PROJECT_NAME: str = "spannerflow"
     RUST_DEPENDENCIES: list[dict[str, str]] = field(
         default_factory=lambda: [
-            {"name": "timely", "version": "0.12.0"},
-            {"name": "differential-dataflow", "version": "0.12.0"},
+            {
+                "name": "timely",
+                "json": '{ git = "https://github.com/TimelyDataflow/timely-dataflow" }',
+            },
+            {
+                "name": "differential-dataflow",
+                "json": '{ git = "https://github.com/TimelyDataflow/differential-dataflow" }',
+            },
             {"name": "prost", "version": "0.13.3"},
             {"name": "prost-types", "version": "0.13.3"},
             {"name": "tonic", "version": "0.12.3"},

From 065216bbeee4bff2d7ab67dafb171ce31d9cb808 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Sun, 27 Oct 2024 07:34:29 +0000
Subject: [PATCH 147/277] Update coverage on Readme

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 0ca7e7a..0644831 100644
--- a/README.md
+++ b/README.md
@@ -7,6 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-50%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>1</td><td>96%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L13">13</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>158</td><td>27</td><td>83%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L61">61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L97-L101">97&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L112">106&ndash;112</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L155-L162">155&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L171">171</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L174">174</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L177">177</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L231-L244">231&ndash;244</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L43-L50">43&ndash;50</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L54-L58">54&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L80">63&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L116">116</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>339</td><td>239</td><td>29%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L98">98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L128-L158">128&ndash;158</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L170-L186">170&ndash;186</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L200-L206">200&ndash;206</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L240-L312">240&ndash;312</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L322-L339">322&ndash;339</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L355-L383">355&ndash;383</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L393-L401">393&ndash;401</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L422-L433">422&ndash;433</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L443-L461">443&ndash;461</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L464-L478">464&ndash;478</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L488-L563">488&ndash;563</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L570-L620">570&ndash;620</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L623-L636">623&ndash;636</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L639-L657">639&ndash;657</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L660-L670">660&ndash;670</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L673-L700">673&ndash;700</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L708-L722">708&ndash;722</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L725-L728">725&ndash;728</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>4</td><td>60%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L18-L28">18&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>751</b></td><td><b>379</b></td><td><b>50%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From e4e2a3e051b7080831f7355307abcb227870e0f7 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sun, 27 Oct 2024 23:03:21 +0200
Subject: [PATCH 148/277] fix: cr

---
 nbs/00_config.ipynb          | 39 +++++++++++++++---
 nbs/10_rust_utils.ipynb      | 78 ------------------------------------
 nbs/30_graph_utils.ipynb     | 20 +++++++--
 nbs/40_grpc_server.ipynb     | 19 ++++++++-
 nbs/50_rust_dataflow.ipynb   | 42 +++++++++++++++++--
 nbs/60_engine.ipynb          | 20 +++++++--
 nbs/sidebar.yml              |  1 -
 spannerflow/_modidx.py       |  5 ++-
 spannerflow/config.py        |  3 +-
 spannerflow/engine.py        |  2 +-
 spannerflow/graph_utils.py   |  2 +-
 spannerflow/grpc_server.py   |  1 +
 spannerflow/rust_dataflow.py | 24 +++++++++--
 spannerflow/rust_utils.py    | 34 ----------------
 14 files changed, 152 insertions(+), 138 deletions(-)
 delete mode 100644 nbs/10_rust_utils.ipynb
 delete mode 100644 spannerflow/rust_utils.py

diff --git a/nbs/00_config.ipynb b/nbs/00_config.ipynb
index b3fa090..6f95671 100644
--- a/nbs/00_config.ipynb
+++ b/nbs/00_config.ipynb
@@ -26,12 +26,41 @@
    "source": [
     "# | export\n",
     "from dataclasses import dataclass, field\n",
-    "from pathlib import Path\n",
-    "\n",
+    "from pathlib import Path"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# hack for notebooks that don't have __file__ defined"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
     "if \"__file__\" not in globals():\n",
-    "    __file__ = str(Path.cwd())\n",
-    "\n",
-    "\n",
+    "    __file__ = str(Path.cwd())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# class Config"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
     "@dataclass\n",
     "class Config:\n",
     "    LISTEN_PORT: int = 50052\n",
diff --git a/nbs/10_rust_utils.ipynb b/nbs/10_rust_utils.ipynb
deleted file mode 100644
index 5f5c15d..0000000
--- a/nbs/10_rust_utils.ipynb
+++ /dev/null
@@ -1,78 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# rust_utils\n",
-    "\n",
-    "> Fill in a module description here"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# | default_exp rust_utils"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# | export\n",
-    "import subprocess\n",
-    "from pathlib import Path\n",
-    "\n",
-    "from spannerflow.config import Config\n",
-    "\n",
-    "config = Config()\n",
-    "\n",
-    "\n",
-    "def build_rust(cargo_toml_path: Path, log_path: Path) -> None:\n",
-    "    command = [\n",
-    "        \"cargo\",\n",
-    "        \"build\",\n",
-    "        \"--release\",\n",
-    "        \"--manifest-path\",\n",
-    "        str(cargo_toml_path),\n",
-    "    ]\n",
-    "\n",
-    "    config.LOGS_DIR.mkdir(parents=True, exist_ok=True)\n",
-    "    with open(log_path, \"a\") as log_file:\n",
-    "        subprocess.run(\n",
-    "            command,\n",
-    "            cwd=str(cargo_toml_path.parent),\n",
-    "            check=True,\n",
-    "            stderr=log_file,\n",
-    "            stdout=log_file,\n",
-    "        )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# | hide\n",
-    "import nbdev\n",
-    "\n",
-    "nbdev.nbdev_export()"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "python3",
-   "language": "python",
-   "name": "python3"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/nbs/30_graph_utils.ipynb b/nbs/30_graph_utils.ipynb
index d0eda0a..19aad70 100644
--- a/nbs/30_graph_utils.ipynb
+++ b/nbs/30_graph_utils.ipynb
@@ -25,9 +25,23 @@
    "outputs": [],
    "source": [
     "# | export\n",
-    "import networkx as nx\n",
-    "\n",
-    "\n",
+    "import networkx as nx"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# graph utils"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
     "def find_sources(graph: nx.DiGraph) -> list[str | int]:\n",
     "    return [node for node in graph.nodes() if graph.in_degree(node) == 0]\n",
     "\n",
diff --git a/nbs/40_grpc_server.ipynb b/nbs/40_grpc_server.ipynb
index 9811734..9090988 100644
--- a/nbs/40_grpc_server.ipynb
+++ b/nbs/40_grpc_server.ipynb
@@ -30,8 +30,23 @@
     "import grpc\n",
     "\n",
     "from spannerflow.config import Config\n",
-    "from spannerflow.dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc\n",
-    "\n",
+    "from spannerflow.dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# class IEFunctionService"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
     "config = Config()\n",
     "\n",
     "\n",
diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index a275591..cec6267 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -47,8 +47,23 @@
     "    get_node_schema,\n",
     "    reduced_graph,\n",
     "    traverse_cycle,\n",
-    ")\n",
-    "from spannerflow.rust_utils import build_rust\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Class RustDataflow"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
     "\n",
     "\n",
     "@singleton\n",
@@ -697,7 +712,7 @@
     "        self.create_cargo_toml(timestamp)\n",
     "        self.create_rust_file(timestamp, graph)\n",
     "        self.create_rust_build_file()\n",
-    "        build_rust(\n",
+    "        self.build_rust(\n",
     "            self._config.GENERATED_RUST_PROJECT_PATH.joinpath(\n",
     "                self._cargo_file_name\n",
     "            ).absolute(),\n",
@@ -744,7 +759,26 @@
     "        if not self._is_server_running:\n",
     "            raise RuntimeError(\"Server is not running\")\n",
     "        self._server_process.terminate()\n",
-    "        self._is_server_running = False"
+    "        self._is_server_running = False\n",
+    "\n",
+    "    def build_rust(self, cargo_toml_path: Path, log_path: Path) -> None:\n",
+    "        command = [\n",
+    "            \"cargo\",\n",
+    "            \"build\",\n",
+    "            \"--release\",\n",
+    "            \"--manifest-path\",\n",
+    "            str(cargo_toml_path),\n",
+    "        ]\n",
+    "\n",
+    "        self._config.LOGS_DIR.mkdir(parents=True, exist_ok=True)\n",
+    "        with open(log_path, \"a\") as log_file:\n",
+    "            subprocess.run(\n",
+    "                command,\n",
+    "                cwd=str(cargo_toml_path.parent),\n",
+    "                check=True,\n",
+    "                stderr=log_file,\n",
+    "                stdout=log_file,\n",
+    "            )"
    ]
   },
   {
diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index c1331a9..605783c 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -40,9 +40,23 @@
     "from spannerflow.config import Config\n",
     "from spannerflow.dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc\n",
     "from spannerflow.graph_utils import find_output\n",
-    "from spannerflow.grpc_server import run_server\n",
-    "\n",
-    "\n",
+    "from spannerflow.grpc_server import run_server"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Class Engine"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
     "@singleton\n",
     "class Engine:\n",
     "    def __init__(\n",
diff --git a/nbs/sidebar.yml b/nbs/sidebar.yml
index 7337ccd..90212c6 100644
--- a/nbs/sidebar.yml
+++ b/nbs/sidebar.yml
@@ -3,7 +3,6 @@ website:
     contents:
       - index.ipynb
       - 00_config.ipynb
-      - 10_rust_utils.ipynb
       - 20_installations.ipynb
       - 30_graph_utils.ipynb
       - 40_grpc_server.ipynb
diff --git a/spannerflow/_modidx.py b/spannerflow/_modidx.py
index ef24d7e..28aff09 100644
--- a/spannerflow/_modidx.py
+++ b/spannerflow/_modidx.py
@@ -97,6 +97,8 @@
                                                                                                                       'spannerflow/rust_dataflow.py'),
                                            'spannerflow.rust_dataflow.RustDataflow._stop_rust_server': ( 'rust_dataflow.html#rustdataflow._stop_rust_server',
                                                                                                          'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.RustDataflow.build_rust': ( 'rust_dataflow.html#rustdataflow.build_rust',
+                                                                                                  'spannerflow/rust_dataflow.py'),
                                            'spannerflow.rust_dataflow.RustDataflow.build_so': ( 'rust_dataflow.html#rustdataflow.build_so',
                                                                                                 'spannerflow/rust_dataflow.py'),
                                            'spannerflow.rust_dataflow.RustDataflow.create_cargo_toml': ( 'rust_dataflow.html#rustdataflow.create_cargo_toml',
@@ -140,5 +142,4 @@
                                            'spannerflow.rust_dataflow.RustDataflow.update_repeatable_cols_in_schema': ( 'rust_dataflow.html#rustdataflow.update_repeatable_cols_in_schema',
                                                                                                                         'spannerflow/rust_dataflow.py'),
                                            'spannerflow.rust_dataflow.RustDataflow.validate_node': ( 'rust_dataflow.html#rustdataflow.validate_node',
-                                                                                                     'spannerflow/rust_dataflow.py')},
-            'spannerflow.rust_utils': {'spannerflow.rust_utils.build_rust': ('rust_utils.html#build_rust', 'spannerflow/rust_utils.py')}}}
+                                                                                                     'spannerflow/rust_dataflow.py')}}}
diff --git a/spannerflow/config.py b/spannerflow/config.py
index fbe4a5a..7ec1ff6 100644
--- a/spannerflow/config.py
+++ b/spannerflow/config.py
@@ -9,10 +9,11 @@
 from dataclasses import dataclass, field
 from pathlib import Path
 
+# %% ../nbs/00_config.ipynb 4
 if "__file__" not in globals():
     __file__ = str(Path.cwd())
 
-
+# %% ../nbs/00_config.ipynb 6
 @dataclass
 class Config:
     LISTEN_PORT: int = 50052
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 26f8910..9d0af34 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -23,7 +23,7 @@
 from .graph_utils import find_output
 from .grpc_server import run_server
 
-
+# %% ../nbs/60_engine.ipynb 4
 @singleton
 class Engine:
     def __init__(
diff --git a/spannerflow/graph_utils.py b/spannerflow/graph_utils.py
index bee8f4a..aac5c90 100644
--- a/spannerflow/graph_utils.py
+++ b/spannerflow/graph_utils.py
@@ -10,7 +10,7 @@
 # %% ../nbs/30_graph_utils.ipynb 2
 import networkx as nx
 
-
+# %% ../nbs/30_graph_utils.ipynb 4
 def find_sources(graph: nx.DiGraph) -> list[str | int]:
     return [node for node in graph.nodes() if graph.in_degree(node) == 0]
 
diff --git a/spannerflow/grpc_server.py b/spannerflow/grpc_server.py
index 2ecae41..8022bd1 100644
--- a/spannerflow/grpc_server.py
+++ b/spannerflow/grpc_server.py
@@ -13,6 +13,7 @@
 from .config import Config
 from .dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc
 
+# %% ../nbs/40_grpc_server.ipynb 4
 config = Config()
 
 
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index e0a488c..dc83e9d 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -29,9 +29,8 @@
     reduced_graph,
     traverse_cycle,
 )
-from .rust_utils import build_rust
-
 
+# %% ../nbs/50_rust_dataflow.ipynb 4
 @singleton
 class RustDataflow:
     DATAFLOW_TO_RUST_TYPES = {
@@ -678,7 +677,7 @@ def build_so(self, graph: nx.DiGraph) -> tuple[Path, str]:
         self.create_cargo_toml(timestamp)
         self.create_rust_file(timestamp, graph)
         self.create_rust_build_file()
-        build_rust(
+        self.build_rust(
             self._config.GENERATED_RUST_PROJECT_PATH.joinpath(
                 self._cargo_file_name
             ).absolute(),
@@ -726,3 +725,22 @@ def _stop_rust_server(self):
             raise RuntimeError("Server is not running")
         self._server_process.terminate()
         self._is_server_running = False
+
+    def build_rust(self, cargo_toml_path: Path, log_path: Path) -> None:
+        command = [
+            "cargo",
+            "build",
+            "--release",
+            "--manifest-path",
+            str(cargo_toml_path),
+        ]
+
+        self._config.LOGS_DIR.mkdir(parents=True, exist_ok=True)
+        with open(log_path, "a") as log_file:
+            subprocess.run(
+                command,
+                cwd=str(cargo_toml_path.parent),
+                check=True,
+                stderr=log_file,
+                stdout=log_file,
+            )
diff --git a/spannerflow/rust_utils.py b/spannerflow/rust_utils.py
deleted file mode 100644
index 6bfe5e0..0000000
--- a/spannerflow/rust_utils.py
+++ /dev/null
@@ -1,34 +0,0 @@
-"""Fill in a module description here"""
-
-# AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/10_rust_utils.ipynb.
-
-# %% auto 0
-__all__ = ['config', 'build_rust']
-
-# %% ../nbs/10_rust_utils.ipynb 2
-import subprocess
-from pathlib import Path
-
-from .config import Config
-
-config = Config()
-
-
-def build_rust(cargo_toml_path: Path, log_path: Path) -> None:
-    command = [
-        "cargo",
-        "build",
-        "--release",
-        "--manifest-path",
-        str(cargo_toml_path),
-    ]
-
-    config.LOGS_DIR.mkdir(parents=True, exist_ok=True)
-    with open(log_path, "a") as log_file:
-        subprocess.run(
-            command,
-            cwd=str(cargo_toml_path.parent),
-            check=True,
-            stderr=log_file,
-            stdout=log_file,
-        )

From b8520988507b23cb02ea6b84e0d05f2383c0b3c6 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Sun, 27 Oct 2024 21:07:33 +0000
Subject: [PATCH 149/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 0644831..4193837 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-50%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>1</td><td>96%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L13">13</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>158</td><td>27</td><td>83%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L61">61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L97-L101">97&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L112">106&ndash;112</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L155-L162">155&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L171">171</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L174">174</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L177">177</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L231-L244">231&ndash;244</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L43-L50">43&ndash;50</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L54-L58">54&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L80">63&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L116">116</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>339</td><td>239</td><td>29%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L98">98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L128-L158">128&ndash;158</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L170-L186">170&ndash;186</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L200-L206">200&ndash;206</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L240-L312">240&ndash;312</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L322-L339">322&ndash;339</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L355-L383">355&ndash;383</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L393-L401">393&ndash;401</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L422-L433">422&ndash;433</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L443-L461">443&ndash;461</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L464-L478">464&ndash;478</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L488-L563">488&ndash;563</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L570-L620">570&ndash;620</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L623-L636">623&ndash;636</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L639-L657">639&ndash;657</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L660-L670">660&ndash;670</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L673-L700">673&ndash;700</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L708-L722">708&ndash;722</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L725-L728">725&ndash;728</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>4</td><td>60%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L18-L28">18&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>751</b></td><td><b>379</b></td><td><b>50%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-49%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>1</td><td>96%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L14">14</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>158</td><td>27</td><td>83%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L61">61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L97-L101">97&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L112">106&ndash;112</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L155-L162">155&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L171">171</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L174">174</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L177">177</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L231-L244">231&ndash;244</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L43-L50">43&ndash;50</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L54-L58">54&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L80">63&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L116">116</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>343</td><td>243</td><td>29%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L97">97</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L127-L157">127&ndash;157</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L169-L185">169&ndash;185</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L199-L205">199&ndash;205</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L239-L311">239&ndash;311</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L321-L338">321&ndash;338</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L354-L382">354&ndash;382</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L392-L400">392&ndash;400</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L421-L432">421&ndash;432</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L442-L460">442&ndash;460</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L463-L477">463&ndash;477</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L487-L562">487&ndash;562</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L569-L619">569&ndash;619</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L622-L635">622&ndash;635</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L638-L656">638&ndash;656</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L659-L669">659&ndash;669</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L672-L699">672&ndash;699</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L707-L721">707&ndash;721</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L724-L727">724&ndash;727</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L730-L740">730&ndash;740</a></td></tr><tr><td><b>TOTAL</b></td><td><b>745</b></td><td><b>379</b></td><td><b>49%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 33a830f8385bf45ad162388a04a9cf39411e5fb9 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sun, 27 Oct 2024 23:21:04 +0200
Subject: [PATCH 150/277] fix: cr

---
 README.md       | 15 +--------------
 nbs/index.ipynb | 19 ++-----------------
 2 files changed, 3 insertions(+), 31 deletions(-)

diff --git a/README.md b/README.md
index 0644831..8b8faed 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,6 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-50%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>1</td><td>96%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L13">13</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>158</td><td>27</td><td>83%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L61">61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L97-L101">97&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L112">106&ndash;112</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L155-L162">155&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L171">171</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L174">174</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L177">177</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L231-L244">231&ndash;244</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L43-L50">43&ndash;50</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L54-L58">54&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L80">63&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L116">116</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>339</td><td>239</td><td>29%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L98">98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L128-L158">128&ndash;158</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L170-L186">170&ndash;186</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L200-L206">200&ndash;206</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L240-L312">240&ndash;312</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L322-L339">322&ndash;339</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L355-L383">355&ndash;383</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L393-L401">393&ndash;401</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L422-L433">422&ndash;433</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L443-L461">443&ndash;461</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L464-L478">464&ndash;478</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L488-L563">488&ndash;563</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L570-L620">570&ndash;620</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L623-L636">623&ndash;636</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L639-L657">639&ndash;657</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L660-L670">660&ndash;670</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L673-L700">673&ndash;700</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L708-L722">708&ndash;722</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L725-L728">725&ndash;728</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py">rust_utils.py</a></td><td>10</td><td>4</td><td>60%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_utils.py#L18-L28">18&ndash;28</a></td></tr><tr><td><b>TOTAL</b></td><td><b>751</b></td><td><b>379</b></td><td><b>50%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide
@@ -16,7 +15,7 @@ documentation.
 python -m venv venv
 source venv/bin/activate
 
-pip install -U pip nbdev 
+pip install -U pip 
 ```
 
 If you are new to using `nbdev` here are some useful pointers to get you
@@ -49,18 +48,6 @@ Install latest from the GitHub
 $ pip install git+https://github.com/DeanLight/spannerflow.git
 ```
 
-or from [conda](https://anaconda.org/DeanLight/spannerflow)
-
-``` sh
-$ conda install -c DeanLight spannerflow
-```
-
-or from [pypi](https://pypi.org/project/spannerflow/)
-
-``` sh
-$ pip install spannerflow
-```
-
 ### Documentation
 
 Documentation can be found hosted on this GitHub
diff --git a/nbs/index.ipynb b/nbs/index.ipynb
index 2a6c31e..1e69bf5 100644
--- a/nbs/index.ipynb
+++ b/nbs/index.ipynb
@@ -38,7 +38,7 @@
     "python -m venv venv\n",
     "source venv/bin/activate\n",
     "\n",
-    "pip install -U pip nbdev \n",
+    "pip install -U pip \n",
     "```"
    ]
   },
@@ -99,24 +99,9 @@
     "$ pip install git+https://github.com/DeanLight/spannerflow.git\n",
     "```\n",
     "\n",
-    "or from [conda][conda]\n",
-    "\n",
-    "```sh\n",
-    "$ conda install -c DeanLight spannerflow\n",
-    "```\n",
-    "\n",
-    "or from [pypi][pypi]\n",
-    "\n",
-    "\n",
-    "```sh\n",
-    "$ pip install spannerflow\n",
-    "```\n",
-    "\n",
     "\n",
     "[repo]: https://github.com/DeanLight/spannerflow\n",
-    "[docs]: https://DeanLight.github.io/spannerflow/\n",
-    "[pypi]: https://pypi.org/project/spannerflow/\n",
-    "[conda]: https://anaconda.org/DeanLight/spannerflow"
+    "[docs]: https://DeanLight.github.io/spannerflow/"
    ]
   },
   {

From 1ab61f81340666fcb5d72026630992d56b07b3d9 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Sun, 27 Oct 2024 21:28:06 +0000
Subject: [PATCH 151/277] Update coverage on Readme

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 8b8faed..f0f0029 100644
--- a/README.md
+++ b/README.md
@@ -7,6 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-49%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>1</td><td>96%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L14">14</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>158</td><td>27</td><td>83%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L61">61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L97-L101">97&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L112">106&ndash;112</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L155-L162">155&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L171">171</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L174">174</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L177">177</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L231-L244">231&ndash;244</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L43-L50">43&ndash;50</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L54-L58">54&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L80">63&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L116">116</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>343</td><td>243</td><td>29%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L97">97</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L127-L157">127&ndash;157</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L169-L185">169&ndash;185</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L199-L205">199&ndash;205</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L239-L311">239&ndash;311</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L321-L338">321&ndash;338</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L354-L382">354&ndash;382</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L392-L400">392&ndash;400</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L421-L432">421&ndash;432</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L442-L460">442&ndash;460</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L463-L477">463&ndash;477</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L487-L562">487&ndash;562</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L569-L619">569&ndash;619</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L622-L635">622&ndash;635</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L638-L656">638&ndash;656</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L659-L669">659&ndash;669</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L672-L699">672&ndash;699</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L707-L721">707&ndash;721</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L724-L727">724&ndash;727</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L730-L740">730&ndash;740</a></td></tr><tr><td><b>TOTAL</b></td><td><b>745</b></td><td><b>379</b></td><td><b>49%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 7ded8cd330d3b2d113e6f8a3fa1d973aff4967f0 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Tue, 29 Oct 2024 03:56:23 +0200
Subject: [PATCH 152/277] WIP

---
 .pre-commit-config.yaml      | 31 +-----------
 README.md                    |  1 -
 nbs/00_config.ipynb          | 12 +++--
 nbs/40_grpc_server.ipynb     |  8 +++-
 nbs/50_rust_dataflow.ipynb   | 43 +----------------
 nbs/60_engine.ipynb          | 91 +++++++++++++++++++++++++++---------
 settings.ini                 |  1 -
 spannerflow/_modidx.py       | 21 ++++-----
 spannerflow/config.py        | 11 ++---
 spannerflow/engine.py        | 91 +++++++++++++++++++++++++++---------
 spannerflow/grpc_server.py   |  8 +++-
 spannerflow/rust_dataflow.py | 43 +----------------
 tests/test_engine.py         | 64 +++----------------------
 tests/test_rust_dataflow.py  | 29 +-----------
 14 files changed, 186 insertions(+), 268 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index e9437cb..4b49417 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -10,27 +10,7 @@ repos:
         - "setuptools"
         - "black"
   
-  - repo: local
-    hooks:
-    - id: nbdev_readme
-      name: nbdev_readme
-      entry: nbdev_readme
-      language: system
-      pass_filenames: false
-
-    - id: nbdev_docs
-      name: nbdev_docs
-      entry: nbdev_docs
-      language: system
-      pass_filenames: false
-      
-    - id: nbdev_test
-      name: nbdev_test
-      language: system
-      entry: nbdev_test
-      pass_filenames: false
-      
-
+  
   - repo: https://github.com/nbQA-dev/nbQA
     rev: 1.8.7
     hooks:
@@ -84,12 +64,3 @@ repos:
     hooks:
       - id: buf-lint
         args: [spannerflow/proto/dataflow/v1/dataflow.proto]
-
-  - repo: local
-    hooks:
-      - id: pytest-check
-        name: pytest-check
-        entry: pytest
-        language: system
-        pass_filenames: false
-        always_run: true
\ No newline at end of file
diff --git a/README.md b/README.md
index f0f0029..8b8faed 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,6 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-49%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>28</td><td>1</td><td>96%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L14">14</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>158</td><td>27</td><td>83%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L61">61</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L97-L101">97&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L112">106&ndash;112</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L155-L162">155&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L171">171</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L174">174</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L177">177</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L231-L244">231&ndash;244</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L43-L50">43&ndash;50</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L54-L58">54&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L80">63&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L116">116</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>343</td><td>243</td><td>29%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L97">97</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L127-L157">127&ndash;157</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L169-L185">169&ndash;185</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L199-L205">199&ndash;205</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L239-L311">239&ndash;311</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L321-L338">321&ndash;338</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L354-L382">354&ndash;382</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L392-L400">392&ndash;400</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L421-L432">421&ndash;432</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L442-L460">442&ndash;460</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L463-L477">463&ndash;477</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L487-L562">487&ndash;562</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L569-L619">569&ndash;619</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L622-L635">622&ndash;635</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L638-L656">638&ndash;656</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L659-L669">659&ndash;669</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L672-L699">672&ndash;699</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L707-L721">707&ndash;721</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L724-L727">724&ndash;727</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L730-L740">730&ndash;740</a></td></tr><tr><td><b>TOTAL</b></td><td><b>745</b></td><td><b>379</b></td><td><b>49%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide
diff --git a/nbs/00_config.ipynb b/nbs/00_config.ipynb
index 6f95671..fc9e724 100644
--- a/nbs/00_config.ipynb
+++ b/nbs/00_config.ipynb
@@ -42,9 +42,10 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# | export\n",
     "if \"__file__\" not in globals():\n",
-    "    __file__ = str(Path.cwd())"
+    "    import spannerflow.config\n",
+    "\n",
+    "    __file__ = str(spannerflow.config.__file__)"
    ]
   },
   {
@@ -69,9 +70,10 @@
     "    DATAFLOW_PORT: int = 50051\n",
     "    DATAFLOW_IP: str = \"localhost\"\n",
     "    DATAFLOW_ADDRESS: str = f\"{DATAFLOW_IP}:{DATAFLOW_PORT}\"\n",
-    "    GENERATED_RUST_PROJECT_PATH: Path = Path(__file__).parent.joinpath(\"generated_rust\")\n",
-    "    RUST_SERVER_PATH: Path = Path(__file__).parent.joinpath(\"rust_server\")\n",
-    "    TEMPLATES_PATH: Path = Path(__file__).parent.joinpath(\"templates\")\n",
+    "    PACKAGE_ROOT = Path(__file__).parent\n",
+    "    GENERATED_RUST_PROJECT_PATH: Path = PACKAGE_ROOT.joinpath(\"generated_rust\")\n",
+    "    RUST_SERVER_PATH: Path = PACKAGE_ROOT.joinpath(\"rust_server\")\n",
+    "    TEMPLATES_PATH: Path = PACKAGE_ROOT.joinpath(\"templates\")\n",
     "    CARGO_TOML_TEMPLATE_NAME: str = \"Cargo.toml.jinja2\"\n",
     "    RUST_FILE_TEMPLATE_NAME: str = \"rust_dataflow.rs.jinja2\"\n",
     "    RUST_BUILD_TEMPLATE_NAME: str = \"build.rs.jinja2\"\n",
diff --git a/nbs/40_grpc_server.ipynb b/nbs/40_grpc_server.ipynb
index 9090988..17a71b9 100644
--- a/nbs/40_grpc_server.ipynb
+++ b/nbs/40_grpc_server.ipynb
@@ -117,7 +117,13 @@
     "\n",
     "    server.add_insecure_port(config.LISTEN_ADDRESS)\n",
     "    await server.start()\n",
-    "    await server.wait_for_termination()  # Keep the server running"
+    "    try:\n",
+    "        await server.wait_for_termination()\n",
+    "    except Exception as e:\n",
+    "        print(f\"Server terminated with exception: {e}\")\n",
+    "    finally:\n",
+    "        await server.stop(5)\n",
+    "        print(\"gRPC server shut down.\")"
    ]
   },
   {
diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index cec6267..deacab4 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -27,13 +27,11 @@
     "# | export\n",
     "import os\n",
     "import subprocess\n",
-    "import threading\n",
     "from datetime import datetime\n",
     "from pathlib import Path\n",
     "\n",
     "import jinja2\n",
     "import networkx as nx\n",
-    "from singleton_decorator.decorator import _SingletonWrapper, singleton\n",
     "\n",
     "from spannerflow.config import Config\n",
     "from spannerflow.engine import Engine\n",
@@ -66,7 +64,6 @@
     "# | export\n",
     "\n",
     "\n",
-    "@singleton\n",
     "class RustDataflow:\n",
     "    DATAFLOW_TO_RUST_TYPES = {\n",
     "        \"DATA_TYPE_STRING\": \"String\",\n",
@@ -83,28 +80,15 @@
     "        object: \"DATA_TYPE_STRING\",\n",
     "    }\n",
     "\n",
-    "    def __init__(\n",
-    "        self, config: Config = Config(), engine: _SingletonWrapper | None = None\n",
-    "    ):\n",
+    "    def __init__(self, engine: Engine, config: Config):\n",
+    "        self._engine = engine\n",
     "        self._config = config\n",
-    "        self._engine = engine or Engine(config)\n",
     "        self._query_id = 0\n",
     "        self._cargo_file_name = \"Cargo.toml\"\n",
     "        self._template_loader = jinja2.FileSystemLoader(\n",
     "            searchpath=self._config.TEMPLATES_PATH\n",
     "        )\n",
     "        self._template_env = jinja2.Environment(loader=self._template_loader)\n",
-    "        self._is_server_running = False\n",
-    "        self._server_process: None | subprocess.Popen = None\n",
-    "\n",
-    "    def __enter__(self):\n",
-    "        if not self._is_server_running:\n",
-    "            self._run_rust_server_in_background()\n",
-    "        return self\n",
-    "\n",
-    "    def __exit__(self, exc_type, exc_value, traceback):\n",
-    "        if self._is_server_running:\n",
-    "            self._stop_rust_server()\n",
     "\n",
     "    def get_input_schema_types(self, node: int | str) -> list[str]:\n",
     "        collections = self._engine.get_collections()\n",
@@ -738,29 +722,6 @@
     "            f\"query_{self._query_id}\",\n",
     "        )\n",
     "\n",
-    "    def _run_rust_server_in_background(self) -> None:\n",
-    "        def inner() -> None:\n",
-    "            # TODO: handle port is already in use\n",
-    "            server_path = self._config.RUST_SERVER_PATH\n",
-    "            self._config.LOGS_DIR.mkdir(parents=True, exist_ok=True)\n",
-    "            with open(self._config.RUST_SERVER_LOG_PATH, \"a\") as log_file:\n",
-    "                self._server_process = subprocess.Popen(\n",
-    "                    [str(server_path)], stdout=log_file, stderr=log_file\n",
-    "                )\n",
-    "                self._server_process.communicate()\n",
-    "\n",
-    "        if self._is_server_running:\n",
-    "            raise RuntimeError(\"Server is already running\")\n",
-    "        threading.Thread(target=inner).start()\n",
-    "\n",
-    "        self._is_server_running = True\n",
-    "\n",
-    "    def _stop_rust_server(self):\n",
-    "        if not self._is_server_running:\n",
-    "            raise RuntimeError(\"Server is not running\")\n",
-    "        self._server_process.terminate()\n",
-    "        self._is_server_running = False\n",
-    "\n",
     "    def build_rust(self, cargo_toml_path: Path, log_path: Path) -> None:\n",
     "        command = [\n",
     "            \"cargo\",\n",
diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index 605783c..27b54e3 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -26,8 +26,11 @@
    "source": [
     "# | export\n",
     "import asyncio\n",
+    "import inspect\n",
     "import math\n",
+    "import subprocess\n",
     "import threading\n",
+    "from functools import wraps\n",
     "from pathlib import Path\n",
     "from typing import Any, Callable, Generator\n",
     "\n",
@@ -35,7 +38,6 @@
     "import networkx as nx\n",
     "from google.protobuf import empty_pb2\n",
     "from google.protobuf.json_format import MessageToDict\n",
-    "from singleton_decorator import singleton\n",
     "\n",
     "from spannerflow.config import Config\n",
     "from spannerflow.dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc\n",
@@ -57,7 +59,6 @@
    "outputs": [],
    "source": [
     "# | export\n",
-    "@singleton\n",
     "class Engine:\n",
     "    def __init__(\n",
     "        self,\n",
@@ -70,35 +71,72 @@
     "\n",
     "        self._config = config\n",
     "        self._ie_functions = ie_functions\n",
-    "        self._rust_dataflow = RustDataflow(config=config, engine=self)\n",
-    "        self._is_open = False\n",
+    "        self._rust_dataflow = RustDataflow(config=config, engine=self)  # type: ignore\n",
+    "        self._is_rust_server_running = False\n",
+    "        self._is_python_server_running = False\n",
+    "        self._rust_server_process: None | subprocess.Popen = None\n",
+    "        self._python_server_task: None | asyncio.Task = None\n",
     "\n",
-    "    def __enter__(self):\n",
-    "        def inner():\n",
-    "            asyncio.run(run_server(self._ie_functions))\n",
+    "    @staticmethod\n",
+    "    def ensure_server_running(func):\n",
+    "        @wraps(func)\n",
+    "        async def async_wrapper(self, *args, **kwargs):\n",
+    "            self._run_rust_server_in_background()\n",
+    "            await self._run_python_server_in_background()\n",
+    "            return await func(self, *args, **kwargs)\n",
+    "\n",
+    "        @wraps(func)\n",
+    "        def sync_wrapper(self, *args, **kwargs):\n",
+    "            self._run_rust_server_in_background()\n",
+    "            asyncio.run(self._run_python_server_in_background())\n",
+    "            return func(self, *args, **kwargs)\n",
+    "\n",
+    "        return async_wrapper if inspect.iscoroutinefunction(func) else sync_wrapper\n",
+    "\n",
+    "    def close(self):\n",
+    "        self._stop_rust_server()\n",
+    "        asyncio.run(self._stop_python_server())\n",
     "\n",
-    "        if not self._is_open:\n",
-    "            threading.Thread(target=inner, daemon=True).start()\n",
-    "            self._rust_dataflow.__enter__()\n",
-    "            self._is_open = True\n",
-    "        return self\n",
+    "    async def _run_python_server_in_background(self) -> None:\n",
+    "        if not self._is_python_server_running:\n",
+    "            self._python_server_task = asyncio.create_task(\n",
+    "                run_server(self._ie_functions)\n",
+    "            )\n",
+    "            self._is_python_server_running = True\n",
     "\n",
-    "    def open(self):\n",
-    "        if self._is_open:\n",
+    "    async def _stop_python_server(self):\n",
+    "        if not self._is_python_server_running:\n",
     "            return\n",
+    "        self._python_server_task.cancel()\n",
+    "        try:\n",
+    "            await self._python_server_task\n",
+    "        except asyncio.CancelledError:\n",
+    "            pass\n",
+    "        self._is_python_server_running = False\n",
     "\n",
-    "        self.__enter__()\n",
+    "    def _run_rust_server_in_background(self) -> None:\n",
+    "        def inner() -> None:\n",
+    "            # TODO: handle port is already in use\n",
+    "            server_path = self._config.RUST_SERVER_PATH\n",
+    "            self._config.LOGS_DIR.mkdir(parents=True, exist_ok=True)\n",
+    "            with open(self._config.RUST_SERVER_LOG_PATH, \"a\") as log_file:\n",
+    "                self._rust_server_process = subprocess.Popen(\n",
+    "                    [str(server_path)], stdout=log_file, stderr=log_file\n",
+    "                )\n",
+    "                self._rust_server_process.communicate()\n",
     "\n",
-    "    def close(self):\n",
-    "        if not self._is_open:\n",
+    "        if self._is_rust_server_running:\n",
     "            return\n",
-    "        self.__exit__(None, None, None)\n",
+    "        threading.Thread(target=inner).start()\n",
+    "        self._is_rust_server_running = True\n",
     "\n",
-    "    def __exit__(self, exc_type, exc_value, traceback):\n",
-    "        if self._is_open:\n",
-    "            self._rust_dataflow.__exit__(exc_type, exc_value, traceback)\n",
-    "            self._is_open = False\n",
+    "    def _stop_rust_server(self):\n",
+    "        if not self._is_rust_server_running:\n",
+    "            return\n",
+    "        self._rust_server_process.terminate()\n",
+    "        self._is_rust_server_running = False\n",
     "\n",
+    "    @ensure_server_running\n",
     "    def save_to_csv(self, collection_name: str, file_path: Path) -> None:\n",
     "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
     "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
@@ -107,6 +145,7 @@
     "            )\n",
     "            stub.SaveToCSV(request)\n",
     "\n",
+    "    @ensure_server_running\n",
     "    def load_from_csv(self, collection_name: str, file_path: Path) -> None:\n",
     "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
     "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
@@ -115,6 +154,7 @@
     "            )\n",
     "            stub.LoadFromCSV(request)\n",
     "\n",
+    "    @ensure_server_running\n",
     "    def add_row(self, collection_name: str, row: list[Any]) -> None:\n",
     "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
     "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
@@ -135,6 +175,7 @@
     "                row=dataflow_pb2.RowRequest(row=self._serialize_row(schema, row))  # type: ignore\n",
     "            )\n",
     "\n",
+    "    @ensure_server_running\n",
     "    def add_rows(self, collection_name: str, rows: list[list[Any]]) -> None:\n",
     "        schema = self.get_collections()[collection_name]\n",
     "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
@@ -144,6 +185,7 @@
     "            )\n",
     "            stub.AddRows(request_generator)\n",
     "\n",
+    "    @ensure_server_running\n",
     "    def delete_row(self, collection_name: str, row: list[Any]) -> None:\n",
     "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
     "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
@@ -153,6 +195,7 @@
     "            )\n",
     "            stub.DeleteRow(request)\n",
     "\n",
+    "    @ensure_server_running\n",
     "    def add_collection(\n",
     "        self,\n",
     "        collection_name: str,\n",
@@ -165,6 +208,7 @@
     "            )\n",
     "            stub.AddCollection(request)\n",
     "\n",
+    "    @ensure_server_running\n",
     "    def delete_collection(self, collection_name: str) -> None:\n",
     "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
     "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
@@ -173,6 +217,7 @@
     "            )\n",
     "            stub.DeleteCollection(request)\n",
     "\n",
+    "    @ensure_server_running\n",
     "    def get_collections(self) -> dict[str, list[str]]:\n",
     "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
     "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
@@ -184,6 +229,7 @@
     "                d[\"name\"]: d[\"schema\"] for d in MessageToDict(response)[\"collections\"]\n",
     "            }\n",
     "\n",
+    "    @ensure_server_running\n",
     "    def get_collection(self, collection_name) -> Generator[list[str], None, None]:\n",
     "        schema = self.get_collections()[collection_name]\n",
     "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
@@ -257,6 +303,7 @@
     "                    raise ValueError(f\"Unknown data type: {col_type}\")\n",
     "        return new_row\n",
     "\n",
+    "    @ensure_server_running\n",
     "    def run_dataflow(\n",
     "        self,\n",
     "        reversed_graph: nx.DiGraph,\n",
diff --git a/settings.ini b/settings.ini
index e5c1d4f..d4327a5 100644
--- a/settings.ini
+++ b/settings.ini
@@ -45,7 +45,6 @@ requirements = grpcio~=1.67.0
     nbdev~=2.3.31
     requests~=2.32.3
     networkx~=3.4.2
-    singleton-decorator~=1.0.0
 
 dev_requirements = pre-commit~=4.0.0
     isort~=5.13.2
diff --git a/spannerflow/_modidx.py b/spannerflow/_modidx.py
index 28aff09..f780884 100644
--- a/spannerflow/_modidx.py
+++ b/spannerflow/_modidx.py
@@ -9,15 +9,21 @@
             'spannerflow.dataflow.v1.dataflow_pb2': {},
             'spannerflow.dataflow.v1.dataflow_pb2_grpc': {},
             'spannerflow.engine': { 'spannerflow.engine.Engine': ('engine.html#engine', 'spannerflow/engine.py'),
-                                    'spannerflow.engine.Engine.__enter__': ('engine.html#engine.__enter__', 'spannerflow/engine.py'),
-                                    'spannerflow.engine.Engine.__exit__': ('engine.html#engine.__exit__', 'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.__init__': ('engine.html#engine.__init__', 'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine._deserialize_row': ( 'engine.html#engine._deserialize_row',
                                                                                     'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine._generate_add_rows_requests': ( 'engine.html#engine._generate_add_rows_requests',
                                                                                                'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine._run_python_server_in_background': ( 'engine.html#engine._run_python_server_in_background',
+                                                                                                    'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine._run_rust_server_in_background': ( 'engine.html#engine._run_rust_server_in_background',
+                                                                                                  'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine._serialize_row': ( 'engine.html#engine._serialize_row',
                                                                                   'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine._stop_python_server': ( 'engine.html#engine._stop_python_server',
+                                                                                       'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine._stop_rust_server': ( 'engine.html#engine._stop_rust_server',
+                                                                                     'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.add_collection': ( 'engine.html#engine.add_collection',
                                                                                   'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.add_row': ('engine.html#engine.add_row', 'spannerflow/engine.py'),
@@ -28,6 +34,8 @@
                                     'spannerflow.engine.Engine.delete_collection': ( 'engine.html#engine.delete_collection',
                                                                                      'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.delete_row': ('engine.html#engine.delete_row', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.ensure_server_running': ( 'engine.html#engine.ensure_server_running',
+                                                                                         'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.get_collection': ( 'engine.html#engine.get_collection',
                                                                                   'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.get_collections': ( 'engine.html#engine.get_collections',
@@ -36,7 +44,6 @@
                                                                                    'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.load_from_csv': ( 'engine.html#engine.load_from_csv',
                                                                                  'spannerflow/engine.py'),
-                                    'spannerflow.engine.Engine.open': ('engine.html#engine.open', 'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.run_dataflow': ('engine.html#engine.run_dataflow', 'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.save_to_csv': ('engine.html#engine.save_to_csv', 'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.set_ie_function': ( 'engine.html#engine.set_ie_function',
@@ -87,16 +94,8 @@
                                                                                        'spannerflow/installations.py')},
             'spannerflow.rust_dataflow': { 'spannerflow.rust_dataflow.RustDataflow': ( 'rust_dataflow.html#rustdataflow',
                                                                                        'spannerflow/rust_dataflow.py'),
-                                           'spannerflow.rust_dataflow.RustDataflow.__enter__': ( 'rust_dataflow.html#rustdataflow.__enter__',
-                                                                                                 'spannerflow/rust_dataflow.py'),
-                                           'spannerflow.rust_dataflow.RustDataflow.__exit__': ( 'rust_dataflow.html#rustdataflow.__exit__',
-                                                                                                'spannerflow/rust_dataflow.py'),
                                            'spannerflow.rust_dataflow.RustDataflow.__init__': ( 'rust_dataflow.html#rustdataflow.__init__',
                                                                                                 'spannerflow/rust_dataflow.py'),
-                                           'spannerflow.rust_dataflow.RustDataflow._run_rust_server_in_background': ( 'rust_dataflow.html#rustdataflow._run_rust_server_in_background',
-                                                                                                                      'spannerflow/rust_dataflow.py'),
-                                           'spannerflow.rust_dataflow.RustDataflow._stop_rust_server': ( 'rust_dataflow.html#rustdataflow._stop_rust_server',
-                                                                                                         'spannerflow/rust_dataflow.py'),
                                            'spannerflow.rust_dataflow.RustDataflow.build_rust': ( 'rust_dataflow.html#rustdataflow.build_rust',
                                                                                                   'spannerflow/rust_dataflow.py'),
                                            'spannerflow.rust_dataflow.RustDataflow.build_so': ( 'rust_dataflow.html#rustdataflow.build_so',
diff --git a/spannerflow/config.py b/spannerflow/config.py
index 7ec1ff6..192b7a1 100644
--- a/spannerflow/config.py
+++ b/spannerflow/config.py
@@ -9,10 +9,6 @@
 from dataclasses import dataclass, field
 from pathlib import Path
 
-# %% ../nbs/00_config.ipynb 4
-if "__file__" not in globals():
-    __file__ = str(Path.cwd())
-
 # %% ../nbs/00_config.ipynb 6
 @dataclass
 class Config:
@@ -22,9 +18,10 @@ class Config:
     DATAFLOW_PORT: int = 50051
     DATAFLOW_IP: str = "localhost"
     DATAFLOW_ADDRESS: str = f"{DATAFLOW_IP}:{DATAFLOW_PORT}"
-    GENERATED_RUST_PROJECT_PATH: Path = Path(__file__).parent.joinpath("generated_rust")
-    RUST_SERVER_PATH: Path = Path(__file__).parent.joinpath("rust_server")
-    TEMPLATES_PATH: Path = Path(__file__).parent.joinpath("templates")
+    PACKAGE_ROOT = Path(__file__).parent
+    GENERATED_RUST_PROJECT_PATH: Path = PACKAGE_ROOT.joinpath("generated_rust")
+    RUST_SERVER_PATH: Path = PACKAGE_ROOT.joinpath("rust_server")
+    TEMPLATES_PATH: Path = PACKAGE_ROOT.joinpath("templates")
     CARGO_TOML_TEMPLATE_NAME: str = "Cargo.toml.jinja2"
     RUST_FILE_TEMPLATE_NAME: str = "rust_dataflow.rs.jinja2"
     RUST_BUILD_TEMPLATE_NAME: str = "build.rs.jinja2"
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 9d0af34..0c17444 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -7,8 +7,11 @@
 
 # %% ../nbs/60_engine.ipynb 2
 import asyncio
+import inspect
 import math
+import subprocess
 import threading
+from functools import wraps
 from pathlib import Path
 from typing import Any, Callable, Generator
 
@@ -16,7 +19,6 @@
 import networkx as nx
 from google.protobuf import empty_pb2
 from google.protobuf.json_format import MessageToDict
-from singleton_decorator import singleton
 
 from .config import Config
 from .dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc
@@ -24,7 +26,6 @@
 from .grpc_server import run_server
 
 # %% ../nbs/60_engine.ipynb 4
-@singleton
 class Engine:
     def __init__(
         self,
@@ -37,35 +38,72 @@ def __init__(
 
         self._config = config
         self._ie_functions = ie_functions
-        self._rust_dataflow = RustDataflow(config=config, engine=self)
-        self._is_open = False
+        self._rust_dataflow = RustDataflow(config=config, engine=self)  # type: ignore
+        self._is_rust_server_running = False
+        self._is_python_server_running = False
+        self._rust_server_process: None | subprocess.Popen = None
+        self._python_server_task: None | asyncio.Task = None
 
-    def __enter__(self):
-        def inner():
-            asyncio.run(run_server(self._ie_functions))
+    @staticmethod
+    def ensure_server_running(func):
+        @wraps(func)
+        async def async_wrapper(self, *args, **kwargs):
+            self._run_rust_server_in_background()
+            await self._run_python_server_in_background()
+            return await func(self, *args, **kwargs)
+
+        @wraps(func)
+        def sync_wrapper(self, *args, **kwargs):
+            self._run_rust_server_in_background()
+            asyncio.run(self._run_python_server_in_background())
+            return func(self, *args, **kwargs)
 
-        if not self._is_open:
-            threading.Thread(target=inner, daemon=True).start()
-            self._rust_dataflow.__enter__()
-            self._is_open = True
-        return self
+        return async_wrapper if inspect.iscoroutinefunction(func) else sync_wrapper
 
-    def open(self):
-        if self._is_open:
+    def close(self):
+        self._stop_rust_server()
+        asyncio.run(self._stop_python_server())
+
+    async def _run_python_server_in_background(self) -> None:
+        if not self._is_python_server_running:
+            self._python_server_task = asyncio.create_task(
+                run_server(self._ie_functions)
+            )
+            self._is_python_server_running = True
+
+    async def _stop_python_server(self):
+        if not self._is_python_server_running:
             return
+        self._python_server_task.cancel()
+        try:
+            await self._python_server_task
+        except asyncio.CancelledError:
+            pass
+        self._is_python_server_running = False
 
-        self.__enter__()
+    def _run_rust_server_in_background(self) -> None:
+        def inner() -> None:
+            # TODO: handle port is already in use
+            server_path = self._config.RUST_SERVER_PATH
+            self._config.LOGS_DIR.mkdir(parents=True, exist_ok=True)
+            with open(self._config.RUST_SERVER_LOG_PATH, "a") as log_file:
+                self._rust_server_process = subprocess.Popen(
+                    [str(server_path)], stdout=log_file, stderr=log_file
+                )
+                self._rust_server_process.communicate()
 
-    def close(self):
-        if not self._is_open:
+        if self._is_rust_server_running:
             return
-        self.__exit__(None, None, None)
+        threading.Thread(target=inner).start()
+        self._is_rust_server_running = True
 
-    def __exit__(self, exc_type, exc_value, traceback):
-        if self._is_open:
-            self._rust_dataflow.__exit__(exc_type, exc_value, traceback)
-            self._is_open = False
+    def _stop_rust_server(self):
+        if not self._is_rust_server_running:
+            return
+        self._rust_server_process.terminate()
+        self._is_rust_server_running = False
 
+    @ensure_server_running
     def save_to_csv(self, collection_name: str, file_path: Path) -> None:
         with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
@@ -74,6 +112,7 @@ def save_to_csv(self, collection_name: str, file_path: Path) -> None:
             )
             stub.SaveToCSV(request)
 
+    @ensure_server_running
     def load_from_csv(self, collection_name: str, file_path: Path) -> None:
         with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
@@ -82,6 +121,7 @@ def load_from_csv(self, collection_name: str, file_path: Path) -> None:
             )
             stub.LoadFromCSV(request)
 
+    @ensure_server_running
     def add_row(self, collection_name: str, row: list[Any]) -> None:
         with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
@@ -102,6 +142,7 @@ def _generate_add_rows_requests(
                 row=dataflow_pb2.RowRequest(row=self._serialize_row(schema, row))  # type: ignore
             )
 
+    @ensure_server_running
     def add_rows(self, collection_name: str, rows: list[list[Any]]) -> None:
         schema = self.get_collections()[collection_name]
         with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
@@ -111,6 +152,7 @@ def add_rows(self, collection_name: str, rows: list[list[Any]]) -> None:
             )
             stub.AddRows(request_generator)
 
+    @ensure_server_running
     def delete_row(self, collection_name: str, row: list[Any]) -> None:
         with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
@@ -120,6 +162,7 @@ def delete_row(self, collection_name: str, row: list[Any]) -> None:
             )
             stub.DeleteRow(request)
 
+    @ensure_server_running
     def add_collection(
         self,
         collection_name: str,
@@ -132,6 +175,7 @@ def add_collection(
             )
             stub.AddCollection(request)
 
+    @ensure_server_running
     def delete_collection(self, collection_name: str) -> None:
         with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
@@ -140,6 +184,7 @@ def delete_collection(self, collection_name: str) -> None:
             )
             stub.DeleteCollection(request)
 
+    @ensure_server_running
     def get_collections(self) -> dict[str, list[str]]:
         with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
@@ -151,6 +196,7 @@ def get_collections(self) -> dict[str, list[str]]:
                 d["name"]: d["schema"] for d in MessageToDict(response)["collections"]
             }
 
+    @ensure_server_running
     def get_collection(self, collection_name) -> Generator[list[str], None, None]:
         schema = self.get_collections()[collection_name]
         with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
@@ -224,6 +270,7 @@ def _serialize_row(schema: list[str], row: list[Any]) -> list[str]:
                     raise ValueError(f"Unknown data type: {col_type}")
         return new_row
 
+    @ensure_server_running
     def run_dataflow(
         self,
         reversed_graph: nx.DiGraph,
diff --git a/spannerflow/grpc_server.py b/spannerflow/grpc_server.py
index 8022bd1..200b3d4 100644
--- a/spannerflow/grpc_server.py
+++ b/spannerflow/grpc_server.py
@@ -84,4 +84,10 @@ async def run_server(
 
     server.add_insecure_port(config.LISTEN_ADDRESS)
     await server.start()
-    await server.wait_for_termination()  # Keep the server running
+    try:
+        await server.wait_for_termination()
+    except Exception as e:
+        print(f"Server terminated with exception: {e}")
+    finally:
+        await server.stop(5)
+        print("gRPC server shut down.")
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index dc83e9d..b1e06c6 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -8,13 +8,11 @@
 # %% ../nbs/50_rust_dataflow.ipynb 2
 import os
 import subprocess
-import threading
 from datetime import datetime
 from pathlib import Path
 
 import jinja2
 import networkx as nx
-from singleton_decorator.decorator import _SingletonWrapper, singleton
 
 from .config import Config
 from .engine import Engine
@@ -31,7 +29,6 @@
 )
 
 # %% ../nbs/50_rust_dataflow.ipynb 4
-@singleton
 class RustDataflow:
     DATAFLOW_TO_RUST_TYPES = {
         "DATA_TYPE_STRING": "String",
@@ -48,28 +45,15 @@ class RustDataflow:
         object: "DATA_TYPE_STRING",
     }
 
-    def __init__(
-        self, config: Config = Config(), engine: _SingletonWrapper | None = None
-    ):
+    def __init__(self, engine: Engine, config: Config):
+        self._engine = engine
         self._config = config
-        self._engine = engine or Engine(config)
         self._query_id = 0
         self._cargo_file_name = "Cargo.toml"
         self._template_loader = jinja2.FileSystemLoader(
             searchpath=self._config.TEMPLATES_PATH
         )
         self._template_env = jinja2.Environment(loader=self._template_loader)
-        self._is_server_running = False
-        self._server_process: None | subprocess.Popen = None
-
-    def __enter__(self):
-        if not self._is_server_running:
-            self._run_rust_server_in_background()
-        return self
-
-    def __exit__(self, exc_type, exc_value, traceback):
-        if self._is_server_running:
-            self._stop_rust_server()
 
     def get_input_schema_types(self, node: int | str) -> list[str]:
         collections = self._engine.get_collections()
@@ -703,29 +687,6 @@ def build_so(self, graph: nx.DiGraph) -> tuple[Path, str]:
             f"query_{self._query_id}",
         )
 
-    def _run_rust_server_in_background(self) -> None:
-        def inner() -> None:
-            # TODO: handle port is already in use
-            server_path = self._config.RUST_SERVER_PATH
-            self._config.LOGS_DIR.mkdir(parents=True, exist_ok=True)
-            with open(self._config.RUST_SERVER_LOG_PATH, "a") as log_file:
-                self._server_process = subprocess.Popen(
-                    [str(server_path)], stdout=log_file, stderr=log_file
-                )
-                self._server_process.communicate()
-
-        if self._is_server_running:
-            raise RuntimeError("Server is already running")
-        threading.Thread(target=inner).start()
-
-        self._is_server_running = True
-
-    def _stop_rust_server(self):
-        if not self._is_server_running:
-            raise RuntimeError("Server is not running")
-        self._server_process.terminate()
-        self._is_server_running = False
-
     def build_rust(self, cargo_toml_path: Path, log_path: Path) -> None:
         command = [
             "cargo",
diff --git a/tests/test_engine.py b/tests/test_engine.py
index f7345e0..06b331b 100644
--- a/tests/test_engine.py
+++ b/tests/test_engine.py
@@ -1,5 +1,5 @@
 from pathlib import Path
-from unittest.mock import MagicMock, patch
+from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
 
@@ -11,62 +11,12 @@
 @pytest.fixture
 def engine():
     config = Config()
-    Engine._instance = None
-    with patch("spannerflow.engine.Engine.__new__", return_value=None):
-        instance = Engine(config=config)
-        instance._config = config
-        instance._is_open = False
-        instance._rust_dataflow = MagicMock()
-        return instance
-
-
-def test_engine_open(engine):
-    with patch.object(engine, "__enter__") as mock_enter:
-        engine._is_open = True
-        engine.open()
-        mock_enter.assert_not_called()
-
-        engine._is_open = False
-        engine.open()
-        engine.__enter__.assert_called_once()
-
-
-def test_engine_close(engine):
-    with patch.object(engine, "__exit__") as mock_exit:
-        engine._is_open = False
-        engine.open()
-        mock_exit.assert_not_called()
-
-        engine._is_open = True
-        engine.close()
-        mock_exit.assert_called_once()
-
-
-def test_engine___enter__(engine):
-    with patch.object(engine._rust_dataflow, "__enter__") as mock_enter:
-        engine._is_open = True
-        engine.__enter__()
-        mock_enter.assert_not_called()
-        assert engine._is_open is True
-
-        engine._is_open = False
-        engine.__enter__()
-        mock_enter.assert_called_once()
-        assert engine._is_open is True
-
-
-def test_engine___exit__(engine):
-    with patch.object(engine._rust_dataflow, "__exit__") as mock_exit:
-        engine._is_open = False
-        engine.__exit__(None, None, None)
-        mock_exit.assert_not_called()
-
-        assert engine._is_open is False
-
-        engine._is_open = True
-        engine.__exit__(None, None, None)
-        mock_exit.assert_called_once()
-        assert engine._is_open is False
+    instance = Engine(config=config)
+    instance._config = config
+    instance._rust_dataflow = MagicMock()
+    instance._run_python_server_in_background = AsyncMock()
+    instance._run_rust_server_in_background = MagicMock()
+    return instance
 
 
 def test_engine_save_to_csv(engine):
diff --git a/tests/test_rust_dataflow.py b/tests/test_rust_dataflow.py
index 5625eb3..8c28c05 100644
--- a/tests/test_rust_dataflow.py
+++ b/tests/test_rust_dataflow.py
@@ -15,7 +15,7 @@ def rust_dataflow():
     with patch(
         "spannerflow.engine.Engine.__init__", return_value=MagicMock(spec=Engine)
     ) as mock_engine:
-        mock_engine._serialize_row = Engine.__wrapped__._serialize_row
+        mock_engine._serialize_row = Engine._serialize_row
         instance = RustDataflow(config=config, engine=mock_engine)
         return instance
 
@@ -117,33 +117,6 @@ def test_dataflow_get_from_input_code(rust_dataflow):
         == "let node_1 = input_1.to_collection(scope);"
     )
 
-
-def test_dataflow___enter__(rust_dataflow):
-    with patch.object(
-        rust_dataflow, "_run_rust_server_in_background"
-    ) as mock_run_rust_server_in_background:
-        rust_dataflow._is_server_running = True
-        obj = rust_dataflow.__enter__()
-        mock_run_rust_server_in_background.assert_not_called()
-        assert obj == rust_dataflow
-
-        rust_dataflow._is_server_running = False
-        obj = rust_dataflow.__enter__()
-        mock_run_rust_server_in_background.assert_called_once()
-        assert obj == rust_dataflow
-
-
-def test_dataflow___exit__(rust_dataflow):
-    with patch.object(rust_dataflow, "_stop_rust_server") as mock_stop_rust_server:
-        rust_dataflow._is_server_running = False
-        rust_dataflow.__exit__(None, None, None)
-        mock_stop_rust_server.assert_not_called()
-
-        rust_dataflow._is_server_running = True
-        rust_dataflow.__exit__(None, None, None)
-        mock_stop_rust_server.assert_called_once()
-
-
 def test_validate_node(rust_dataflow):
     graph = nx.DiGraph()
     graph.add_node(

From 4a98894e659a177a198e4f0fd646a0b256e56839 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Tue, 29 Oct 2024 02:00:03 +0000
Subject: [PATCH 153/277] Update coverage on Readme

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 8b8faed..c5b48fd 100644
--- a/README.md
+++ b/README.md
@@ -7,6 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-47%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>197</td><td>56</td><td>72%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L51-L53">51&ndash;53</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L64-L65">64&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L68-L72">68&ndash;72</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L75-L82">75&ndash;82</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L85-L98">85&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L101-L104">101&ndash;104</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L137-L141">137&ndash;141</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L147-L153">147&ndash;153</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L201-L208">201&ndash;208</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L217">217</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L220">220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L223">223</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L278-L291">278&ndash;291</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L43-L50">43&ndash;50</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L54-L58">54&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L80">63&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L116">116</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>53</td><td>10</td><td>81%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L80-L93">80&ndash;93</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>315</td><td>229</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L81">81</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L111-L141">111&ndash;141</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L153-L169">153&ndash;169</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L183-L189">183&ndash;189</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L223-L295">223&ndash;295</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L305-L322">305&ndash;322</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L338-L366">338&ndash;366</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L376-L384">376&ndash;384</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L405-L416">405&ndash;416</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L426-L444">426&ndash;444</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L447-L461">447&ndash;461</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L471-L546">471&ndash;546</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L553-L603">553&ndash;603</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L606-L619">606&ndash;619</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L622-L640">622&ndash;640</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L643-L653">643&ndash;653</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L656-L683">656&ndash;683</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L691-L701">691&ndash;701</a></td></tr><tr><td><b>TOTAL</b></td><td><b>760</b></td><td><b>403</b></td><td><b>47%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 077222c4fdb57b3f74d5ebb00b2cfdea74fdd41b Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Tue, 29 Oct 2024 05:08:18 +0200
Subject: [PATCH 154/277] WIP

---
 nbs/00_config.ipynb        | 18 ++++++---
 nbs/30_graph_utils.ipynb   |  2 +
 nbs/40_grpc_server.ipynb   | 35 +++-------------
 nbs/60_engine.ipynb        | 83 +++++++++++++++++++++++++-------------
 spannerflow/_modidx.py     | 14 +++++--
 spannerflow/config.py      | 14 +++++--
 spannerflow/engine.py      | 81 ++++++++++++++++++++++++-------------
 spannerflow/grpc_server.py | 35 +++-------------
 spannerflow/src/main.rs    |  4 +-
 9 files changed, 156 insertions(+), 130 deletions(-)

diff --git a/nbs/00_config.ipynb b/nbs/00_config.ipynb
index fc9e724..f2718ca 100644
--- a/nbs/00_config.ipynb
+++ b/nbs/00_config.ipynb
@@ -62,14 +62,14 @@
    "outputs": [],
    "source": [
     "# | export\n",
+    "\n",
+    "\n",
     "@dataclass\n",
     "class Config:\n",
-    "    LISTEN_PORT: int = 50052\n",
+    "    LISTEN_PORT: int\n",
+    "    DATAFLOW_PORT: int\n",
     "    LISTEN_IP: str = \"localhost\"\n",
-    "    LISTEN_ADDRESS: str = f\"{LISTEN_IP}:{LISTEN_PORT}\"\n",
-    "    DATAFLOW_PORT: int = 50051\n",
     "    DATAFLOW_IP: str = \"localhost\"\n",
-    "    DATAFLOW_ADDRESS: str = f\"{DATAFLOW_IP}:{DATAFLOW_PORT}\"\n",
     "    PACKAGE_ROOT = Path(__file__).parent\n",
     "    GENERATED_RUST_PROJECT_PATH: Path = PACKAGE_ROOT.joinpath(\"generated_rust\")\n",
     "    RUST_SERVER_PATH: Path = PACKAGE_ROOT.joinpath(\"rust_server\")\n",
@@ -106,7 +106,15 @@
     "    LOGS_DIR: Path = Path(__file__).parent.joinpath(\"logs\")\n",
     "    RUST_SERVER_LOG_PATH: Path = LOGS_DIR.joinpath(\"rust_server.log\")\n",
     "    RUST_SERVER_BUILD_LOG_PATH: Path = LOGS_DIR.joinpath(\"rust_server_build.log\")\n",
-    "    RUST_SO_BUILD_LOG_PATH: Path = LOGS_DIR.joinpath(\"rust_so_build.log\")"
+    "    RUST_SO_BUILD_LOG_PATH: Path = LOGS_DIR.joinpath(\"rust_so_build.log\")\n",
+    "\n",
+    "    @property\n",
+    "    def LISTEN_ADDRESS(self) -> str:\n",
+    "        return f\"{self.LISTEN_IP}:{self.LISTEN_PORT}\"\n",
+    "\n",
+    "    @property\n",
+    "    def DATAFLOW_ADDRESS(self) -> str:\n",
+    "        return f\"{self.DATAFLOW_IP}:{self.DATAFLOW_PORT}\""
    ]
   },
   {
diff --git a/nbs/30_graph_utils.ipynb b/nbs/30_graph_utils.ipynb
index 19aad70..eaa1ebe 100644
--- a/nbs/30_graph_utils.ipynb
+++ b/nbs/30_graph_utils.ipynb
@@ -42,6 +42,8 @@
    "outputs": [],
    "source": [
     "# | export\n",
+    "\n",
+    "\n",
     "def find_sources(graph: nx.DiGraph) -> list[str | int]:\n",
     "    return [node for node in graph.nodes() if graph.in_degree(node) == 0]\n",
     "\n",
diff --git a/nbs/40_grpc_server.ipynb b/nbs/40_grpc_server.ipynb
index 17a71b9..b3826c4 100644
--- a/nbs/40_grpc_server.ipynb
+++ b/nbs/40_grpc_server.ipynb
@@ -25,11 +25,10 @@
    "outputs": [],
    "source": [
     "# | export\n",
-    "from typing import Any, AsyncGenerator, Callable\n",
+    "from typing import Any, Callable, Generator\n",
     "\n",
     "import grpc\n",
     "\n",
-    "from spannerflow.config import Config\n",
     "from spannerflow.dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc"
    ]
   },
@@ -47,9 +46,6 @@
    "outputs": [],
    "source": [
     "# | export\n",
-    "config = Config()\n",
-    "\n",
-    "\n",
     "class IEFunctionService(dataflow_pb2_grpc.IEFunctionServiceServicer):\n",
     "    def __init__(\n",
     "        self,\n",
@@ -60,15 +56,15 @@
     "        super().__init__()\n",
     "        self._ie_functions = ie_functions\n",
     "\n",
-    "    async def RunIEFunction(\n",
+    "    def RunIEFunction(\n",
     "        self,\n",
-    "        request_iterator: AsyncGenerator[dataflow_pb2.RunIEFunctionRequest, None],  # type: ignore\n",
+    "        request_iterator: Generator[dataflow_pb2.RunIEFunctionRequest, None, None],  # type: ignore\n",
     "        context,\n",
-    "    ) -> AsyncGenerator[dataflow_pb2.RunIEFunctionResponse, None]:  # type: ignore\n",
+    "    ) -> Generator[dataflow_pb2.RunIEFunctionResponse, None, None]:  # type: ignore\n",
     "        function_name = None\n",
     "        func = None\n",
     "        rows = []\n",
-    "        async for request in request_iterator:\n",
+    "        for request in request_iterator:\n",
     "            if request.HasField(\"function_name\"):\n",
     "                if function_name is not None:\n",
     "                    context.set_details(\"Function name already provided.\")\n",
@@ -104,26 +100,7 @@
     "                response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore\n",
     "                    row=[str(cell) for cell in r]\n",
     "                )\n",
-    "                yield response\n",
-    "\n",
-    "\n",
-    "async def run_server(\n",
-    "    ie_functions: dict[str, tuple[str, Callable[[Any], Any], list[type], list[type]]],\n",
-    ") -> None:\n",
-    "    server = grpc.aio.server()\n",
-    "    dataflow_pb2_grpc.add_IEFunctionServiceServicer_to_server(\n",
-    "        IEFunctionService(ie_functions), server\n",
-    "    )\n",
-    "\n",
-    "    server.add_insecure_port(config.LISTEN_ADDRESS)\n",
-    "    await server.start()\n",
-    "    try:\n",
-    "        await server.wait_for_termination()\n",
-    "    except Exception as e:\n",
-    "        print(f\"Server terminated with exception: {e}\")\n",
-    "    finally:\n",
-    "        await server.stop(5)\n",
-    "        print(\"gRPC server shut down.\")"
+    "                yield response"
    ]
   },
   {
diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index 27b54e3..135d312 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -25,11 +25,13 @@
    "outputs": [],
    "source": [
     "# | export\n",
-    "import asyncio\n",
-    "import inspect\n",
     "import math\n",
+    "import os\n",
+    "import socket\n",
     "import subprocess\n",
     "import threading\n",
+    "import time\n",
+    "from concurrent import futures\n",
     "from functools import wraps\n",
     "from pathlib import Path\n",
     "from typing import Any, Callable, Generator\n",
@@ -42,7 +44,7 @@
     "from spannerflow.config import Config\n",
     "from spannerflow.dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc\n",
     "from spannerflow.graph_utils import find_output\n",
-    "from spannerflow.grpc_server import run_server"
+    "from spannerflow.grpc_server import IEFunctionService"
    ]
   },
   {
@@ -59,69 +61,92 @@
    "outputs": [],
    "source": [
     "# | export\n",
+    "\n",
+    "\n",
     "class Engine:\n",
     "    def __init__(\n",
     "        self,\n",
-    "        config: Config = Config(),\n",
     "        ie_functions: dict[\n",
     "            str, tuple[str, Callable[[Any], Any], list[type], list[type]]\n",
     "        ] = dict(),\n",
     "    ):\n",
     "        from spannerflow.rust_dataflow import RustDataflow\n",
     "\n",
-    "        self._config = config\n",
+    "        port_1, port_2 = self.find_server_ports()\n",
+    "        self._config = Config(DATAFLOW_PORT=port_1, LISTEN_PORT=port_2)\n",
     "        self._ie_functions = ie_functions\n",
-    "        self._rust_dataflow = RustDataflow(config=config, engine=self)  # type: ignore\n",
+    "        self._rust_dataflow = RustDataflow(config=self._config, engine=self)  # type: ignore\n",
     "        self._is_rust_server_running = False\n",
     "        self._is_python_server_running = False\n",
     "        self._rust_server_process: None | subprocess.Popen = None\n",
-    "        self._python_server_task: None | asyncio.Task = None\n",
+    "        self._python_grpc_server: None | grpc.server = None\n",
+    "\n",
+    "    def find_server_ports(self) -> tuple[int, int]:\n",
+    "        port_1 = None\n",
+    "        port_2 = None\n",
+    "        current_port = 50051\n",
+    "        while port_1 is None or port_2 is None:\n",
+    "            if self._is_port_available(current_port):\n",
+    "                if port_1 is None:\n",
+    "                    port_1 = current_port\n",
+    "                else:\n",
+    "                    port_2 = current_port\n",
+    "            current_port += 1\n",
+    "        return port_1, port_2\n",
+    "\n",
+    "    def _is_port_available(self, port: int) -> bool:\n",
+    "        with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as sock:\n",
+    "            return sock.connect_ex((\"localhost\", port)) != 0\n",
     "\n",
     "    @staticmethod\n",
     "    def ensure_server_running(func):\n",
     "        @wraps(func)\n",
-    "        async def async_wrapper(self, *args, **kwargs):\n",
-    "            self._run_rust_server_in_background()\n",
-    "            await self._run_python_server_in_background()\n",
-    "            return await func(self, *args, **kwargs)\n",
-    "\n",
-    "        @wraps(func)\n",
-    "        def sync_wrapper(self, *args, **kwargs):\n",
+    "        def wrapper(self, *args, **kwargs):\n",
     "            self._run_rust_server_in_background()\n",
-    "            asyncio.run(self._run_python_server_in_background())\n",
+    "            self._run_python_server_in_background()\n",
+    "            time.sleep(1)\n",
     "            return func(self, *args, **kwargs)\n",
     "\n",
-    "        return async_wrapper if inspect.iscoroutinefunction(func) else sync_wrapper\n",
+    "        return wrapper\n",
     "\n",
     "    def close(self):\n",
     "        self._stop_rust_server()\n",
-    "        asyncio.run(self._stop_python_server())\n",
+    "        self._stop_python_server()\n",
     "\n",
-    "    async def _run_python_server_in_background(self) -> None:\n",
-    "        if not self._is_python_server_running:\n",
-    "            self._python_server_task = asyncio.create_task(\n",
-    "                run_server(self._ie_functions)\n",
+    "    def _run_python_server_in_background(self) -> None:\n",
+    "        def run_server() -> None:\n",
+    "            self._python_grpc_server = grpc.server(\n",
+    "                futures.ThreadPoolExecutor(max_workers=10)\n",
+    "            )\n",
+    "            dataflow_pb2_grpc.add_IEFunctionServiceServicer_to_server(\n",
+    "                IEFunctionService(self._ie_functions), self._python_grpc_server\n",
     "            )\n",
+    "            self._python_grpc_server.add_insecure_port(self._config.LISTEN_ADDRESS)\n",
+    "            self._python_grpc_server.start()\n",
+    "            self._python_grpc_server.wait_for_termination()\n",
+    "\n",
+    "        if not self._is_python_server_running:\n",
+    "            threading.Thread(target=run_server, daemon=True).start()\n",
     "            self._is_python_server_running = True\n",
     "\n",
-    "    async def _stop_python_server(self):\n",
+    "    def _stop_python_server(self):\n",
     "        if not self._is_python_server_running:\n",
     "            return\n",
-    "        self._python_server_task.cancel()\n",
-    "        try:\n",
-    "            await self._python_server_task\n",
-    "        except asyncio.CancelledError:\n",
-    "            pass\n",
+    "        self._python_grpc_server.stop(0)\n",
     "        self._is_python_server_running = False\n",
     "\n",
     "    def _run_rust_server_in_background(self) -> None:\n",
     "        def inner() -> None:\n",
-    "            # TODO: handle port is already in use\n",
     "            server_path = self._config.RUST_SERVER_PATH\n",
     "            self._config.LOGS_DIR.mkdir(parents=True, exist_ok=True)\n",
     "            with open(self._config.RUST_SERVER_LOG_PATH, \"a\") as log_file:\n",
+    "                env = os.environ.copy()\n",
+    "                env[\"BIND_PORT\"] = str(self._config.DATAFLOW_PORT)\n",
     "                self._rust_server_process = subprocess.Popen(\n",
-    "                    [str(server_path)], stdout=log_file, stderr=log_file\n",
+    "                    [str(server_path)],\n",
+    "                    stdout=log_file,\n",
+    "                    stderr=log_file,\n",
+    "                    env=env,\n",
     "                )\n",
     "                self._rust_server_process.communicate()\n",
     "\n",
diff --git a/spannerflow/_modidx.py b/spannerflow/_modidx.py
index f780884..47844df 100644
--- a/spannerflow/_modidx.py
+++ b/spannerflow/_modidx.py
@@ -5,7 +5,11 @@
                 'doc_host': 'https://DeanLight.github.io',
                 'git_url': 'https://github.com/DeanLight/spannerflow',
                 'lib_path': 'spannerflow'},
-  'syms': { 'spannerflow.config': {'spannerflow.config.Config': ('config.html#config', 'spannerflow/config.py')},
+  'syms': { 'spannerflow.config': { 'spannerflow.config.Config': ('config.html#config', 'spannerflow/config.py'),
+                                    'spannerflow.config.Config.DATAFLOW_ADDRESS': ( 'config.html#config.dataflow_address',
+                                                                                    'spannerflow/config.py'),
+                                    'spannerflow.config.Config.LISTEN_ADDRESS': ( 'config.html#config.listen_address',
+                                                                                  'spannerflow/config.py')},
             'spannerflow.dataflow.v1.dataflow_pb2': {},
             'spannerflow.dataflow.v1.dataflow_pb2_grpc': {},
             'spannerflow.engine': { 'spannerflow.engine.Engine': ('engine.html#engine', 'spannerflow/engine.py'),
@@ -14,6 +18,8 @@
                                                                                     'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine._generate_add_rows_requests': ( 'engine.html#engine._generate_add_rows_requests',
                                                                                                'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine._is_port_available': ( 'engine.html#engine._is_port_available',
+                                                                                      'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine._run_python_server_in_background': ( 'engine.html#engine._run_python_server_in_background',
                                                                                                     'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine._run_rust_server_in_background': ( 'engine.html#engine._run_rust_server_in_background',
@@ -36,6 +42,8 @@
                                     'spannerflow.engine.Engine.delete_row': ('engine.html#engine.delete_row', 'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.ensure_server_running': ( 'engine.html#engine.ensure_server_running',
                                                                                          'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.find_server_ports': ( 'engine.html#engine.find_server_ports',
+                                                                                     'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.get_collection': ( 'engine.html#engine.get_collection',
                                                                                   'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.get_collections': ( 'engine.html#engine.get_collections',
@@ -79,9 +87,7 @@
                                          'spannerflow.grpc_server.IEFunctionService.RunIEFunction': ( 'grpc_server.html#iefunctionservice.runiefunction',
                                                                                                       'spannerflow/grpc_server.py'),
                                          'spannerflow.grpc_server.IEFunctionService.__init__': ( 'grpc_server.html#iefunctionservice.__init__',
-                                                                                                 'spannerflow/grpc_server.py'),
-                                         'spannerflow.grpc_server.run_server': ( 'grpc_server.html#run_server',
-                                                                                 'spannerflow/grpc_server.py')},
+                                                                                                 'spannerflow/grpc_server.py')},
             'spannerflow.installations': { 'spannerflow.installations.check_for_protoc': ( 'installations.html#check_for_protoc',
                                                                                            'spannerflow/installations.py'),
                                            'spannerflow.installations.check_for_rust': ( 'installations.html#check_for_rust',
diff --git a/spannerflow/config.py b/spannerflow/config.py
index 192b7a1..b4d8f68 100644
--- a/spannerflow/config.py
+++ b/spannerflow/config.py
@@ -12,12 +12,10 @@
 # %% ../nbs/00_config.ipynb 6
 @dataclass
 class Config:
-    LISTEN_PORT: int = 50052
+    LISTEN_PORT: int
+    DATAFLOW_PORT: int
     LISTEN_IP: str = "localhost"
-    LISTEN_ADDRESS: str = f"{LISTEN_IP}:{LISTEN_PORT}"
-    DATAFLOW_PORT: int = 50051
     DATAFLOW_IP: str = "localhost"
-    DATAFLOW_ADDRESS: str = f"{DATAFLOW_IP}:{DATAFLOW_PORT}"
     PACKAGE_ROOT = Path(__file__).parent
     GENERATED_RUST_PROJECT_PATH: Path = PACKAGE_ROOT.joinpath("generated_rust")
     RUST_SERVER_PATH: Path = PACKAGE_ROOT.joinpath("rust_server")
@@ -55,3 +53,11 @@ class Config:
     RUST_SERVER_LOG_PATH: Path = LOGS_DIR.joinpath("rust_server.log")
     RUST_SERVER_BUILD_LOG_PATH: Path = LOGS_DIR.joinpath("rust_server_build.log")
     RUST_SO_BUILD_LOG_PATH: Path = LOGS_DIR.joinpath("rust_so_build.log")
+
+    @property
+    def LISTEN_ADDRESS(self) -> str:
+        return f"{self.LISTEN_IP}:{self.LISTEN_PORT}"
+
+    @property
+    def DATAFLOW_ADDRESS(self) -> str:
+        return f"{self.DATAFLOW_IP}:{self.DATAFLOW_PORT}"
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 0c17444..d477581 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -6,11 +6,13 @@
 __all__ = ['Engine']
 
 # %% ../nbs/60_engine.ipynb 2
-import asyncio
-import inspect
 import math
+import os
+import socket
 import subprocess
 import threading
+import time
+from concurrent import futures
 from functools import wraps
 from pathlib import Path
 from typing import Any, Callable, Generator
@@ -23,72 +25,93 @@
 from .config import Config
 from .dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc
 from .graph_utils import find_output
-from .grpc_server import run_server
+from .grpc_server import IEFunctionService
 
 # %% ../nbs/60_engine.ipynb 4
 class Engine:
     def __init__(
         self,
-        config: Config = Config(),
         ie_functions: dict[
             str, tuple[str, Callable[[Any], Any], list[type], list[type]]
         ] = dict(),
     ):
         from spannerflow.rust_dataflow import RustDataflow
 
-        self._config = config
+        port_1, port_2 = self.find_server_ports()
+        self._config = Config(DATAFLOW_PORT=port_1, LISTEN_PORT=port_2)
         self._ie_functions = ie_functions
-        self._rust_dataflow = RustDataflow(config=config, engine=self)  # type: ignore
+        self._rust_dataflow = RustDataflow(config=self._config, engine=self)  # type: ignore
         self._is_rust_server_running = False
         self._is_python_server_running = False
         self._rust_server_process: None | subprocess.Popen = None
-        self._python_server_task: None | asyncio.Task = None
+        self._python_grpc_server: None | grpc.server = None
+
+    def find_server_ports(self) -> tuple[int, int]:
+        port_1 = None
+        port_2 = None
+        current_port = 50051
+        while port_1 is None or port_2 is None:
+            if self._is_port_available(current_port):
+                if port_1 is None:
+                    port_1 = current_port
+                else:
+                    port_2 = current_port
+            current_port += 1
+        return port_1, port_2
+
+    def _is_port_available(self, port: int) -> bool:
+        with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as sock:
+            return sock.connect_ex(("localhost", port)) != 0
 
     @staticmethod
     def ensure_server_running(func):
         @wraps(func)
-        async def async_wrapper(self, *args, **kwargs):
+        def wrapper(self, *args, **kwargs):
             self._run_rust_server_in_background()
-            await self._run_python_server_in_background()
-            return await func(self, *args, **kwargs)
-
-        @wraps(func)
-        def sync_wrapper(self, *args, **kwargs):
-            self._run_rust_server_in_background()
-            asyncio.run(self._run_python_server_in_background())
+            self._run_python_server_in_background()
+            time.sleep(1)
             return func(self, *args, **kwargs)
 
-        return async_wrapper if inspect.iscoroutinefunction(func) else sync_wrapper
+        return wrapper
 
     def close(self):
         self._stop_rust_server()
-        asyncio.run(self._stop_python_server())
+        self._stop_python_server()
 
-    async def _run_python_server_in_background(self) -> None:
-        if not self._is_python_server_running:
-            self._python_server_task = asyncio.create_task(
-                run_server(self._ie_functions)
+    def _run_python_server_in_background(self) -> None:
+        def run_server() -> None:
+            self._python_grpc_server = grpc.server(
+                futures.ThreadPoolExecutor(max_workers=10)
             )
+            dataflow_pb2_grpc.add_IEFunctionServiceServicer_to_server(
+                IEFunctionService(self._ie_functions), self._python_grpc_server
+            )
+            self._python_grpc_server.add_insecure_port(self._config.LISTEN_ADDRESS)
+            self._python_grpc_server.start()
+            self._python_grpc_server.wait_for_termination()
+
+        if not self._is_python_server_running:
+            threading.Thread(target=run_server, daemon=True).start()
             self._is_python_server_running = True
 
-    async def _stop_python_server(self):
+    def _stop_python_server(self):
         if not self._is_python_server_running:
             return
-        self._python_server_task.cancel()
-        try:
-            await self._python_server_task
-        except asyncio.CancelledError:
-            pass
+        self._python_grpc_server.stop(0)
         self._is_python_server_running = False
 
     def _run_rust_server_in_background(self) -> None:
         def inner() -> None:
-            # TODO: handle port is already in use
             server_path = self._config.RUST_SERVER_PATH
             self._config.LOGS_DIR.mkdir(parents=True, exist_ok=True)
             with open(self._config.RUST_SERVER_LOG_PATH, "a") as log_file:
+                env = os.environ.copy()
+                env["BIND_PORT"] = str(self._config.DATAFLOW_PORT)
                 self._rust_server_process = subprocess.Popen(
-                    [str(server_path)], stdout=log_file, stderr=log_file
+                    [str(server_path)],
+                    stdout=log_file,
+                    stderr=log_file,
+                    env=env,
                 )
                 self._rust_server_process.communicate()
 
diff --git a/spannerflow/grpc_server.py b/spannerflow/grpc_server.py
index 200b3d4..a162bb1 100644
--- a/spannerflow/grpc_server.py
+++ b/spannerflow/grpc_server.py
@@ -3,20 +3,16 @@
 # AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/40_grpc_server.ipynb.
 
 # %% auto 0
-__all__ = ['config', 'IEFunctionService', 'run_server']
+__all__ = ['IEFunctionService']
 
 # %% ../nbs/40_grpc_server.ipynb 2
-from typing import Any, AsyncGenerator, Callable
+from typing import Any, Callable, Generator
 
 import grpc
 
-from .config import Config
 from .dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc
 
 # %% ../nbs/40_grpc_server.ipynb 4
-config = Config()
-
-
 class IEFunctionService(dataflow_pb2_grpc.IEFunctionServiceServicer):
     def __init__(
         self,
@@ -27,15 +23,15 @@ def __init__(
         super().__init__()
         self._ie_functions = ie_functions
 
-    async def RunIEFunction(
+    def RunIEFunction(
         self,
-        request_iterator: AsyncGenerator[dataflow_pb2.RunIEFunctionRequest, None],  # type: ignore
+        request_iterator: Generator[dataflow_pb2.RunIEFunctionRequest, None, None],  # type: ignore
         context,
-    ) -> AsyncGenerator[dataflow_pb2.RunIEFunctionResponse, None]:  # type: ignore
+    ) -> Generator[dataflow_pb2.RunIEFunctionResponse, None, None]:  # type: ignore
         function_name = None
         func = None
         rows = []
-        async for request in request_iterator:
+        for request in request_iterator:
             if request.HasField("function_name"):
                 if function_name is not None:
                     context.set_details("Function name already provided.")
@@ -72,22 +68,3 @@ async def RunIEFunction(
                     row=[str(cell) for cell in r]
                 )
                 yield response
-
-
-async def run_server(
-    ie_functions: dict[str, tuple[str, Callable[[Any], Any], list[type], list[type]]],
-) -> None:
-    server = grpc.aio.server()
-    dataflow_pb2_grpc.add_IEFunctionServiceServicer_to_server(
-        IEFunctionService(ie_functions), server
-    )
-
-    server.add_insecure_port(config.LISTEN_ADDRESS)
-    await server.start()
-    try:
-        await server.wait_for_termination()
-    except Exception as e:
-        print(f"Server terminated with exception: {e}")
-    finally:
-        await server.stop(5)
-        print("gRPC server shut down.")
diff --git a/spannerflow/src/main.rs b/spannerflow/src/main.rs
index 2d38282..5df7e14 100644
--- a/spannerflow/src/main.rs
+++ b/spannerflow/src/main.rs
@@ -388,7 +388,9 @@ impl DataflowService for MyDataflowService {
 #[tokio::main]
 async fn main() -> Result<(), Box<dyn std::error::Error>> {
     let bind_ip = env::var("BIND_IP").unwrap_or_else(|_| "127.0.0.1".to_string());
-    let addr = (bind_ip + ":50051").parse()?;
+    let bind_port = env::var("BIND_PORT").unwrap_or_else(|_| "50051".to_string());
+    let addr_string = format!("{}:{}", bind_ip, bind_port);
+    let addr = addr_string.parse()?;
     let dataflow = MyDataflowService::default();
 
     Server::builder()

From 2940dafa9db3bdea4ca24e8d5efc15e6f537afe7 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Tue, 29 Oct 2024 03:12:03 +0000
Subject: [PATCH 155/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index c5b48fd..4724281 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-47%25-orange.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>197</td><td>56</td><td>72%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L51-L53">51&ndash;53</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L64-L65">64&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L68-L72">68&ndash;72</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L75-L82">75&ndash;82</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L85-L98">85&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L101-L104">101&ndash;104</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L137-L141">137&ndash;141</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L147-L153">147&ndash;153</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L201-L208">201&ndash;208</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L217">217</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L220">220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L223">223</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L278-L291">278&ndash;291</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L43-L50">43&ndash;50</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L54-L58">54&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L80">63&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L116">116</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>53</td><td>10</td><td>81%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L80-L93">80&ndash;93</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>315</td><td>229</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L81">81</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L111-L141">111&ndash;141</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L153-L169">153&ndash;169</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L183-L189">183&ndash;189</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L223-L295">223&ndash;295</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L305-L322">305&ndash;322</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L338-L366">338&ndash;366</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L376-L384">376&ndash;384</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L405-L416">405&ndash;416</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L426-L444">426&ndash;444</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L447-L461">447&ndash;461</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L471-L546">471&ndash;546</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L553-L603">553&ndash;603</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L606-L619">606&ndash;619</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L622-L640">622&ndash;640</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L643-L653">643&ndash;653</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L656-L683">656&ndash;683</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L691-L701">691&ndash;701</a></td></tr><tr><td><b>TOTAL</b></td><td><b>760</b></td><td><b>403</b></td><td><b>47%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-26%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>31</td><td>2</td><td>94%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L59">59</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L63">63</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>214</td><td>153</td><td>29%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L38-L47">38&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L50-L60">50&ndash;60</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L63-L64">63&ndash;64</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L70-L73">70&ndash;73</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L78-L79">78&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L82-L95">82&ndash;95</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L98-L101">98&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L104-L121">104&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L124-L127">124&ndash;127</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L131-L136">131&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L140-L145">140&ndash;145</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L149-L155">149&ndash;155</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L160-L164">160&ndash;164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L170-L176">170&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L180-L186">180&ndash;186</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L194-L199">194&ndash;199</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L203-L208">203&ndash;208</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L212-L218">212&ndash;218</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L224-L231">224&ndash;231</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L240">240</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L243">243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L246">246</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L250-L267">250&ndash;267</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L271-L294">271&ndash;294</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L301-L314">301&ndash;314</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L43-L50">43&ndash;50</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L54-L58">54&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L80">63&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L116">116</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>40</td><td>31</td><td>22%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L31-L70">31&ndash;70</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>315</td><td>277</td><td>12%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L49-L56">49&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L59-L60">59&ndash;60</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L63-L64">63&ndash;64</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L71-L92">71&ndash;92</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L96-L101">96&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L111-L141">111&ndash;141</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L153-L169">153&ndash;169</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L174-L176">174&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L179-L215">179&ndash;215</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L223-L295">223&ndash;295</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L305-L322">305&ndash;322</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L338-L366">338&ndash;366</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L376-L384">376&ndash;384</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L394-L395">394&ndash;395</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L405-L416">405&ndash;416</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L426-L444">426&ndash;444</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L447-L461">447&ndash;461</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L471-L546">471&ndash;546</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L553-L603">553&ndash;603</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L606-L619">606&ndash;619</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L622-L640">622&ndash;640</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L643-L653">643&ndash;653</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L656-L683">656&ndash;683</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L691-L701">691&ndash;701</a></td></tr><tr><td><b>TOTAL</b></td><td><b>768</b></td><td><b>571</b></td><td><b>26%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 043638f2968de2addb838661c943526557177616 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Tue, 29 Oct 2024 06:20:06 +0200
Subject: [PATCH 156/277] feat: grpc types

---
 nbs/index.ipynb                              | 14 ++++++++++++++
 spannerflow/dataflow/v1/dataflow_pb2.py      | 14 +++++++-------
 spannerflow/proto/dataflow/v1/dataflow.proto |  3 ++-
 3 files changed, 23 insertions(+), 8 deletions(-)

diff --git a/nbs/index.ipynb b/nbs/index.ipynb
index 1e69bf5..b9593e1 100644
--- a/nbs/index.ipynb
+++ b/nbs/index.ipynb
@@ -39,6 +39,20 @@
     "source venv/bin/activate\n",
     "\n",
     "pip install -U pip \n",
+    "```\n",
+    "\n",
+    "### To generate python from protobuf\n",
+    "\n",
+    "```bash\n",
+    "cd spannerflow/protos\n",
+    "python -m grpc_tools.protoc -I. --python_out=.. --grpc_python_out=.. ./dataflow/v1/dataflow.proto\n",
+    "cd ../..\n",
+    "\n",
+    "sed -i '' 's/from google.protobuf import runtime_version as _runtime_version/from google.protobuf import runtime_version as _runtime_version  # type: ignore/g' spannerflow/dataflow/v1/dataflow_pb2.py\n",
+    "\n",
+    "sed -i '' 's/from dataflow.v1 import dataflow_pb2 as dataflow_dot_v1_dot_dataflow__pb2/from spannerflow.dataflow.v1 import dataflow_pb2 as dataflow_dot_v1_dot_dataflow__pb2/g' spannerflow/dataflow/v1/dataflow_pb2_grpc.py\n",
+    "\n",
+    "\n",
     "```"
    ]
   },
diff --git a/spannerflow/dataflow/v1/dataflow_pb2.py b/spannerflow/dataflow/v1/dataflow_pb2.py
index 8b0dd2e..6fe84bd 100644
--- a/spannerflow/dataflow/v1/dataflow_pb2.py
+++ b/spannerflow/dataflow/v1/dataflow_pb2.py
@@ -25,15 +25,15 @@
 from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto\"g\n\x14RunIEFunctionRequest\x12\x17\n\rfunction_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"\x19\n\nRowRequest\x12\x0b\n\x03row\x18\x01 \x03(\t\"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"c\n\x0e\x41\x64\x64RowsRequest\x12\x19\n\x0f\x63ollection_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"@\n\x12LoadFromCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\">\n\x10SaveToCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"V\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"A\n\nCollection\x12\x0c\n\x04name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"F\n\x16GetCollectionsResponse\x12,\n\x0b\x63ollections\x18\x03 \x03(\x0b\x32\x17.dataflow.v1.Collection\"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"6\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\"\"\n\x13RunDataflowResponse\x12\x0b\n\x03row\x18\x01 \x03(\t*w\n\x08\x44\x61taType\x12\x19\n\x15\x44\x41TA_TYPE_UNSPECIFIED\x10\x00\x12\x14\n\x10\x44\x41TA_TYPE_STRING\x10\x01\x12\x11\n\rDATA_TYPE_INT\x10\x02\x12\x13\n\x0f\x44\x41TA_TYPE_FLOAT\x10\x03\x12\x12\n\x0e\x44\x41TA_TYPE_BOOL\x10\x04\x32o\n\x11IEFunctionService\x12Z\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a\".dataflow.v1.RunIEFunctionResponse(\x01\x30\x01\x32\xfc\x05\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12@\n\x07\x41\x64\x64Rows\x12\x1b.dataflow.v1.AddRowsRequest\x1a\x16.google.protobuf.Empty(\x01\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a\".dataflow.v1.GetCollectionResponse0\x01\x12R\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a .dataflow.v1.RunDataflowResponse0\x01\x12\x46\n\x0bLoadFromCSV\x12\x1f.dataflow.v1.LoadFromCSVRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tSaveToCSV\x12\x1d.dataflow.v1.SaveToCSVRequest\x1a\x16.google.protobuf.Emptyb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto\"g\n\x14RunIEFunctionRequest\x12\x17\n\rfunction_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"\x19\n\nRowRequest\x12\x0b\n\x03row\x18\x01 \x03(\t\"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"c\n\x0e\x41\x64\x64RowsRequest\x12\x19\n\x0f\x63ollection_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"@\n\x12LoadFromCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\">\n\x10SaveToCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"V\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"A\n\nCollection\x12\x0c\n\x04name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"F\n\x16GetCollectionsResponse\x12,\n\x0b\x63ollections\x18\x03 \x03(\x0b\x32\x17.dataflow.v1.Collection\"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"6\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\"\"\n\x13RunDataflowResponse\x12\x0b\n\x03row\x18\x01 \x03(\t*\xa1\x01\n\x08\x44\x61taType\x12\x19\n\x15\x44\x41TA_TYPE_UNSPECIFIED\x10\x00\x12\x14\n\x10\x44\x41TA_TYPE_STRING\x10\x01\x12\x11\n\rDATA_TYPE_INT\x10\x02\x12\x13\n\x0f\x44\x41TA_TYPE_FLOAT\x10\x03\x12\x12\n\x0e\x44\x41TA_TYPE_BOOL\x10\x04\x12\x12\n\x0e\x44\x41TA_TYPE_SPAN\x10\x05\x12\x14\n\x10\x44\x41TA_TYPE_CUSTOM\x10\x06\x32o\n\x11IEFunctionService\x12Z\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a\".dataflow.v1.RunIEFunctionResponse(\x01\x30\x01\x32\xfc\x05\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12@\n\x07\x41\x64\x64Rows\x12\x1b.dataflow.v1.AddRowsRequest\x1a\x16.google.protobuf.Empty(\x01\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a\".dataflow.v1.GetCollectionResponse0\x01\x12R\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a .dataflow.v1.RunDataflowResponse0\x01\x12\x46\n\x0bLoadFromCSV\x12\x1f.dataflow.v1.LoadFromCSVRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tSaveToCSV\x12\x1d.dataflow.v1.SaveToCSVRequest\x1a\x16.google.protobuf.Emptyb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
 _builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'dataflow.v1.dataflow_pb2', _globals)
 if not _descriptor._USE_C_DESCRIPTORS:
   DESCRIPTOR._loaded_options = None
-  _globals['_DATATYPE']._serialized_start=1044
-  _globals['_DATATYPE']._serialized_end=1163
+  _globals['_DATATYPE']._serialized_start=1045
+  _globals['_DATATYPE']._serialized_end=1206
   _globals['_RUNIEFUNCTIONREQUEST']._serialized_start=72
   _globals['_RUNIEFUNCTIONREQUEST']._serialized_end=175
   _globals['_ROWREQUEST']._serialized_start=177
@@ -66,8 +66,8 @@
   _globals['_RUNDATAFLOWREQUEST']._serialized_end=1006
   _globals['_RUNDATAFLOWRESPONSE']._serialized_start=1008
   _globals['_RUNDATAFLOWRESPONSE']._serialized_end=1042
-  _globals['_IEFUNCTIONSERVICE']._serialized_start=1165
-  _globals['_IEFUNCTIONSERVICE']._serialized_end=1276
-  _globals['_DATAFLOWSERVICE']._serialized_start=1279
-  _globals['_DATAFLOWSERVICE']._serialized_end=2043
+  _globals['_IEFUNCTIONSERVICE']._serialized_start=1208
+  _globals['_IEFUNCTIONSERVICE']._serialized_end=1319
+  _globals['_DATAFLOWSERVICE']._serialized_start=1322
+  _globals['_DATAFLOWSERVICE']._serialized_end=2086
 # @@protoc_insertion_point(module_scope)
diff --git a/spannerflow/proto/dataflow/v1/dataflow.proto b/spannerflow/proto/dataflow/v1/dataflow.proto
index 01bd269..f4823dd 100644
--- a/spannerflow/proto/dataflow/v1/dataflow.proto
+++ b/spannerflow/proto/dataflow/v1/dataflow.proto
@@ -76,7 +76,8 @@ enum DataType {
     DATA_TYPE_INT = 2;
     DATA_TYPE_FLOAT = 3;
     DATA_TYPE_BOOL = 4;
-    // TODO: Handle generic types
+    DATA_TYPE_SPAN = 5;
+    DATA_TYPE_CUSTOM = 6;
 }
 
 message AddCollectionRequest {   

From 3d33fa0e12229e6cd842ed3bd1e698bfccfd05af Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Tue, 29 Oct 2024 06:31:54 +0200
Subject: [PATCH 157/277] WIP

---
 spannerflow/src/main.rs | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/spannerflow/src/main.rs b/spannerflow/src/main.rs
index 5df7e14..ed81008 100644
--- a/spannerflow/src/main.rs
+++ b/spannerflow/src/main.rs
@@ -55,6 +55,13 @@ fn validate_schema(schema: &Vec<dataflow::DataType>, row: &Vec<String>) -> bool
             dataflow::DataType::Unspecified => {
                 return false;
             }
+            dataflow::DataType::Span => {
+                // TODO: Implement Span validation
+                return false;
+            }
+            dataflow::DataType::Custom => {
+                return true;
+            }
         }
     }
     true

From c3b021e58d12d794b71338696ed67b144e74b274 Mon Sep 17 00:00:00 2001
From: IdoDesign <ido.tarazi@campus.technion.ac.il>
Date: Fri, 1 Nov 2024 23:32:46 +0200
Subject: [PATCH 158/277] rust std ie functions

---
 .gitignore                                   |   4 +-
 MANIFEST.in                                  |   4 +-
 nbs/00_config.ipynb                          |  35 +--
 nbs/30_graph_utils.ipynb                     |   9 +
 nbs/50_rust_dataflow.ipynb                   |  97 ++++----
 setup.py                                     |   4 +-
 spannerflow/_modidx.py                       |   4 -
 spannerflow/build.rs                         |   4 -
 spannerflow/config.py                        |  35 +--
 spannerflow/graph_utils.py                   |   9 +
 spannerflow/rust_dataflow.py                 |  97 ++++----
 spannerflow/rust_lib/Cargo.toml              |  26 +++
 spannerflow/rust_lib/build.rs                |   4 +
 spannerflow/rust_lib/src/span.rs             | 131 +++++++++++
 spannerflow/rust_lib/src/std_ie_functinos.rs | 230 +++++++++++++++++++
 spannerflow/{ => rust_server}/Cargo.toml     |   2 +-
 spannerflow/rust_server/build.rs             |   4 +
 spannerflow/{ => rust_server}/src/main.rs    |   0
 spannerflow/templates/Cargo.toml.jinja2      |  21 --
 spannerflow/templates/build.rs.jinja2        |   4 -
 20 files changed, 538 insertions(+), 186 deletions(-)
 delete mode 100644 spannerflow/build.rs
 create mode 100644 spannerflow/rust_lib/Cargo.toml
 create mode 100644 spannerflow/rust_lib/build.rs
 create mode 100644 spannerflow/rust_lib/src/span.rs
 create mode 100644 spannerflow/rust_lib/src/std_ie_functinos.rs
 rename spannerflow/{ => rust_server}/Cargo.toml (94%)
 create mode 100644 spannerflow/rust_server/build.rs
 rename spannerflow/{ => rust_server}/src/main.rs (100%)
 delete mode 100644 spannerflow/templates/Cargo.toml.jinja2
 delete mode 100644 spannerflow/templates/build.rs.jinja2

diff --git a/.gitignore b/.gitignore
index d3e133c..4577205 100644
--- a/.gitignore
+++ b/.gitignore
@@ -178,12 +178,12 @@ Cargo.lock
 
 
 # Added by cargo
-
 /target
 generated_rust
 .DS_Store
 spannerflow/logs
-spannerflow/rust_server
+spannerflow/rust_grpc_server
+spannerflow/rust_lib/src/latest.rs
 protoc/
 rust/
 .vscode/
diff --git a/MANIFEST.in b/MANIFEST.in
index cfc2260..63caf2b 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -2,8 +2,8 @@ include settings.ini
 include LICENSE
 include CONTRIBUTING.md
 include README.md
-include spannerflow/Cargo.toml
 recursive-include spannerflow/templates *
-recursive-include spannerflow/src *
+recursive-include spannerflow/rust_server *
+recursive-include spannerflow/rust_lib *
 recursive-exclude * __pycache__
 prune tests
\ No newline at end of file
diff --git a/nbs/00_config.ipynb b/nbs/00_config.ipynb
index f2718ca..782ef27 100644
--- a/nbs/00_config.ipynb
+++ b/nbs/00_config.ipynb
@@ -25,7 +25,7 @@
    "outputs": [],
    "source": [
     "# | export\n",
-    "from dataclasses import dataclass, field\n",
+    "from dataclasses import dataclass\n",
     "from pathlib import Path"
    ]
   },
@@ -72,37 +72,12 @@
     "    DATAFLOW_IP: str = \"localhost\"\n",
     "    PACKAGE_ROOT = Path(__file__).parent\n",
     "    GENERATED_RUST_PROJECT_PATH: Path = PACKAGE_ROOT.joinpath(\"generated_rust\")\n",
-    "    RUST_SERVER_PATH: Path = PACKAGE_ROOT.joinpath(\"rust_server\")\n",
+    "    RUST_SERVER_LIB_SRC_FILE_PATH: Path = PACKAGE_ROOT.joinpath(\n",
+    "        \"rust_lib\", \"src\", \"latest.rs\"\n",
+    "    )\n",
+    "    RUST_SERVER_PATH: Path = PACKAGE_ROOT.joinpath(\"rust_grpc_server\")\n",
     "    TEMPLATES_PATH: Path = PACKAGE_ROOT.joinpath(\"templates\")\n",
-    "    CARGO_TOML_TEMPLATE_NAME: str = \"Cargo.toml.jinja2\"\n",
     "    RUST_FILE_TEMPLATE_NAME: str = \"rust_dataflow.rs.jinja2\"\n",
-    "    RUST_BUILD_TEMPLATE_NAME: str = \"build.rs.jinja2\"\n",
-    "    RUST_PROJECT_NAME: str = \"spannerflow\"\n",
-    "    RUST_DEPENDENCIES: list[dict[str, str]] = field(\n",
-    "        default_factory=lambda: [\n",
-    "            {\n",
-    "                \"name\": \"timely\",\n",
-    "                \"json\": '{ git = \"https://github.com/TimelyDataflow/timely-dataflow\" }',\n",
-    "            },\n",
-    "            {\n",
-    "                \"name\": \"differential-dataflow\",\n",
-    "                \"json\": '{ git = \"https://github.com/TimelyDataflow/differential-dataflow\" }',\n",
-    "            },\n",
-    "            {\"name\": \"prost\", \"version\": \"0.13.3\"},\n",
-    "            {\"name\": \"prost-types\", \"version\": \"0.13.3\"},\n",
-    "            {\"name\": \"tonic\", \"version\": \"0.12.3\"},\n",
-    "            {\"name\": \"ordered-float\", \"version\": \"4.4.0\"},\n",
-    "            {\"name\": \"tokio\", \"json\": '{ version = \"1.40.0\", features = [\"full\"] }'},\n",
-    "            {\"name\": \"futures\", \"version\": \"0.3.31\"},\n",
-    "        ]\n",
-    "    )\n",
-    "    RUST_BUILD_DEPEDENCIES: list[dict[str, str]] = field(\n",
-    "        default_factory=lambda: [\n",
-    "            {\"name\": \"tonic-build\", \"version\": \"0.12.3\"},\n",
-    "        ]\n",
-    "    )\n",
-    "    PROTO_DIR_PATH: Path = Path(__file__).parent.joinpath(\"proto\").absolute()\n",
-    "    PROTO_FILE_PATH: Path = PROTO_DIR_PATH.joinpath(\"dataflow\", \"v1\", \"dataflow.proto\")\n",
     "    LOGS_DIR: Path = Path(__file__).parent.joinpath(\"logs\")\n",
     "    RUST_SERVER_LOG_PATH: Path = LOGS_DIR.joinpath(\"rust_server.log\")\n",
     "    RUST_SERVER_BUILD_LOG_PATH: Path = LOGS_DIR.joinpath(\"rust_server_build.log\")\n",
diff --git a/nbs/30_graph_utils.ipynb b/nbs/30_graph_utils.ipynb
index eaa1ebe..22d9f1e 100644
--- a/nbs/30_graph_utils.ipynb
+++ b/nbs/30_graph_utils.ipynb
@@ -45,10 +45,12 @@
     "\n",
     "\n",
     "def find_sources(graph: nx.DiGraph) -> list[str | int]:\n",
+    "    \"\"\"Returns the sources of the graph, i.e. the nodes with no incoming edges\"\"\"\n",
     "    return [node for node in graph.nodes() if graph.in_degree(node) == 0]\n",
     "\n",
     "\n",
     "def find_output(graph: nx.DiGraph) -> str | int:\n",
+    "    \"\"\"Returns the output node of the graph, i.e. the node with no outgoing edges\"\"\"\n",
     "    outputs = [node for node in graph.nodes() if graph.out_degree(node) == 0]\n",
     "    if len(outputs) != 1:\n",
     "        raise Exception(\"There can only be one output node to the graph\")\n",
@@ -56,6 +58,7 @@
     "\n",
     "\n",
     "def change_node_key(graph: nx.DiGraph, old_key: str | int, new_key: str | int) -> None:\n",
+    "    \"\"\"Changes the key of a node in a graph - used to change anchor nodes names.\"\"\"\n",
     "    # Add a new node with the new key, and copy the attributes of the old node\n",
     "    graph.add_node(new_key, **graph.nodes[old_key])\n",
     "\n",
@@ -73,6 +76,7 @@
     "\n",
     "\n",
     "def get_cycles(graph: nx.DiGraph) -> dict[str | int, nx.DiGraph]:\n",
+    "    \"\"\"Returns a dictionary of cycles in the graph, with the anchor node as the key\"\"\"\n",
     "    cycles = nx.recursive_simple_cycles(graph)\n",
     "    cycle_dicts = dict()\n",
     "\n",
@@ -84,6 +88,7 @@
     "\n",
     "\n",
     "def find_anchor_of_cycle(graph: nx.DiGraph, cycle: nx.DiGraph) -> str | int:\n",
+    "    \"\"\"Returns the anchor node of a cycle, the node with the union operation\"\"\"\n",
     "    egress_node = find_egress_node(graph, cycle)\n",
     "    for node in cycle:\n",
     "        if node == egress_node and graph.nodes[node][\"op\"] == \"union\":\n",
@@ -114,6 +119,7 @@
     "\n",
     "\n",
     "def get_node_schema(graph: nx.DiGraph, node: str | int) -> str:\n",
+    "    \"\"\"Returns the schema of a node in the graph - string representation of the columns\"\"\"\n",
     "    schema = graph.nodes[node][\"schema\"]\n",
     "    if len(schema) != 1:\n",
     "        return f\"({', '.join(schema)})\"\n",
@@ -121,10 +127,12 @@
     "\n",
     "\n",
     "def get_common_cols(graph: nx.DiGraph, node1: int | str, node2: int | str) -> list[str]:\n",
+    "    \"\"\"Returns the common columns between two nodes\"\"\"\n",
     "    return list(set(graph.nodes[node1][\"schema\"]) & set(graph.nodes[node2][\"schema\"]))\n",
     "\n",
     "\n",
     "def get_minus_cols(graph: nx.DiGraph, node1: str | int, common_cols) -> list[str]:\n",
+    "    \"\"\"Returns the columns that are in node1 but not in the common_cols\"\"\"\n",
     "    return list(set(graph.nodes[node1][\"schema\"]) - set(common_cols))\n",
     "\n",
     "\n",
@@ -165,6 +173,7 @@
     "def create_iter_graph(\n",
     "    graph: nx.DiGraph, cycle: nx.DiGraph, anchor: str | int\n",
     ") -> nx.DiGraph:\n",
+    "    \"\"\"Creates a graph for iterating over a cycle containig the cycle and the ingress nodes\"\"\"\n",
     "    ingress = find_ingress_nodes(graph, cycle)\n",
     "    iter_graph = graph.subgraph(list(cycle.nodes) + ingress + [anchor]).copy()\n",
     "    change_node_key(iter_graph, anchor, f\"iter_{anchor}\")\n",
diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index deacab4..15cdd57 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -143,6 +143,9 @@
     "        in_iterate: bool = False,\n",
     "        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,\n",
     "    ) -> str:\n",
+    "        \"\"\"Returns a string of rust code for joining two collections on the common columns.\n",
+    "        If no columns are common, the join is a cross product.\n",
+    "        \"\"\"\n",
     "        join1, join2 = list(graph.pred[node])\n",
     "        out_node_str = self.get_node_str(node)\n",
     "        join1_str = self.get_node_str(join1)\n",
@@ -185,6 +188,7 @@
     "        in_iterate: bool = False,\n",
     "        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,\n",
     "    ) -> str:\n",
+    "        \"\"\"Returns a string of rust code for unioning two collections.\"\"\"\n",
     "        preds = [\n",
     "            pred\n",
     "            for pred in graph.pred[node]\n",
@@ -211,6 +215,7 @@
     "        return f\"node_{node}\"\n",
     "\n",
     "    def validate_node(self, graph: nx.DiGraph, node: str | int) -> None:\n",
+    "        \"\"\"Validates the node in the graph.\"\"\"\n",
     "        gr_node = graph.nodes[node]\n",
     "        preds = [graph.nodes[key] for key in graph.pred[node].keys()]\n",
     "        match gr_node[\"op\"]:\n",
@@ -255,6 +260,7 @@
     "        node: str | int,\n",
     "        nodes_schema_types_dict: dict[str | int, list[str]],\n",
     "    ) -> None:\n",
+    "        \"\"\"Prepares the node in the graph, calculating and updating the schema types dictionary.\"\"\"\n",
     "        gr_node = graph.nodes[node]\n",
     "        preds = [\n",
     "            {**graph.nodes[node_name], \"node_name\": node_name}\n",
@@ -337,6 +343,7 @@
     "        anchor: str | int | None = None,\n",
     "        in_iterate: bool = False,\n",
     "    ) -> str:\n",
+    "        \"\"\"Returns a string of rust code for the node in the graph.\"\"\"\n",
     "        gr_node = graph.nodes[node]\n",
     "        self.validate_node(graph, node)\n",
     "        self.prepare_node(graph, node, nodes_schema_types_dict)\n",
@@ -370,16 +377,50 @@
     "        in_iterate: bool = False,\n",
     "        nodes_schema_types_dict: dict[str | int, list[str]] = {},\n",
     "    ) -> str:\n",
+    "        \"\"\"Returns a string of rust code for ie_map node in the graph.\"\"\"\n",
     "        prev_nodes = list(graph.pred[node])\n",
     "        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
     "        prev_node_str = self.get_node_str(\n",
     "            prev_nodes[0], anchor=anchor, in_iterate=in_iterate\n",
     "        )\n",
-    "        match graph.nodes[node][\"name\"]:\n",
+    "        # STD_IE_FUNCTIONS = {\n",
+    "        #     \"rgx\": {\n",
+    "        #         (\"DATA_TYPE_STRING\", \"DATA_TYPE_STRING\"): \"rgx_str_span\",\n",
+    "        #         (\"DATA_TYPE_STRING\", \"DATA_TYPE_SPAN\"): \"rgx_span_span\",\n",
+    "        #     },\n",
+    "        #     \"as_str\": {(\"DATA_TYPE_SPAN\"): \"span_as_str\"},\n",
+    "        #     \"deconstruct_span\": {(\"DATA_TYPE_SPAN\"): \"deconstruct_span\"},\n",
+    "        #     \"rgx_is_match\": {\n",
+    "        #         (\"DATA_TYPE_STRING\", \"DATA_TYPE_STRING\"): \"rgx_is_match_str\",\n",
+    "        #         (\"DATA_TYPE_STRING\", \"DATA_TYPE_SPAN\"): \"rgx_is_match_span\",\n",
+    "        #     },\n",
+    "        #     \"span_contained\": {(\"DATA_TYPE_SPAN\", \"DATA_TYPE_SPAN\"): \"span_contained\"},\n",
+    "        #     \"rgx_split\": {\n",
+    "        #         (\"DATA_TYPE_STRING\", \"DATA_TYPE_STRING\"): \"rgx_split_str\",\n",
+    "        #         (\"DATA_TYPE_STRING\", \"DATA_TYPE_SPAN\"): \"rgx_split_span\",\n",
+    "        #     },\n",
+    "        # }\n",
+    "\n",
+    "        gr_node = graph.nodes[node]\n",
+    "        in_schema = gr_node[\"schema\"][: gr_node[\"in_arity\"]]\n",
+    "        out_schema = gr_node[\"schema\"][gr_node[\"in_arity\"] :]\n",
+    "        match gr_node[\"name\"]:\n",
+    "            case \"rgx\" as func_name:\n",
+    "                code = f\"let {node_str} = {prev_node_str}.flat_map(|{self.get_col_schema(in_schema)}| {{ \\n \\\n",
+    "                    {func_name}({', '.join([f'&{col}' for col in in_schema])}).map(move |vec| ({', '.join([f'{col}.clone()' for col in in_schema]+[f'vec[{i}].clone()' for i in gr_node[\"out_arity\"]])})) \\n \\\n",
+    "                }});\"\n",
+    "            case (\n",
+    "                \"as_str\"\n",
+    "                | \"rgx_split\"\n",
+    "                | \"rgx_is_match\"\n",
+    "                | \"deconstruct_span\"\n",
+    "                | \"span_contained\" as func_name\n",
+    "            ):\n",
+    "                code = f\"let {node_str} = {prev_node_str}.flat_map(|{self.get_col_schema(in_schema)}| {{ \\n \\\n",
+    "                    {func_name}({', '.join([f'&{col}' for col in in_schema])}).map(move |{self.get_col_schema(out_schema)}| ({', '.join([f'{col}.clone()' for col in in_schema]+out_schema)})) \\n \\\n",
+    "                }});\"\n",
+    "\n",
     "            case \"not\":\n",
-    "                prev_node_str = self.get_node_str(\n",
-    "                    prev_nodes[0], anchor=anchor, in_iterate=in_iterate\n",
-    "                )\n",
     "                code = f\"let {node_str} = {prev_node_str}.map(|{get_node_schema(graph, prev_nodes[0])}| ({get_node_schema(graph, prev_nodes[0])}, !{get_node_schema(graph, prev_nodes[0])}));\"\n",
     "            case _:\n",
     "                ie_map_template = self._template_env.get_template(\"ie_map.rs.jinja2\")\n",
@@ -389,12 +430,10 @@
     "                    grpc_address=f\"http://{self._config.LISTEN_ADDRESS}\",\n",
     "                    function_name=graph.nodes[node][\"name\"],\n",
     "                    in_schema=self.get_col_schema(\n",
-    "                        graph.nodes[node][\"schema\"][\n",
-    "                            : len(graph.nodes[node][\"in_schema\"])\n",
-    "                        ]\n",
+    "                        gr_node[\"schema\"][: len(gr_node[\"in_schema\"])]\n",
     "                    ),\n",
-    "                    out_schema_len=len(graph.nodes[node][\"out_schema\"]),\n",
-    "                    in_schema_len=len(graph.nodes[node][\"in_schema\"]),\n",
+    "                    out_schema_len=len(gr_node[\"out_schema\"]),\n",
+    "                    in_schema_len=len(gr_node[\"in_schema\"]),\n",
     "                    out_schema_types=nodes_schema_types_dict[node],\n",
     "                    DATAFLOW_TO_RUST_TYPES=self.DATAFLOW_TO_RUST_TYPES,\n",
     "                )\n",
@@ -637,24 +676,8 @@
     "                )\n",
     "        return flow_code\n",
     "\n",
-    "    def create_cargo_toml(self, timestamp: str) -> None:\n",
-    "        dest_path = self._config.GENERATED_RUST_PROJECT_PATH / self._cargo_file_name\n",
-    "        template = self._template_env.get_template(\n",
-    "            self._config.CARGO_TOML_TEMPLATE_NAME\n",
-    "        )\n",
-    "\n",
-    "        output_text = template.render(\n",
-    "            project_name=f\"{self._config.RUST_PROJECT_NAME}{self._query_id}\",\n",
-    "            rust_file_name=f\"{timestamp}.rs\",\n",
-    "            dependencies=self._config.RUST_DEPENDENCIES,\n",
-    "            build_dependencies=self._config.RUST_BUILD_DEPEDENCIES,\n",
-    "        )\n",
-    "\n",
-    "        with open(dest_path, \"w\") as f:\n",
-    "            f.write(output_text)\n",
-    "\n",
     "    def create_rust_file(self, timestamp: str, graph: nx.DiGraph) -> None:\n",
-    "        dest_path = self._config.GENERATED_RUST_PROJECT_PATH / \"src\" / f\"{timestamp}.rs\"\n",
+    "        dest_path = self._config.GENERATED_RUST_PROJECT_PATH / f\"{timestamp}.rs\"\n",
     "        template = self._template_env.get_template(self._config.RUST_FILE_TEMPLATE_NAME)\n",
     "        nodes_schema_types_dict: dict[str | int, list[str]] = dict()\n",
     "        flow_code = self.generate_graph_code(graph, nodes_schema_types_dict)\n",
@@ -668,34 +691,22 @@
     "            output_node_str=self.get_node_str(output_node),\n",
     "            output_vars_count=len(graph.nodes[output_node][\"schema\"]),\n",
     "        )\n",
-    "\n",
+    "        self._config.RUST_SERVER_LIB_SRC_FILE_PATH.unlink(missing_ok=True)\n",
     "        with open(dest_path, \"w\") as f:\n",
     "            f.write(output_text)\n",
     "\n",
-    "        graph.graph[\"nodes_schema_types_dict\"] = nodes_schema_types_dict\n",
-    "\n",
-    "    def create_rust_build_file(self) -> None:\n",
-    "        dest_path = self._config.GENERATED_RUST_PROJECT_PATH / \"build.rs\"\n",
-    "        template = self._template_env.get_template(\n",
-    "            self._config.RUST_BUILD_TEMPLATE_NAME\n",
-    "        )\n",
-    "\n",
-    "        output_text = template.render(\n",
-    "            proto_dir_path=self._config.PROTO_DIR_PATH,\n",
-    "            proto_file_path=self._config.PROTO_FILE_PATH,\n",
-    "        )\n",
-    "        with open(dest_path, \"w\") as f:\n",
+    "        with open(self._config.RUST_SERVER_LIB_SRC_FILE_PATH, \"w\") as f:\n",
     "            f.write(output_text)\n",
     "\n",
+    "        graph.graph[\"nodes_schema_types_dict\"] = nodes_schema_types_dict\n",
+    "\n",
     "    def build_so(self, graph: nx.DiGraph) -> tuple[Path, str]:\n",
     "        self._config.GENERATED_RUST_PROJECT_PATH.joinpath(\"src\").mkdir(\n",
     "            parents=True, exist_ok=True\n",
     "        )\n",
     "        timestamp = datetime.now().strftime(\"%Y%m%d_%H%M%S\")\n",
     "        self._query_id += 1\n",
-    "        self.create_cargo_toml(timestamp)\n",
     "        self.create_rust_file(timestamp, graph)\n",
-    "        self.create_rust_build_file()\n",
     "        self.build_rust(\n",
     "            self._config.GENERATED_RUST_PROJECT_PATH.joinpath(\n",
     "                self._cargo_file_name\n",
@@ -703,7 +714,7 @@
     "            self._config.RUST_SO_BUILD_LOG_PATH,\n",
     "        )\n",
     "        # Determine file extension based on the platform\n",
-    "        crate_name = f\"{self._config.RUST_PROJECT_NAME}{self._query_id}\"\n",
+    "        crate_name = \"spannerflow\"\n",
     "        if os.name == \"posix\":  # Linux/macOS\n",
     "            if os.uname().sysname == \"Darwin\":\n",
     "                extension = \".dylib\"  # macOS\n",
diff --git a/setup.py b/setup.py
index 9bebd58..f949f48 100644
--- a/setup.py
+++ b/setup.py
@@ -90,8 +90,8 @@
     zip_safe=False,
     rust_extensions=[
         RustExtension(
-            "spannerflow.rust_server",
-            "spannerflow/Cargo.toml",
+            "spannerflow.rust_grpc_server",
+            "spannerflow/rust_server/Cargo.toml",
             features=[],
             binding=Binding.Exec,
         )
diff --git a/spannerflow/_modidx.py b/spannerflow/_modidx.py
index 47844df..1804553 100644
--- a/spannerflow/_modidx.py
+++ b/spannerflow/_modidx.py
@@ -106,10 +106,6 @@
                                                                                                   'spannerflow/rust_dataflow.py'),
                                            'spannerflow.rust_dataflow.RustDataflow.build_so': ( 'rust_dataflow.html#rustdataflow.build_so',
                                                                                                 'spannerflow/rust_dataflow.py'),
-                                           'spannerflow.rust_dataflow.RustDataflow.create_cargo_toml': ( 'rust_dataflow.html#rustdataflow.create_cargo_toml',
-                                                                                                         'spannerflow/rust_dataflow.py'),
-                                           'spannerflow.rust_dataflow.RustDataflow.create_rust_build_file': ( 'rust_dataflow.html#rustdataflow.create_rust_build_file',
-                                                                                                              'spannerflow/rust_dataflow.py'),
                                            'spannerflow.rust_dataflow.RustDataflow.create_rust_file': ( 'rust_dataflow.html#rustdataflow.create_rust_file',
                                                                                                         'spannerflow/rust_dataflow.py'),
                                            'spannerflow.rust_dataflow.RustDataflow.generate_graph_code': ( 'rust_dataflow.html#rustdataflow.generate_graph_code',
diff --git a/spannerflow/build.rs b/spannerflow/build.rs
deleted file mode 100644
index 5d51e17..0000000
--- a/spannerflow/build.rs
+++ /dev/null
@@ -1,4 +0,0 @@
-fn main() -> Result<(), Box<dyn std::error::Error>> {
-    tonic_build::compile_protos("proto/dataflow/v1/dataflow.proto")?;
-    Ok(())
-}
\ No newline at end of file
diff --git a/spannerflow/config.py b/spannerflow/config.py
index b4d8f68..1f558d5 100644
--- a/spannerflow/config.py
+++ b/spannerflow/config.py
@@ -6,7 +6,7 @@
 __all__ = ['Config']
 
 # %% ../nbs/00_config.ipynb 2
-from dataclasses import dataclass, field
+from dataclasses import dataclass
 from pathlib import Path
 
 # %% ../nbs/00_config.ipynb 6
@@ -18,37 +18,12 @@ class Config:
     DATAFLOW_IP: str = "localhost"
     PACKAGE_ROOT = Path(__file__).parent
     GENERATED_RUST_PROJECT_PATH: Path = PACKAGE_ROOT.joinpath("generated_rust")
-    RUST_SERVER_PATH: Path = PACKAGE_ROOT.joinpath("rust_server")
+    RUST_SERVER_LIB_SRC_FILE_PATH: Path = PACKAGE_ROOT.joinpath(
+        "rust_lib", "src", "latest.rs"
+    )
+    RUST_SERVER_PATH: Path = PACKAGE_ROOT.joinpath("rust_grpc_server")
     TEMPLATES_PATH: Path = PACKAGE_ROOT.joinpath("templates")
-    CARGO_TOML_TEMPLATE_NAME: str = "Cargo.toml.jinja2"
     RUST_FILE_TEMPLATE_NAME: str = "rust_dataflow.rs.jinja2"
-    RUST_BUILD_TEMPLATE_NAME: str = "build.rs.jinja2"
-    RUST_PROJECT_NAME: str = "spannerflow"
-    RUST_DEPENDENCIES: list[dict[str, str]] = field(
-        default_factory=lambda: [
-            {
-                "name": "timely",
-                "json": '{ git = "https://github.com/TimelyDataflow/timely-dataflow" }',
-            },
-            {
-                "name": "differential-dataflow",
-                "json": '{ git = "https://github.com/TimelyDataflow/differential-dataflow" }',
-            },
-            {"name": "prost", "version": "0.13.3"},
-            {"name": "prost-types", "version": "0.13.3"},
-            {"name": "tonic", "version": "0.12.3"},
-            {"name": "ordered-float", "version": "4.4.0"},
-            {"name": "tokio", "json": '{ version = "1.40.0", features = ["full"] }'},
-            {"name": "futures", "version": "0.3.31"},
-        ]
-    )
-    RUST_BUILD_DEPEDENCIES: list[dict[str, str]] = field(
-        default_factory=lambda: [
-            {"name": "tonic-build", "version": "0.12.3"},
-        ]
-    )
-    PROTO_DIR_PATH: Path = Path(__file__).parent.joinpath("proto").absolute()
-    PROTO_FILE_PATH: Path = PROTO_DIR_PATH.joinpath("dataflow", "v1", "dataflow.proto")
     LOGS_DIR: Path = Path(__file__).parent.joinpath("logs")
     RUST_SERVER_LOG_PATH: Path = LOGS_DIR.joinpath("rust_server.log")
     RUST_SERVER_BUILD_LOG_PATH: Path = LOGS_DIR.joinpath("rust_server_build.log")
diff --git a/spannerflow/graph_utils.py b/spannerflow/graph_utils.py
index aac5c90..3121007 100644
--- a/spannerflow/graph_utils.py
+++ b/spannerflow/graph_utils.py
@@ -12,10 +12,12 @@
 
 # %% ../nbs/30_graph_utils.ipynb 4
 def find_sources(graph: nx.DiGraph) -> list[str | int]:
+    """Returns the sources of the graph, i.e. the nodes with no incoming edges"""
     return [node for node in graph.nodes() if graph.in_degree(node) == 0]
 
 
 def find_output(graph: nx.DiGraph) -> str | int:
+    """Returns the output node of the graph, i.e. the node with no outgoing edges"""
     outputs = [node for node in graph.nodes() if graph.out_degree(node) == 0]
     if len(outputs) != 1:
         raise Exception("There can only be one output node to the graph")
@@ -23,6 +25,7 @@ def find_output(graph: nx.DiGraph) -> str | int:
 
 
 def change_node_key(graph: nx.DiGraph, old_key: str | int, new_key: str | int) -> None:
+    """Changes the key of a node in a graph - used to change anchor nodes names."""
     # Add a new node with the new key, and copy the attributes of the old node
     graph.add_node(new_key, **graph.nodes[old_key])
 
@@ -40,6 +43,7 @@ def change_node_key(graph: nx.DiGraph, old_key: str | int, new_key: str | int) -
 
 
 def get_cycles(graph: nx.DiGraph) -> dict[str | int, nx.DiGraph]:
+    """Returns a dictionary of cycles in the graph, with the anchor node as the key"""
     cycles = nx.recursive_simple_cycles(graph)
     cycle_dicts = dict()
 
@@ -51,6 +55,7 @@ def get_cycles(graph: nx.DiGraph) -> dict[str | int, nx.DiGraph]:
 
 
 def find_anchor_of_cycle(graph: nx.DiGraph, cycle: nx.DiGraph) -> str | int:
+    """Returns the anchor node of a cycle, the node with the union operation"""
     egress_node = find_egress_node(graph, cycle)
     for node in cycle:
         if node == egress_node and graph.nodes[node]["op"] == "union":
@@ -81,6 +86,7 @@ def reduced_graph(graph: nx.DiGraph) -> tuple[nx.DiGraph, dict[str | int, nx.DiG
 
 
 def get_node_schema(graph: nx.DiGraph, node: str | int) -> str:
+    """Returns the schema of a node in the graph - string representation of the columns"""
     schema = graph.nodes[node]["schema"]
     if len(schema) != 1:
         return f"({', '.join(schema)})"
@@ -88,10 +94,12 @@ def get_node_schema(graph: nx.DiGraph, node: str | int) -> str:
 
 
 def get_common_cols(graph: nx.DiGraph, node1: int | str, node2: int | str) -> list[str]:
+    """Returns the common columns between two nodes"""
     return list(set(graph.nodes[node1]["schema"]) & set(graph.nodes[node2]["schema"]))
 
 
 def get_minus_cols(graph: nx.DiGraph, node1: str | int, common_cols) -> list[str]:
+    """Returns the columns that are in node1 but not in the common_cols"""
     return list(set(graph.nodes[node1]["schema"]) - set(common_cols))
 
 
@@ -132,6 +140,7 @@ def find_egress_node(graph: nx.DiGraph, cycle) -> str | int:
 def create_iter_graph(
     graph: nx.DiGraph, cycle: nx.DiGraph, anchor: str | int
 ) -> nx.DiGraph:
+    """Creates a graph for iterating over a cycle containig the cycle and the ingress nodes"""
     ingress = find_ingress_nodes(graph, cycle)
     iter_graph = graph.subgraph(list(cycle.nodes) + ingress + [anchor]).copy()
     change_node_key(iter_graph, anchor, f"iter_{anchor}")
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index b1e06c6..9fef2d9 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -108,6 +108,9 @@ def get_join_code(
         in_iterate: bool = False,
         nodes_schema_types_dict: dict[str | int, list[str]] | None = None,
     ) -> str:
+        """Returns a string of rust code for joining two collections on the common columns.
+        If no columns are common, the join is a cross product.
+        """
         join1, join2 = list(graph.pred[node])
         out_node_str = self.get_node_str(node)
         join1_str = self.get_node_str(join1)
@@ -150,6 +153,7 @@ def get_union_code(
         in_iterate: bool = False,
         nodes_schema_types_dict: dict[str | int, list[str]] | None = None,
     ) -> str:
+        """Returns a string of rust code for unioning two collections."""
         preds = [
             pred
             for pred in graph.pred[node]
@@ -176,6 +180,7 @@ def get_node_str(
         return f"node_{node}"
 
     def validate_node(self, graph: nx.DiGraph, node: str | int) -> None:
+        """Validates the node in the graph."""
         gr_node = graph.nodes[node]
         preds = [graph.nodes[key] for key in graph.pred[node].keys()]
         match gr_node["op"]:
@@ -220,6 +225,7 @@ def prepare_node(
         node: str | int,
         nodes_schema_types_dict: dict[str | int, list[str]],
     ) -> None:
+        """Prepares the node in the graph, calculating and updating the schema types dictionary."""
         gr_node = graph.nodes[node]
         preds = [
             {**graph.nodes[node_name], "node_name": node_name}
@@ -302,6 +308,7 @@ def generate_node_code(
         anchor: str | int | None = None,
         in_iterate: bool = False,
     ) -> str:
+        """Returns a string of rust code for the node in the graph."""
         gr_node = graph.nodes[node]
         self.validate_node(graph, node)
         self.prepare_node(graph, node, nodes_schema_types_dict)
@@ -335,16 +342,50 @@ def get_ie_map_code(
         in_iterate: bool = False,
         nodes_schema_types_dict: dict[str | int, list[str]] = {},
     ) -> str:
+        """Returns a string of rust code for ie_map node in the graph."""
         prev_nodes = list(graph.pred[node])
         node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
         prev_node_str = self.get_node_str(
             prev_nodes[0], anchor=anchor, in_iterate=in_iterate
         )
-        match graph.nodes[node]["name"]:
+        # STD_IE_FUNCTIONS = {
+        #     "rgx": {
+        #         ("DATA_TYPE_STRING", "DATA_TYPE_STRING"): "rgx_str_span",
+        #         ("DATA_TYPE_STRING", "DATA_TYPE_SPAN"): "rgx_span_span",
+        #     },
+        #     "as_str": {("DATA_TYPE_SPAN"): "span_as_str"},
+        #     "deconstruct_span": {("DATA_TYPE_SPAN"): "deconstruct_span"},
+        #     "rgx_is_match": {
+        #         ("DATA_TYPE_STRING", "DATA_TYPE_STRING"): "rgx_is_match_str",
+        #         ("DATA_TYPE_STRING", "DATA_TYPE_SPAN"): "rgx_is_match_span",
+        #     },
+        #     "span_contained": {("DATA_TYPE_SPAN", "DATA_TYPE_SPAN"): "span_contained"},
+        #     "rgx_split": {
+        #         ("DATA_TYPE_STRING", "DATA_TYPE_STRING"): "rgx_split_str",
+        #         ("DATA_TYPE_STRING", "DATA_TYPE_SPAN"): "rgx_split_span",
+        #     },
+        # }
+
+        gr_node = graph.nodes[node]
+        in_schema = gr_node["schema"][: gr_node["in_arity"]]
+        out_schema = gr_node["schema"][gr_node["in_arity"] :]
+        match gr_node["name"]:
+            case "rgx" as func_name:
+                code = f"let {node_str} = {prev_node_str}.flat_map(|{self.get_col_schema(in_schema)}| {{ \n \
+                    {func_name}({', '.join([f'&{col}' for col in in_schema])}).map(move |vec| ({', '.join([f'{col}.clone()' for col in in_schema]+[f'vec[{i}].clone()' for i in gr_node["out_arity"]])})) \n \
+                }});"
+            case (
+                "as_str"
+                | "rgx_split"
+                | "rgx_is_match"
+                | "deconstruct_span"
+                | "span_contained" as func_name
+            ):
+                code = f"let {node_str} = {prev_node_str}.flat_map(|{self.get_col_schema(in_schema)}| {{ \n \
+                    {func_name}({', '.join([f'&{col}' for col in in_schema])}).map(move |{self.get_col_schema(out_schema)}| ({', '.join([f'{col}.clone()' for col in in_schema]+out_schema)})) \n \
+                }});"
+
             case "not":
-                prev_node_str = self.get_node_str(
-                    prev_nodes[0], anchor=anchor, in_iterate=in_iterate
-                )
                 code = f"let {node_str} = {prev_node_str}.map(|{get_node_schema(graph, prev_nodes[0])}| ({get_node_schema(graph, prev_nodes[0])}, !{get_node_schema(graph, prev_nodes[0])}));"
             case _:
                 ie_map_template = self._template_env.get_template("ie_map.rs.jinja2")
@@ -354,12 +395,10 @@ def get_ie_map_code(
                     grpc_address=f"http://{self._config.LISTEN_ADDRESS}",
                     function_name=graph.nodes[node]["name"],
                     in_schema=self.get_col_schema(
-                        graph.nodes[node]["schema"][
-                            : len(graph.nodes[node]["in_schema"])
-                        ]
+                        gr_node["schema"][: len(gr_node["in_schema"])]
                     ),
-                    out_schema_len=len(graph.nodes[node]["out_schema"]),
-                    in_schema_len=len(graph.nodes[node]["in_schema"]),
+                    out_schema_len=len(gr_node["out_schema"]),
+                    in_schema_len=len(gr_node["in_schema"]),
                     out_schema_types=nodes_schema_types_dict[node],
                     DATAFLOW_TO_RUST_TYPES=self.DATAFLOW_TO_RUST_TYPES,
                 )
@@ -602,24 +641,8 @@ def generate_graph_code(
                 )
         return flow_code
 
-    def create_cargo_toml(self, timestamp: str) -> None:
-        dest_path = self._config.GENERATED_RUST_PROJECT_PATH / self._cargo_file_name
-        template = self._template_env.get_template(
-            self._config.CARGO_TOML_TEMPLATE_NAME
-        )
-
-        output_text = template.render(
-            project_name=f"{self._config.RUST_PROJECT_NAME}{self._query_id}",
-            rust_file_name=f"{timestamp}.rs",
-            dependencies=self._config.RUST_DEPENDENCIES,
-            build_dependencies=self._config.RUST_BUILD_DEPEDENCIES,
-        )
-
-        with open(dest_path, "w") as f:
-            f.write(output_text)
-
     def create_rust_file(self, timestamp: str, graph: nx.DiGraph) -> None:
-        dest_path = self._config.GENERATED_RUST_PROJECT_PATH / "src" / f"{timestamp}.rs"
+        dest_path = self._config.GENERATED_RUST_PROJECT_PATH / f"{timestamp}.rs"
         template = self._template_env.get_template(self._config.RUST_FILE_TEMPLATE_NAME)
         nodes_schema_types_dict: dict[str | int, list[str]] = dict()
         flow_code = self.generate_graph_code(graph, nodes_schema_types_dict)
@@ -633,34 +656,22 @@ def create_rust_file(self, timestamp: str, graph: nx.DiGraph) -> None:
             output_node_str=self.get_node_str(output_node),
             output_vars_count=len(graph.nodes[output_node]["schema"]),
         )
-
+        self._config.RUST_SERVER_LIB_SRC_FILE_PATH.unlink(missing_ok=True)
         with open(dest_path, "w") as f:
             f.write(output_text)
 
-        graph.graph["nodes_schema_types_dict"] = nodes_schema_types_dict
-
-    def create_rust_build_file(self) -> None:
-        dest_path = self._config.GENERATED_RUST_PROJECT_PATH / "build.rs"
-        template = self._template_env.get_template(
-            self._config.RUST_BUILD_TEMPLATE_NAME
-        )
-
-        output_text = template.render(
-            proto_dir_path=self._config.PROTO_DIR_PATH,
-            proto_file_path=self._config.PROTO_FILE_PATH,
-        )
-        with open(dest_path, "w") as f:
+        with open(self._config.RUST_SERVER_LIB_SRC_FILE_PATH, "w") as f:
             f.write(output_text)
 
+        graph.graph["nodes_schema_types_dict"] = nodes_schema_types_dict
+
     def build_so(self, graph: nx.DiGraph) -> tuple[Path, str]:
         self._config.GENERATED_RUST_PROJECT_PATH.joinpath("src").mkdir(
             parents=True, exist_ok=True
         )
         timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
         self._query_id += 1
-        self.create_cargo_toml(timestamp)
         self.create_rust_file(timestamp, graph)
-        self.create_rust_build_file()
         self.build_rust(
             self._config.GENERATED_RUST_PROJECT_PATH.joinpath(
                 self._cargo_file_name
@@ -668,7 +679,7 @@ def build_so(self, graph: nx.DiGraph) -> tuple[Path, str]:
             self._config.RUST_SO_BUILD_LOG_PATH,
         )
         # Determine file extension based on the platform
-        crate_name = f"{self._config.RUST_PROJECT_NAME}{self._query_id}"
+        crate_name = "spannerflow"
         if os.name == "posix":  # Linux/macOS
             if os.uname().sysname == "Darwin":
                 extension = ".dylib"  # macOS
diff --git a/spannerflow/rust_lib/Cargo.toml b/spannerflow/rust_lib/Cargo.toml
new file mode 100644
index 0000000..bb16f48
--- /dev/null
+++ b/spannerflow/rust_lib/Cargo.toml
@@ -0,0 +1,26 @@
+[package]
+name = "spannerflow"
+version = "0.1.0"
+edition = "2021"
+
+[lib]
+crate-type = ["cdylib"]
+path = "src/latest.rs"
+
+[dependencies]
+timely = "0.12.0"
+differential-dataflow = "0.12.0"
+prost = "0.13.3"
+prost-types = "0.13.3"
+tonic = "0.12.3"
+serde = { version = "1.0", features = ["derive", "rc"] }
+serde_derive = "1.0.214"
+regex = "1.11.1"
+sha1 = "0.10.6"
+hex = "0.4.3"
+
+[build-dependencies]
+tonic-build = "0.12.3"
+
+
+[workspace]
\ No newline at end of file
diff --git a/spannerflow/rust_lib/build.rs b/spannerflow/rust_lib/build.rs
new file mode 100644
index 0000000..706136c
--- /dev/null
+++ b/spannerflow/rust_lib/build.rs
@@ -0,0 +1,4 @@
+fn main() -> Result<(), Box<dyn std::error::Error>> {
+    tonic_build::compile_protos("../proto/dataflow/v1/dataflow.proto")?;
+    Ok(())
+}
\ No newline at end of file
diff --git a/spannerflow/rust_lib/src/span.rs b/spannerflow/rust_lib/src/span.rs
new file mode 100644
index 0000000..c6073d9
--- /dev/null
+++ b/spannerflow/rust_lib/src/span.rs
@@ -0,0 +1,131 @@
+use sha1::{Sha1, Digest};
+use std::cmp::Ordering;
+use std::hash::{Hash, Hasher};
+use hex;
+use regex::Regex;
+use std::sync::Arc;
+
+fn small_hash(txt: &str, length: usize) -> String {
+    let mut hasher = Sha1::new();
+    hasher.update(txt.as_bytes());
+    let results = hasher.finalize();
+    hex::encode(results)[..length].to_string()
+}
+
+
+/// A struct that represents a span of text in a document.
+#[derive(Clone, Serialize, Deserialize, Hash)]
+pub struct Span {
+    doc: Arc<str>,
+    start: usize,
+    end: usize,
+    name: String,
+}
+
+impl Span {
+    /// 
+    pub fn new(doc: &str, start: usize, end: usize, name: String) -> Span {
+        let mut span_name = name;
+        if span_name.is_empty() {
+            span_name = small_hash(&doc[start..end], 6);
+        }
+        Span {
+            doc: Arc::from(doc),
+            start,
+            end,
+            name: span_name,
+        }
+    }
+
+    fn from_path(path: &str, start: usize, end: usize) -> Span {
+        let doc_string = std::fs::read_to_string(path).unwrap();
+        Span::new(&doc_string, start, end, "".to_string())
+    }
+
+    fn slice(&self, start: usize, end: usize) -> Span {
+        if start > end {
+            panic!(
+                "Start index greater than end index, got start: {}, end: {}",
+                start, end
+            );
+        }
+        if end > self.doc.len() {
+            panic!(
+                "End index greater than length of span, got end: {}, length: {}",
+                end, self.doc.len()
+            );
+        }
+
+        Span {
+            doc: self.doc.clone(),
+            start: self.start + start,
+            end: self.start + end,
+            name: self.name.clone(),
+        }
+        
+    }
+
+    fn len(&self) -> usize {
+        self.end - self.start
+    }
+    
+    pub fn get_doc(&self) -> Arc<str> {
+        self.doc.clone()
+    }
+
+    pub fn get_start(&self) -> usize {
+        self.start
+    }
+
+    pub fn get_end(&self) -> usize {
+        self.end
+    }
+
+    pub fn get_name(&self) -> String {
+        self.name.clone()
+    }
+
+    pub fn as_str(&self) -> &str {
+        &self.doc[self.start..self.end]
+    }
+}
+
+impl std::fmt::Debug for Span{
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        write!(f, "[@{},{},{}) \"{}\"]", self.name, self.start, self.end, &self.doc[self.start..self.end])
+    }
+}
+
+impl std::fmt::Display for Span {
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        write!(f, "[@{},{},{}) \"{}\"]", self.name, self.start, self.end, &self.doc[self.start..self.end])
+    }
+}
+
+impl<'a> PartialEq for Span {
+    fn eq(&self, other: &Self) -> bool {
+        self.start == other.start && self.end == other.end && self.name == other.name
+    }
+}
+
+impl<'a> Eq for Span {}
+
+impl PartialOrd for Span {
+    fn partial_cmp(&self, other: &Self) -> Option<Ordering> {
+        Some(self.cmp(other))
+    }
+}
+
+/// Ord implementation for Span, needed for dataflow to work
+impl Ord for Span {
+    fn cmp(&self, other: &Self) -> Ordering {
+        self.doc.cmp(&other.doc)
+            .then_with(|| self.start.cmp(&other.start))
+            .then_with(|| self.end.cmp(&other.end))
+    }
+}
+
+/// Create a new span from an existing span
+pub fn from_span(span: &Span, start: usize, end: usize) -> Span {
+    span.slice(start, end)
+}
diff --git a/spannerflow/rust_lib/src/std_ie_functinos.rs b/spannerflow/rust_lib/src/std_ie_functinos.rs
new file mode 100644
index 0000000..8b066b3
--- /dev/null
+++ b/spannerflow/rust_lib/src/std_ie_functinos.rs
@@ -0,0 +1,230 @@
+use regex::Regex;
+use crate::span::{from_span, Span};
+
+fn rgx(pattern: &str, text: &str, span: &Span) -> impl Iterator<Item = Vec<Span>> {
+    let re = Regex::new(pattern).unwrap();
+    
+    let mut outer_vec = Vec::new();
+    for caps in re.captures_iter(text) {
+        let mut inner_vec = Vec::new();
+        if caps.len() == 1 {
+            if let Some(m) = caps.get(0) {
+                inner_vec.push(from_span(&span, m.start(), m.end()));
+            }
+        }
+        for i in 1..caps.len() {
+            if let Some(m) = caps.get(i) {
+                inner_vec.push(from_span(&span, m.start(), m.end()));
+            }
+        }
+        outer_vec.push(inner_vec);
+    }
+    outer_vec.into_iter()
+}
+
+pub fn rgx_str_span(pattern: &str, text: &str) -> impl Iterator<Item = Vec<Span>> {
+    rgx(pattern, text, &Span::new(text, 0, text.len(), "".to_string()))
+}
+
+pub fn rgx_span_span(pattern: &str, span: &Span) -> impl Iterator<Item = Vec<Span>> {
+    rgx(pattern, &span.get_doc(), span)
+}
+
+pub fn span_as_str(span: &Span) -> impl Iterator<Item = String> {
+    std::iter::once(span.as_str().to_string())
+}
+
+pub fn span_contained(span1: &Span, span2: &Span) -> impl Iterator<Item= bool> {
+    if span1.get_doc() == span2.get_doc() && span1.get_start() >= span2.get_start() && span1.get_end() <= span2.get_end() {
+        return std::iter::once(true);
+    }
+    else{
+        return std::iter::once(false);
+    }
+}
+
+pub fn deconstruct_span(span: &Span) -> impl Iterator<Item= (String, i32, i32)>{
+    return std::iter::once((span.get_name(), span.get_start() as i32, span.get_end() as i32));
+}
+
+pub fn rgx_is_mtach_str(delim: &str, text: &str)-> impl Iterator<Item= bool>{
+    return std::iter::once(Regex::new(delim).unwrap().is_match(text));
+}
+
+pub fn rgx_is_mtach_span(delim: &str, span: &Span)-> impl Iterator<Item= bool>{
+    return rgx_is_mtach_str(delim, span.as_str());
+}
+
+fn rgx_split(delim: &str, text: &str, intial_tag: &str, base_span: &Span)-> impl Iterator<Item= (Span, Span)>{
+    let init_span: Span;
+    if intial_tag.is_empty(){
+        init_span = Span::new("Start Tag", 0, "Start Tag".len(), "".to_string());
+    } else {
+        init_span = Span::new(intial_tag, 0, intial_tag.len(), "".to_string());
+    }
+
+    let mut matches = rgx_str_span(delim, text);
+    let mut results = Vec::new();
+    
+    let first_span = match matches.next() {
+        Some(vec) => vec[0].clone(),
+        None => return results.into_iter(),
+    };
+    if first_span.get_start() != 0 {
+        results.push((init_span, from_span(&base_span, 0, first_span.get_start())));
+    }
+
+    let mut prev_span = first_span;
+    for curr_match in matches.map(|vec| vec[0].clone()) {
+        results.push((prev_span.clone(), from_span(&base_span, prev_span.get_end(), curr_match.get_start())));
+        prev_span = curr_match;
+    }
+    results.push((prev_span.clone(), from_span(&base_span, prev_span.get_end(), base_span.get_end())));
+    results.into_iter()
+}
+
+pub fn rgx_split_str(delim: &str, text: &str, intial_tag: &str)-> impl Iterator<Item= (Span, Span)>{
+    let base_span = Span::new(text, 0, text.len(), "".to_string());
+    rgx_split(delim, text, intial_tag, &base_span)
+}
+
+pub fn rgx_split_span(delim: &str, span: &Span, intial_tag: &str)-> impl Iterator<Item= (Span, Span)>{
+    rgx_split(delim, &span.get_doc(), intial_tag, span)
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use crate::span::Span;
+    
+    #[test]
+    fn test_rgx_str_span(){
+        let s = "aaaaa@bbbbbbaa@bb";
+        let span = Span::new(s, 0, s.len(), "".to_string());
+        
+        assert_eq!(rgx_str_span("(?P<c>(?P<a>a*)@(?P<b>b*))", s).collect::<Vec<_>>(), 
+        vec![
+            vec![from_span(&span, 0, 12), from_span(&span, 0, 5), from_span(&span, 6, 12)],
+            vec![from_span(&span, 12, 17), from_span(&span, 12, 14), from_span(&span, 15, 17)]
+        ]);
+        
+        assert_eq!(rgx_str_span("((?:a*)@(?:b*))", s).collect::<Vec<_>>(), 
+        vec![
+            vec![from_span(&span, 0, 12)],
+            vec![from_span(&span, 12, 17)]
+        ]);
+    }
+    
+    #[test]
+    fn test_rgx_span_span(){
+        let s = "aaaaa@bbbbbbaa@bb";
+        let span = Span::new(s, 0, s.len(), "".to_string());
+        
+        assert_eq!(rgx_span_span("(?P<c>(?P<a>a*)@(?P<b>b*))", &span).collect::<Vec<_>>(), 
+        vec![
+            vec![from_span(&span, 0, 12), from_span(&span, 0, 5), from_span(&span, 6, 12)],
+            vec![from_span(&span, 12, 17), from_span(&span, 12, 14), from_span(&span, 15, 17)]
+        ]);
+        
+        assert_eq!(rgx_span_span("((?:a*)@(?:b*))", &span).collect::<Vec<_>>(), 
+        vec![
+            vec![from_span(&span, 0, 12)],
+            vec![from_span(&span, 12, 17)]
+        ]);
+    }
+    #[test]
+    fn test_span_contained(){
+        let s1: &str = "hello darkness my old friend";
+        let s2: &str = "I come to talk to you again";
+        let doc1 : Span = Span::new(s1, 0, s1.len(), "doc1".to_string());
+        let doc2 : Span = Span::new(s2, 0, s2.len(), "doc2".to_string());
+        let span1: Span = from_span(&doc1, 1, 10);
+        let span2: Span = from_span(&doc1, 0, 11);
+        let span3: Span = from_span(&doc1, 2, 12);
+        let span4: Span = from_span(&doc2, 3, 5);
+        
+        assert_eq!(span_contained(&span1, &span2).collect::<Vec<_>>(), vec![true]);
+        assert_eq!(span_contained(&span2, &span1).collect::<Vec<_>>(), vec![false]);
+        assert_eq!(span_contained(&span1, &span3).collect::<Vec<_>>(), vec![false]);
+        assert_eq!(span_contained(&span1, &span4).collect::<Vec<_>>(), vec![false]);
+    }
+
+    #[test]
+    fn test_deconstruct_span(){
+        let s1: &str = "hello darkness my old friend";
+        let s2: &str = "I come to talk to you again";
+        let doc1 : Span = Span::new(s1, 0, s1.len(), "doc1".to_string());
+        let doc2 : Span = Span::new(s2, 0, s2.len(), "doc2".to_string());
+        let span1: Span = from_span(&doc1, 1, 10);
+        let span2: Span = from_span(&doc1, 0, 11);
+        let span3: Span = from_span(&doc1, 2, 12);
+        let span4: Span = from_span(&doc2, 3, 5);
+
+        assert_eq!(deconstruct_span(&span1).collect::<Vec<_>>(), vec![("doc1".to_string(), 1, 10)]);
+        assert_eq!(deconstruct_span(&span2).collect::<Vec<_>>(), vec![("doc1".to_string(), 0, 11)]);
+        assert_eq!(deconstruct_span(&span3).collect::<Vec<_>>(), vec![("doc1".to_string(), 2, 12)]);
+        assert_eq!(deconstruct_span(&span4).collect::<Vec<_>>(), vec![("doc2".to_string(), 3, 5)]);
+    }
+
+    #[test]
+    fn test_rgx_is_match_str(){
+        assert_eq!(rgx_is_mtach_str("(a*)@(b*)", "dddaaaaa@bbbbbbaa@bb").collect::<Vec<_>>(), vec![true]);
+        assert_eq!(rgx_is_mtach_str("(a*)@(e+)", "dddaaaaa@bbbbbbaa@bb").collect::<Vec<_>>(), vec![false]);
+    }
+
+    #[test]
+    fn test_rgx_is_match_span(){
+        let document = "dddaaaaa@bbbbbbaa@bb";
+        let span_document= Span::new(document, 0, document.len(), "doc1".to_string());
+        assert_eq!(rgx_is_mtach_span("(a*)@(b*)", &span_document).collect::<Vec<_>>(), vec![true]);
+        assert_eq!(rgx_is_mtach_span("(a*)@(e+)", &span_document).collect::<Vec<_>>(), vec![false]);
+    }
+    
+    #[test]
+    fn test_rgx_split_str() {
+        let result_1 = rgx_split_str("a|x", "bbbannnnxdddaca", "Start Tag").map(|(s1, s2)| {
+            (s1.as_str().to_string(), s2.as_str().to_string())
+        }).collect::<Vec<_>>();
+        assert_eq!(result_1, vec![("Start Tag".to_string(), "bbb".to_string()),
+            ("a".to_string(), "nnnn".to_string()),
+            ("x".to_string(), "ddd".to_string()),
+            ("a".to_string(), "c".to_string()),
+            ("a".to_string(), "".to_string())]);
+            
+        let result_2 = rgx_split_str("a|x", "abbbannnnxdddaca", "Start Tag").map(|(s1, s2)| {
+            (s1.as_str().to_string(), s2.as_str().to_string())
+        }).collect::<Vec<_>>();
+        assert_eq!(result_2, vec![("a".to_string(), "bbb".to_string()),
+            ("a".to_string(), "nnnn".to_string()),
+            ("x".to_string(), "ddd".to_string()),
+            ("a".to_string(), "c".to_string()),
+            ("a".to_string(), "".to_string())]);
+    }
+
+    #[test]
+    fn test_rgx_split_span() {
+        let span1 = Span::new("bbbannnnxdddaca", 0, 15, "".to_string());
+        let result_1 = rgx_split_span("a|x", &span1, "Start Tag").map(|(s1, s2)| {
+            (s1.as_str().to_string(), s2.as_str().to_string())
+        }).collect::<Vec<_>>();
+        assert_eq!(result_1, vec![("Start Tag".to_string(), "bbb".to_string()),
+            ("a".to_string(), "nnnn".to_string()),
+            ("x".to_string(), "ddd".to_string()),
+            ("a".to_string(), "c".to_string()),
+            ("a".to_string(), "".to_string())]);
+            
+        let span2 =  Span::new("abbbannnnxdddaca", 0, 16, "".to_string());
+        let result_2 = rgx_split_span("a|x", &span2, "Start Tag").map(|(s1, s2)| {
+            (s1.as_str().to_string(), s2.as_str().to_string())
+        }).collect::<Vec<_>>();
+        assert_eq!(result_2, vec![("a".to_string(), "bbb".to_string()),
+            ("a".to_string(), "nnnn".to_string()),
+            ("x".to_string(), "ddd".to_string()),
+            ("a".to_string(), "c".to_string()),
+            ("a".to_string(), "".to_string())]);
+    }
+
+
+
+
+}
\ No newline at end of file
diff --git a/spannerflow/Cargo.toml b/spannerflow/rust_server/Cargo.toml
similarity index 94%
rename from spannerflow/Cargo.toml
rename to spannerflow/rust_server/Cargo.toml
index 18e1164..7128507 100644
--- a/spannerflow/Cargo.toml
+++ b/spannerflow/rust_server/Cargo.toml
@@ -4,7 +4,7 @@ version = "0.1.0"
 edition = "2021"
 
 [[bin]]
-name = "rust_server"
+name = "rust_grpc_server"
 path = "src/main.rs"
 
 [dependencies]
diff --git a/spannerflow/rust_server/build.rs b/spannerflow/rust_server/build.rs
new file mode 100644
index 0000000..706136c
--- /dev/null
+++ b/spannerflow/rust_server/build.rs
@@ -0,0 +1,4 @@
+fn main() -> Result<(), Box<dyn std::error::Error>> {
+    tonic_build::compile_protos("../proto/dataflow/v1/dataflow.proto")?;
+    Ok(())
+}
\ No newline at end of file
diff --git a/spannerflow/src/main.rs b/spannerflow/rust_server/src/main.rs
similarity index 100%
rename from spannerflow/src/main.rs
rename to spannerflow/rust_server/src/main.rs
diff --git a/spannerflow/templates/Cargo.toml.jinja2 b/spannerflow/templates/Cargo.toml.jinja2
deleted file mode 100644
index efe936d..0000000
--- a/spannerflow/templates/Cargo.toml.jinja2
+++ /dev/null
@@ -1,21 +0,0 @@
-[package]
-name = "{{ project_name }}"
-version = "0.1.0"
-edition = "2021"
-
-[lib]
-crate-type = ["cdylib"]
-path = "src/{{ rust_file_name }}"
-
-[dependencies]
-{% for dependency in dependencies %}
-{% if dependency.json %}
-{{ dependency.name }} = {{ dependency.json }}
-{% else %}
-{{ dependency.name }} = "{{ dependency.version }}"{% endif %}{% endfor %}
-
-[build-dependencies]
-{% for dependency in build_dependencies %}
-{{ dependency.name }} = "{{ dependency.version }}"{% endfor %}
-
-[workspace]
\ No newline at end of file
diff --git a/spannerflow/templates/build.rs.jinja2 b/spannerflow/templates/build.rs.jinja2
deleted file mode 100644
index 58de510..0000000
--- a/spannerflow/templates/build.rs.jinja2
+++ /dev/null
@@ -1,4 +0,0 @@
-fn main() -> Result<(), Box<dyn std::error::Error>> {
-    tonic_build::compile_protos("{{ proto_file_path }}")?;
-    Ok(())
-}
\ No newline at end of file

From 7c0a07bd69208f476e0a13cbdeab796cd7be46ed Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Fri, 1 Nov 2024 21:36:48 +0000
Subject: [PATCH 159/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 4724281..c796d23 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-26%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>31</td><td>2</td><td>94%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L59">59</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L63">63</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>214</td><td>153</td><td>29%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L38-L47">38&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L50-L60">50&ndash;60</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L63-L64">63&ndash;64</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L70-L73">70&ndash;73</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L78-L79">78&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L82-L95">82&ndash;95</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L98-L101">98&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L104-L121">104&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L124-L127">124&ndash;127</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L131-L136">131&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L140-L145">140&ndash;145</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L149-L155">149&ndash;155</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L160-L164">160&ndash;164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L170-L176">170&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L180-L186">180&ndash;186</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L194-L199">194&ndash;199</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L203-L208">203&ndash;208</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L212-L218">212&ndash;218</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L224-L231">224&ndash;231</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L240">240</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L243">243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L246">246</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L250-L267">250&ndash;267</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L271-L294">271&ndash;294</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L301-L314">301&ndash;314</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L43-L50">43&ndash;50</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L54-L58">54&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L80">63&ndash;80</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L116">116</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>40</td><td>31</td><td>22%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L31-L70">31&ndash;70</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>315</td><td>277</td><td>12%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L49-L56">49&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L59-L60">59&ndash;60</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L63-L64">63&ndash;64</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L71-L92">71&ndash;92</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L96-L101">96&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L111-L141">111&ndash;141</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L153-L169">153&ndash;169</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L174-L176">174&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L179-L215">179&ndash;215</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L223-L295">223&ndash;295</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L305-L322">305&ndash;322</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L338-L366">338&ndash;366</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L376-L384">376&ndash;384</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L394-L395">394&ndash;395</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L405-L416">405&ndash;416</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L426-L444">426&ndash;444</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L447-L461">447&ndash;461</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L471-L546">471&ndash;546</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L553-L603">553&ndash;603</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L606-L619">606&ndash;619</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L622-L640">622&ndash;640</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L643-L653">643&ndash;653</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L656-L683">656&ndash;683</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L691-L701">691&ndash;701</a></td></tr><tr><td><b>TOTAL</b></td><td><b>768</b></td><td><b>571</b></td><td><b>26%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-25%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>25</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L34">34</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L38">38</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>214</td><td>153</td><td>29%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L38-L47">38&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L50-L60">50&ndash;60</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L63-L64">63&ndash;64</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L70-L73">70&ndash;73</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L78-L79">78&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L82-L95">82&ndash;95</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L98-L101">98&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L104-L121">104&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L124-L127">124&ndash;127</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L131-L136">131&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L140-L145">140&ndash;145</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L149-L155">149&ndash;155</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L160-L164">160&ndash;164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L170-L176">170&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L180-L186">180&ndash;186</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L194-L199">194&ndash;199</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L203-L208">203&ndash;208</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L212-L218">212&ndash;218</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L224-L231">224&ndash;231</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L240">240</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L243">243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L246">246</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L250-L267">250&ndash;267</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L271-L294">271&ndash;294</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L301-L314">301&ndash;314</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L54">47&ndash;54</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L59-L63">59&ndash;63</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L68-L85">68&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L124">124</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>40</td><td>31</td><td>22%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L31-L70">31&ndash;70</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>310</td><td>274</td><td>12%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L49-L56">49&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L59-L60">59&ndash;60</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L63-L64">63&ndash;64</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L71-L92">71&ndash;92</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L96-L101">96&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L114-L144">114&ndash;144</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L157-L173">157&ndash;173</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L178-L180">178&ndash;180</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L184-L220">184&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L229-L301">229&ndash;301</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L312-L329">312&ndash;329</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L346-L405">346&ndash;405</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L415-L423">415&ndash;423</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L433-L434">433&ndash;434</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L444-L455">444&ndash;455</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L465-L483">465&ndash;483</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L486-L500">486&ndash;500</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L510-L585">510&ndash;585</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L592-L642">592&ndash;642</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L645-L666">645&ndash;666</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L669-L694">669&ndash;694</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L702-L712">702&ndash;712</a></td></tr><tr><td><b>TOTAL</b></td><td><b>757</b></td><td><b>568</b></td><td><b>25%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 6e6a052e46b3c4695565dacfc93be6d76454196a Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sat, 2 Nov 2024 21:57:59 +0200
Subject: [PATCH 160/277] fix: rust lint action

---
 .github/workflows/rust_lint.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/rust_lint.yml b/.github/workflows/rust_lint.yml
index 7e97bd2..d8604ae 100644
--- a/.github/workflows/rust_lint.yml
+++ b/.github/workflows/rust_lint.yml
@@ -20,4 +20,4 @@ jobs:
 
       - name: Rust Lint
         run: cargo marker check
-        working-directory: ./spannerflow
+        working-directory: ./spannerflow/rust_server
\ No newline at end of file

From 9e4e2d7cfd558cf0246ecaa27171a43e50f9c0d5 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sun, 3 Nov 2024 22:02:19 +0200
Subject: [PATCH 161/277] feat: documentation and tests

---
 README.md           | 60 ++++++++++++++++++++++++++++++++++++++++++-
 nbs/60_engine.ipynb | 62 +++++++++++++++++++++++++++++++++++++++++++++
 nbs/index.ipynb     | 57 +++++++++++++++++++++++++++++++++++++++++
 3 files changed, 178 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index c796d23..a0d9fd9 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,6 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-25%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>25</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L34">34</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L38">38</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>214</td><td>153</td><td>29%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L38-L47">38&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L50-L60">50&ndash;60</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L63-L64">63&ndash;64</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L70-L73">70&ndash;73</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L78-L79">78&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L82-L95">82&ndash;95</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L98-L101">98&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L104-L121">104&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L124-L127">124&ndash;127</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L131-L136">131&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L140-L145">140&ndash;145</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L149-L155">149&ndash;155</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L160-L164">160&ndash;164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L170-L176">170&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L180-L186">180&ndash;186</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L194-L199">194&ndash;199</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L203-L208">203&ndash;208</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L212-L218">212&ndash;218</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L224-L231">224&ndash;231</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L240">240</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L243">243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L246">246</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L250-L267">250&ndash;267</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L271-L294">271&ndash;294</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L301-L314">301&ndash;314</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L54">47&ndash;54</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L59-L63">59&ndash;63</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L68-L85">68&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L124">124</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>40</td><td>31</td><td>22%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L31-L70">31&ndash;70</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>310</td><td>274</td><td>12%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L49-L56">49&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L59-L60">59&ndash;60</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L63-L64">63&ndash;64</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L71-L92">71&ndash;92</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L96-L101">96&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L114-L144">114&ndash;144</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L157-L173">157&ndash;173</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L178-L180">178&ndash;180</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L184-L220">184&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L229-L301">229&ndash;301</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L312-L329">312&ndash;329</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L346-L405">346&ndash;405</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L415-L423">415&ndash;423</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L433-L434">433&ndash;434</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L444-L455">444&ndash;455</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L465-L483">465&ndash;483</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L486-L500">486&ndash;500</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L510-L585">510&ndash;585</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L592-L642">592&ndash;642</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L645-L666">645&ndash;666</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L669-L694">669&ndash;694</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L702-L712">702&ndash;712</a></td></tr><tr><td><b>TOTAL</b></td><td><b>757</b></td><td><b>568</b></td><td><b>25%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide
@@ -19,6 +18,19 @@ source venv/bin/activate
 pip install -U pip 
 ```
 
+### To generate python from protobuf
+
+``` bash
+cd spannerflow/protos
+python -m grpc_tools.protoc -I. --python_out=.. --grpc_python_out=.. ./dataflow/v1/dataflow.proto
+cd ../..
+
+sed -i '' 's/from google.protobuf import runtime_version as _runtime_version/from google.protobuf import runtime_version as _runtime_version  # type: ignore/g' spannerflow/dataflow/v1/dataflow_pb2.py
+
+sed -i '' 's/from dataflow.v1 import dataflow_pb2 as dataflow_dot_v1_dot_dataflow__pb2/from spannerflow.dataflow.v1 import dataflow_pb2 as dataflow_dot_v1_dot_dataflow__pb2/g' spannerflow/dataflow/v1/dataflow_pb2_grpc.py
+
+```
+
 If you are new to using `nbdev` here are some useful pointers to get you
 started.
 
@@ -80,3 +92,49 @@ aggregation function on the column in this position
 
 if “op” is “select” it have to include: \* “theta” which is Theta object
 that indicates what selection to do
+
+## Getting started
+
+``` python
+from spannerflow.dataflow.v1 import dataflow_pb2
+from spannerflow.engine import Engine
+
+
+engine = Engine(ie_functions={})
+
+engine.add_collection("X", [dataflow_pb2.DATA_TYPE_STRING, dataflow_pb2.DATA_TYPE_INT, dataflow_pb2.DATA_TYPE_BOOL])
+
+for collection in engine.get_collections():
+    print(collection)
+
+engine.add_row("X", ["a", 12, False])
+engine.add_row("X", ["b", 10, True])
+engine.add_rows("X", [
+    ["c", 10, False],
+    ["d", 12, True],
+])
+
+
+for row in engine.get_collection("X"):
+    print(row)
+
+engine.delete_row("X", ["a", 12, False])
+
+for row in engine.get_collections():
+    print(row)
+
+engine.save_to_csv("X", "X.csv")
+
+engine.delete_collection("X")
+
+for collection in engine.get_collections():
+    print(collection)
+
+engine.load_from_csv("X", "X.csv")
+
+for collection in engine.get_collections():
+    print(collection)
+
+for row in engine.get_collection("X"):
+    print(row)
+```
diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index 135d312..731afb8 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -351,6 +351,68 @@
     "                )"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "I0000 00:00:1730663890.829317 1787849 fork_posix.cc:77] Other threads are currently calling into gRPC, skipping fork() handlers\n"
+     ]
+    }
+   ],
+   "source": [
+    "from spannerflow.dataflow.v1 import dataflow_pb2\n",
+    "\n",
+    "engine = Engine(ie_functions={})\n",
+    "\n",
+    "engine.add_collection(\n",
+    "    \"X\",\n",
+    "    [\n",
+    "        dataflow_pb2.DATA_TYPE_STRING,  # type: ignore\n",
+    "        dataflow_pb2.DATA_TYPE_INT,  # type: ignore\n",
+    "        dataflow_pb2.DATA_TYPE_BOOL,  # type: ignore\n",
+    "    ],\n",
+    ")\n",
+    "\n",
+    "assert list(engine.get_collections()) == [\"X\"]\n",
+    "\n",
+    "\n",
+    "engine.add_row(\"X\", [\"a\", 12, False])\n",
+    "engine.add_row(\"X\", [\"b\", 10, True])\n",
+    "engine.add_rows(\n",
+    "    \"X\",\n",
+    "    [\n",
+    "        [\"c\", 10, False],\n",
+    "        [\"d\", 12, True],\n",
+    "    ],\n",
+    ")\n",
+    "\n",
+    "\n",
+    "assert list(engine.get_collection(\"X\")) == [\n",
+    "    [\"a\", 12, False],\n",
+    "    [\"b\", 10, True],\n",
+    "    [\"c\", 10, False],\n",
+    "    [\"d\", 12, True],\n",
+    "]\n",
+    "\n",
+    "\n",
+    "engine.delete_row(\"X\", [\"a\", 12, False])\n",
+    "\n",
+    "assert list(engine.get_collection(\"X\")) == [\n",
+    "    [\"b\", 10, True],\n",
+    "    [\"c\", 10, False],\n",
+    "    [\"d\", 12, True],\n",
+    "]\n",
+    "\n",
+    "engine.delete_collection(\"X\")\n",
+    "\n",
+    "assert list(engine.get_collections()) == []"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
diff --git a/nbs/index.ipynb b/nbs/index.ipynb
index b9593e1..429ca4a 100644
--- a/nbs/index.ipynb
+++ b/nbs/index.ipynb
@@ -183,6 +183,63 @@
     "\n",
     "\n"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Getting started"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "```python\n",
+    "from spannerflow.dataflow.v1 import dataflow_pb2\n",
+    "from spannerflow.engine import Engine\n",
+    "\n",
+    "\n",
+    "engine = Engine(ie_functions={})\n",
+    "\n",
+    "engine.add_collection(\"X\", [dataflow_pb2.DATA_TYPE_STRING, dataflow_pb2.DATA_TYPE_INT, dataflow_pb2.DATA_TYPE_BOOL])\n",
+    "\n",
+    "for collection in engine.get_collections():\n",
+    "    print(collection)\n",
+    "\n",
+    "engine.add_row(\"X\", [\"a\", 12, False])\n",
+    "engine.add_row(\"X\", [\"b\", 10, True])\n",
+    "engine.add_rows(\"X\", [\n",
+    "    [\"c\", 10, False],\n",
+    "    [\"d\", 12, True],\n",
+    "])\n",
+    "\n",
+    "\n",
+    "for row in engine.get_collection(\"X\"):\n",
+    "    print(row)\n",
+    "\n",
+    "engine.delete_row(\"X\", [\"a\", 12, False])\n",
+    "\n",
+    "for row in engine.get_collections():\n",
+    "    print(row)\n",
+    "\n",
+    "engine.save_to_csv(\"X\", \"X.csv\")\n",
+    "\n",
+    "engine.delete_collection(\"X\")\n",
+    "\n",
+    "for collection in engine.get_collections():\n",
+    "    print(collection)\n",
+    "\n",
+    "engine.load_from_csv(\"X\", \"X.csv\")\n",
+    "\n",
+    "for collection in engine.get_collections():\n",
+    "    print(collection)\n",
+    "\n",
+    "for row in engine.get_collection(\"X\"):\n",
+    "    print(row)\n",
+    "\n",
+    "```"
+   ]
   }
  ],
  "metadata": {

From c58f88745900a6cc933d6ef02bf949076d991763 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sun, 3 Nov 2024 22:02:45 +0200
Subject: [PATCH 162/277] feat: documentation and tests

---
 nbs/60_engine.ipynb | 2 --
 1 file changed, 2 deletions(-)

diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index 731afb8..0a21c9f 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -365,8 +365,6 @@
     }
    ],
    "source": [
-    "from spannerflow.dataflow.v1 import dataflow_pb2\n",
-    "\n",
     "engine = Engine(ie_functions={})\n",
     "\n",
     "engine.add_collection(\n",

From 9823641af62499c6ff3c48702fd2b7c3bb1ebe85 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sun, 3 Nov 2024 22:03:50 +0200
Subject: [PATCH 163/277] feat: documentation and tests

---
 nbs/60_engine.ipynb | 10 +---------
 1 file changed, 1 insertion(+), 9 deletions(-)

diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index 0a21c9f..cc2f113 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -355,15 +355,7 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "I0000 00:00:1730663890.829317 1787849 fork_posix.cc:77] Other threads are currently calling into gRPC, skipping fork() handlers\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "engine = Engine(ie_functions={})\n",
     "\n",

From 31ed9c0dcd823844b3dfd5880d8736e2b4f25dc0 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Sun, 3 Nov 2024 20:07:37 +0000
Subject: [PATCH 164/277] Update coverage on Readme

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index a0d9fd9..e42be2f 100644
--- a/README.md
+++ b/README.md
@@ -7,6 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-25%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>25</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L34">34</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L38">38</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>214</td><td>153</td><td>29%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L38-L47">38&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L50-L60">50&ndash;60</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L63-L64">63&ndash;64</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L70-L73">70&ndash;73</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L78-L79">78&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L82-L95">82&ndash;95</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L98-L101">98&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L104-L121">104&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L124-L127">124&ndash;127</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L131-L136">131&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L140-L145">140&ndash;145</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L149-L155">149&ndash;155</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L160-L164">160&ndash;164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L170-L176">170&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L180-L186">180&ndash;186</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L194-L199">194&ndash;199</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L203-L208">203&ndash;208</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L212-L218">212&ndash;218</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L224-L231">224&ndash;231</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L240">240</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L243">243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L246">246</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L250-L267">250&ndash;267</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L271-L294">271&ndash;294</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L301-L314">301&ndash;314</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L54">47&ndash;54</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L59-L63">59&ndash;63</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L68-L85">68&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L124">124</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>40</td><td>31</td><td>22%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L31-L70">31&ndash;70</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>310</td><td>274</td><td>12%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L49-L56">49&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L59-L60">59&ndash;60</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L63-L64">63&ndash;64</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L71-L92">71&ndash;92</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L96-L101">96&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L114-L144">114&ndash;144</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L157-L173">157&ndash;173</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L178-L180">178&ndash;180</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L184-L220">184&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L229-L301">229&ndash;301</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L312-L329">312&ndash;329</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L346-L405">346&ndash;405</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L415-L423">415&ndash;423</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L433-L434">433&ndash;434</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L444-L455">444&ndash;455</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L465-L483">465&ndash;483</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L486-L500">486&ndash;500</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L510-L585">510&ndash;585</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L592-L642">592&ndash;642</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L645-L666">645&ndash;666</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L669-L694">669&ndash;694</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L702-L712">702&ndash;712</a></td></tr><tr><td><b>TOTAL</b></td><td><b>757</b></td><td><b>568</b></td><td><b>25%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 00d54387d06650e600c15d272d94df3e1a85feab Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sun, 3 Nov 2024 22:13:57 +0200
Subject: [PATCH 165/277] feat: documentation and tests

---
 README.md       | 28 ++++++++++++++++++++--------
 nbs/index.ipynb |  4 +++-
 2 files changed, 23 insertions(+), 9 deletions(-)

diff --git a/README.md b/README.md
index e42be2f..a45ac6b 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,6 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-25%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>25</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L34">34</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L38">38</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>214</td><td>153</td><td>29%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L38-L47">38&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L50-L60">50&ndash;60</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L63-L64">63&ndash;64</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L70-L73">70&ndash;73</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L78-L79">78&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L82-L95">82&ndash;95</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L98-L101">98&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L104-L121">104&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L124-L127">124&ndash;127</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L131-L136">131&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L140-L145">140&ndash;145</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L149-L155">149&ndash;155</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L160-L164">160&ndash;164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L170-L176">170&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L180-L186">180&ndash;186</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L194-L199">194&ndash;199</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L203-L208">203&ndash;208</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L212-L218">212&ndash;218</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L224-L231">224&ndash;231</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L240">240</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L243">243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L246">246</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L250-L267">250&ndash;267</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L271-L294">271&ndash;294</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L301-L314">301&ndash;314</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L54">47&ndash;54</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L59-L63">59&ndash;63</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L68-L85">68&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L124">124</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>40</td><td>31</td><td>22%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L31-L70">31&ndash;70</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>310</td><td>274</td><td>12%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L49-L56">49&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L59-L60">59&ndash;60</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L63-L64">63&ndash;64</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L71-L92">71&ndash;92</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L96-L101">96&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L114-L144">114&ndash;144</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L157-L173">157&ndash;173</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L178-L180">178&ndash;180</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L184-L220">184&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L229-L301">229&ndash;301</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L312-L329">312&ndash;329</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L346-L405">346&ndash;405</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L415-L423">415&ndash;423</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L433-L434">433&ndash;434</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L444-L455">444&ndash;455</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L465-L483">465&ndash;483</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L486-L500">486&ndash;500</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L510-L585">510&ndash;585</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L592-L642">592&ndash;642</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L645-L666">645&ndash;666</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L669-L694">669&ndash;694</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L702-L712">702&ndash;712</a></td></tr><tr><td><b>TOTAL</b></td><td><b>757</b></td><td><b>568</b></td><td><b>25%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide
@@ -76,13 +75,26 @@ find package manager specific guidelines on
 Nodes should follow this:
 
 must have “schema” which is a list of strings must have “op” which is
-one of: \* “union” \* “rename” \* “select” \* “project” \* “groupby” \*
-“product” \* “join” \* “ie_map” \* “get_const” \* “get_rel”
-
-if “op” is “ie_map” it have to include: \* “name” which is a string \*
-“in_schema” which is a list of types or functions \* “out_schema” which
-is a list of types or functions \* “out_arity” which is a number \*
-“in_arity” which is a number
+one of:
+
+- “union”
+- “rename”
+- “select”
+- “project”
+- “groupby”
+- “product”
+- “join”
+- “ie_map”
+- “get_const”
+- “get_rel”
+
+if “op” is “ie_map” it have to include:
+
+- “name” which is a string
+- “in_schema” which is a list of types or functions
+- “out_schema” which is a list of types or functions
+- “out_arity” which is a number
+- “in_arity” which is a number
 
 if “op” is “get_const” \* “const_dict” which is a dictinary with column
 as a key (appears in “schema”) and a const as a value.
diff --git a/nbs/index.ipynb b/nbs/index.ipynb
index 429ca4a..2df7ae4 100644
--- a/nbs/index.ipynb
+++ b/nbs/index.ipynb
@@ -153,6 +153,7 @@
     "\n",
     "must have \"schema\" which is a list of strings\n",
     "must have \"op\" which is one of: \n",
+    "\n",
     "*    \"union\" \n",
     "*    \"rename\"\n",
     "*    \"select\"\n",
@@ -164,7 +165,8 @@
     "*    \"get_const\"\n",
     "*    \"get_rel\"\n",
     "\n",
-    "if \"op\" is \"ie_map\" it have to include: \n",
+    "if \"op\" is \"ie_map\" it have to include:\n",
+    "\n",
     "*    \"name\" which is a string\n",
     "*    \"in_schema\" which is a list of types or functions\n",
     "*    \"out_schema\" which is a list of types or functions\n",

From 0a272cf0365bffd9d7bd1b66414b4f178b06ba7c Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sun, 3 Nov 2024 22:14:43 +0200
Subject: [PATCH 166/277] feat: documentation and tests

---
 nbs/index.ipynb | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/nbs/index.ipynb b/nbs/index.ipynb
index 2df7ae4..833489f 100644
--- a/nbs/index.ipynb
+++ b/nbs/index.ipynb
@@ -174,13 +174,16 @@
     "*    \"in_arity\" which is a number\n",
     "\n",
     "if \"op\" is \"get_const\"\n",
+    "\n",
     "*    \"const_dict\" which is a dictinary with column as a key (appears in \"schema\") and a const as a value.\n",
     "    \n",
     "\n",
     "if \"op\" is \"groupby\" it have to include:\n",
+    "\n",
     "*    \"agg\" which is a list of strings or None in length of schema which indicates what and if to apply aggregation function on the column in this position\n",
     "\n",
     "if \"op\" is \"select\" it have to include:\n",
+    "\n",
     "*    \"theta\" which is Theta object that indicates what selection to do\n",
     "\n",
     "\n"

From f314a81a572ac645b20ad97aad8b22b9cfd8aba7 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sun, 3 Nov 2024 22:17:45 +0200
Subject: [PATCH 167/277] feat: documentation and tests

---
 README.md       | 19 ++++++++++++-------
 nbs/index.ipynb |  2 +-
 2 files changed, 13 insertions(+), 8 deletions(-)

diff --git a/README.md b/README.md
index a45ac6b..2860900 100644
--- a/README.md
+++ b/README.md
@@ -96,15 +96,20 @@ if “op” is “ie_map” it have to include:
 - “out_arity” which is a number
 - “in_arity” which is a number
 
-if “op” is “get_const” \* “const_dict” which is a dictinary with column
-as a key (appears in “schema”) and a const as a value.
+if “op” is “get_const”
 
-if “op” is “groupby” it have to include: \* “agg” which is a list of
-strings or None in length of schema which indicates what and if to apply
-aggregation function on the column in this position
+- “const_dict” which is a dictinary with column as a key (appears in
+  “schema”) and a const as a value.
 
-if “op” is “select” it have to include: \* “theta” which is Theta object
-that indicates what selection to do
+if “op” is “groupby” it have to include:
+
+- “agg” which is a list of strings or None in length of schema which
+  indicates what and if to apply aggregation function on the column in
+  this position
+
+if “op” is “select” it have to include:
+
+- “theta” which is Theta object that indicates what selection to do
 
 ## Getting started
 
diff --git a/nbs/index.ipynb b/nbs/index.ipynb
index 833489f..aa43662 100644
--- a/nbs/index.ipynb
+++ b/nbs/index.ipynb
@@ -173,7 +173,7 @@
     "*    \"out_arity\" which is a number\n",
     "*    \"in_arity\" which is a number\n",
     "\n",
-    "if \"op\" is \"get_const\"\n",
+    "if \"op\" is \"get_const\":\n",
     "\n",
     "*    \"const_dict\" which is a dictinary with column as a key (appears in \"schema\") and a const as a value.\n",
     "    \n",

From dc70dc3bf2ff62bcc7edde192a22aa1b60b608f4 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Sun, 3 Nov 2024 20:21:31 +0000
Subject: [PATCH 168/277] Update coverage on Readme

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 2860900..0f3c2d0 100644
--- a/README.md
+++ b/README.md
@@ -7,6 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-25%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>25</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L34">34</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L38">38</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>214</td><td>153</td><td>29%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L38-L47">38&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L50-L60">50&ndash;60</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L63-L64">63&ndash;64</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L70-L73">70&ndash;73</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L78-L79">78&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L82-L95">82&ndash;95</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L98-L101">98&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L104-L121">104&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L124-L127">124&ndash;127</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L131-L136">131&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L140-L145">140&ndash;145</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L149-L155">149&ndash;155</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L160-L164">160&ndash;164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L170-L176">170&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L180-L186">180&ndash;186</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L194-L199">194&ndash;199</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L203-L208">203&ndash;208</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L212-L218">212&ndash;218</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L224-L231">224&ndash;231</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L240">240</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L243">243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L246">246</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L250-L267">250&ndash;267</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L271-L294">271&ndash;294</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L301-L314">301&ndash;314</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L54">47&ndash;54</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L59-L63">59&ndash;63</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L68-L85">68&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L124">124</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>40</td><td>31</td><td>22%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L31-L70">31&ndash;70</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>310</td><td>274</td><td>12%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L49-L56">49&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L59-L60">59&ndash;60</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L63-L64">63&ndash;64</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L71-L92">71&ndash;92</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L96-L101">96&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L114-L144">114&ndash;144</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L157-L173">157&ndash;173</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L178-L180">178&ndash;180</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L184-L220">184&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L229-L301">229&ndash;301</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L312-L329">312&ndash;329</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L346-L405">346&ndash;405</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L415-L423">415&ndash;423</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L433-L434">433&ndash;434</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L444-L455">444&ndash;455</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L465-L483">465&ndash;483</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L486-L500">486&ndash;500</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L510-L585">510&ndash;585</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L592-L642">592&ndash;642</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L645-L666">645&ndash;666</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L669-L694">669&ndash;694</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L702-L712">702&ndash;712</a></td></tr><tr><td><b>TOTAL</b></td><td><b>757</b></td><td><b>568</b></td><td><b>25%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 620ec8dfce880f9707fe47542e9df84682e3739a Mon Sep 17 00:00:00 2001
From: IdoDesign <ido.tarazi@campus.technion.ac.il>
Date: Sun, 3 Nov 2024 17:34:53 +0200
Subject: [PATCH 169/277] WIP

---
 nbs/00_config.ipynb                           |   5 +-
 nbs/15_span.ipynb                             | 663 ++++++++++++++++++
 nbs/50_rust_dataflow.ipynb                    |   4 +-
 nbs/60_engine.ipynb                           |  24 +-
 spannerflow/_modidx.py                        |  21 +-
 spannerflow/config.py                         |   5 +-
 spannerflow/engine.py                         |  22 +
 spannerflow/rust_dataflow.py                  |   4 +-
 spannerflow/rust_lib/Cargo.toml               |   7 +-
 spannerflow/rust_lib/src/span.rs              |   4 +-
 spannerflow/span.py                           | 176 +++++
 spannerflow/templates/rust_dataflow.rs.jinja2 |   1 +
 12 files changed, 922 insertions(+), 14 deletions(-)
 create mode 100644 nbs/15_span.ipynb
 create mode 100644 spannerflow/span.py

diff --git a/nbs/00_config.ipynb b/nbs/00_config.ipynb
index 782ef27..b04ae40 100644
--- a/nbs/00_config.ipynb
+++ b/nbs/00_config.ipynb
@@ -72,8 +72,9 @@
     "    DATAFLOW_IP: str = \"localhost\"\n",
     "    PACKAGE_ROOT = Path(__file__).parent\n",
     "    GENERATED_RUST_PROJECT_PATH: Path = PACKAGE_ROOT.joinpath(\"generated_rust\")\n",
-    "    RUST_SERVER_LIB_SRC_FILE_PATH: Path = PACKAGE_ROOT.joinpath(\n",
-    "        \"rust_lib\", \"src\", \"latest.rs\"\n",
+    "    RUST_SERVER_LIB_DIR_PATH: Path = PACKAGE_ROOT.joinpath(\"rust_lib\")\n",
+    "    RUST_SERVER_LIB_SRC_FILE_PATH: Path = RUST_SERVER_LIB_DIR_PATH.joinpath(\n",
+    "        \"src\", \"latest.rs\"\n",
     "    )\n",
     "    RUST_SERVER_PATH: Path = PACKAGE_ROOT.joinpath(\"rust_grpc_server\")\n",
     "    TEMPLATES_PATH: Path = PACKAGE_ROOT.joinpath(\"templates\")\n",
diff --git a/nbs/15_span.ipynb b/nbs/15_span.ipynb
new file mode 100644
index 0000000..fb508df
--- /dev/null
+++ b/nbs/15_span.ipynb
@@ -0,0 +1,663 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Spans\n",
+    "> Span class and how to interface it with pandas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | default_exp span"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The autoreload extension is already loaded. To reload it, use:\n",
+      "  %reload_ext autoreload\n"
+     ]
+    }
+   ],
+   "source": [
+    "# | hide\n",
+    "%load_ext autoreload\n",
+    "%autoreload 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
+    "import hashlib\n",
+    "from collections import UserString\n",
+    "from pathlib import Path\n",
+    "\n",
+    "import pandas as pd\n",
+    "\n",
+    "pd.options.future.infer_string = True"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "I followed [this guide](https://itnext.io/guide-to-pandas-extension-types-and-how-to-create-your-own-3b213d689c86) on how to make extension types for pandas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
+    "\n",
+    "\n",
+    "def small_hash(txt, length=6):\n",
+    "    \"\"\"A function that returns a small hash of a string\n",
+    "\n",
+    "    Args:\n",
+    "        txt (_type_): string to hash\n",
+    "        length (int, optional): length of hash. Defaults to 6.\n",
+    "\n",
+    "    Returns:\n",
+    "        _type_: _description_\n",
+    "    \"\"\"\n",
+    "    return hashlib.sha1(txt.encode()).hexdigest()[:length]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
+    "SPAN_REPR_FORMAT = '''[@{doc},{start},{end}) \"{text}\"'''\n",
+    "SPAN_TEXT_HEAD_NUM = 10\n",
+    "\n",
+    "\n",
+    "def set_span_repr_format(format=None, head: int | None = None):\n",
+    "    \"\"\"\n",
+    "    Sets the representation format for spans and the number of characters to display in the span text.\n",
+    "\n",
+    "    Parameters:\n",
+    "        format (str, optional): The representation format for spans. Defaults to None.\n",
+    "        head (int, optional): The number of characters to display in the span text. Defaults to None.\n",
+    "    \"\"\"\n",
+    "    global SPAN_REPR_FORMAT, SPAN_TEXT_HEAD_NUM\n",
+    "    if format is not None:\n",
+    "        SPAN_REPR_FORMAT = format\n",
+    "    if head is not None:\n",
+    "        SPAN_TEXT_HEAD_NUM = head\n",
+    "\n",
+    "\n",
+    "def get_span_repr_format() -> tuple[str, int | None]:\n",
+    "    \"\"\"\n",
+    "    Returns the span representation format.\n",
+    "\n",
+    "    Returns:\n",
+    "        (the span representation format, the number of characters to display in the span text)\n",
+    "    \"\"\"\n",
+    "    return SPAN_REPR_FORMAT, SPAN_TEXT_HEAD_NUM"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
+    "\n",
+    "\n",
+    "# TODO from here turn all code into having spanner act as a string with slicing, change the display option to use repr\n",
+    "# and add a note on it in the tutorial and the tests here\n",
+    "\n",
+    "# we will have an ie function that casts a span to its string for viewing while developing - TODO\n",
+    "\n",
+    "# whether we get a document as a string or as a file, we assume that it remains immutable throughout the process - TODO explain\n",
+    "# a user can access the original document through the span interface (currently we dont do disk caching etc so it will just be a string and not a document class) - TODO explain\n",
+    "\n",
+    "\n",
+    "class Span(UserString):\n",
+    "    def __init__(self, doc, start=None, end=None, name=None):\n",
+    "        if isinstance(doc, Span):\n",
+    "            # father = doc\n",
+    "            sub_span = doc.slice(start, end)\n",
+    "            self.doc = sub_span.doc\n",
+    "            self.start = sub_span.start\n",
+    "            self.end = sub_span.end\n",
+    "            self.name = sub_span.name\n",
+    "\n",
+    "        else:\n",
+    "            if isinstance(doc, Path):\n",
+    "                self.doc = doc.read_text()\n",
+    "                self.name = doc.name\n",
+    "            else:\n",
+    "                if name is None:\n",
+    "                    name = small_hash(doc)\n",
+    "                self.name = name\n",
+    "                self.doc = doc\n",
+    "\n",
+    "            if start is None:\n",
+    "                start = 0\n",
+    "            if end is None:\n",
+    "                end = len(self.doc)\n",
+    "            self.start = start\n",
+    "            self.end = end\n",
+    "\n",
+    "        super().__init__(self.as_str())\n",
+    "\n",
+    "    def __getitem__(self, key):\n",
+    "        if isinstance(key, slice):\n",
+    "            return self.slice(key.start, key.stop)\n",
+    "        return self.doc[self.start + key]\n",
+    "\n",
+    "    def slice(self, start=None, end=None):\n",
+    "        if start is None:\n",
+    "            start = 0\n",
+    "        if end is None:\n",
+    "            end = len(self)\n",
+    "        if start < 0 or end < 0:\n",
+    "            raise ValueError(\n",
+    "                f\"Negative indices not supported, got start: {start}, end: {end}\"\n",
+    "            )\n",
+    "        if start > end:\n",
+    "            raise ValueError(\n",
+    "                f\"Start index greater than end index, got start: {start}, end: {end}\"\n",
+    "            )\n",
+    "        if end > len(self):\n",
+    "            raise ValueError(\n",
+    "                f\"End index greater than length of span, got end: {end}, length: {len(self)}\"\n",
+    "            )\n",
+    "        return Span(self.doc, self.start + start, self.start + end, name=self.name)\n",
+    "\n",
+    "    # @property\n",
+    "    # def data(self):\n",
+    "    #     return str(self)\n",
+    "\n",
+    "    def __repr__(self):\n",
+    "        f_string, head_num = get_span_repr_format()\n",
+    "        text = self.doc[self.start : self.end]\n",
+    "        if len(text) > head_num:\n",
+    "            text = text[:head_num] + \"...\"\n",
+    "        return SPAN_REPR_FORMAT.format(\n",
+    "            doc=self.name, start=self.start, end=self.end, text=text\n",
+    "        )\n",
+    "\n",
+    "    def __len__(self):\n",
+    "        return self.end - self.start\n",
+    "\n",
+    "    def __str__(self):\n",
+    "        return self.as_str()\n",
+    "\n",
+    "    def as_str(self):\n",
+    "        return self.doc[self.start : self.end]\n",
+    "\n",
+    "    # # used for sorting `Span`s in dataframes\n",
+    "    def __hash__(self) -> int:\n",
+    "        return hash((self.doc, self.start, self.end))\n",
+    "\n",
+    "    def __lt__(self, other) -> bool:\n",
+    "        return (self.doc, self.start, self.end) < (other.doc, other.start, other.end)\n",
+    "\n",
+    "    def __eq__(self, value: object) -> bool:\n",
+    "        if isinstance(value, Span):\n",
+    "            return (\n",
+    "                self.start == value.start\n",
+    "                and self.end == value.end\n",
+    "                and self.doc == value.doc\n",
+    "            )\n",
+    "        elif isinstance(value, str):\n",
+    "            return self.as_str() == value\n",
+    "        else:\n",
+    "            return False\n",
+    "\n",
+    "    def as_tuple(self):\n",
+    "        return (self.doc, self.start, self.end)\n",
+    "\n",
+    "    @classmethod\n",
+    "    def from_val(cls, val):\n",
+    "        if isinstance(val, Span):\n",
+    "            return val\n",
+    "        if isinstance(val, (list, tuple)) and len(val) == 3:\n",
+    "            return Span(doc=val[0], start=val[1], end=val[2])\n",
+    "        raise ValueError(\"Invalid value to create Vector from: {}\".format(val))\n",
+    "\n",
+    "\n",
+    "def ie(s: Span) -> tuple[int, int]:\n",
+    "    return s.start, s.end"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "assert Span(\"aa\", 0, 2) == \"aa\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>span</th>\n",
+       "      <th>num</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>(h, e, l, l, o)</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>(w, o, r, l, d)</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>(w, o, r, l, d)</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              span  num\n",
+       "0  (h, e, l, l, o)    1\n",
+       "1  (w, o, r, l, d)    2\n",
+       "2  (w, o, r, l, d)    3"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "doc = \"world\"\n",
+    "df = pd.DataFrame(\n",
+    "    [\n",
+    "        [Span(\"hello\", 0, 5), 1],\n",
+    "        [Span(doc, 0, 5), 2],\n",
+    "        [Span(doc, 0, 5), 3],\n",
+    "    ],\n",
+    "    columns=[\"span\", \"num\"],\n",
+    ")\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>span</th>\n",
+       "      <th>num</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>hello</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>world</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>world</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    span  num\n",
+       "0  hello    1\n",
+       "1  world    2\n",
+       "2  world    3"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "doc = \"world\"\n",
+    "df = pd.DataFrame(\n",
+    "    [\n",
+    "        [\"hello\", 1],\n",
+    "        [\"world\", 2],\n",
+    "        [\"world\", 3],\n",
+    "    ],\n",
+    "    columns=[\"span\", \"num\"],\n",
+    ")\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>num</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>span</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>hello</th>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>world</th>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       num\n",
+       "span      \n",
+       "hello    1\n",
+       "world    5"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# TODO from here, ok so We need union types and to make the span class print prettily\n",
+    "df.groupby(\"span\").sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "string = \"hello stranger\"\n",
+    "short_string = \"hi\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[@doc,0,14) \"hello stra...\""
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from IPython.display import display\n",
+    "\n",
+    "s = Span(string, 0, len(string), name=\"doc\")\n",
+    "display(s)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>span</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>(h, e, l, l, o,  , s, t, r, a, n, g, e, r)</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                         span\n",
+       "0  (h, e, l, l, o,  , s, t, r, a, n, g, e, r)"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.DataFrame({\"span\": [s]})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>span</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[@doc,0,14) \"hello stra...\"</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                          span\n",
+       "0  [@doc,0,14) \"hello stra...\""
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = pd.DataFrame({\"span\": [s]}).map(repr)\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[@c22b5f,0,2) \"hi\""
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "s2 = Span(short_string)\n",
+    "display(s2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "assert s == \"hello stranger\"\n",
+    "assert s[0:5] == \"hello\"\n",
+    "assert not s == s[0:5]\n",
+    "assert f\"{s[0:5].as_str()} darkness\" == \"hello darkness\"\n",
+    "assert s[0:5][1:4] == \"ell\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# |hide\n",
+    "import nbdev\n",
+    "\n",
+    "nbdev.nbdev_export()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "python3",
+   "language": "python",
+   "name": "python3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index 15cdd57..8b6c2a9 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -708,7 +708,7 @@
     "        self._query_id += 1\n",
     "        self.create_rust_file(timestamp, graph)\n",
     "        self.build_rust(\n",
-    "            self._config.GENERATED_RUST_PROJECT_PATH.joinpath(\n",
+    "            self._config.RUST_SERVER_LIB_DIR_PATH.joinpath(\n",
     "                self._cargo_file_name\n",
     "            ).absolute(),\n",
     "            self._config.RUST_SO_BUILD_LOG_PATH,\n",
@@ -727,7 +727,7 @@
     "        else:\n",
     "            raise RuntimeError(\"Unsupported OS\")\n",
     "        return (\n",
-    "            self._config.GENERATED_RUST_PROJECT_PATH.joinpath(\n",
+    "            self._config.RUST_SERVER_LIB_DIR_PATH.joinpath(\n",
     "                \"target\", \"release\", lib_filename\n",
     "            ),\n",
     "            f\"query_{self._query_id}\",\n",
diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index cc2f113..4cb3cdf 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -27,6 +27,7 @@
     "# | export\n",
     "import math\n",
     "import os\n",
+    "import re\n",
     "import socket\n",
     "import subprocess\n",
     "import threading\n",
@@ -44,7 +45,8 @@
     "from spannerflow.config import Config\n",
     "from spannerflow.dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc\n",
     "from spannerflow.graph_utils import find_output\n",
-    "from spannerflow.grpc_server import IEFunctionService"
+    "from spannerflow.grpc_server import IEFunctionService\n",
+    "from spannerflow.span import Span"
    ]
   },
   {
@@ -281,6 +283,17 @@
     "        del self._ie_functions[name]\n",
     "\n",
     "    @staticmethod\n",
+    "    def _deserialize_span(span_str: str) -> Span:\n",
+    "        SPAN_PATTERN = (\n",
+    "            r\"^\\[@(?P<doc_id>.*),(?P<start>\\d+),(?P<end>\\d+)\\) \\\"(?P<text>.*)\\\"$\"\n",
+    "        )\n",
+    "        matches = re.match(SPAN_PATTERN, span_str)\n",
+    "        if matches is None:\n",
+    "            raise ValueError(f\"Invalid span string: {span_str}\")\n",
+    "        res = matches.groupdict()\n",
+    "        return Span(res[\"text\"], int(res[\"start\"]), int(res[\"end\"]), res[\"doc_id\"])\n",
+    "\n",
+    "    @staticmethod\n",
     "    def _deserialize_row(schema: list[str], row: list[str]) -> list[Any]:\n",
     "        new_row: list[Any] = list()\n",
     "        for col_type, value in zip(schema, row):\n",
@@ -297,6 +310,9 @@
     "                    if value not in [\"true\", \"false\"]:\n",
     "                        raise ValueError(f\"Expected bool, got {value}\")\n",
     "                    new_row.append(value.lower() == \"true\")\n",
+    "                case dataflow_pb2.DataType.DATA_TYPE_SPAN:  # type: ignore\n",
+    "                    new_row.append(Engine._deserialize_span(value))\n",
+    "\n",
     "                case _:\n",
     "                    raise ValueError(f\"Unknown data type: {col_type}\")\n",
     "        return new_row\n",
@@ -324,8 +340,14 @@
     "                    if not isinstance(value, bool):\n",
     "                        raise ValueError(f\"Expected bool, got {type(value)}\")\n",
     "                    new_row.append(str(value).lower())\n",
+    "                case dataflow_pb2.DataType.DATA_TYPE_SPAN:  # type: ignore\n",
+    "                    if not isinstance(value, Span):\n",
+    "                        raise ValueError(f\"Expected Span, got {type(value)}\")\n",
+    "                    new_row.append(repr(value))\n",
+    "\n",
     "                case _:\n",
     "                    raise ValueError(f\"Unknown data type: {col_type}\")\n",
+    "\n",
     "        return new_row\n",
     "\n",
     "    @ensure_server_running\n",
diff --git a/spannerflow/_modidx.py b/spannerflow/_modidx.py
index 1804553..038f828 100644
--- a/spannerflow/_modidx.py
+++ b/spannerflow/_modidx.py
@@ -16,6 +16,8 @@
                                     'spannerflow.engine.Engine.__init__': ('engine.html#engine.__init__', 'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine._deserialize_row': ( 'engine.html#engine._deserialize_row',
                                                                                     'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine._deserialize_span': ( 'engine.html#engine._deserialize_span',
+                                                                                     'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine._generate_add_rows_requests': ( 'engine.html#engine._generate_add_rows_requests',
                                                                                                'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine._is_port_available': ( 'engine.html#engine._is_port_available',
@@ -143,4 +145,21 @@
                                            'spannerflow.rust_dataflow.RustDataflow.update_repeatable_cols_in_schema': ( 'rust_dataflow.html#rustdataflow.update_repeatable_cols_in_schema',
                                                                                                                         'spannerflow/rust_dataflow.py'),
                                            'spannerflow.rust_dataflow.RustDataflow.validate_node': ( 'rust_dataflow.html#rustdataflow.validate_node',
-                                                                                                     'spannerflow/rust_dataflow.py')}}}
+                                                                                                     'spannerflow/rust_dataflow.py')},
+            'spannerflow.span': { 'spannerflow.span.Span': ('span.html#span', 'spannerflow/span.py'),
+                                  'spannerflow.span.Span.__eq__': ('span.html#span.__eq__', 'spannerflow/span.py'),
+                                  'spannerflow.span.Span.__getitem__': ('span.html#span.__getitem__', 'spannerflow/span.py'),
+                                  'spannerflow.span.Span.__hash__': ('span.html#span.__hash__', 'spannerflow/span.py'),
+                                  'spannerflow.span.Span.__init__': ('span.html#span.__init__', 'spannerflow/span.py'),
+                                  'spannerflow.span.Span.__len__': ('span.html#span.__len__', 'spannerflow/span.py'),
+                                  'spannerflow.span.Span.__lt__': ('span.html#span.__lt__', 'spannerflow/span.py'),
+                                  'spannerflow.span.Span.__repr__': ('span.html#span.__repr__', 'spannerflow/span.py'),
+                                  'spannerflow.span.Span.__str__': ('span.html#span.__str__', 'spannerflow/span.py'),
+                                  'spannerflow.span.Span.as_str': ('span.html#span.as_str', 'spannerflow/span.py'),
+                                  'spannerflow.span.Span.as_tuple': ('span.html#span.as_tuple', 'spannerflow/span.py'),
+                                  'spannerflow.span.Span.from_val': ('span.html#span.from_val', 'spannerflow/span.py'),
+                                  'spannerflow.span.Span.slice': ('span.html#span.slice', 'spannerflow/span.py'),
+                                  'spannerflow.span.get_span_repr_format': ('span.html#get_span_repr_format', 'spannerflow/span.py'),
+                                  'spannerflow.span.ie': ('span.html#ie', 'spannerflow/span.py'),
+                                  'spannerflow.span.set_span_repr_format': ('span.html#set_span_repr_format', 'spannerflow/span.py'),
+                                  'spannerflow.span.small_hash': ('span.html#small_hash', 'spannerflow/span.py')}}}
diff --git a/spannerflow/config.py b/spannerflow/config.py
index 1f558d5..0c50990 100644
--- a/spannerflow/config.py
+++ b/spannerflow/config.py
@@ -18,8 +18,9 @@ class Config:
     DATAFLOW_IP: str = "localhost"
     PACKAGE_ROOT = Path(__file__).parent
     GENERATED_RUST_PROJECT_PATH: Path = PACKAGE_ROOT.joinpath("generated_rust")
-    RUST_SERVER_LIB_SRC_FILE_PATH: Path = PACKAGE_ROOT.joinpath(
-        "rust_lib", "src", "latest.rs"
+    RUST_SERVER_LIB_DIR_PATH: Path = PACKAGE_ROOT.joinpath("rust_lib")
+    RUST_SERVER_LIB_SRC_FILE_PATH: Path = RUST_SERVER_LIB_DIR_PATH.joinpath(
+        "src", "latest.rs"
     )
     RUST_SERVER_PATH: Path = PACKAGE_ROOT.joinpath("rust_grpc_server")
     TEMPLATES_PATH: Path = PACKAGE_ROOT.joinpath("templates")
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index d477581..b61ec5c 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -8,6 +8,7 @@
 # %% ../nbs/60_engine.ipynb 2
 import math
 import os
+import re
 import socket
 import subprocess
 import threading
@@ -26,6 +27,7 @@
 from .dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc
 from .graph_utils import find_output
 from .grpc_server import IEFunctionService
+from .span import Span
 
 # %% ../nbs/60_engine.ipynb 4
 class Engine:
@@ -245,6 +247,17 @@ def get_ie_function(self, name: str):
     def del_ie_function(self, name: str):
         del self._ie_functions[name]
 
+    @staticmethod
+    def _deserialize_span(span_str: str) -> Span:
+        SPAN_PATTERN = (
+            r"^\[@(?P<doc_id>.*),(?P<start>\d+),(?P<end>\d+)\) \"(?P<text>.*)\"$"
+        )
+        matches = re.match(SPAN_PATTERN, span_str)
+        if matches is None:
+            raise ValueError(f"Invalid span string: {span_str}")
+        res = matches.groupdict()
+        return Span(res["text"], int(res["start"]), int(res["end"]), res["doc_id"])
+
     @staticmethod
     def _deserialize_row(schema: list[str], row: list[str]) -> list[Any]:
         new_row: list[Any] = list()
@@ -262,6 +275,9 @@ def _deserialize_row(schema: list[str], row: list[str]) -> list[Any]:
                     if value not in ["true", "false"]:
                         raise ValueError(f"Expected bool, got {value}")
                     new_row.append(value.lower() == "true")
+                case dataflow_pb2.DataType.DATA_TYPE_SPAN:  # type: ignore
+                    new_row.append(Engine._deserialize_span(value))
+
                 case _:
                     raise ValueError(f"Unknown data type: {col_type}")
         return new_row
@@ -289,8 +305,14 @@ def _serialize_row(schema: list[str], row: list[Any]) -> list[str]:
                     if not isinstance(value, bool):
                         raise ValueError(f"Expected bool, got {type(value)}")
                     new_row.append(str(value).lower())
+                case dataflow_pb2.DataType.DATA_TYPE_SPAN:  # type: ignore
+                    if not isinstance(value, Span):
+                        raise ValueError(f"Expected Span, got {type(value)}")
+                    new_row.append(repr(value))
+
                 case _:
                     raise ValueError(f"Unknown data type: {col_type}")
+
         return new_row
 
     @ensure_server_running
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 9fef2d9..1867ed3 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -673,7 +673,7 @@ def build_so(self, graph: nx.DiGraph) -> tuple[Path, str]:
         self._query_id += 1
         self.create_rust_file(timestamp, graph)
         self.build_rust(
-            self._config.GENERATED_RUST_PROJECT_PATH.joinpath(
+            self._config.RUST_SERVER_LIB_DIR_PATH.joinpath(
                 self._cargo_file_name
             ).absolute(),
             self._config.RUST_SO_BUILD_LOG_PATH,
@@ -692,7 +692,7 @@ def build_so(self, graph: nx.DiGraph) -> tuple[Path, str]:
         else:
             raise RuntimeError("Unsupported OS")
         return (
-            self._config.GENERATED_RUST_PROJECT_PATH.joinpath(
+            self._config.RUST_SERVER_LIB_DIR_PATH.joinpath(
                 "target", "release", lib_filename
             ),
             f"query_{self._query_id}",
diff --git a/spannerflow/rust_lib/Cargo.toml b/spannerflow/rust_lib/Cargo.toml
index bb16f48..b1c8d2d 100644
--- a/spannerflow/rust_lib/Cargo.toml
+++ b/spannerflow/rust_lib/Cargo.toml
@@ -8,8 +8,8 @@ crate-type = ["cdylib"]
 path = "src/latest.rs"
 
 [dependencies]
-timely = "0.12.0"
-differential-dataflow = "0.12.0"
+timely = "0.13.0" 
+differential-dataflow = "0.13.0"
 prost = "0.13.3"
 prost-types = "0.13.3"
 tonic = "0.12.3"
@@ -18,6 +18,9 @@ serde_derive = "1.0.214"
 regex = "1.11.1"
 sha1 = "0.10.6"
 hex = "0.4.3"
+futures = "0.3.31"
+ordered-float = "4.4.0"
+tokio = { version = "1.40.0", features = ["full"] }
 
 [build-dependencies]
 tonic-build = "0.12.3"
diff --git a/spannerflow/rust_lib/src/span.rs b/spannerflow/rust_lib/src/span.rs
index c6073d9..a48b402 100644
--- a/spannerflow/rust_lib/src/span.rs
+++ b/spannerflow/rust_lib/src/span.rs
@@ -92,13 +92,13 @@ impl Span {
 
 impl std::fmt::Debug for Span{
     fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
-        write!(f, "[@{},{},{}) \"{}\"]", self.name, self.start, self.end, &self.doc[self.start..self.end])
+        write!(f, "[@{},{},{}) \"{}\"", self.name, self.start, self.end, &self.doc[self.start..self.end])
     }
 }
 
 impl std::fmt::Display for Span {
     fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
-        write!(f, "[@{},{},{}) \"{}\"]", self.name, self.start, self.end, &self.doc[self.start..self.end])
+        write!(f, "[@{},{},{}) \"{}\"", self.name, self.start, self.end, &self.doc[self.start..self.end])
     }
 }
 
diff --git a/spannerflow/span.py b/spannerflow/span.py
new file mode 100644
index 0000000..2a576ea
--- /dev/null
+++ b/spannerflow/span.py
@@ -0,0 +1,176 @@
+"""Span class and how to interface it with pandas"""
+
+# AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/15_span.ipynb.
+
+# %% auto 0
+__all__ = ['SPAN_REPR_FORMAT', 'SPAN_TEXT_HEAD_NUM', 'small_hash', 'set_span_repr_format', 'get_span_repr_format', 'Span', 'ie']
+
+# %% ../nbs/15_span.ipynb 3
+import hashlib
+from collections import UserString
+from pathlib import Path
+
+import pandas as pd
+
+pd.options.future.infer_string = True
+
+# %% ../nbs/15_span.ipynb 5
+def small_hash(txt, length=6):
+    """A function that returns a small hash of a string
+
+    Args:
+        txt (_type_): string to hash
+        length (int, optional): length of hash. Defaults to 6.
+
+    Returns:
+        _type_: _description_
+    """
+    return hashlib.sha1(txt.encode()).hexdigest()[:length]
+
+# %% ../nbs/15_span.ipynb 6
+SPAN_REPR_FORMAT = '''[@{doc},{start},{end}) "{text}"'''
+SPAN_TEXT_HEAD_NUM = 10
+
+
+def set_span_repr_format(format=None, head: int | None = None):
+    """
+    Sets the representation format for spans and the number of characters to display in the span text.
+
+    Parameters:
+        format (str, optional): The representation format for spans. Defaults to None.
+        head (int, optional): The number of characters to display in the span text. Defaults to None.
+    """
+    global SPAN_REPR_FORMAT, SPAN_TEXT_HEAD_NUM
+    if format is not None:
+        SPAN_REPR_FORMAT = format
+    if head is not None:
+        SPAN_TEXT_HEAD_NUM = head
+
+
+def get_span_repr_format() -> tuple[str, int | None]:
+    """
+    Returns the span representation format.
+
+    Returns:
+        (the span representation format, the number of characters to display in the span text)
+    """
+    return SPAN_REPR_FORMAT, SPAN_TEXT_HEAD_NUM
+
+# %% ../nbs/15_span.ipynb 7
+# TODO from here turn all code into having spanner act as a string with slicing, change the display option to use repr
+# and add a note on it in the tutorial and the tests here
+
+# we will have an ie function that casts a span to its string for viewing while developing - TODO
+
+# whether we get a document as a string or as a file, we assume that it remains immutable throughout the process - TODO explain
+# a user can access the original document through the span interface (currently we dont do disk caching etc so it will just be a string and not a document class) - TODO explain
+
+
+class Span(UserString):
+    def __init__(self, doc, start=None, end=None, name=None):
+        if isinstance(doc, Span):
+            # father = doc
+            sub_span = doc.slice(start, end)
+            self.doc = sub_span.doc
+            self.start = sub_span.start
+            self.end = sub_span.end
+            self.name = sub_span.name
+
+        else:
+            if isinstance(doc, Path):
+                self.doc = doc.read_text()
+                self.name = doc.name
+            else:
+                if name is None:
+                    name = small_hash(doc)
+                self.name = name
+                self.doc = doc
+
+            if start is None:
+                start = 0
+            if end is None:
+                end = len(self.doc)
+            self.start = start
+            self.end = end
+
+        super().__init__(self.as_str())
+
+    def __getitem__(self, key):
+        if isinstance(key, slice):
+            return self.slice(key.start, key.stop)
+        return self.doc[self.start + key]
+
+    def slice(self, start=None, end=None):
+        if start is None:
+            start = 0
+        if end is None:
+            end = len(self)
+        if start < 0 or end < 0:
+            raise ValueError(
+                f"Negative indices not supported, got start: {start}, end: {end}"
+            )
+        if start > end:
+            raise ValueError(
+                f"Start index greater than end index, got start: {start}, end: {end}"
+            )
+        if end > len(self):
+            raise ValueError(
+                f"End index greater than length of span, got end: {end}, length: {len(self)}"
+            )
+        return Span(self.doc, self.start + start, self.start + end, name=self.name)
+
+    # @property
+    # def data(self):
+    #     return str(self)
+
+    def __repr__(self):
+        f_string, head_num = get_span_repr_format()
+        text = self.doc[self.start : self.end]
+        if len(text) > head_num:
+            text = text[:head_num] + "..."
+        return SPAN_REPR_FORMAT.format(
+            doc=self.name, start=self.start, end=self.end, text=text
+        )
+
+    def __len__(self):
+        return self.end - self.start
+
+    def __str__(self):
+        return self.as_str()
+
+    def as_str(self):
+        return self.doc[self.start : self.end]
+
+    # # used for sorting `Span`s in dataframes
+    def __hash__(self) -> int:
+        return hash((self.doc, self.start, self.end))
+
+    def __lt__(self, other) -> bool:
+        return (self.doc, self.start, self.end) < (other.doc, other.start, other.end)
+
+    def __eq__(self, value: object) -> bool:
+        if isinstance(value, Span):
+            return (
+                self.start == value.start
+                and self.end == value.end
+                and self.doc == value.doc
+            )
+        elif isinstance(value, str):
+            return self.as_str() == value
+        else:
+            return False
+
+    def as_tuple(self):
+        return (self.doc, self.start, self.end)
+
+    @classmethod
+    def from_val(cls, val):
+        if isinstance(val, Span):
+            return val
+        if isinstance(val, (list, tuple)) and len(val) == 3:
+            return Span(doc=val[0], start=val[1], end=val[2])
+        raise ValueError("Invalid value to create Vector from: {}".format(val))
+
+
+def ie(s: Span) -> tuple[int, int]:
+    return s.start, s.end
diff --git a/spannerflow/templates/rust_dataflow.rs.jinja2 b/spannerflow/templates/rust_dataflow.rs.jinja2
index f4a6578..7d54f0d 100644
--- a/spannerflow/templates/rust_dataflow.rs.jinja2
+++ b/spannerflow/templates/rust_dataflow.rs.jinja2
@@ -1,3 +1,4 @@
+#![allow(warnings)]
 extern crate timely;
 extern crate differential_dataflow;
 

From 18cc735c97f0b5bf9c3e89b88b2872adb629667c Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 4 Nov 2024 00:11:52 +0200
Subject: [PATCH 170/277] lint: clean notebook output

---
 nbs/15_span.ipynb | 298 ++--------------------------------------------
 1 file changed, 8 insertions(+), 290 deletions(-)

diff --git a/nbs/15_span.ipynb b/nbs/15_span.ipynb
index fb508df..21ffe4e 100644
--- a/nbs/15_span.ipynb
+++ b/nbs/15_span.ipynb
@@ -21,16 +21,7 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The autoreload extension is already loaded. To reload it, use:\n",
-      "  %reload_ext autoreload\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# | hide\n",
     "%load_ext autoreload\n",
@@ -259,64 +250,7 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>span</th>\n",
-       "      <th>num</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>(h, e, l, l, o)</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>(w, o, r, l, d)</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>(w, o, r, l, d)</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "              span  num\n",
-       "0  (h, e, l, l, o)    1\n",
-       "1  (w, o, r, l, d)    2\n",
-       "2  (w, o, r, l, d)    3"
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "doc = \"world\"\n",
     "df = pd.DataFrame(\n",
@@ -334,64 +268,7 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>span</th>\n",
-       "      <th>num</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>hello</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>world</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>world</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "    span  num\n",
-       "0  hello    1\n",
-       "1  world    2\n",
-       "2  world    3"
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "doc = \"world\"\n",
     "df = pd.DataFrame(\n",
@@ -409,60 +286,7 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>num</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>span</th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>hello</th>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>world</th>\n",
-       "      <td>5</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "       num\n",
-       "span      \n",
-       "hello    1\n",
-       "world    5"
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# TODO from here, ok so We need union types and to make the span class print prettily\n",
     "df.groupby(\"span\").sum()"
@@ -482,17 +306,7 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[@doc,0,14) \"hello stra...\""
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "from IPython.display import display\n",
     "\n",
@@ -504,50 +318,7 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>span</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>(h, e, l, l, o,  , s, t, r, a, n, g, e, r)</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                         span\n",
-       "0  (h, e, l, l, o,  , s, t, r, a, n, g, e, r)"
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "pd.DataFrame({\"span\": [s]})"
    ]
@@ -556,50 +327,7 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>span</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>[@doc,0,14) \"hello stra...\"</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                          span\n",
-       "0  [@doc,0,14) \"hello stra...\""
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df = pd.DataFrame({\"span\": [s]}).map(repr)\n",
     "df"
@@ -609,17 +337,7 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[@c22b5f,0,2) \"hi\""
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "s2 = Span(short_string)\n",
     "display(s2)"

From f6f9a986435cb72c0e4e1ee1493b9159f8d59cec Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 4 Nov 2024 00:23:40 +0200
Subject: [PATCH 171/277] WIP

---
 README.md         | 3 +--
 nbs/15_span.ipynb | 6 ++----
 nbs/sidebar.yml   | 1 +
 3 files changed, 4 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index 0f3c2d0..ea41192 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,6 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-25%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>25</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L34">34</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L38">38</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>214</td><td>153</td><td>29%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L38-L47">38&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L50-L60">50&ndash;60</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L63-L64">63&ndash;64</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L70-L73">70&ndash;73</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L78-L79">78&ndash;79</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L82-L95">82&ndash;95</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L98-L101">98&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L104-L121">104&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L124-L127">124&ndash;127</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L131-L136">131&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L140-L145">140&ndash;145</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L149-L155">149&ndash;155</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L160-L164">160&ndash;164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L170-L176">170&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L180-L186">180&ndash;186</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L194-L199">194&ndash;199</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L203-L208">203&ndash;208</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L212-L218">212&ndash;218</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L224-L231">224&ndash;231</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L240">240</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L243">243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L246">246</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L250-L267">250&ndash;267</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L271-L294">271&ndash;294</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L301-L314">301&ndash;314</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L54">47&ndash;54</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L59-L63">59&ndash;63</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L68-L85">68&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L124">124</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>40</td><td>31</td><td>22%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L31-L70">31&ndash;70</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>310</td><td>274</td><td>12%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L49-L56">49&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L59-L60">59&ndash;60</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L63-L64">63&ndash;64</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L71-L92">71&ndash;92</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L96-L101">96&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L114-L144">114&ndash;144</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L157-L173">157&ndash;173</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L178-L180">178&ndash;180</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L184-L220">184&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L229-L301">229&ndash;301</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L312-L329">312&ndash;329</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L346-L405">346&ndash;405</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L415-L423">415&ndash;423</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L433-L434">433&ndash;434</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L444-L455">444&ndash;455</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L465-L483">465&ndash;483</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L486-L500">486&ndash;500</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L510-L585">510&ndash;585</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L592-L642">592&ndash;642</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L645-L666">645&ndash;666</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L669-L694">669&ndash;694</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L702-L712">702&ndash;712</a></td></tr><tr><td><b>TOTAL</b></td><td><b>757</b></td><td><b>568</b></td><td><b>25%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide
@@ -97,7 +96,7 @@ if “op” is “ie_map” it have to include:
 - “out_arity” which is a number
 - “in_arity” which is a number
 
-if “op” is “get_const”
+if “op” is “get_const”:
 
 - “const_dict” which is a dictinary with column as a key (appears in
   “schema”) and a const as a value.
diff --git a/nbs/15_span.ipynb b/nbs/15_span.ipynb
index 21ffe4e..97e1c88 100644
--- a/nbs/15_span.ipynb
+++ b/nbs/15_span.ipynb
@@ -308,10 +308,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from IPython.display import display\n",
-    "\n",
     "s = Span(string, 0, len(string), name=\"doc\")\n",
-    "display(s)"
+    "display(s)  # type: ignore"
    ]
   },
   {
@@ -340,7 +338,7 @@
    "outputs": [],
    "source": [
     "s2 = Span(short_string)\n",
-    "display(s2)"
+    "display(s2)  # type: ignore"
    ]
   },
   {
diff --git a/nbs/sidebar.yml b/nbs/sidebar.yml
index 90212c6..6e830c7 100644
--- a/nbs/sidebar.yml
+++ b/nbs/sidebar.yml
@@ -3,6 +3,7 @@ website:
     contents:
       - index.ipynb
       - 00_config.ipynb
+      - 15_span.ipynb
       - 20_installations.ipynb
       - 30_graph_utils.ipynb
       - 40_grpc_server.ipynb

From df04e899f97a21207ac0ed5fe6b5e134998b2fa5 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 4 Nov 2024 00:31:32 +0200
Subject: [PATCH 172/277] WIP

---
 settings.ini | 1 +
 1 file changed, 1 insertion(+)

diff --git a/settings.ini b/settings.ini
index d4327a5..3ca991b 100644
--- a/settings.ini
+++ b/settings.ini
@@ -45,6 +45,7 @@ requirements = grpcio~=1.67.0
     nbdev~=2.3.31
     requests~=2.32.3
     networkx~=3.4.2
+    pandas~=2.2.3
 
 dev_requirements = pre-commit~=4.0.0
     isort~=5.13.2

From df7607ff1dfe2b8c5141294bec4c550052f3e171 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Sun, 3 Nov 2024 22:34:55 +0000
Subject: [PATCH 173/277] Update coverage on Readme

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index ea41192..aee48b6 100644
--- a/README.md
+++ b/README.md
@@ -7,6 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-26%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>230</td><td>165</td><td>28%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L40-L49">40&ndash;49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L52-L62">52&ndash;62</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L65-L66">65&ndash;66</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L72-L75">72&ndash;75</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L80-L81">80&ndash;81</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L84-L97">84&ndash;97</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L100-L103">100&ndash;103</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L123">106&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L126-L129">126&ndash;129</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L133-L138">133&ndash;138</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L142-L147">142&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L151-L157">151&ndash;157</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L162-L166">162&ndash;166</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L172-L178">172&ndash;178</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L182-L188">182&ndash;188</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L196-L201">196&ndash;201</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L205-L210">205&ndash;210</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L214-L220">214&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L226-L233">226&ndash;233</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L242">242</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L245">245</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L248">248</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L252-L259">252&ndash;259</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L263-L283">263&ndash;283</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L287-L316">287&ndash;316</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L323-L336">323&ndash;336</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L54">47&ndash;54</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L59-L63">59&ndash;63</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L68-L85">68&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L124">124</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>40</td><td>31</td><td>22%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L31-L70">31&ndash;70</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>310</td><td>274</td><td>12%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L49-L56">49&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L59-L60">59&ndash;60</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L63-L64">63&ndash;64</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L71-L92">71&ndash;92</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L96-L101">96&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L114-L144">114&ndash;144</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L157-L173">157&ndash;173</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L178-L180">178&ndash;180</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L184-L220">184&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L229-L301">229&ndash;301</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L312-L329">312&ndash;329</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L346-L405">346&ndash;405</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L415-L423">415&ndash;423</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L433-L434">433&ndash;434</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L444-L455">444&ndash;455</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L465-L483">465&ndash;483</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L486-L500">486&ndash;500</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L510-L585">510&ndash;585</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L592-L642">592&ndash;642</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L645-L666">645&ndash;666</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L669-L694">669&ndash;694</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L702-L712">702&ndash;712</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>862</b></td><td><b>642</b></td><td><b>26%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 9c64533784e44c2a35c5a5ee8be0f8faf31b2a73 Mon Sep 17 00:00:00 2001
From: IdoDesign <ido.tarazi@campus.technion.ac.il>
Date: Mon, 4 Nov 2024 14:37:21 +0200
Subject: [PATCH 174/277] std ie functions  reloves #11

---
 nbs/50_rust_dataflow.ipynb                    | 85 +++++++++++--------
 spannerflow/rust_dataflow.py                  | 83 ++++++++++--------
 ...td_ie_functinos.rs => std_ie_functions.rs} |  0
 spannerflow/templates/rust_dataflow.rs.jinja2 | 11 ++-
 4 files changed, 109 insertions(+), 70 deletions(-)
 rename spannerflow/rust_lib/src/{std_ie_functinos.rs => std_ie_functions.rs} (100%)

diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index 8b6c2a9..6e15a1a 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -45,7 +45,8 @@
     "    get_node_schema,\n",
     "    reduced_graph,\n",
     "    traverse_cycle,\n",
-    ")"
+    ")\n",
+    "from spannerflow.span import Span"
    ]
   },
   {
@@ -78,6 +79,7 @@
     "        float: \"DATA_TYPE_FLOAT\",\n",
     "        bool: \"DATA_TYPE_BOOL\",\n",
     "        object: \"DATA_TYPE_STRING\",\n",
+    "        Span: \"DATA_TYPE_SPAN\",\n",
     "    }\n",
     "\n",
     "    def __init__(self, engine: Engine, config: Config):\n",
@@ -321,17 +323,26 @@
     "                    gr_node[\"in_schema\"] = gr_node[\"in_schema\"](gr_node[\"in_arity\"])\n",
     "                if callable(gr_node[\"out_schema\"]):\n",
     "                    gr_node[\"out_schema\"] = gr_node[\"out_schema\"](gr_node[\"out_arity\"])\n",
-    "                nodes_schema_types_dict[node] = [\n",
-    "                    (\n",
-    "                        self.PYTHON_TO_DATAFLOW_TYPES[t]\n",
-    "                        # TODO Support multiple types\n",
-    "                        if not isinstance(t, tuple)\n",
-    "                        else list(\n",
-    "                            filter(lambda x: x in self.PYTHON_TO_DATAFLOW_TYPES, t)\n",
-    "                        )[0]\n",
-    "                    )\n",
-    "                    for t in gr_node[\"in_schema\"] + gr_node[\"out_schema\"]\n",
-    "                ]\n",
+    "\n",
+    "                nodes_schema_types_dict[node] = []\n",
+    "                for i, col_type in enumerate(\n",
+    "                    gr_node[\"in_schema\"] + gr_node[\"out_schema\"]\n",
+    "                ):\n",
+    "                    if i < gr_node[\"in_arity\"]:\n",
+    "                        prev_type = nodes_schema_types_dict[preds[0][\"node_name\"]][i]\n",
+    "                        if isinstance(col_type, tuple):\n",
+    "                            tuple_types = (\n",
+    "                                self.PYTHON_TO_DATAFLOW_TYPES[t] for t in col_type\n",
+    "                            )\n",
+    "                            if prev_type not in tuple_types:\n",
+    "                                raise ValueError(\n",
+    "                                    \"Type mismatch: the IE function input type does not match the input schema\"\n",
+    "                                )\n",
+    "                        new_col_type = prev_type\n",
+    "                    else:\n",
+    "                        new_col_type = self.PYTHON_TO_DATAFLOW_TYPES[col_type]\n",
+    "                    nodes_schema_types_dict[node].append(new_col_type)\n",
+    "\n",
     "            case _:\n",
     "                raise ValueError(f\"Unsupported operation: {gr_node['op']}\")\n",
     "\n",
@@ -383,39 +394,43 @@
     "        prev_node_str = self.get_node_str(\n",
     "            prev_nodes[0], anchor=anchor, in_iterate=in_iterate\n",
     "        )\n",
-    "        # STD_IE_FUNCTIONS = {\n",
-    "        #     \"rgx\": {\n",
-    "        #         (\"DATA_TYPE_STRING\", \"DATA_TYPE_STRING\"): \"rgx_str_span\",\n",
-    "        #         (\"DATA_TYPE_STRING\", \"DATA_TYPE_SPAN\"): \"rgx_span_span\",\n",
-    "        #     },\n",
-    "        #     \"as_str\": {(\"DATA_TYPE_SPAN\"): \"span_as_str\"},\n",
-    "        #     \"deconstruct_span\": {(\"DATA_TYPE_SPAN\"): \"deconstruct_span\"},\n",
-    "        #     \"rgx_is_match\": {\n",
-    "        #         (\"DATA_TYPE_STRING\", \"DATA_TYPE_STRING\"): \"rgx_is_match_str\",\n",
-    "        #         (\"DATA_TYPE_STRING\", \"DATA_TYPE_SPAN\"): \"rgx_is_match_span\",\n",
-    "        #     },\n",
-    "        #     \"span_contained\": {(\"DATA_TYPE_SPAN\", \"DATA_TYPE_SPAN\"): \"span_contained\"},\n",
-    "        #     \"rgx_split\": {\n",
-    "        #         (\"DATA_TYPE_STRING\", \"DATA_TYPE_STRING\"): \"rgx_split_str\",\n",
-    "        #         (\"DATA_TYPE_STRING\", \"DATA_TYPE_SPAN\"): \"rgx_split_span\",\n",
-    "        #     },\n",
-    "        # }\n",
+    "        STD_IE_FUNCTIONS: dict[str, dict[tuple, str]] = {\n",
+    "            \"rgx\": {\n",
+    "                (\"DATA_TYPE_STRING\", \"DATA_TYPE_STRING\"): \"rgx_str_span\",\n",
+    "                (\"DATA_TYPE_STRING\", \"DATA_TYPE_SPAN\"): \"rgx_span_span\",\n",
+    "            },\n",
+    "            \"as_str\": {(\"DATA_TYPE_SPAN\",): \"span_as_str\"},\n",
+    "            \"deconstruct_span\": {(\"DATA_TYPE_SPAN\",): \"deconstruct_span\"},\n",
+    "            \"rgx_is_match\": {\n",
+    "                (\"DATA_TYPE_STRING\", \"DATA_TYPE_STRING\"): \"rgx_is_match_str\",\n",
+    "                (\"DATA_TYPE_STRING\", \"DATA_TYPE_SPAN\"): \"rgx_is_match_span\",\n",
+    "            },\n",
+    "            \"span_contained\": {(\"DATA_TYPE_SPAN\", \"DATA_TYPE_SPAN\"): \"span_contained\"},\n",
+    "            \"rgx_split\": {\n",
+    "                (\"DATA_TYPE_STRING\", \"DATA_TYPE_STRING\"): \"rgx_split_str\",\n",
+    "                (\"DATA_TYPE_STRING\", \"DATA_TYPE_SPAN\"): \"rgx_split_span\",\n",
+    "            },\n",
+    "        }\n",
     "\n",
-    "        gr_node = graph.nodes[node]\n",
-    "        in_schema = gr_node[\"schema\"][: gr_node[\"in_arity\"]]\n",
-    "        out_schema = gr_node[\"schema\"][gr_node[\"in_arity\"] :]\n",
+    "        gr_node: dict = graph.nodes[node]\n",
+    "        in_arity: int = gr_node[\"in_arity\"]\n",
+    "        in_schema = gr_node[\"schema\"][:in_arity]\n",
+    "        in_type_schema: list = nodes_schema_types_dict[node][:in_arity]\n",
+    "        out_schema = gr_node[\"schema\"][in_arity:]\n",
     "        match gr_node[\"name\"]:\n",
-    "            case \"rgx\" as func_name:\n",
+    "            case \"rgx\":\n",
+    "                func_name = STD_IE_FUNCTIONS[\"rgx\"][tuple(in_type_schema)]\n",
     "                code = f\"let {node_str} = {prev_node_str}.flat_map(|{self.get_col_schema(in_schema)}| {{ \\n \\\n",
-    "                    {func_name}({', '.join([f'&{col}' for col in in_schema])}).map(move |vec| ({', '.join([f'{col}.clone()' for col in in_schema]+[f'vec[{i}].clone()' for i in gr_node[\"out_arity\"]])})) \\n \\\n",
+    "                    {func_name}({', '.join([f'&{col}' for col in in_schema])}).map(move |vec| ({', '.join([f'{col}.clone()' for col in in_schema]+[f'vec[{i}].clone()' for i in range(gr_node[\"out_arity\"])])})) \\n \\\n",
     "                }});\"\n",
     "            case (\n",
     "                \"as_str\"\n",
     "                | \"rgx_split\"\n",
     "                | \"rgx_is_match\"\n",
     "                | \"deconstruct_span\"\n",
-    "                | \"span_contained\" as func_name\n",
+    "                | \"span_contained\" as original_func_name\n",
     "            ):\n",
+    "                func_name = STD_IE_FUNCTIONS[original_func_name][tuple(in_type_schema)]\n",
     "                code = f\"let {node_str} = {prev_node_str}.flat_map(|{self.get_col_schema(in_schema)}| {{ \\n \\\n",
     "                    {func_name}({', '.join([f'&{col}' for col in in_schema])}).map(move |{self.get_col_schema(out_schema)}| ({', '.join([f'{col}.clone()' for col in in_schema]+out_schema)})) \\n \\\n",
     "                }});\"\n",
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 1867ed3..3a7d640 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -27,6 +27,7 @@
     reduced_graph,
     traverse_cycle,
 )
+from .span import Span
 
 # %% ../nbs/50_rust_dataflow.ipynb 4
 class RustDataflow:
@@ -43,6 +44,7 @@ class RustDataflow:
         float: "DATA_TYPE_FLOAT",
         bool: "DATA_TYPE_BOOL",
         object: "DATA_TYPE_STRING",
+        Span: "DATA_TYPE_SPAN",
     }
 
     def __init__(self, engine: Engine, config: Config):
@@ -286,17 +288,26 @@ def prepare_node(
                     gr_node["in_schema"] = gr_node["in_schema"](gr_node["in_arity"])
                 if callable(gr_node["out_schema"]):
                     gr_node["out_schema"] = gr_node["out_schema"](gr_node["out_arity"])
-                nodes_schema_types_dict[node] = [
-                    (
-                        self.PYTHON_TO_DATAFLOW_TYPES[t]
-                        # TODO Support multiple types
-                        if not isinstance(t, tuple)
-                        else list(
-                            filter(lambda x: x in self.PYTHON_TO_DATAFLOW_TYPES, t)
-                        )[0]
-                    )
-                    for t in gr_node["in_schema"] + gr_node["out_schema"]
-                ]
+
+                nodes_schema_types_dict[node] = []
+                for i, col_type in enumerate(
+                    gr_node["in_schema"] + gr_node["out_schema"]
+                ):
+                    if i < gr_node["in_arity"]:
+                        prev_type = nodes_schema_types_dict[preds[0]["node_name"]][i]
+                        if isinstance(col_type, tuple):
+                            tuple_types = (
+                                self.PYTHON_TO_DATAFLOW_TYPES[t] for t in col_type
+                            )
+                            if prev_type not in tuple_types:
+                                raise ValueError(
+                                    "Type mismatch: the IE function input type does not match the input schema"
+                                )
+                        new_col_type = prev_type
+                    else:
+                        new_col_type = self.PYTHON_TO_DATAFLOW_TYPES[col_type]
+                    nodes_schema_types_dict[node].append(new_col_type)
+
             case _:
                 raise ValueError(f"Unsupported operation: {gr_node['op']}")
 
@@ -348,39 +359,43 @@ def get_ie_map_code(
         prev_node_str = self.get_node_str(
             prev_nodes[0], anchor=anchor, in_iterate=in_iterate
         )
-        # STD_IE_FUNCTIONS = {
-        #     "rgx": {
-        #         ("DATA_TYPE_STRING", "DATA_TYPE_STRING"): "rgx_str_span",
-        #         ("DATA_TYPE_STRING", "DATA_TYPE_SPAN"): "rgx_span_span",
-        #     },
-        #     "as_str": {("DATA_TYPE_SPAN"): "span_as_str"},
-        #     "deconstruct_span": {("DATA_TYPE_SPAN"): "deconstruct_span"},
-        #     "rgx_is_match": {
-        #         ("DATA_TYPE_STRING", "DATA_TYPE_STRING"): "rgx_is_match_str",
-        #         ("DATA_TYPE_STRING", "DATA_TYPE_SPAN"): "rgx_is_match_span",
-        #     },
-        #     "span_contained": {("DATA_TYPE_SPAN", "DATA_TYPE_SPAN"): "span_contained"},
-        #     "rgx_split": {
-        #         ("DATA_TYPE_STRING", "DATA_TYPE_STRING"): "rgx_split_str",
-        #         ("DATA_TYPE_STRING", "DATA_TYPE_SPAN"): "rgx_split_span",
-        #     },
-        # }
+        STD_IE_FUNCTIONS: dict[str, dict[tuple, str]] = {
+            "rgx": {
+                ("DATA_TYPE_STRING", "DATA_TYPE_STRING"): "rgx_str_span",
+                ("DATA_TYPE_STRING", "DATA_TYPE_SPAN"): "rgx_span_span",
+            },
+            "as_str": {("DATA_TYPE_SPAN",): "span_as_str"},
+            "deconstruct_span": {("DATA_TYPE_SPAN",): "deconstruct_span"},
+            "rgx_is_match": {
+                ("DATA_TYPE_STRING", "DATA_TYPE_STRING"): "rgx_is_match_str",
+                ("DATA_TYPE_STRING", "DATA_TYPE_SPAN"): "rgx_is_match_span",
+            },
+            "span_contained": {("DATA_TYPE_SPAN", "DATA_TYPE_SPAN"): "span_contained"},
+            "rgx_split": {
+                ("DATA_TYPE_STRING", "DATA_TYPE_STRING"): "rgx_split_str",
+                ("DATA_TYPE_STRING", "DATA_TYPE_SPAN"): "rgx_split_span",
+            },
+        }
 
-        gr_node = graph.nodes[node]
-        in_schema = gr_node["schema"][: gr_node["in_arity"]]
-        out_schema = gr_node["schema"][gr_node["in_arity"] :]
+        gr_node: dict = graph.nodes[node]
+        in_arity: int = gr_node["in_arity"]
+        in_schema = gr_node["schema"][:in_arity]
+        in_type_schema: list = nodes_schema_types_dict[node][:in_arity]
+        out_schema = gr_node["schema"][in_arity:]
         match gr_node["name"]:
-            case "rgx" as func_name:
+            case "rgx":
+                func_name = STD_IE_FUNCTIONS["rgx"][tuple(in_type_schema)]
                 code = f"let {node_str} = {prev_node_str}.flat_map(|{self.get_col_schema(in_schema)}| {{ \n \
-                    {func_name}({', '.join([f'&{col}' for col in in_schema])}).map(move |vec| ({', '.join([f'{col}.clone()' for col in in_schema]+[f'vec[{i}].clone()' for i in gr_node["out_arity"]])})) \n \
+                    {func_name}({', '.join([f'&{col}' for col in in_schema])}).map(move |vec| ({', '.join([f'{col}.clone()' for col in in_schema]+[f'vec[{i}].clone()' for i in range(gr_node["out_arity"])])})) \n \
                 }});"
             case (
                 "as_str"
                 | "rgx_split"
                 | "rgx_is_match"
                 | "deconstruct_span"
-                | "span_contained" as func_name
+                | "span_contained" as original_func_name
             ):
+                func_name = STD_IE_FUNCTIONS[original_func_name][tuple(in_type_schema)]
                 code = f"let {node_str} = {prev_node_str}.flat_map(|{self.get_col_schema(in_schema)}| {{ \n \
                     {func_name}({', '.join([f'&{col}' for col in in_schema])}).map(move |{self.get_col_schema(out_schema)}| ({', '.join([f'{col}.clone()' for col in in_schema]+out_schema)})) \n \
                 }});"
diff --git a/spannerflow/rust_lib/src/std_ie_functinos.rs b/spannerflow/rust_lib/src/std_ie_functions.rs
similarity index 100%
rename from spannerflow/rust_lib/src/std_ie_functinos.rs
rename to spannerflow/rust_lib/src/std_ie_functions.rs
diff --git a/spannerflow/templates/rust_dataflow.rs.jinja2 b/spannerflow/templates/rust_dataflow.rs.jinja2
index 7d54f0d..759b5db 100644
--- a/spannerflow/templates/rust_dataflow.rs.jinja2
+++ b/spannerflow/templates/rust_dataflow.rs.jinja2
@@ -23,6 +23,15 @@ pub mod dataflow {
     tonic::include_proto!("dataflow.v1");
 }
 
+#[macro_use]
+extern crate serde_derive;
+extern crate serde;
+
+mod span;
+mod std_ie_functions;
+use span::*;
+use std_ie_functions::*;
+
 macro_rules! tuple_to_vec_string {
     // Base case: empty tuple
     () => {
@@ -107,7 +116,7 @@ pub extern "C" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<Strin
                     input_{{value['name']}}.insert(({% for element in value['schema'] %} vec[{{loop.index0}}].parse::<{{element}}>().unwrap(){% if not loop.last %}, {% endif %}{% endfor %}));
                 }
             {% elif value["op"] == "get_const" %}
-                input_{{value['name']}}.insert(({% for element in value['consts'] %} "{{ element }}".parse::<{{ value['schema'][loop.index0] }}>().unwrap(){% if not loop.last %}, {% endif %}{% endfor %}));
+                input_{{value['name']}}.insert(({% for element in value['consts'] %}{% if value['schema'][loop.index0] == "String"%}{{ element | tojson }}{%else%}"{{ element }}"{% endif %}.parse::<{{ value['schema'][loop.index0] }}>().unwrap(){% if not loop.last %}, {% endif %}{% endfor %}));
             {% endif %}
             {% endfor %}
         });

From d4180a5e63b604ac3130a3315301f88e611b1636 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Mon, 4 Nov 2024 12:41:41 +0000
Subject: [PATCH 175/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index aee48b6..b56b956 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-26%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>230</td><td>165</td><td>28%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L40-L49">40&ndash;49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L52-L62">52&ndash;62</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L65-L66">65&ndash;66</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L72-L75">72&ndash;75</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L80-L81">80&ndash;81</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L84-L97">84&ndash;97</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L100-L103">100&ndash;103</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L123">106&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L126-L129">126&ndash;129</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L133-L138">133&ndash;138</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L142-L147">142&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L151-L157">151&ndash;157</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L162-L166">162&ndash;166</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L172-L178">172&ndash;178</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L182-L188">182&ndash;188</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L196-L201">196&ndash;201</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L205-L210">205&ndash;210</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L214-L220">214&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L226-L233">226&ndash;233</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L242">242</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L245">245</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L248">248</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L252-L259">252&ndash;259</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L263-L283">263&ndash;283</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L287-L316">287&ndash;316</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L323-L336">323&ndash;336</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L54">47&ndash;54</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L59-L63">59&ndash;63</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L68-L85">68&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L124">124</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>40</td><td>31</td><td>22%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L31-L70">31&ndash;70</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>310</td><td>274</td><td>12%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L49-L56">49&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L59-L60">59&ndash;60</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L63-L64">63&ndash;64</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L71-L92">71&ndash;92</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L96-L101">96&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L114-L144">114&ndash;144</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L157-L173">157&ndash;173</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L178-L180">178&ndash;180</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L184-L220">184&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L229-L301">229&ndash;301</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L312-L329">312&ndash;329</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L346-L405">346&ndash;405</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L415-L423">415&ndash;423</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L433-L434">433&ndash;434</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L444-L455">444&ndash;455</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L465-L483">465&ndash;483</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L486-L500">486&ndash;500</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L510-L585">510&ndash;585</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L592-L642">592&ndash;642</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L645-L666">645&ndash;666</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L669-L694">669&ndash;694</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L702-L712">702&ndash;712</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>862</b></td><td><b>642</b></td><td><b>26%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-25%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>230</td><td>165</td><td>28%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L40-L49">40&ndash;49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L52-L62">52&ndash;62</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L65-L66">65&ndash;66</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L72-L75">72&ndash;75</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L80-L81">80&ndash;81</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L84-L97">84&ndash;97</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L100-L103">100&ndash;103</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L123">106&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L126-L129">126&ndash;129</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L133-L138">133&ndash;138</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L142-L147">142&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L151-L157">151&ndash;157</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L162-L166">162&ndash;166</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L172-L178">172&ndash;178</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L182-L188">182&ndash;188</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L196-L201">196&ndash;201</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L205-L210">205&ndash;210</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L214-L220">214&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L226-L233">226&ndash;233</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L242">242</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L245">245</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L248">248</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L252-L259">252&ndash;259</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L263-L283">263&ndash;283</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L287-L316">287&ndash;316</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L323-L336">323&ndash;336</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L54">47&ndash;54</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L59-L63">59&ndash;63</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L68-L85">68&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L124">124</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>40</td><td>31</td><td>22%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L31-L70">31&ndash;70</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>326</td><td>289</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L51-L58">51&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L61-L62">61&ndash;62</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L65-L66">65&ndash;66</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L73-L94">73&ndash;94</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L98-L103">98&ndash;103</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L116-L146">116&ndash;146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L159-L175">159&ndash;175</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L180-L182">180&ndash;182</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L186-L222">186&ndash;222</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L231-L312">231&ndash;312</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L323-L340">323&ndash;340</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L357-L420">357&ndash;420</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L430-L438">430&ndash;438</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L448-L449">448&ndash;449</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L459-L470">459&ndash;470</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L480-L498">480&ndash;498</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L501-L515">501&ndash;515</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L525-L600">525&ndash;600</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L607-L657">607&ndash;657</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L660-L681">660&ndash;681</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L684-L709">684&ndash;709</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L717-L727">717&ndash;727</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>878</b></td><td><b>657</b></td><td><b>25%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 09e44a46cf403fa9e27c3f73db15d4cdddc974e2 Mon Sep 17 00:00:00 2001
From: IdoDesign <ido.tarazi@campus.technion.ac.il>
Date: Tue, 5 Nov 2024 10:46:34 +0200
Subject: [PATCH 176/277] fixed select col,value string comparison

---
 nbs/50_rust_dataflow.ipynb   | 9 ++++++++-
 spannerflow/rust_dataflow.py | 9 ++++++++-
 2 files changed, 16 insertions(+), 2 deletions(-)

diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index 6e15a1a..fa7e811 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -523,7 +523,14 @@
     "        theta = gr_node[\"theta\"]\n",
     "        predicates = []\n",
     "        if hasattr(theta, \"pos_val_tuples\"):  #  equalConstTheta\n",
-    "            predicates = [f\"*col_{pos} == {val}\" for pos, val in theta.pos_val_tuples]\n",
+    "            predicates = [\n",
+    "                (\n",
+    "                    f'*col_{pos} == \"{val}\".to_string()'\n",
+    "                    if isinstance(val, str)\n",
+    "                    else f\"*col_{pos} == {val}\"\n",
+    "                )\n",
+    "                for pos, val in theta.pos_val_tuples\n",
+    "            ]\n",
     "        elif hasattr(theta, \"col_pos_tuples\"):  #  equalColTheta\n",
     "            predicates = [\n",
     "                f\"col_{pos1} == col_{pos2}\" for pos1, pos2 in theta.col_pos_tuples\n",
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 3a7d640..3f74013 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -488,7 +488,14 @@ def get_select_code(
         theta = gr_node["theta"]
         predicates = []
         if hasattr(theta, "pos_val_tuples"):  #  equalConstTheta
-            predicates = [f"*col_{pos} == {val}" for pos, val in theta.pos_val_tuples]
+            predicates = [
+                (
+                    f'*col_{pos} == "{val}".to_string()'
+                    if isinstance(val, str)
+                    else f"*col_{pos} == {val}"
+                )
+                for pos, val in theta.pos_val_tuples
+            ]
         elif hasattr(theta, "col_pos_tuples"):  #  equalColTheta
             predicates = [
                 f"col_{pos1} == col_{pos2}" for pos1, pos2 in theta.col_pos_tuples

From 2bf4aeb57e5538a3504200905e619619929866d3 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Tue, 5 Nov 2024 08:52:02 +0000
Subject: [PATCH 177/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index b56b956..0d4ec25 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-25%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>230</td><td>165</td><td>28%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L40-L49">40&ndash;49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L52-L62">52&ndash;62</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L65-L66">65&ndash;66</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L72-L75">72&ndash;75</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L80-L81">80&ndash;81</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L84-L97">84&ndash;97</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L100-L103">100&ndash;103</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L123">106&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L126-L129">126&ndash;129</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L133-L138">133&ndash;138</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L142-L147">142&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L151-L157">151&ndash;157</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L162-L166">162&ndash;166</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L172-L178">172&ndash;178</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L182-L188">182&ndash;188</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L196-L201">196&ndash;201</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L205-L210">205&ndash;210</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L214-L220">214&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L226-L233">226&ndash;233</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L242">242</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L245">245</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L248">248</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L252-L259">252&ndash;259</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L263-L283">263&ndash;283</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L287-L316">287&ndash;316</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L323-L336">323&ndash;336</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L54">47&ndash;54</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L59-L63">59&ndash;63</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L68-L85">68&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L124">124</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>40</td><td>31</td><td>22%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L31-L70">31&ndash;70</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>326</td><td>289</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L51-L58">51&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L61-L62">61&ndash;62</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L65-L66">65&ndash;66</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L73-L94">73&ndash;94</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L98-L103">98&ndash;103</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L116-L146">116&ndash;146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L159-L175">159&ndash;175</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L180-L182">180&ndash;182</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L186-L222">186&ndash;222</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L231-L312">231&ndash;312</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L323-L340">323&ndash;340</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L357-L420">357&ndash;420</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L430-L438">430&ndash;438</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L448-L449">448&ndash;449</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L459-L470">459&ndash;470</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L480-L498">480&ndash;498</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L501-L515">501&ndash;515</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L525-L600">525&ndash;600</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L607-L657">607&ndash;657</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L660-L681">660&ndash;681</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L684-L709">684&ndash;709</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L717-L727">717&ndash;727</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>878</b></td><td><b>657</b></td><td><b>25%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-25%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>230</td><td>165</td><td>28%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L40-L49">40&ndash;49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L52-L62">52&ndash;62</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L65-L66">65&ndash;66</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L72-L75">72&ndash;75</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L80-L81">80&ndash;81</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L84-L97">84&ndash;97</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L100-L103">100&ndash;103</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L123">106&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L126-L129">126&ndash;129</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L133-L138">133&ndash;138</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L142-L147">142&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L151-L157">151&ndash;157</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L162-L166">162&ndash;166</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L172-L178">172&ndash;178</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L182-L188">182&ndash;188</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L196-L201">196&ndash;201</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L205-L210">205&ndash;210</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L214-L220">214&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L226-L233">226&ndash;233</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L242">242</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L245">245</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L248">248</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L252-L259">252&ndash;259</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L263-L283">263&ndash;283</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L287-L316">287&ndash;316</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L323-L336">323&ndash;336</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L54">47&ndash;54</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L59-L63">59&ndash;63</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L68-L85">68&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L124">124</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>40</td><td>31</td><td>22%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L31-L70">31&ndash;70</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>326</td><td>289</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L51-L58">51&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L61-L62">61&ndash;62</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L65-L66">65&ndash;66</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L73-L94">73&ndash;94</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L98-L103">98&ndash;103</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L116-L146">116&ndash;146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L159-L175">159&ndash;175</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L180-L182">180&ndash;182</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L186-L222">186&ndash;222</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L231-L312">231&ndash;312</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L323-L340">323&ndash;340</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L357-L420">357&ndash;420</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L430-L438">430&ndash;438</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L448-L449">448&ndash;449</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L459-L470">459&ndash;470</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L480-L505">480&ndash;505</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L508-L522">508&ndash;522</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L532-L607">532&ndash;607</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L614-L664">614&ndash;664</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L667-L688">667&ndash;688</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L691-L716">691&ndash;716</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L724-L734">724&ndash;734</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>878</b></td><td><b>657</b></td><td><b>25%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From a1b688aaea05658c1d68b2c7b0361b05ff2ce7f2 Mon Sep 17 00:00:00 2001
From: IdoDesign <ido.tarazi@campus.technion.ac.il>
Date: Tue, 5 Nov 2024 12:17:29 +0200
Subject: [PATCH 178/277] exported code_generation

---
 nbs/50_rust_dataflow.ipynb   | 1330 ++++++++++++++++++----------------
 nbs/60_engine.ipynb          |  146 ++--
 spannerflow/_modidx.py       |   75 +-
 spannerflow/engine.py        |  143 ++--
 spannerflow/rust_dataflow.py | 1222 +++++++++++++++----------------
 5 files changed, 1487 insertions(+), 1429 deletions(-)

diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index fa7e811..fe17925 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -34,7 +34,7 @@
     "import networkx as nx\n",
     "\n",
     "from spannerflow.config import Config\n",
-    "from spannerflow.engine import Engine\n",
+    "from spannerflow.engine import Engine, serialize_row\n",
     "from spannerflow.graph_utils import (\n",
     "    create_iter_graph,\n",
     "    find_ingress_nodes,\n",
@@ -53,7 +53,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Class RustDataflow"
+    "# Code Generation"
    ]
   },
   {
@@ -63,25 +63,701 @@
    "outputs": [],
    "source": [
     "# | export\n",
-    "\n",
-    "\n",
-    "class RustDataflow:\n",
-    "    DATAFLOW_TO_RUST_TYPES = {\n",
-    "        \"DATA_TYPE_STRING\": \"String\",\n",
-    "        \"DATA_TYPE_INT\": \"i32\",\n",
-    "        \"DATA_TYPE_FLOAT\": \"OrderedFloat<f32>\",\n",
-    "        \"DATA_TYPE_BOOL\": \"bool\",\n",
+    "DATAFLOW_TO_RUST_TYPES = {\n",
+    "    \"DATA_TYPE_STRING\": \"String\",\n",
+    "    \"DATA_TYPE_INT\": \"i32\",\n",
+    "    \"DATA_TYPE_FLOAT\": \"OrderedFloat<f32>\",\n",
+    "    \"DATA_TYPE_BOOL\": \"bool\",\n",
+    "}\n",
+    "\n",
+    "PYTHON_TO_DATAFLOW_TYPES = {\n",
+    "    str: \"DATA_TYPE_STRING\",\n",
+    "    int: \"DATA_TYPE_INT\",\n",
+    "    float: \"DATA_TYPE_FLOAT\",\n",
+    "    bool: \"DATA_TYPE_BOOL\",\n",
+    "    object: \"DATA_TYPE_STRING\",\n",
+    "    Span: \"DATA_TYPE_SPAN\",\n",
+    "}\n",
+    "\n",
+    "STD_IE_FUNCTIONS: dict[str, dict[tuple, str]] = {\n",
+    "    \"rgx\": {\n",
+    "        (\"DATA_TYPE_STRING\", \"DATA_TYPE_STRING\"): \"rgx_str_span\",\n",
+    "        (\"DATA_TYPE_STRING\", \"DATA_TYPE_SPAN\"): \"rgx_span_span\",\n",
+    "    },\n",
+    "    \"as_str\": {(\"DATA_TYPE_SPAN\",): \"span_as_str\"},\n",
+    "    \"deconstruct_span\": {(\"DATA_TYPE_SPAN\",): \"deconstruct_span\"},\n",
+    "    \"rgx_is_match\": {\n",
+    "        (\"DATA_TYPE_STRING\", \"DATA_TYPE_STRING\"): \"rgx_is_match_str\",\n",
+    "        (\"DATA_TYPE_STRING\", \"DATA_TYPE_SPAN\"): \"rgx_is_match_span\",\n",
+    "    },\n",
+    "    \"span_contained\": {(\"DATA_TYPE_SPAN\", \"DATA_TYPE_SPAN\"): \"span_contained\"},\n",
+    "    \"rgx_split\": {\n",
+    "        (\"DATA_TYPE_STRING\", \"DATA_TYPE_STRING\"): \"rgx_split_str\",\n",
+    "        (\"DATA_TYPE_STRING\", \"DATA_TYPE_SPAN\"): \"rgx_split_span\",\n",
+    "    },\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
+    "def get_sources_data(\n",
+    "    graph: nx.DiGraph,\n",
+    "    code_metadata: dict,  # type: ignore\n",
+    ") -> dict[str | int, dict[str, str | int | list[str]]]:\n",
+    "    data = dict()\n",
+    "    for source in find_sources(graph):\n",
+    "        gr_node = graph.nodes[source]\n",
+    "        op = gr_node[\"op\"]\n",
+    "        data[source] = {\n",
+    "            \"name\": source,\n",
+    "            \"op\": op,\n",
+    "        }\n",
+    "        nodes_schema_types_dict = code_metadata.get(\"nodes_schema_types_dict\", {})\n",
+    "        if source not in nodes_schema_types_dict:\n",
+    "            data[source][\"schema\"] = [\n",
+    "                DATAFLOW_TO_RUST_TYPES[x]\n",
+    "                for x in code_metadata[\"input_schema\"][str(source)]\n",
+    "            ]\n",
+    "        else:\n",
+    "            data[source][\"schema\"] = [\n",
+    "                DATAFLOW_TO_RUST_TYPES[t] for t in nodes_schema_types_dict[source]\n",
+    "            ]\n",
+    "            if op == \"get_const\":\n",
+    "                data[source][\"consts\"] = serialize_row(\n",
+    "                    nodes_schema_types_dict[source],\n",
+    "                    [gr_node[\"const_dict\"][col] for col in gr_node[\"schema\"]],\n",
+    "                )\n",
+    "    return data\n",
+    "\n",
+    "\n",
+    "def get_col_schema(cols: list[str]) -> str:\n",
+    "    \"\"\"Return the schema of the columns in the form of a string\"\"\"\n",
+    "    if not cols:\n",
+    "        return \"0\"\n",
+    "    if len(cols) > 1:\n",
+    "        return f\"({', '.join(cols)})\"\n",
+    "    else:\n",
+    "        return cols[0]\n",
+    "\n",
+    "\n",
+    "def get_node_str(\n",
+    "    node: str | int, anchor: str | int | None = None, in_iterate: bool = False\n",
+    ") -> str:\n",
+    "    \"\"\"Return the string representation for the node variable name\"\"\"\n",
+    "    if in_iterate and node == anchor:\n",
+    "        return str(anchor)\n",
+    "    return f\"node_{node}\"\n",
+    "\n",
+    "\n",
+    "def update_repeatable_cols_in_schema(schema: list[str]) -> list[str]:\n",
+    "    \"\"\"Update the schema to include the index of the repeated columns\"\"\"\n",
+    "    repeatable_cols: dict[str, list[int]] = {}\n",
+    "    for i, col in enumerate(schema):\n",
+    "        if col in repeatable_cols:\n",
+    "            repeatable_cols[col].append(i)\n",
+    "        else:\n",
+    "            repeatable_cols[col] = [i]\n",
+    "\n",
+    "    if not repeatable_cols:\n",
+    "        return schema\n",
+    "    result = schema.copy()\n",
+    "    for col, indecies in repeatable_cols.items():\n",
+    "        if len(indecies) > 1:\n",
+    "            for i, index in enumerate(indecies):\n",
+    "                result[index] = f\"{col}_{i}\"\n",
+    "    return result"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
+    "def get_join_code(\n",
+    "    graph: nx.DiGraph,\n",
+    "    node: str | int,\n",
+    "    code_metadata: dict,  # type: ignore\n",
+    "    anchor: str | int | None = None,\n",
+    "    in_iterate: bool = False,\n",
+    ") -> str:\n",
+    "    \"\"\"Returns a string of rust code for joining two collections on the common columns.\n",
+    "    If no columns are common, the join is a cross product.\n",
+    "    \"\"\"\n",
+    "    join1, join2 = list(graph.pred[node])\n",
+    "    out_node_str = get_node_str(node)\n",
+    "    join1_str = get_node_str(join1)\n",
+    "    join2_str = get_node_str(join2)\n",
+    "    if in_iterate:\n",
+    "        if node == anchor:\n",
+    "            out_node_str = str(anchor)\n",
+    "        if join1 == anchor:\n",
+    "            join1_str = join1\n",
+    "        if join2 == anchor:\n",
+    "            join2_str = join2\n",
+    "    common_cols = get_common_cols(graph, join1, join2)\n",
+    "    common_schema = get_col_schema(common_cols)\n",
+    "    join1_uncommon_schema = get_col_schema(get_minus_cols(graph, join1, common_cols))\n",
+    "    join2_uncommon_schema = get_col_schema(get_minus_cols(graph, join2, common_cols))\n",
+    "    out_join1_uncommon_schema = (\n",
+    "        join1_uncommon_schema if join1_uncommon_schema != \"0\" else \"_\"\n",
+    "    )\n",
+    "    out_join2_uncommon_schema = (\n",
+    "        join2_uncommon_schema if join2_uncommon_schema != \"0\" else \"_\"\n",
+    "    )\n",
+    "    return f\"\"\"let {out_node_str} = {join1_str}.map(|{get_node_schema(graph, join1)}| ({common_schema}, {join1_uncommon_schema}))\n",
+    "                        .join(&{join2_str}.map(|{get_node_schema(graph, join2)}| ({common_schema}, {join2_uncommon_schema})))\n",
+    "                        .map(|({common_schema if common_schema != \"0\" else \"_\"}, ({out_join1_uncommon_schema}, {out_join2_uncommon_schema}))| ({get_node_schema(graph, node)}));\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
+    "def get_union_code(\n",
+    "    graph: nx.DiGraph,\n",
+    "    node: str | int,\n",
+    "    code_metadata: dict,  # type: ignore\n",
+    "    anchor: str | int | None = None,\n",
+    "    in_iterate: bool = False,\n",
+    ") -> str:\n",
+    "    \"\"\"Returns a string of rust code for unioning two collections.\"\"\"\n",
+    "    preds = [\n",
+    "        pred\n",
+    "        for pred in graph.pred[node]\n",
+    "        if \"reduced\" not in graph.get_edge_data(pred, node)\n",
+    "    ]\n",
+    "    prev_node1_str = get_node_str(preds[0], anchor=anchor, in_iterate=in_iterate)\n",
+    "    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
+    "    if len(preds) == 1:\n",
+    "        return f\"let {' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.clone();\"\n",
+    "    prev_node2_str = get_node_str(preds[1], anchor=anchor, in_iterate=in_iterate)\n",
+    "    return f\"let{' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.concat(&{prev_node2_str});\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
+    "def get_project_code(\n",
+    "    graph: nx.DiGraph,\n",
+    "    node: str | int,\n",
+    "    code_metadata: dict,  # type: ignore\n",
+    "    anchor: str | int | None = None,\n",
+    "    in_iterate: bool = False,\n",
+    ") -> str:\n",
+    "    schema = get_node_schema(graph, node)\n",
+    "    prev_nodes = list(graph.pred[node])\n",
+    "    prev_node_str = get_node_str(prev_nodes[0], anchor=anchor, in_iterate=in_iterate)\n",
+    "    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
+    "    prev_schema = get_node_schema(graph, prev_nodes[0])\n",
+    "\n",
+    "    return f\"let {node_str} = {prev_node_str}.map(|{prev_schema}| {schema});\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
+    "def get_from_input_code(\n",
+    "    graph: nx.DiGraph,\n",
+    "    node: str | int,\n",
+    "    code_metadata: dict,  # type: ignore\n",
+    "    anchor: str | int | None = None,\n",
+    "    in_iterate: bool = False,\n",
+    ") -> str:\n",
+    "    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
+    "    return f\"let {node_str} = input_{node}.to_collection(scope);\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
+    "def get_rename_code(\n",
+    "    graph: nx.DiGraph,\n",
+    "    node: str | int,\n",
+    "    code_metadata: dict,  # type: ignore\n",
+    "    anchor: str | int | None = None,\n",
+    "    in_iterate: bool = False,\n",
+    ") -> str:\n",
+    "    schema = get_col_schema(\n",
+    "        update_repeatable_cols_in_schema(graph.nodes[node][\"schema\"])\n",
+    "    )\n",
+    "\n",
+    "    prev_nodes = list(graph.pred[node])\n",
+    "\n",
+    "    prev_node_str = get_node_str(prev_nodes[0], anchor=anchor, in_iterate=in_iterate)\n",
+    "    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
+    "\n",
+    "    return f\"let {node_str} = {prev_node_str}.map(|{schema}| {schema});\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
+    "def get_select_code(\n",
+    "    graph: nx.DiGraph,\n",
+    "    node: str | int,\n",
+    "    code_metadata: dict,  # type: ignore\n",
+    "    anchor: str | int | None = None,\n",
+    "    in_iterate: bool = False,\n",
+    ") -> str:\n",
+    "    gr_node = graph.nodes[node]\n",
+    "    prev_nodes = list(graph.pred[node])\n",
+    "\n",
+    "    prev_node_str = get_node_str(prev_nodes[0], anchor=anchor, in_iterate=in_iterate)\n",
+    "    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
+    "\n",
+    "    theta = gr_node[\"theta\"]\n",
+    "    predicates = []\n",
+    "    if hasattr(theta, \"pos_val_tuples\"):  #  equalConstTheta\n",
+    "        predicates = [\n",
+    "            (\n",
+    "                f'*col_{pos} == \"{val}\".to_string()'\n",
+    "                if isinstance(val, str)\n",
+    "                else f\"*col_{pos} == {val}\"\n",
+    "            )\n",
+    "            for pos, val in theta.pos_val_tuples\n",
+    "        ]\n",
+    "    elif hasattr(theta, \"col_pos_tuples\"):  #  equalColTheta\n",
+    "        predicates = [\n",
+    "            f\"col_{pos1} == col_{pos2}\" for pos1, pos2 in theta.col_pos_tuples\n",
+    "        ]\n",
+    "    else:\n",
+    "        raise ValueError(f\"Unsupported theta join: {theta}. {dir(theta)}\")\n",
+    "    return f\"let {node_str} = {prev_node_str}.filter(|{get_col_schema([f\"col_{i}\" for i in range(len(gr_node['schema']))])}| {' && '.join(predicates)});\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
+    "def get_groupby_code(\n",
+    "    graph: nx.DiGraph,\n",
+    "    node: str | int,\n",
+    "    code_metadata: dict,  # type: ignore\n",
+    "    anchor: str | int | None = None,\n",
+    "    in_iterate: bool = False,\n",
+    ") -> str:\n",
+    "    gr_node = graph.nodes[node]\n",
+    "    prev_nodes = list(graph.pred[node])\n",
+    "    prev_node_str = get_node_str(prev_nodes[0], anchor=anchor, in_iterate=in_iterate)\n",
+    "    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
+    "    agg = gr_node[\"agg\"]\n",
+    "    schema = update_repeatable_cols_in_schema(gr_node[\"schema\"])\n",
+    "    groupby_cols = [schema[i] for i, agg_func in enumerate(agg) if agg_func is None]\n",
+    "    agg_by_cols = {\n",
+    "        schema[i]: {\"agg_func\": agg_func}\n",
+    "        for i, agg_func in enumerate(agg)\n",
+    "        if agg_func is not None\n",
     "    }\n",
-    "\n",
-    "    PYTHON_TO_DATAFLOW_TYPES = {\n",
-    "        str: \"DATA_TYPE_STRING\",\n",
-    "        int: \"DATA_TYPE_INT\",\n",
-    "        float: \"DATA_TYPE_FLOAT\",\n",
-    "        bool: \"DATA_TYPE_BOOL\",\n",
-    "        object: \"DATA_TYPE_STRING\",\n",
-    "        Span: \"DATA_TYPE_SPAN\",\n",
+    "    agg_cols = list(agg_by_cols.keys())\n",
+    "    agg_by_index = {}\n",
+    "    for key, agg_func in agg_by_cols.items():\n",
+    "        agg_func[\"index\"] = agg_cols.index(key)\n",
+    "        agg_by_index[agg_func[\"index\"]] = {\n",
+    "            \"agg_func\": agg_func[\"agg_func\"],\n",
+    "            \"col_name\": key,\n",
+    "        }\n",
+    "    multi_agg = False\n",
+    "    if len(agg_by_cols.values()) > 1:\n",
+    "        multi_agg = True\n",
+    "    declares = []\n",
+    "    agg_code = []\n",
+    "    output = []\n",
+    "    for col_name, agg_func in agg_by_cols.items():\n",
+    "        agg_index = agg_func[\"index\"]\n",
+    "        agg_var = f\"{agg_func['agg_func']}_{col_name}\"\n",
+    "        output.append(agg_var)\n",
+    "        val = \"val\" if not multi_agg else f\"val.{agg_index}\"\n",
+    "        match agg_func[\"agg_func\"]:\n",
+    "            case \"sum\":\n",
+    "                declares.append(f\"let mut {agg_var}: i32 = 0;\")\n",
+    "                agg_code.append(f\"{agg_var} += {val} * (*cnt as i32);\")\n",
+    "            case \"count\":\n",
+    "                declares.append(f\"let mut {agg_var}: i32 = 0;\")\n",
+    "                agg_code.append(f\"{agg_var} += *cnt as i32;\")\n",
+    "            case \"max\":\n",
+    "                declares.append(f\"let mut {agg_var}: i32 = i32::MIN;\")\n",
+    "                agg_code.append(f\"{agg_var} = std::cmp::max({agg_var}, {val});\")\n",
+    "            case \"min\":\n",
+    "                declares.append(f\"let mut {agg_var}: i32 = i32::MAX;\")\n",
+    "                agg_code.append(f\"{agg_var} = std::cmp::min({agg_var}, {val});\")\n",
+    "            case \"avg\":\n",
+    "                declares.append(f\"let mut {agg_var}: (i32, i32) = (0, 0);\")\n",
+    "                agg_code.append(f\"{agg_var}.0 += {val} * (*cnt as i32);\")\n",
+    "                agg_code.append(f\"{agg_var}.1 += *cnt as i32;\")\n",
+    "            case _:\n",
+    "                raise ValueError(\n",
+    "                    f\"Unsupported aggregate function: {agg_func['agg_func']}\"\n",
+    "                )\n",
+    "    agg_template = code_metadata[\"template_env\"].get_template(\"aggregate.rs.jinja2\")\n",
+    "    code = agg_template.render(\n",
+    "        output_node=node_str,\n",
+    "        prev_node=prev_node_str,\n",
+    "        in_schema=get_col_schema(schema),\n",
+    "        groupby_schema=get_col_schema(groupby_cols),\n",
+    "        groupby_len=len(groupby_cols),\n",
+    "        agg_len=len(agg_cols),\n",
+    "        agg_schema=get_col_schema(agg_cols),\n",
+    "        agg_decleration=declares,\n",
+    "        agg_list=agg_code,\n",
+    "        output_tuple=get_col_schema(output),\n",
+    "        agg_by_index=agg_by_index,\n",
+    "    )\n",
+    "    return code"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
+    "def get_ie_map_code(\n",
+    "    graph: nx.DiGraph,\n",
+    "    node: str | int,\n",
+    "    code_metadata: dict,  # type: ignore\n",
+    "    anchor: str | int | None = None,\n",
+    "    in_iterate: bool = False,\n",
+    ") -> str:\n",
+    "    \"\"\"Returns a string of rust code for ie_map node in the graph.\"\"\"\n",
+    "    prev_nodes = list(graph.pred[node])\n",
+    "    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
+    "    prev_node_str = get_node_str(prev_nodes[0], anchor=anchor, in_iterate=in_iterate)\n",
+    "    nodes_schema_types_dict = code_metadata[\"nodes_schema_types_dict\"]\n",
+    "    gr_node: dict = graph.nodes[node]\n",
+    "    in_arity: int = gr_node[\"in_arity\"]\n",
+    "    in_schema = gr_node[\"schema\"][:in_arity]\n",
+    "    in_type_schema: list = nodes_schema_types_dict[node][:in_arity]\n",
+    "    out_schema = gr_node[\"schema\"][in_arity:]\n",
+    "\n",
+    "    match gr_node[\"name\"]:\n",
+    "        case \"rgx\":\n",
+    "            func_name = STD_IE_FUNCTIONS[\"rgx\"][tuple(in_type_schema)]\n",
+    "            code = f\"let {node_str} = {prev_node_str}.flat_map(|{get_col_schema(in_schema)}| {{ \\n \\\n",
+    "                {func_name}({', '.join([f'&{col}' for col in in_schema])}).map(move |vec| ({', '.join([f'{col}.clone()' for col in in_schema]+[f'vec[{i}].clone()' for i in range(gr_node[\"out_arity\"])])})) \\n \\\n",
+    "            }});\"\n",
+    "        case (\n",
+    "            \"as_str\"\n",
+    "            | \"rgx_split\"\n",
+    "            | \"rgx_is_match\"\n",
+    "            | \"deconstruct_span\"\n",
+    "            | \"span_contained\" as original_func_name\n",
+    "        ):\n",
+    "            func_name = STD_IE_FUNCTIONS[original_func_name][tuple(in_type_schema)]\n",
+    "            code = f\"let {node_str} = {prev_node_str}.flat_map(|{get_col_schema(in_schema)}| {{ \\n \\\n",
+    "                {func_name}({', '.join([f'&{col}' for col in in_schema])}).map(move |{get_col_schema(out_schema)}| ({', '.join([f'{col}.clone()' for col in in_schema]+out_schema)})) \\n \\\n",
+    "            }});\"\n",
+    "\n",
+    "        case \"not\":\n",
+    "            code = f\"let {node_str} = {prev_node_str}.map(|{get_node_schema(graph, prev_nodes[0])}| ({get_node_schema(graph, prev_nodes[0])}, !{get_node_schema(graph, prev_nodes[0])}));\"\n",
+    "        case _:\n",
+    "            ie_map_template = code_metadata[\"template_env\"].get_template(\n",
+    "                \"ie_map.rs.jinja2\"\n",
+    "            )\n",
+    "            code = ie_map_template.render(\n",
+    "                output_node=node_str,\n",
+    "                prev_node=prev_node_str,\n",
+    "                grpc_address=code_metadata[\"grpc_address\"],\n",
+    "                function_name=graph.nodes[node][\"name\"],\n",
+    "                in_schema=get_col_schema(\n",
+    "                    gr_node[\"schema\"][: len(gr_node[\"in_schema\"])]\n",
+    "                ),\n",
+    "                out_schema_len=len(gr_node[\"out_schema\"]),\n",
+    "                in_schema_len=len(gr_node[\"in_schema\"]),\n",
+    "                out_schema_types=nodes_schema_types_dict[node],\n",
+    "                DATAFLOW_TO_RUST_TYPES=DATAFLOW_TO_RUST_TYPES,\n",
+    "            )\n",
+    "    return code"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
+    "def validate_node(graph: nx.DiGraph, node: str | int) -> None:\n",
+    "    \"\"\"Validates the node in the graph.\"\"\"\n",
+    "    gr_node = graph.nodes[node]\n",
+    "    preds = [graph.nodes[key] for key in graph.pred[node].keys()]\n",
+    "    match gr_node[\"op\"]:\n",
+    "        case \"union\":\n",
+    "            preds = [\n",
+    "                pred\n",
+    "                for pred in graph.pred[node]\n",
+    "                if \"reduced\" not in graph.get_edge_data(pred, node)\n",
+    "            ]\n",
+    "            if len(preds) not in (1, 2):\n",
+    "                raise ValueError(\n",
+    "                    \"Union node has invalid number of predecessors: \",\n",
+    "                    (len(preds), node),\n",
+    "                )\n",
+    "        case \"rename\" | \"select\" | \"project\" | \"groupby\":\n",
+    "            if len(preds) != 1:\n",
+    "                raise ValueError(\n",
+    "                    f\"{gr_node['op']} node has invalid number of predecessors: \",\n",
+    "                    (len(preds), node),\n",
+    "                )\n",
+    "        case \"product\" | \"join\":\n",
+    "            if len(preds) != 2:\n",
+    "                raise ValueError(\n",
+    "                    f\"Product {gr_node['op']} has invalid number of predecessors: \",\n",
+    "                    (len(preds), node),\n",
+    "                )\n",
+    "        case \"ie_map\":\n",
+    "            if gr_node[\"name\"] == \"not\":\n",
+    "                if len(preds) != 1:\n",
+    "                    raise ValueError(\n",
+    "                        \"Not node has invalid number of predecessors: \",\n",
+    "                        (len(preds), node),\n",
+    "                    )\n",
+    "        case \"get_const\" | \"get_rel\":\n",
+    "            return\n",
+    "        case _:\n",
+    "            raise ValueError(f\"Unsupported operation: {gr_node['op']}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
+    "def prepare_node(\n",
+    "    graph: nx.DiGraph,\n",
+    "    node: str | int,\n",
+    "    code_metadata: dict,  # type: ignore\n",
+    ") -> None:\n",
+    "    \"\"\"Prepares the node in the graph, calculating and updating the schema types dictionary.\"\"\"\n",
+    "    nodes_schema_types_dict = code_metadata[\"nodes_schema_types_dict\"]\n",
+    "    gr_node = graph.nodes[node]\n",
+    "    preds = [\n",
+    "        {**graph.nodes[node_name], \"node_name\": node_name}\n",
+    "        for node_name in graph.pred[node]\n",
+    "    ]\n",
+    "    if node in nodes_schema_types_dict:\n",
+    "        return\n",
+    "    match gr_node[\"op\"]:\n",
+    "        case \"get_rel\":\n",
+    "            nodes_schema_types_dict[node] = code_metadata[\"input_schema\"][node]\n",
+    "        case \"rename\" | \"select\" | \"union\":\n",
+    "            nodes_schema_types_dict[node] = nodes_schema_types_dict[\n",
+    "                preds[0][\"node_name\"]\n",
+    "            ]\n",
+    "        case \"project\":\n",
+    "            pred = preds[0]\n",
+    "            nodes_schema_types_dict[node] = [\n",
+    "                nodes_schema_types_dict[pred[\"node_name\"]][pred[\"schema\"].index(col)]\n",
+    "                for col in gr_node[\"schema\"]\n",
+    "            ]\n",
+    "        case \"product\" | \"join\":\n",
+    "            schema_types = []\n",
+    "            for x in gr_node[\"schema\"]:\n",
+    "                try:\n",
+    "                    index = preds[0][\"schema\"].index(x)\n",
+    "                    schema_types.append(\n",
+    "                        nodes_schema_types_dict[preds[0][\"node_name\"]][index]\n",
+    "                    )\n",
+    "                except ValueError:\n",
+    "                    index = preds[1][\"schema\"].index(x)\n",
+    "                    schema_types.append(\n",
+    "                        nodes_schema_types_dict[preds[1][\"node_name\"]][index]\n",
+    "                    )\n",
+    "            nodes_schema_types_dict[node] = schema_types\n",
+    "        case \"groupby\":\n",
+    "            schema_types = []\n",
+    "            for index, agg in enumerate(gr_node[\"agg\"]):\n",
+    "                if agg is None:\n",
+    "                    schema_types.append(\n",
+    "                        nodes_schema_types_dict[preds[0][\"node_name\"]][index]\n",
+    "                    )\n",
+    "                elif (\n",
+    "                    agg == \"count\"\n",
+    "                ):  # what about min / max should it match int if the field is int?\n",
+    "                    schema_types.append(\"DATA_TYPE_INT\")\n",
+    "                else:\n",
+    "                    schema_types.append(\"DATA_TYPE_FLOAT\")\n",
+    "            nodes_schema_types_dict[node] = schema_types\n",
+    "        case \"get_const\":\n",
+    "            nodes_schema_types_dict[node] = [\n",
+    "                PYTHON_TO_DATAFLOW_TYPES[type(const)]\n",
+    "                for const in gr_node[\"const_dict\"].values()\n",
+    "            ]\n",
+    "        case \"ie_map\":\n",
+    "            if callable(gr_node[\"in_schema\"]):\n",
+    "                gr_node[\"in_schema\"] = gr_node[\"in_schema\"](gr_node[\"in_arity\"])\n",
+    "            if callable(gr_node[\"out_schema\"]):\n",
+    "                gr_node[\"out_schema\"] = gr_node[\"out_schema\"](gr_node[\"out_arity\"])\n",
+    "            nodes_schema_types_dict[node] = []\n",
+    "            for i, col_type in enumerate(gr_node[\"in_schema\"] + gr_node[\"out_schema\"]):\n",
+    "                if i < gr_node[\"in_arity\"]:\n",
+    "                    prev_type = nodes_schema_types_dict[preds[0][\"node_name\"]][i]\n",
+    "                    if isinstance(col_type, tuple):\n",
+    "                        tuple_types = (PYTHON_TO_DATAFLOW_TYPES[t] for t in col_type)\n",
+    "                        if prev_type not in tuple_types:\n",
+    "                            raise ValueError(\n",
+    "                                \"Type mismatch: the IE function input type does not match the input schema\"\n",
+    "                            )\n",
+    "                    new_col_type = prev_type\n",
+    "                else:\n",
+    "                    new_col_type = PYTHON_TO_DATAFLOW_TYPES[col_type]\n",
+    "                nodes_schema_types_dict[node].append(new_col_type)\n",
+    "        case _:\n",
+    "            raise ValueError(f\"Unsupported operation: {gr_node['op']}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
+    "def generate_node_code(\n",
+    "    graph: nx.DiGraph,\n",
+    "    node: str | int,\n",
+    "    code_metadata: dict,  # type: ignore\n",
+    "    anchor: str | int | None = None,\n",
+    "    in_iterate: bool = False,\n",
+    ") -> str:\n",
+    "    \"\"\"Returns a string of rust code for the node in the graph.\"\"\"\n",
+    "    gr_node = graph.nodes[node]\n",
+    "    validate_node(graph, node)\n",
+    "    prepare_node(graph, node, code_metadata=code_metadata)\n",
+    "    op_to_code_generator = {\n",
+    "        \"get_rel\": get_from_input_code,\n",
+    "        \"rename\": get_rename_code,\n",
+    "        \"project\": get_project_code,\n",
+    "        \"join\": get_join_code,\n",
+    "        \"select\": get_select_code,\n",
+    "        \"union\": get_union_code,\n",
+    "        \"groupby\": get_groupby_code,\n",
+    "        \"get_const\": get_from_input_code,\n",
+    "        \"product\": get_join_code,\n",
+    "        \"ie_map\": get_ie_map_code,\n",
     "    }\n",
-    "\n",
+    "    if gr_node[\"op\"] not in op_to_code_generator:\n",
+    "        raise ValueError(f\"Unsupported operation: {gr_node['op']}\")\n",
+    "    return op_to_code_generator[gr_node[\"op\"]](\n",
+    "        graph,\n",
+    "        node,\n",
+    "        code_metadata=code_metadata,\n",
+    "        anchor=anchor,\n",
+    "        in_iterate=in_iterate,\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
+    "def generate_graph_code(\n",
+    "    graph: nx.DiGraph,\n",
+    "    code_metadata: dict,  # type: ignore\n",
+    ") -> list[str]:\n",
+    "    flow_code = list()\n",
+    "    iterate_template = code_metadata[\"template_env\"].get_template(\"iterate.rs.jinja2\")\n",
+    "    nodes_schema_types_dict = code_metadata[\"nodes_schema_types_dict\"]\n",
+    "    reduced, cycles = reduced_graph(graph)\n",
+    "    for node in list(nx.topological_sort(reduced)):\n",
+    "        prepare_node(\n",
+    "            reduced,\n",
+    "            node,\n",
+    "            code_metadata=code_metadata,\n",
+    "        )\n",
+    "        if node in cycles.keys():\n",
+    "            nodes_schema_types_dict[f\"iter_{node}\"] = nodes_schema_types_dict[node]\n",
+    "            prepare_node(\n",
+    "                cycles[node],\n",
+    "                f\"iter_{node}\",\n",
+    "                code_metadata=code_metadata,\n",
+    "            )\n",
+    "            iter_graph = create_iter_graph(graph, cycles[node], node)\n",
+    "            anchor_code = generate_node_code(reduced, node, code_metadata=code_metadata)\n",
+    "            cycle_code = {}\n",
+    "            cycle_order = traverse_cycle(cycles[node], f\"iter_{node}\")\n",
+    "            for cycle_node in cycle_order:\n",
+    "                prepare_node(\n",
+    "                    iter_graph,\n",
+    "                    cycle_node,\n",
+    "                    code_metadata=code_metadata,\n",
+    "                )\n",
+    "                cycle_code[cycle_node] = generate_node_code(\n",
+    "                    iter_graph,\n",
+    "                    cycle_node,\n",
+    "                    code_metadata=code_metadata,\n",
+    "                    anchor=f\"iter_{node}\",\n",
+    "                    in_iterate=True,\n",
+    "                )\n",
+    "            flow_code.append(\n",
+    "                iterate_template.render(\n",
+    "                    {\n",
+    "                        \"ingress_nodes\": find_ingress_nodes(\n",
+    "                            graph, list(cycles[node].nodes)\n",
+    "                        ),\n",
+    "                        \"anchor\": node,\n",
+    "                        \"cycle_flow\": cycle_order,\n",
+    "                        \"flow_code\": cycle_code,\n",
+    "                        \"anchor_code\": anchor_code,\n",
+    "                    }\n",
+    "                )\n",
+    "            )\n",
+    "        else:\n",
+    "            flow_code.append(\n",
+    "                generate_node_code(reduced, node, code_metadata=code_metadata)\n",
+    "            )\n",
+    "    return flow_code"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Class RustDataflow"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
+    "class RustDataflow:\n",
     "    def __init__(self, engine: Engine, config: Config):\n",
     "        self._engine = engine\n",
     "        self._config = config\n",
@@ -98,619 +774,27 @@
     "\n",
     "    def get_input_schema(self, node: int | str) -> list[str]:\n",
     "        collections = self._engine.get_collections()\n",
-    "        return [self.DATAFLOW_TO_RUST_TYPES[x] for x in collections[str(node)]]\n",
-    "\n",
-    "    def get_sources_data(\n",
-    "        self,\n",
-    "        graph: nx.DiGraph,\n",
-    "        nodes_schema_types_dict: dict[str | int, list[str]],\n",
-    "    ) -> dict[str | int, dict[str, str | int | list[str]]]:\n",
-    "        data = dict()\n",
-    "        for source in find_sources(graph):\n",
-    "            gr_node = graph.nodes[source]\n",
-    "            op = gr_node[\"op\"]\n",
-    "            data[source] = {\n",
-    "                \"name\": source,\n",
-    "                \"op\": op,\n",
-    "            }\n",
-    "\n",
-    "            if source not in nodes_schema_types_dict:\n",
-    "                data[source][\"schema\"] = self.get_input_schema(source)\n",
-    "            else:\n",
-    "                data[source][\"schema\"] = [\n",
-    "                    self.DATAFLOW_TO_RUST_TYPES[t]\n",
-    "                    for t in nodes_schema_types_dict[source]\n",
-    "                ]\n",
-    "                if op == \"get_const\":\n",
-    "                    data[source][\"consts\"] = self._engine._serialize_row(\n",
-    "                        nodes_schema_types_dict[source],\n",
-    "                        [gr_node[\"const_dict\"][col] for col in gr_node[\"schema\"]],\n",
-    "                    )\n",
-    "        return data\n",
-    "\n",
-    "    @staticmethod\n",
-    "    def get_col_schema(cols: list[str]) -> str:\n",
-    "        if not cols:\n",
-    "            return \"0\"\n",
-    "        if len(cols) > 1:\n",
-    "            return f\"({', '.join(cols)})\"\n",
-    "        else:\n",
-    "            return cols[0]\n",
-    "\n",
-    "    def get_join_code(\n",
-    "        self,\n",
-    "        graph: nx.DiGraph,\n",
-    "        node: str | int,\n",
-    "        anchor: str | int | None = None,\n",
-    "        in_iterate: bool = False,\n",
-    "        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,\n",
-    "    ) -> str:\n",
-    "        \"\"\"Returns a string of rust code for joining two collections on the common columns.\n",
-    "        If no columns are common, the join is a cross product.\n",
-    "        \"\"\"\n",
-    "        join1, join2 = list(graph.pred[node])\n",
-    "        out_node_str = self.get_node_str(node)\n",
-    "        join1_str = self.get_node_str(join1)\n",
-    "        join2_str = self.get_node_str(join2)\n",
-    "\n",
-    "        if in_iterate:\n",
-    "            if node == anchor:\n",
-    "                out_node_str = str(anchor)\n",
-    "            if join1 == anchor:\n",
-    "                join1_str = join1\n",
-    "            if join2 == anchor:\n",
-    "                join2_str = join2\n",
-    "\n",
-    "        common_cols = get_common_cols(graph, join1, join2)\n",
-    "        common_schema = self.get_col_schema(common_cols)\n",
-    "\n",
-    "        join1_uncommon_schema = self.get_col_schema(\n",
-    "            get_minus_cols(graph, join1, common_cols)\n",
-    "        )\n",
-    "        join2_uncommon_schema = self.get_col_schema(\n",
-    "            get_minus_cols(graph, join2, common_cols)\n",
-    "        )\n",
-    "        out_join1_uncommon_schema = (\n",
-    "            join1_uncommon_schema if join1_uncommon_schema != \"0\" else \"_\"\n",
-    "        )\n",
-    "\n",
-    "        out_join2_uncommon_schema = (\n",
-    "            join2_uncommon_schema if join2_uncommon_schema != \"0\" else \"_\"\n",
-    "        )\n",
-    "\n",
-    "        return f\"\"\"let {out_node_str} = {join1_str}.map(|{get_node_schema(graph, join1)}| ({common_schema}, {join1_uncommon_schema}))\n",
-    "                            .join(&{join2_str}.map(|{get_node_schema(graph, join2)}| ({common_schema}, {join2_uncommon_schema})))\n",
-    "                            .map(|({common_schema if common_schema != \"0\" else \"_\"}, ({out_join1_uncommon_schema}, {out_join2_uncommon_schema}))| ({get_node_schema(graph, node)}));\"\"\"\n",
-    "\n",
-    "    def get_union_code(\n",
-    "        self,\n",
-    "        graph: nx.DiGraph,\n",
-    "        node: str | int,\n",
-    "        anchor: str | int | None = None,\n",
-    "        in_iterate: bool = False,\n",
-    "        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,\n",
-    "    ) -> str:\n",
-    "        \"\"\"Returns a string of rust code for unioning two collections.\"\"\"\n",
-    "        preds = [\n",
-    "            pred\n",
-    "            for pred in graph.pred[node]\n",
-    "            if \"reduced\" not in graph.get_edge_data(pred, node)\n",
-    "        ]\n",
-    "\n",
-    "        prev_node1_str = self.get_node_str(\n",
-    "            preds[0], anchor=anchor, in_iterate=in_iterate\n",
-    "        )\n",
-    "        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
-    "\n",
-    "        if len(preds) == 1:\n",
-    "            return f\"let {' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.clone();\"\n",
-    "        prev_node2_str = self.get_node_str(\n",
-    "            preds[1], anchor=anchor, in_iterate=in_iterate\n",
-    "        )\n",
-    "        return f\"let{' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.concat(&{prev_node2_str});\"\n",
-    "\n",
-    "    def get_node_str(\n",
-    "        self, node: str | int, anchor: str | int | None = None, in_iterate: bool = False\n",
-    "    ) -> str:\n",
-    "        if in_iterate and node == anchor:\n",
-    "            return str(anchor)\n",
-    "        return f\"node_{node}\"\n",
-    "\n",
-    "    def validate_node(self, graph: nx.DiGraph, node: str | int) -> None:\n",
-    "        \"\"\"Validates the node in the graph.\"\"\"\n",
-    "        gr_node = graph.nodes[node]\n",
-    "        preds = [graph.nodes[key] for key in graph.pred[node].keys()]\n",
-    "        match gr_node[\"op\"]:\n",
-    "            case \"union\":\n",
-    "                preds = [\n",
-    "                    pred\n",
-    "                    for pred in graph.pred[node]\n",
-    "                    if \"reduced\" not in graph.get_edge_data(pred, node)\n",
-    "                ]\n",
-    "                if len(preds) not in (1, 2):\n",
-    "                    raise ValueError(\n",
-    "                        \"Union node has invalid number of predecessors: \",\n",
-    "                        (len(preds), node),\n",
-    "                    )\n",
-    "            case \"rename\" | \"select\" | \"project\" | \"groupby\":\n",
-    "                if len(preds) != 1:\n",
-    "                    raise ValueError(\n",
-    "                        f\"{gr_node['op']} node has invalid number of predecessors: \",\n",
-    "                        (len(preds), node),\n",
-    "                    )\n",
-    "            case \"product\" | \"join\":\n",
-    "                if len(preds) != 2:\n",
-    "                    raise ValueError(\n",
-    "                        f\"Product {gr_node['op']} has invalid number of predecessors: \",\n",
-    "                        (len(preds), node),\n",
-    "                    )\n",
-    "            case \"ie_map\":\n",
-    "                if gr_node[\"name\"] == \"not\":\n",
-    "                    if len(preds) != 1:\n",
-    "                        raise ValueError(\n",
-    "                            \"Not node has invalid number of predecessors: \",\n",
-    "                            (len(preds), node),\n",
-    "                        )\n",
-    "            case \"get_const\" | \"get_rel\":\n",
-    "                return\n",
-    "            case _:\n",
-    "                raise ValueError(f\"Unsupported operation: {gr_node['op']}\")\n",
-    "\n",
-    "    def prepare_node(\n",
-    "        self,\n",
-    "        graph: nx.DiGraph,\n",
-    "        node: str | int,\n",
-    "        nodes_schema_types_dict: dict[str | int, list[str]],\n",
-    "    ) -> None:\n",
-    "        \"\"\"Prepares the node in the graph, calculating and updating the schema types dictionary.\"\"\"\n",
-    "        gr_node = graph.nodes[node]\n",
-    "        preds = [\n",
-    "            {**graph.nodes[node_name], \"node_name\": node_name}\n",
-    "            for node_name in graph.pred[node]\n",
-    "        ]\n",
-    "        if node in nodes_schema_types_dict:\n",
-    "            return\n",
-    "        match gr_node[\"op\"]:\n",
-    "            case \"get_rel\":\n",
-    "                nodes_schema_types_dict[node] = self.get_input_schema_types(node)\n",
-    "            case \"rename\" | \"select\" | \"union\":\n",
-    "                nodes_schema_types_dict[node] = nodes_schema_types_dict[\n",
-    "                    preds[0][\"node_name\"]\n",
-    "                ]\n",
-    "            case \"project\":\n",
-    "                pred = preds[0]\n",
-    "                nodes_schema_types_dict[node] = [\n",
-    "                    nodes_schema_types_dict[pred[\"node_name\"]][\n",
-    "                        pred[\"schema\"].index(col)\n",
-    "                    ]\n",
-    "                    for col in gr_node[\"schema\"]\n",
-    "                ]\n",
-    "            case \"product\" | \"join\":\n",
-    "                schema_types = []\n",
-    "                for x in gr_node[\"schema\"]:\n",
-    "                    try:\n",
-    "                        index = preds[0][\"schema\"].index(x)\n",
-    "                        schema_types.append(\n",
-    "                            nodes_schema_types_dict[preds[0][\"node_name\"]][index]\n",
-    "                        )\n",
-    "                    except ValueError:\n",
-    "                        index = preds[1][\"schema\"].index(x)\n",
-    "                        schema_types.append(\n",
-    "                            nodes_schema_types_dict[preds[1][\"node_name\"]][index]\n",
-    "                        )\n",
-    "                nodes_schema_types_dict[node] = schema_types\n",
-    "            case \"groupby\":\n",
-    "                schema_types = []\n",
-    "                for index, agg in enumerate(gr_node[\"agg\"]):\n",
-    "                    if agg is None:\n",
-    "                        schema_types.append(\n",
-    "                            nodes_schema_types_dict[preds[0][\"node_name\"]][index]\n",
-    "                        )\n",
-    "                    elif (\n",
-    "                        agg == \"count\"\n",
-    "                    ):  # what about min / max should it match int if the field is int?\n",
-    "                        schema_types.append(\"DATA_TYPE_INT\")\n",
-    "                    else:\n",
-    "                        schema_types.append(\"DATA_TYPE_FLOAT\")\n",
-    "                nodes_schema_types_dict[node] = schema_types\n",
-    "            case \"get_const\":\n",
-    "                nodes_schema_types_dict[node] = [\n",
-    "                    self.PYTHON_TO_DATAFLOW_TYPES[type(const)]\n",
-    "                    for const in gr_node[\"const_dict\"].values()\n",
-    "                ]\n",
-    "            case \"ie_map\":\n",
-    "                if callable(gr_node[\"in_schema\"]):\n",
-    "                    gr_node[\"in_schema\"] = gr_node[\"in_schema\"](gr_node[\"in_arity\"])\n",
-    "                if callable(gr_node[\"out_schema\"]):\n",
-    "                    gr_node[\"out_schema\"] = gr_node[\"out_schema\"](gr_node[\"out_arity\"])\n",
-    "\n",
-    "                nodes_schema_types_dict[node] = []\n",
-    "                for i, col_type in enumerate(\n",
-    "                    gr_node[\"in_schema\"] + gr_node[\"out_schema\"]\n",
-    "                ):\n",
-    "                    if i < gr_node[\"in_arity\"]:\n",
-    "                        prev_type = nodes_schema_types_dict[preds[0][\"node_name\"]][i]\n",
-    "                        if isinstance(col_type, tuple):\n",
-    "                            tuple_types = (\n",
-    "                                self.PYTHON_TO_DATAFLOW_TYPES[t] for t in col_type\n",
-    "                            )\n",
-    "                            if prev_type not in tuple_types:\n",
-    "                                raise ValueError(\n",
-    "                                    \"Type mismatch: the IE function input type does not match the input schema\"\n",
-    "                                )\n",
-    "                        new_col_type = prev_type\n",
-    "                    else:\n",
-    "                        new_col_type = self.PYTHON_TO_DATAFLOW_TYPES[col_type]\n",
-    "                    nodes_schema_types_dict[node].append(new_col_type)\n",
-    "\n",
-    "            case _:\n",
-    "                raise ValueError(f\"Unsupported operation: {gr_node['op']}\")\n",
-    "\n",
-    "    def generate_node_code(\n",
-    "        self,\n",
-    "        graph: nx.DiGraph,\n",
-    "        node: str | int,\n",
-    "        nodes_schema_types_dict: dict[str | int, list[str]],\n",
-    "        anchor: str | int | None = None,\n",
-    "        in_iterate: bool = False,\n",
-    "    ) -> str:\n",
-    "        \"\"\"Returns a string of rust code for the node in the graph.\"\"\"\n",
-    "        gr_node = graph.nodes[node]\n",
-    "        self.validate_node(graph, node)\n",
-    "        self.prepare_node(graph, node, nodes_schema_types_dict)\n",
-    "        op_to_code_generator = {\n",
-    "            \"get_rel\": self.get_from_input_code,\n",
-    "            \"rename\": self.get_rename_code,\n",
-    "            \"project\": self.get_project_code,\n",
-    "            \"join\": self.get_join_code,\n",
-    "            \"select\": self.get_select_code,\n",
-    "            \"union\": self.get_union_code,\n",
-    "            \"groupby\": self.get_groupby_code,\n",
-    "            \"get_const\": self.get_from_input_code,\n",
-    "            \"product\": self.get_join_code,\n",
-    "            \"ie_map\": self.get_ie_map_code,\n",
-    "        }\n",
-    "        if gr_node[\"op\"] not in op_to_code_generator:\n",
-    "            raise ValueError(f\"Unsupported operation: {gr_node['op']}\")\n",
-    "        return op_to_code_generator[gr_node[\"op\"]](\n",
-    "            graph,\n",
-    "            node,\n",
-    "            anchor=anchor,\n",
-    "            in_iterate=in_iterate,\n",
-    "            nodes_schema_types_dict=nodes_schema_types_dict,\n",
-    "        )\n",
-    "\n",
-    "    def get_ie_map_code(\n",
-    "        self,\n",
-    "        graph: nx.DiGraph,\n",
-    "        node: str | int,\n",
-    "        anchor: str | int | None = None,\n",
-    "        in_iterate: bool = False,\n",
-    "        nodes_schema_types_dict: dict[str | int, list[str]] = {},\n",
-    "    ) -> str:\n",
-    "        \"\"\"Returns a string of rust code for ie_map node in the graph.\"\"\"\n",
-    "        prev_nodes = list(graph.pred[node])\n",
-    "        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
-    "        prev_node_str = self.get_node_str(\n",
-    "            prev_nodes[0], anchor=anchor, in_iterate=in_iterate\n",
-    "        )\n",
-    "        STD_IE_FUNCTIONS: dict[str, dict[tuple, str]] = {\n",
-    "            \"rgx\": {\n",
-    "                (\"DATA_TYPE_STRING\", \"DATA_TYPE_STRING\"): \"rgx_str_span\",\n",
-    "                (\"DATA_TYPE_STRING\", \"DATA_TYPE_SPAN\"): \"rgx_span_span\",\n",
-    "            },\n",
-    "            \"as_str\": {(\"DATA_TYPE_SPAN\",): \"span_as_str\"},\n",
-    "            \"deconstruct_span\": {(\"DATA_TYPE_SPAN\",): \"deconstruct_span\"},\n",
-    "            \"rgx_is_match\": {\n",
-    "                (\"DATA_TYPE_STRING\", \"DATA_TYPE_STRING\"): \"rgx_is_match_str\",\n",
-    "                (\"DATA_TYPE_STRING\", \"DATA_TYPE_SPAN\"): \"rgx_is_match_span\",\n",
-    "            },\n",
-    "            \"span_contained\": {(\"DATA_TYPE_SPAN\", \"DATA_TYPE_SPAN\"): \"span_contained\"},\n",
-    "            \"rgx_split\": {\n",
-    "                (\"DATA_TYPE_STRING\", \"DATA_TYPE_STRING\"): \"rgx_split_str\",\n",
-    "                (\"DATA_TYPE_STRING\", \"DATA_TYPE_SPAN\"): \"rgx_split_span\",\n",
-    "            },\n",
-    "        }\n",
-    "\n",
-    "        gr_node: dict = graph.nodes[node]\n",
-    "        in_arity: int = gr_node[\"in_arity\"]\n",
-    "        in_schema = gr_node[\"schema\"][:in_arity]\n",
-    "        in_type_schema: list = nodes_schema_types_dict[node][:in_arity]\n",
-    "        out_schema = gr_node[\"schema\"][in_arity:]\n",
-    "        match gr_node[\"name\"]:\n",
-    "            case \"rgx\":\n",
-    "                func_name = STD_IE_FUNCTIONS[\"rgx\"][tuple(in_type_schema)]\n",
-    "                code = f\"let {node_str} = {prev_node_str}.flat_map(|{self.get_col_schema(in_schema)}| {{ \\n \\\n",
-    "                    {func_name}({', '.join([f'&{col}' for col in in_schema])}).map(move |vec| ({', '.join([f'{col}.clone()' for col in in_schema]+[f'vec[{i}].clone()' for i in range(gr_node[\"out_arity\"])])})) \\n \\\n",
-    "                }});\"\n",
-    "            case (\n",
-    "                \"as_str\"\n",
-    "                | \"rgx_split\"\n",
-    "                | \"rgx_is_match\"\n",
-    "                | \"deconstruct_span\"\n",
-    "                | \"span_contained\" as original_func_name\n",
-    "            ):\n",
-    "                func_name = STD_IE_FUNCTIONS[original_func_name][tuple(in_type_schema)]\n",
-    "                code = f\"let {node_str} = {prev_node_str}.flat_map(|{self.get_col_schema(in_schema)}| {{ \\n \\\n",
-    "                    {func_name}({', '.join([f'&{col}' for col in in_schema])}).map(move |{self.get_col_schema(out_schema)}| ({', '.join([f'{col}.clone()' for col in in_schema]+out_schema)})) \\n \\\n",
-    "                }});\"\n",
-    "\n",
-    "            case \"not\":\n",
-    "                code = f\"let {node_str} = {prev_node_str}.map(|{get_node_schema(graph, prev_nodes[0])}| ({get_node_schema(graph, prev_nodes[0])}, !{get_node_schema(graph, prev_nodes[0])}));\"\n",
-    "            case _:\n",
-    "                ie_map_template = self._template_env.get_template(\"ie_map.rs.jinja2\")\n",
-    "                code = ie_map_template.render(\n",
-    "                    output_node=node_str,\n",
-    "                    prev_node=prev_node_str,\n",
-    "                    grpc_address=f\"http://{self._config.LISTEN_ADDRESS}\",\n",
-    "                    function_name=graph.nodes[node][\"name\"],\n",
-    "                    in_schema=self.get_col_schema(\n",
-    "                        gr_node[\"schema\"][: len(gr_node[\"in_schema\"])]\n",
-    "                    ),\n",
-    "                    out_schema_len=len(gr_node[\"out_schema\"]),\n",
-    "                    in_schema_len=len(gr_node[\"in_schema\"]),\n",
-    "                    out_schema_types=nodes_schema_types_dict[node],\n",
-    "                    DATAFLOW_TO_RUST_TYPES=self.DATAFLOW_TO_RUST_TYPES,\n",
-    "                )\n",
-    "        return code\n",
-    "\n",
-    "    def get_project_code(\n",
-    "        self,\n",
-    "        graph: nx.DiGraph,\n",
-    "        node: str | int,\n",
-    "        anchor: str | int | None = None,\n",
-    "        in_iterate: bool = False,\n",
-    "        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,\n",
-    "    ) -> str:\n",
-    "        schema = get_node_schema(graph, node)\n",
-    "        prev_nodes = list(graph.pred[node])\n",
-    "\n",
-    "        prev_node_str = self.get_node_str(\n",
-    "            prev_nodes[0], anchor=anchor, in_iterate=in_iterate\n",
-    "        )\n",
-    "        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
-    "        prev_schema = get_node_schema(graph, prev_nodes[0])\n",
-    "        return f\"let {node_str} = {prev_node_str}.map(|{prev_schema}| {schema});\"\n",
-    "\n",
-    "    def get_from_input_code(\n",
-    "        self,\n",
-    "        graph: nx.DiGraph,\n",
-    "        node: str | int,\n",
-    "        anchor: str | int | None = None,\n",
-    "        in_iterate: bool = False,\n",
-    "        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,\n",
-    "    ) -> str:\n",
-    "        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
-    "        return f\"let {node_str} = input_{node}.to_collection(scope);\"\n",
-    "\n",
-    "    def get_rename_code(\n",
-    "        self,\n",
-    "        graph: nx.DiGraph,\n",
-    "        node: str | int,\n",
-    "        anchor: str | int | None = None,\n",
-    "        in_iterate: bool = False,\n",
-    "        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,\n",
-    "    ) -> str:\n",
-    "        schema = self.get_col_schema(\n",
-    "            self.update_repeatable_cols_in_schema(graph.nodes[node][\"schema\"])\n",
-    "        )\n",
-    "\n",
-    "        prev_nodes = list(graph.pred[node])\n",
-    "\n",
-    "        prev_node_str = self.get_node_str(\n",
-    "            prev_nodes[0], anchor=anchor, in_iterate=in_iterate\n",
-    "        )\n",
-    "        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
-    "\n",
-    "        return f\"let {node_str} = {prev_node_str}.map(|{schema}| {schema});\"\n",
-    "\n",
-    "    def get_select_code(\n",
-    "        self,\n",
-    "        graph: nx.DiGraph,\n",
-    "        node: str | int,\n",
-    "        anchor: str | int | None = None,\n",
-    "        in_iterate: bool = False,\n",
-    "        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,\n",
-    "    ) -> str:\n",
-    "        gr_node = graph.nodes[node]\n",
-    "        prev_nodes = list(graph.pred[node])\n",
-    "\n",
-    "        prev_node_str = self.get_node_str(\n",
-    "            prev_nodes[0], anchor=anchor, in_iterate=in_iterate\n",
-    "        )\n",
-    "        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
-    "\n",
-    "        theta = gr_node[\"theta\"]\n",
-    "        predicates = []\n",
-    "        if hasattr(theta, \"pos_val_tuples\"):  #  equalConstTheta\n",
-    "            predicates = [\n",
-    "                (\n",
-    "                    f'*col_{pos} == \"{val}\".to_string()'\n",
-    "                    if isinstance(val, str)\n",
-    "                    else f\"*col_{pos} == {val}\"\n",
-    "                )\n",
-    "                for pos, val in theta.pos_val_tuples\n",
-    "            ]\n",
-    "        elif hasattr(theta, \"col_pos_tuples\"):  #  equalColTheta\n",
-    "            predicates = [\n",
-    "                f\"col_{pos1} == col_{pos2}\" for pos1, pos2 in theta.col_pos_tuples\n",
-    "            ]\n",
-    "        else:\n",
-    "            raise ValueError(f\"Unsupported theta join: {theta}. {dir(theta)}\")\n",
-    "        return f\"let {node_str} = {prev_node_str}.filter(|{self.get_col_schema([f\"col_{i}\" for i in range(len(gr_node['schema']))])}| {' && '.join(predicates)});\"\n",
-    "\n",
-    "    def update_repeatable_cols_in_schema(self, schema: list[str]) -> list[str]:\n",
-    "        repeatable_cols: dict[str, list[int]] = {}\n",
-    "        for i, col in enumerate(schema):\n",
-    "            if col in repeatable_cols:\n",
-    "                repeatable_cols[col].append(i)\n",
-    "            else:\n",
-    "                repeatable_cols[col] = [i]\n",
-    "\n",
-    "        if not repeatable_cols:\n",
-    "            return schema\n",
-    "        result = schema.copy()\n",
-    "        for col, indecies in repeatable_cols.items():\n",
-    "            if len(indecies) > 1:\n",
-    "                for i, index in enumerate(indecies):\n",
-    "                    result[index] = f\"{col}_{i}\"\n",
-    "        return result\n",
-    "\n",
-    "    def get_groupby_code(\n",
-    "        self,\n",
-    "        graph: nx.DiGraph,\n",
-    "        node: str | int,\n",
-    "        anchor: str | int | None = None,\n",
-    "        in_iterate: bool = False,\n",
-    "        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,\n",
-    "    ) -> str:\n",
-    "        gr_node = graph.nodes[node]\n",
-    "        prev_nodes = list(graph.pred[node])\n",
-    "\n",
-    "        prev_node_str = self.get_node_str(\n",
-    "            prev_nodes[0], anchor=anchor, in_iterate=in_iterate\n",
-    "        )\n",
-    "        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
-    "\n",
-    "        agg = gr_node[\"agg\"]\n",
-    "        schema = self.update_repeatable_cols_in_schema(gr_node[\"schema\"])\n",
-    "        groupby_cols = [schema[i] for i, agg_func in enumerate(agg) if agg_func is None]\n",
-    "        agg_by_cols = {\n",
-    "            schema[i]: {\"agg_func\": agg_func}\n",
-    "            for i, agg_func in enumerate(agg)\n",
-    "            if agg_func is not None\n",
-    "        }\n",
-    "\n",
-    "        agg_cols = list(agg_by_cols.keys())\n",
-    "        agg_by_index = {}\n",
-    "\n",
-    "        for key, agg_func in agg_by_cols.items():\n",
-    "            agg_func[\"index\"] = agg_cols.index(key)\n",
-    "            agg_by_index[agg_func[\"index\"]] = {\n",
-    "                \"agg_func\": agg_func[\"agg_func\"],\n",
-    "                \"col_name\": key,\n",
-    "            }\n",
-    "\n",
-    "        multi_agg = False\n",
-    "        if len(agg_by_cols.values()) > 1:\n",
-    "            multi_agg = True\n",
-    "\n",
-    "        declares = []\n",
-    "        agg_code = []\n",
-    "        output = []\n",
-    "        for col_name, agg_func in agg_by_cols.items():\n",
-    "            agg_index = agg_func[\"index\"]\n",
-    "            agg_var = f\"{agg_func['agg_func']}_{col_name}\"\n",
-    "            output.append(agg_var)\n",
-    "            val = \"val\" if not multi_agg else f\"val.{agg_index}\"\n",
-    "            match agg_func[\"agg_func\"]:\n",
-    "                case \"sum\":\n",
-    "                    declares.append(f\"let mut {agg_var}: i32 = 0;\")\n",
-    "                    agg_code.append(f\"{agg_var} += {val} * (*cnt as i32);\")\n",
-    "                case \"count\":\n",
-    "                    declares.append(f\"let mut {agg_var}: i32 = 0;\")\n",
-    "                    agg_code.append(f\"{agg_var} += *cnt as i32;\")\n",
-    "                case \"max\":\n",
-    "                    declares.append(f\"let mut {agg_var}: i32 = i32::MIN;\")\n",
-    "                    agg_code.append(f\"{agg_var} = std::cmp::max({agg_var}, {val});\")\n",
-    "                case \"min\":\n",
-    "                    declares.append(f\"let mut {agg_var}: i32 = i32::MAX;\")\n",
-    "                    agg_code.append(f\"{agg_var} = std::cmp::min({agg_var}, {val});\")\n",
-    "                case \"avg\":\n",
-    "                    declares.append(f\"let mut {agg_var}: (i32, i32) = (0, 0);\")\n",
-    "                    agg_code.append(f\"{agg_var}.0 += {val} * (*cnt as i32);\")\n",
-    "                    agg_code.append(f\"{agg_var}.1 += *cnt as i32;\")\n",
-    "                case _:\n",
-    "                    raise ValueError(\n",
-    "                        f\"Unsupported aggregate function: {agg_func['agg_func']}\"\n",
-    "                    )\n",
-    "\n",
-    "        agg_template = self._template_env.get_template(\"aggregate.rs.jinja2\")\n",
-    "        code = agg_template.render(\n",
-    "            output_node=node_str,\n",
-    "            prev_node=prev_node_str,\n",
-    "            in_schema=self.get_col_schema(schema),\n",
-    "            groupby_schema=self.get_col_schema(groupby_cols),\n",
-    "            groupby_len=len(groupby_cols),\n",
-    "            agg_len=len(agg_cols),\n",
-    "            agg_schema=self.get_col_schema(agg_cols),\n",
-    "            agg_decleration=declares,\n",
-    "            agg_list=agg_code,\n",
-    "            output_tuple=self.get_col_schema(output),\n",
-    "            agg_by_index=agg_by_index,\n",
-    "        )\n",
-    "        return code\n",
-    "\n",
-    "    def generate_graph_code(\n",
-    "        self,\n",
-    "        graph: nx.DiGraph,\n",
-    "        nodes_schema_types_dict: dict[str | int, list[str]],\n",
-    "    ) -> list[str]:\n",
-    "        flow_code = list()\n",
-    "        iterate_template = self._template_env.get_template(\"iterate.rs.jinja2\")\n",
-    "        reduced, cycles = reduced_graph(graph)\n",
-    "        for node in list(nx.topological_sort(reduced)):\n",
-    "            self.prepare_node(\n",
-    "                reduced, node, nodes_schema_types_dict=nodes_schema_types_dict\n",
-    "            )\n",
-    "            if node in cycles.keys():\n",
-    "                nodes_schema_types_dict[f\"iter_{node}\"] = nodes_schema_types_dict[node]\n",
-    "                self.prepare_node(\n",
-    "                    cycles[node],\n",
-    "                    f\"iter_{node}\",\n",
-    "                    nodes_schema_types_dict=nodes_schema_types_dict,\n",
-    "                )\n",
-    "                iter_graph = create_iter_graph(graph, cycles[node], node)\n",
-    "                anchor_code = self.generate_node_code(\n",
-    "                    reduced, node, nodes_schema_types_dict\n",
-    "                )\n",
-    "                cycle_code = {}\n",
-    "                cycle_order = traverse_cycle(cycles[node], f\"iter_{node}\")\n",
-    "                for cycle_node in cycle_order:\n",
-    "                    self.prepare_node(\n",
-    "                        iter_graph,\n",
-    "                        cycle_node,\n",
-    "                        nodes_schema_types_dict=nodes_schema_types_dict,\n",
-    "                    )\n",
-    "                    cycle_code[cycle_node] = self.generate_node_code(\n",
-    "                        iter_graph,\n",
-    "                        cycle_node,\n",
-    "                        nodes_schema_types_dict,\n",
-    "                        anchor=f\"iter_{node}\",\n",
-    "                        in_iterate=True,\n",
-    "                    )\n",
-    "                flow_code.append(\n",
-    "                    iterate_template.render(\n",
-    "                        {\n",
-    "                            \"ingress_nodes\": find_ingress_nodes(\n",
-    "                                graph, list(cycles[node].nodes)\n",
-    "                            ),\n",
-    "                            \"anchor\": node,\n",
-    "                            \"cycle_flow\": cycle_order,\n",
-    "                            \"flow_code\": cycle_code,\n",
-    "                            \"anchor_code\": anchor_code,\n",
-    "                        }\n",
-    "                    )\n",
-    "                )\n",
-    "            else:\n",
-    "                flow_code.append(\n",
-    "                    self.generate_node_code(reduced, node, nodes_schema_types_dict)\n",
-    "                )\n",
-    "        return flow_code\n",
+    "        return [DATAFLOW_TO_RUST_TYPES[x] for x in collections[str(node)]]\n",
     "\n",
     "    def create_rust_file(self, timestamp: str, graph: nx.DiGraph) -> None:\n",
     "        dest_path = self._config.GENERATED_RUST_PROJECT_PATH / f\"{timestamp}.rs\"\n",
     "        template = self._template_env.get_template(self._config.RUST_FILE_TEMPLATE_NAME)\n",
     "        nodes_schema_types_dict: dict[str | int, list[str]] = dict()\n",
-    "        flow_code = self.generate_graph_code(graph, nodes_schema_types_dict)\n",
+    "\n",
+    "        code_metadata = {\n",
+    "            \"nodes_schema_types_dict\": nodes_schema_types_dict,\n",
+    "            \"template_env\": self._template_env,\n",
+    "            \"input_schema\": self._engine.get_collections(),\n",
+    "            \"grpc_address\": f\"http://{self._config.LISTEN_ADDRESS}\",\n",
+    "        }\n",
+    "\n",
+    "        flow_code = generate_graph_code(graph, code_metadata)\n",
     "        output_node = find_output(graph)\n",
     "        output_text = template.render(\n",
     "            query_id=self._query_id,\n",
-    "            sources=self.get_sources_data(\n",
-    "                graph, nodes_schema_types_dict=nodes_schema_types_dict\n",
-    "            ),\n",
+    "            sources=get_sources_data(graph, code_metadata=code_metadata),\n",
     "            flow_code=flow_code,\n",
-    "            output_node_str=self.get_node_str(output_node),\n",
+    "            output_node_str=get_node_str(output_node),\n",
     "            output_vars_count=len(graph.nodes[output_node][\"schema\"]),\n",
     "        )\n",
     "        self._config.RUST_SERVER_LIB_SRC_FILE_PATH.unlink(missing_ok=True)\n",
diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index 4cb3cdf..4e9c07e 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -49,6 +49,74 @@
     "from spannerflow.span import Span"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# | export\n",
+    "def deserialize_span(span_str: str) -> Span:\n",
+    "    SPAN_PATTERN = r\"^\\[@(?P<doc_id>.*),(?P<start>\\d+),(?P<end>\\d+)\\) \\\"(?P<text>.*)\\\"$\"\n",
+    "    matches = re.match(SPAN_PATTERN, span_str)\n",
+    "    if matches is None:\n",
+    "        raise ValueError(f\"Invalid span string: {span_str}\")\n",
+    "    res = matches.groupdict()\n",
+    "    return Span(res[\"text\"], int(res[\"start\"]), int(res[\"end\"]), res[\"doc_id\"])\n",
+    "\n",
+    "\n",
+    "def deserialize_row(schema: list[str], row: list[str]) -> list[Any]:\n",
+    "    new_row: list[Any] = list()\n",
+    "    for col_type, value in zip(schema, row):\n",
+    "        match dataflow_pb2.DataType.Value(col_type):  # type: ignore\n",
+    "            case dataflow_pb2.DataType.DATA_TYPE_STRING:  # type: ignore\n",
+    "                new_row.append(value)  # alread a string\n",
+    "            case dataflow_pb2.DataType.DATA_TYPE_INT:  # type: ignore\n",
+    "                new_row.append(int(value))\n",
+    "            case dataflow_pb2.DataType.DATA_TYPE_FLOAT:  # type: ignore\n",
+    "                if math.isnan(float(value)):\n",
+    "                    raise ValueError(f\"Expected float, got {value}\")\n",
+    "                new_row.append(float(value))\n",
+    "            case dataflow_pb2.DataType.DATA_TYPE_BOOL:  # type: ignore\n",
+    "                if value not in [\"true\", \"false\"]:\n",
+    "                    raise ValueError(f\"Expected bool, got {value}\")\n",
+    "                new_row.append(value.lower() == \"true\")\n",
+    "            case dataflow_pb2.DataType.DATA_TYPE_SPAN:  # type: ignore\n",
+    "                new_row.append(deserialize_span(value))\n",
+    "            case _:\n",
+    "                raise ValueError(f\"Unknown data type: {col_type}\")\n",
+    "    return new_row\n",
+    "\n",
+    "\n",
+    "def serialize_row(schema: list[str], row: list[Any]) -> list[str]:\n",
+    "    new_row = list()\n",
+    "    for col_type, value in zip(schema, row):\n",
+    "        match dataflow_pb2.DataType.Value(col_type):  # type: ignore\n",
+    "            case dataflow_pb2.DataType.DATA_TYPE_STRING:  # type: ignore\n",
+    "                if not isinstance(value, str):\n",
+    "                    raise ValueError(f\"Expected str, got {type(value)}\")\n",
+    "                new_row.append(value)\n",
+    "            case dataflow_pb2.DataType.DATA_TYPE_INT:  # type: ignore\n",
+    "                if not isinstance(value, int):\n",
+    "                    raise ValueError(f\"Expected int, got {type(value)}\")\n",
+    "                new_row.append(str(value))\n",
+    "            case dataflow_pb2.DataType.DATA_TYPE_FLOAT:  # type: ignore\n",
+    "                if not isinstance(value, (float, int)) or math.isnan(value):\n",
+    "                    raise ValueError(f\"Expected float/int, got {value} ({type(value)})\")\n",
+    "                new_row.append(str(value))\n",
+    "            case dataflow_pb2.DataType.DATA_TYPE_BOOL:  # type: ignore\n",
+    "                if not isinstance(value, bool):\n",
+    "                    raise ValueError(f\"Expected bool, got {type(value)}\")\n",
+    "                new_row.append(str(value).lower())\n",
+    "            case dataflow_pb2.DataType.DATA_TYPE_SPAN:  # type: ignore\n",
+    "                if not isinstance(value, Span):\n",
+    "                    raise ValueError(f\"Expected Span, got {type(value)}\")\n",
+    "                new_row.append(repr(value))\n",
+    "            case _:\n",
+    "                raise ValueError(f\"Unknown data type: {col_type}\")\n",
+    "    return new_row"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -187,7 +255,7 @@
     "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
     "            request = dataflow_pb2.AddRowRequest(  # type: ignore\n",
     "                collection_name=collection_name,\n",
-    "                row=self._serialize_row(self.get_collections()[collection_name], row),\n",
+    "                row=serialize_row(self.get_collections()[collection_name], row),\n",
     "            )\n",
     "            stub.AddRow(request)\n",
     "\n",
@@ -199,7 +267,7 @@
     "        )\n",
     "        for row in rows:\n",
     "            yield dataflow_pb2.AddRowsRequest(  # type: ignore\n",
-    "                row=dataflow_pb2.RowRequest(row=self._serialize_row(schema, row))  # type: ignore\n",
+    "                row=dataflow_pb2.RowRequest(row=serialize_row(schema, row))  # type: ignore\n",
     "            )\n",
     "\n",
     "    @ensure_server_running\n",
@@ -218,7 +286,7 @@
     "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
     "            request = dataflow_pb2.DeleteRowRequest(  # type: ignore\n",
     "                collection_name=collection_name,\n",
-    "                row=self._serialize_row(self.get_collections()[collection_name], row),\n",
+    "                row=serialize_row(self.get_collections()[collection_name], row),\n",
     "            )\n",
     "            stub.DeleteRow(request)\n",
     "\n",
@@ -265,7 +333,7 @@
     "            response_iterator = stub.GetCollection(request)\n",
     "\n",
     "            for response in response_iterator:\n",
-    "                yield self._deserialize_row(schema, response.row)\n",
+    "                yield deserialize_row(schema, response.row)\n",
     "\n",
     "    def set_ie_function(\n",
     "        self,\n",
@@ -282,74 +350,6 @@
     "    def del_ie_function(self, name: str):\n",
     "        del self._ie_functions[name]\n",
     "\n",
-    "    @staticmethod\n",
-    "    def _deserialize_span(span_str: str) -> Span:\n",
-    "        SPAN_PATTERN = (\n",
-    "            r\"^\\[@(?P<doc_id>.*),(?P<start>\\d+),(?P<end>\\d+)\\) \\\"(?P<text>.*)\\\"$\"\n",
-    "        )\n",
-    "        matches = re.match(SPAN_PATTERN, span_str)\n",
-    "        if matches is None:\n",
-    "            raise ValueError(f\"Invalid span string: {span_str}\")\n",
-    "        res = matches.groupdict()\n",
-    "        return Span(res[\"text\"], int(res[\"start\"]), int(res[\"end\"]), res[\"doc_id\"])\n",
-    "\n",
-    "    @staticmethod\n",
-    "    def _deserialize_row(schema: list[str], row: list[str]) -> list[Any]:\n",
-    "        new_row: list[Any] = list()\n",
-    "        for col_type, value in zip(schema, row):\n",
-    "            match dataflow_pb2.DataType.Value(col_type):  # type: ignore\n",
-    "                case dataflow_pb2.DataType.DATA_TYPE_STRING:  # type: ignore\n",
-    "                    new_row.append(value)  # alread a string\n",
-    "                case dataflow_pb2.DataType.DATA_TYPE_INT:  # type: ignore\n",
-    "                    new_row.append(int(value))\n",
-    "                case dataflow_pb2.DataType.DATA_TYPE_FLOAT:  # type: ignore\n",
-    "                    if math.isnan(float(value)):\n",
-    "                        raise ValueError(f\"Expected float, got {value}\")\n",
-    "                    new_row.append(float(value))\n",
-    "                case dataflow_pb2.DataType.DATA_TYPE_BOOL:  # type: ignore\n",
-    "                    if value not in [\"true\", \"false\"]:\n",
-    "                        raise ValueError(f\"Expected bool, got {value}\")\n",
-    "                    new_row.append(value.lower() == \"true\")\n",
-    "                case dataflow_pb2.DataType.DATA_TYPE_SPAN:  # type: ignore\n",
-    "                    new_row.append(Engine._deserialize_span(value))\n",
-    "\n",
-    "                case _:\n",
-    "                    raise ValueError(f\"Unknown data type: {col_type}\")\n",
-    "        return new_row\n",
-    "\n",
-    "    @staticmethod\n",
-    "    def _serialize_row(schema: list[str], row: list[Any]) -> list[str]:\n",
-    "        new_row = list()\n",
-    "        for col_type, value in zip(schema, row):\n",
-    "            match dataflow_pb2.DataType.Value(col_type):  # type: ignore\n",
-    "                case dataflow_pb2.DataType.DATA_TYPE_STRING:  # type: ignore\n",
-    "                    if not isinstance(value, str):\n",
-    "                        raise ValueError(f\"Expected str, got {type(value)}\")\n",
-    "                    new_row.append(value)\n",
-    "                case dataflow_pb2.DataType.DATA_TYPE_INT:  # type: ignore\n",
-    "                    if not isinstance(value, int):\n",
-    "                        raise ValueError(f\"Expected int, got {type(value)}\")\n",
-    "                    new_row.append(str(value))\n",
-    "                case dataflow_pb2.DataType.DATA_TYPE_FLOAT:  # type: ignore\n",
-    "                    if not isinstance(value, (float, int)) or math.isnan(value):\n",
-    "                        raise ValueError(\n",
-    "                            f\"Expected float/int, got {value} ({type(value)})\"\n",
-    "                        )\n",
-    "                    new_row.append(str(value))\n",
-    "                case dataflow_pb2.DataType.DATA_TYPE_BOOL:  # type: ignore\n",
-    "                    if not isinstance(value, bool):\n",
-    "                        raise ValueError(f\"Expected bool, got {type(value)}\")\n",
-    "                    new_row.append(str(value).lower())\n",
-    "                case dataflow_pb2.DataType.DATA_TYPE_SPAN:  # type: ignore\n",
-    "                    if not isinstance(value, Span):\n",
-    "                        raise ValueError(f\"Expected Span, got {type(value)}\")\n",
-    "                    new_row.append(repr(value))\n",
-    "\n",
-    "                case _:\n",
-    "                    raise ValueError(f\"Unknown data type: {col_type}\")\n",
-    "\n",
-    "        return new_row\n",
-    "\n",
     "    @ensure_server_running\n",
     "    def run_dataflow(\n",
     "        self,\n",
@@ -368,7 +368,7 @@
     "                find_output(reversed_graph)\n",
     "            ]\n",
     "            for response in response_iterator:\n",
-    "                yield self._deserialize_row(\n",
+    "                yield deserialize_row(\n",
     "                    schema_types, [str(item) for item in response.row]\n",
     "                )"
    ]
diff --git a/spannerflow/_modidx.py b/spannerflow/_modidx.py
index 038f828..3c3eccf 100644
--- a/spannerflow/_modidx.py
+++ b/spannerflow/_modidx.py
@@ -14,10 +14,6 @@
             'spannerflow.dataflow.v1.dataflow_pb2_grpc': {},
             'spannerflow.engine': { 'spannerflow.engine.Engine': ('engine.html#engine', 'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.__init__': ('engine.html#engine.__init__', 'spannerflow/engine.py'),
-                                    'spannerflow.engine.Engine._deserialize_row': ( 'engine.html#engine._deserialize_row',
-                                                                                    'spannerflow/engine.py'),
-                                    'spannerflow.engine.Engine._deserialize_span': ( 'engine.html#engine._deserialize_span',
-                                                                                     'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine._generate_add_rows_requests': ( 'engine.html#engine._generate_add_rows_requests',
                                                                                                'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine._is_port_available': ( 'engine.html#engine._is_port_available',
@@ -26,8 +22,6 @@
                                                                                                     'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine._run_rust_server_in_background': ( 'engine.html#engine._run_rust_server_in_background',
                                                                                                   'spannerflow/engine.py'),
-                                    'spannerflow.engine.Engine._serialize_row': ( 'engine.html#engine._serialize_row',
-                                                                                  'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine._stop_python_server': ( 'engine.html#engine._stop_python_server',
                                                                                        'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine._stop_rust_server': ( 'engine.html#engine._stop_rust_server',
@@ -57,7 +51,10 @@
                                     'spannerflow.engine.Engine.run_dataflow': ('engine.html#engine.run_dataflow', 'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.save_to_csv': ('engine.html#engine.save_to_csv', 'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.set_ie_function': ( 'engine.html#engine.set_ie_function',
-                                                                                   'spannerflow/engine.py')},
+                                                                                   'spannerflow/engine.py'),
+                                    'spannerflow.engine.deserialize_row': ('engine.html#deserialize_row', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.deserialize_span': ('engine.html#deserialize_span', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.serialize_row': ('engine.html#serialize_row', 'spannerflow/engine.py')},
             'spannerflow.graph_utils': { 'spannerflow.graph_utils.change_node_key': ( 'graph_utils.html#change_node_key',
                                                                                       'spannerflow/graph_utils.py'),
                                          'spannerflow.graph_utils.create_iter_graph': ( 'graph_utils.html#create_iter_graph',
@@ -110,42 +107,42 @@
                                                                                                 'spannerflow/rust_dataflow.py'),
                                            'spannerflow.rust_dataflow.RustDataflow.create_rust_file': ( 'rust_dataflow.html#rustdataflow.create_rust_file',
                                                                                                         'spannerflow/rust_dataflow.py'),
-                                           'spannerflow.rust_dataflow.RustDataflow.generate_graph_code': ( 'rust_dataflow.html#rustdataflow.generate_graph_code',
-                                                                                                           'spannerflow/rust_dataflow.py'),
-                                           'spannerflow.rust_dataflow.RustDataflow.generate_node_code': ( 'rust_dataflow.html#rustdataflow.generate_node_code',
-                                                                                                          'spannerflow/rust_dataflow.py'),
-                                           'spannerflow.rust_dataflow.RustDataflow.get_col_schema': ( 'rust_dataflow.html#rustdataflow.get_col_schema',
-                                                                                                      'spannerflow/rust_dataflow.py'),
-                                           'spannerflow.rust_dataflow.RustDataflow.get_from_input_code': ( 'rust_dataflow.html#rustdataflow.get_from_input_code',
-                                                                                                           'spannerflow/rust_dataflow.py'),
-                                           'spannerflow.rust_dataflow.RustDataflow.get_groupby_code': ( 'rust_dataflow.html#rustdataflow.get_groupby_code',
-                                                                                                        'spannerflow/rust_dataflow.py'),
-                                           'spannerflow.rust_dataflow.RustDataflow.get_ie_map_code': ( 'rust_dataflow.html#rustdataflow.get_ie_map_code',
-                                                                                                       'spannerflow/rust_dataflow.py'),
                                            'spannerflow.rust_dataflow.RustDataflow.get_input_schema': ( 'rust_dataflow.html#rustdataflow.get_input_schema',
                                                                                                         'spannerflow/rust_dataflow.py'),
                                            'spannerflow.rust_dataflow.RustDataflow.get_input_schema_types': ( 'rust_dataflow.html#rustdataflow.get_input_schema_types',
                                                                                                               'spannerflow/rust_dataflow.py'),
-                                           'spannerflow.rust_dataflow.RustDataflow.get_join_code': ( 'rust_dataflow.html#rustdataflow.get_join_code',
-                                                                                                     'spannerflow/rust_dataflow.py'),
-                                           'spannerflow.rust_dataflow.RustDataflow.get_node_str': ( 'rust_dataflow.html#rustdataflow.get_node_str',
-                                                                                                    'spannerflow/rust_dataflow.py'),
-                                           'spannerflow.rust_dataflow.RustDataflow.get_project_code': ( 'rust_dataflow.html#rustdataflow.get_project_code',
-                                                                                                        'spannerflow/rust_dataflow.py'),
-                                           'spannerflow.rust_dataflow.RustDataflow.get_rename_code': ( 'rust_dataflow.html#rustdataflow.get_rename_code',
-                                                                                                       'spannerflow/rust_dataflow.py'),
-                                           'spannerflow.rust_dataflow.RustDataflow.get_select_code': ( 'rust_dataflow.html#rustdataflow.get_select_code',
-                                                                                                       'spannerflow/rust_dataflow.py'),
-                                           'spannerflow.rust_dataflow.RustDataflow.get_sources_data': ( 'rust_dataflow.html#rustdataflow.get_sources_data',
-                                                                                                        'spannerflow/rust_dataflow.py'),
-                                           'spannerflow.rust_dataflow.RustDataflow.get_union_code': ( 'rust_dataflow.html#rustdataflow.get_union_code',
-                                                                                                      'spannerflow/rust_dataflow.py'),
-                                           'spannerflow.rust_dataflow.RustDataflow.prepare_node': ( 'rust_dataflow.html#rustdataflow.prepare_node',
-                                                                                                    'spannerflow/rust_dataflow.py'),
-                                           'spannerflow.rust_dataflow.RustDataflow.update_repeatable_cols_in_schema': ( 'rust_dataflow.html#rustdataflow.update_repeatable_cols_in_schema',
-                                                                                                                        'spannerflow/rust_dataflow.py'),
-                                           'spannerflow.rust_dataflow.RustDataflow.validate_node': ( 'rust_dataflow.html#rustdataflow.validate_node',
-                                                                                                     'spannerflow/rust_dataflow.py')},
+                                           'spannerflow.rust_dataflow.generate_graph_code': ( 'rust_dataflow.html#generate_graph_code',
+                                                                                              'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.generate_node_code': ( 'rust_dataflow.html#generate_node_code',
+                                                                                             'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.get_col_schema': ( 'rust_dataflow.html#get_col_schema',
+                                                                                         'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.get_from_input_code': ( 'rust_dataflow.html#get_from_input_code',
+                                                                                              'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.get_groupby_code': ( 'rust_dataflow.html#get_groupby_code',
+                                                                                           'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.get_ie_map_code': ( 'rust_dataflow.html#get_ie_map_code',
+                                                                                          'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.get_join_code': ( 'rust_dataflow.html#get_join_code',
+                                                                                        'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.get_node_str': ( 'rust_dataflow.html#get_node_str',
+                                                                                       'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.get_project_code': ( 'rust_dataflow.html#get_project_code',
+                                                                                           'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.get_rename_code': ( 'rust_dataflow.html#get_rename_code',
+                                                                                          'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.get_select_code': ( 'rust_dataflow.html#get_select_code',
+                                                                                          'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.get_sources_data': ( 'rust_dataflow.html#get_sources_data',
+                                                                                           'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.get_union_code': ( 'rust_dataflow.html#get_union_code',
+                                                                                         'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.prepare_node': ( 'rust_dataflow.html#prepare_node',
+                                                                                       'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.update_repeatable_cols_in_schema': ( 'rust_dataflow.html#update_repeatable_cols_in_schema',
+                                                                                                           'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.validate_node': ( 'rust_dataflow.html#validate_node',
+                                                                                        'spannerflow/rust_dataflow.py')},
             'spannerflow.span': { 'spannerflow.span.Span': ('span.html#span', 'spannerflow/span.py'),
                                   'spannerflow.span.Span.__eq__': ('span.html#span.__eq__', 'spannerflow/span.py'),
                                   'spannerflow.span.Span.__getitem__': ('span.html#span.__getitem__', 'spannerflow/span.py'),
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index b61ec5c..6d6918d 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -3,7 +3,7 @@
 # AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/60_engine.ipynb.
 
 # %% auto 0
-__all__ = ['Engine']
+__all__ = ['deserialize_span', 'deserialize_row', 'serialize_row', 'Engine']
 
 # %% ../nbs/60_engine.ipynb 2
 import math
@@ -29,7 +29,68 @@
 from .grpc_server import IEFunctionService
 from .span import Span
 
-# %% ../nbs/60_engine.ipynb 4
+# %% ../nbs/60_engine.ipynb 3
+def deserialize_span(span_str: str) -> Span:
+    SPAN_PATTERN = r"^\[@(?P<doc_id>.*),(?P<start>\d+),(?P<end>\d+)\) \"(?P<text>.*)\"$"
+    matches = re.match(SPAN_PATTERN, span_str)
+    if matches is None:
+        raise ValueError(f"Invalid span string: {span_str}")
+    res = matches.groupdict()
+    return Span(res["text"], int(res["start"]), int(res["end"]), res["doc_id"])
+
+
+def deserialize_row(schema: list[str], row: list[str]) -> list[Any]:
+    new_row: list[Any] = list()
+    for col_type, value in zip(schema, row):
+        match dataflow_pb2.DataType.Value(col_type):  # type: ignore
+            case dataflow_pb2.DataType.DATA_TYPE_STRING:  # type: ignore
+                new_row.append(value)  # alread a string
+            case dataflow_pb2.DataType.DATA_TYPE_INT:  # type: ignore
+                new_row.append(int(value))
+            case dataflow_pb2.DataType.DATA_TYPE_FLOAT:  # type: ignore
+                if math.isnan(float(value)):
+                    raise ValueError(f"Expected float, got {value}")
+                new_row.append(float(value))
+            case dataflow_pb2.DataType.DATA_TYPE_BOOL:  # type: ignore
+                if value not in ["true", "false"]:
+                    raise ValueError(f"Expected bool, got {value}")
+                new_row.append(value.lower() == "true")
+            case dataflow_pb2.DataType.DATA_TYPE_SPAN:  # type: ignore
+                new_row.append(deserialize_span(value))
+            case _:
+                raise ValueError(f"Unknown data type: {col_type}")
+    return new_row
+
+
+def serialize_row(schema: list[str], row: list[Any]) -> list[str]:
+    new_row = list()
+    for col_type, value in zip(schema, row):
+        match dataflow_pb2.DataType.Value(col_type):  # type: ignore
+            case dataflow_pb2.DataType.DATA_TYPE_STRING:  # type: ignore
+                if not isinstance(value, str):
+                    raise ValueError(f"Expected str, got {type(value)}")
+                new_row.append(value)
+            case dataflow_pb2.DataType.DATA_TYPE_INT:  # type: ignore
+                if not isinstance(value, int):
+                    raise ValueError(f"Expected int, got {type(value)}")
+                new_row.append(str(value))
+            case dataflow_pb2.DataType.DATA_TYPE_FLOAT:  # type: ignore
+                if not isinstance(value, (float, int)) or math.isnan(value):
+                    raise ValueError(f"Expected float/int, got {value} ({type(value)})")
+                new_row.append(str(value))
+            case dataflow_pb2.DataType.DATA_TYPE_BOOL:  # type: ignore
+                if not isinstance(value, bool):
+                    raise ValueError(f"Expected bool, got {type(value)}")
+                new_row.append(str(value).lower())
+            case dataflow_pb2.DataType.DATA_TYPE_SPAN:  # type: ignore
+                if not isinstance(value, Span):
+                    raise ValueError(f"Expected Span, got {type(value)}")
+                new_row.append(repr(value))
+            case _:
+                raise ValueError(f"Unknown data type: {col_type}")
+    return new_row
+
+# %% ../nbs/60_engine.ipynb 5
 class Engine:
     def __init__(
         self,
@@ -152,7 +213,7 @@ def add_row(self, collection_name: str, row: list[Any]) -> None:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
             request = dataflow_pb2.AddRowRequest(  # type: ignore
                 collection_name=collection_name,
-                row=self._serialize_row(self.get_collections()[collection_name], row),
+                row=serialize_row(self.get_collections()[collection_name], row),
             )
             stub.AddRow(request)
 
@@ -164,7 +225,7 @@ def _generate_add_rows_requests(
         )
         for row in rows:
             yield dataflow_pb2.AddRowsRequest(  # type: ignore
-                row=dataflow_pb2.RowRequest(row=self._serialize_row(schema, row))  # type: ignore
+                row=dataflow_pb2.RowRequest(row=serialize_row(schema, row))  # type: ignore
             )
 
     @ensure_server_running
@@ -183,7 +244,7 @@ def delete_row(self, collection_name: str, row: list[Any]) -> None:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
             request = dataflow_pb2.DeleteRowRequest(  # type: ignore
                 collection_name=collection_name,
-                row=self._serialize_row(self.get_collections()[collection_name], row),
+                row=serialize_row(self.get_collections()[collection_name], row),
             )
             stub.DeleteRow(request)
 
@@ -230,7 +291,7 @@ def get_collection(self, collection_name) -> Generator[list[str], None, None]:
             response_iterator = stub.GetCollection(request)
 
             for response in response_iterator:
-                yield self._deserialize_row(schema, response.row)
+                yield deserialize_row(schema, response.row)
 
     def set_ie_function(
         self,
@@ -247,74 +308,6 @@ def get_ie_function(self, name: str):
     def del_ie_function(self, name: str):
         del self._ie_functions[name]
 
-    @staticmethod
-    def _deserialize_span(span_str: str) -> Span:
-        SPAN_PATTERN = (
-            r"^\[@(?P<doc_id>.*),(?P<start>\d+),(?P<end>\d+)\) \"(?P<text>.*)\"$"
-        )
-        matches = re.match(SPAN_PATTERN, span_str)
-        if matches is None:
-            raise ValueError(f"Invalid span string: {span_str}")
-        res = matches.groupdict()
-        return Span(res["text"], int(res["start"]), int(res["end"]), res["doc_id"])
-
-    @staticmethod
-    def _deserialize_row(schema: list[str], row: list[str]) -> list[Any]:
-        new_row: list[Any] = list()
-        for col_type, value in zip(schema, row):
-            match dataflow_pb2.DataType.Value(col_type):  # type: ignore
-                case dataflow_pb2.DataType.DATA_TYPE_STRING:  # type: ignore
-                    new_row.append(value)  # alread a string
-                case dataflow_pb2.DataType.DATA_TYPE_INT:  # type: ignore
-                    new_row.append(int(value))
-                case dataflow_pb2.DataType.DATA_TYPE_FLOAT:  # type: ignore
-                    if math.isnan(float(value)):
-                        raise ValueError(f"Expected float, got {value}")
-                    new_row.append(float(value))
-                case dataflow_pb2.DataType.DATA_TYPE_BOOL:  # type: ignore
-                    if value not in ["true", "false"]:
-                        raise ValueError(f"Expected bool, got {value}")
-                    new_row.append(value.lower() == "true")
-                case dataflow_pb2.DataType.DATA_TYPE_SPAN:  # type: ignore
-                    new_row.append(Engine._deserialize_span(value))
-
-                case _:
-                    raise ValueError(f"Unknown data type: {col_type}")
-        return new_row
-
-    @staticmethod
-    def _serialize_row(schema: list[str], row: list[Any]) -> list[str]:
-        new_row = list()
-        for col_type, value in zip(schema, row):
-            match dataflow_pb2.DataType.Value(col_type):  # type: ignore
-                case dataflow_pb2.DataType.DATA_TYPE_STRING:  # type: ignore
-                    if not isinstance(value, str):
-                        raise ValueError(f"Expected str, got {type(value)}")
-                    new_row.append(value)
-                case dataflow_pb2.DataType.DATA_TYPE_INT:  # type: ignore
-                    if not isinstance(value, int):
-                        raise ValueError(f"Expected int, got {type(value)}")
-                    new_row.append(str(value))
-                case dataflow_pb2.DataType.DATA_TYPE_FLOAT:  # type: ignore
-                    if not isinstance(value, (float, int)) or math.isnan(value):
-                        raise ValueError(
-                            f"Expected float/int, got {value} ({type(value)})"
-                        )
-                    new_row.append(str(value))
-                case dataflow_pb2.DataType.DATA_TYPE_BOOL:  # type: ignore
-                    if not isinstance(value, bool):
-                        raise ValueError(f"Expected bool, got {type(value)}")
-                    new_row.append(str(value).lower())
-                case dataflow_pb2.DataType.DATA_TYPE_SPAN:  # type: ignore
-                    if not isinstance(value, Span):
-                        raise ValueError(f"Expected Span, got {type(value)}")
-                    new_row.append(repr(value))
-
-                case _:
-                    raise ValueError(f"Unknown data type: {col_type}")
-
-        return new_row
-
     @ensure_server_running
     def run_dataflow(
         self,
@@ -333,6 +326,6 @@ def run_dataflow(
                 find_output(reversed_graph)
             ]
             for response in response_iterator:
-                yield self._deserialize_row(
+                yield deserialize_row(
                     schema_types, [str(item) for item in response.row]
                 )
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 3f74013..8b9a594 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -3,7 +3,10 @@
 # AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/50_rust_dataflow.ipynb.
 
 # %% auto 0
-__all__ = ['RustDataflow']
+__all__ = ['DATAFLOW_TO_RUST_TYPES', 'PYTHON_TO_DATAFLOW_TYPES', 'STD_IE_FUNCTIONS', 'get_sources_data', 'get_col_schema',
+           'get_node_str', 'update_repeatable_cols_in_schema', 'get_join_code', 'get_union_code', 'get_project_code',
+           'get_from_input_code', 'get_rename_code', 'get_select_code', 'get_groupby_code', 'get_ie_map_code',
+           'validate_node', 'prepare_node', 'generate_node_code', 'generate_graph_code', 'RustDataflow']
 
 # %% ../nbs/50_rust_dataflow.ipynb 2
 import os
@@ -15,7 +18,7 @@
 import networkx as nx
 
 from .config import Config
-from .engine import Engine
+from .engine import Engine, serialize_row
 from spannerflow.graph_utils import (
     create_iter_graph,
     find_ingress_nodes,
@@ -30,23 +33,596 @@
 from .span import Span
 
 # %% ../nbs/50_rust_dataflow.ipynb 4
-class RustDataflow:
-    DATAFLOW_TO_RUST_TYPES = {
-        "DATA_TYPE_STRING": "String",
-        "DATA_TYPE_INT": "i32",
-        "DATA_TYPE_FLOAT": "OrderedFloat<f32>",
-        "DATA_TYPE_BOOL": "bool",
+DATAFLOW_TO_RUST_TYPES = {
+    "DATA_TYPE_STRING": "String",
+    "DATA_TYPE_INT": "i32",
+    "DATA_TYPE_FLOAT": "OrderedFloat<f32>",
+    "DATA_TYPE_BOOL": "bool",
+}
+
+PYTHON_TO_DATAFLOW_TYPES = {
+    str: "DATA_TYPE_STRING",
+    int: "DATA_TYPE_INT",
+    float: "DATA_TYPE_FLOAT",
+    bool: "DATA_TYPE_BOOL",
+    object: "DATA_TYPE_STRING",
+    Span: "DATA_TYPE_SPAN",
+}
+
+STD_IE_FUNCTIONS: dict[str, dict[tuple, str]] = {
+    "rgx": {
+        ("DATA_TYPE_STRING", "DATA_TYPE_STRING"): "rgx_str_span",
+        ("DATA_TYPE_STRING", "DATA_TYPE_SPAN"): "rgx_span_span",
+    },
+    "as_str": {("DATA_TYPE_SPAN",): "span_as_str"},
+    "deconstruct_span": {("DATA_TYPE_SPAN",): "deconstruct_span"},
+    "rgx_is_match": {
+        ("DATA_TYPE_STRING", "DATA_TYPE_STRING"): "rgx_is_match_str",
+        ("DATA_TYPE_STRING", "DATA_TYPE_SPAN"): "rgx_is_match_span",
+    },
+    "span_contained": {("DATA_TYPE_SPAN", "DATA_TYPE_SPAN"): "span_contained"},
+    "rgx_split": {
+        ("DATA_TYPE_STRING", "DATA_TYPE_STRING"): "rgx_split_str",
+        ("DATA_TYPE_STRING", "DATA_TYPE_SPAN"): "rgx_split_span",
+    },
+}
+
+# %% ../nbs/50_rust_dataflow.ipynb 5
+def get_sources_data(
+    graph: nx.DiGraph,
+    code_metadata: dict,  # type: ignore
+) -> dict[str | int, dict[str, str | int | list[str]]]:
+    data = dict()
+    for source in find_sources(graph):
+        gr_node = graph.nodes[source]
+        op = gr_node["op"]
+        data[source] = {
+            "name": source,
+            "op": op,
+        }
+        nodes_schema_types_dict = code_metadata.get("nodes_schema_types_dict", {})
+        if source not in nodes_schema_types_dict:
+            data[source]["schema"] = [
+                DATAFLOW_TO_RUST_TYPES[x]
+                for x in code_metadata["input_schema"][str(source)]
+            ]
+        else:
+            data[source]["schema"] = [
+                DATAFLOW_TO_RUST_TYPES[t] for t in nodes_schema_types_dict[source]
+            ]
+            if op == "get_const":
+                data[source]["consts"] = serialize_row(
+                    nodes_schema_types_dict[source],
+                    [gr_node["const_dict"][col] for col in gr_node["schema"]],
+                )
+    return data
+
+
+def get_col_schema(cols: list[str]) -> str:
+    """Return the schema of the columns in the form of a string"""
+    if not cols:
+        return "0"
+    if len(cols) > 1:
+        return f"({', '.join(cols)})"
+    else:
+        return cols[0]
+
+
+def get_node_str(
+    node: str | int, anchor: str | int | None = None, in_iterate: bool = False
+) -> str:
+    """Return the string representation for the node variable name"""
+    if in_iterate and node == anchor:
+        return str(anchor)
+    return f"node_{node}"
+
+
+def update_repeatable_cols_in_schema(schema: list[str]) -> list[str]:
+    """Update the schema to include the index of the repeated columns"""
+    repeatable_cols: dict[str, list[int]] = {}
+    for i, col in enumerate(schema):
+        if col in repeatable_cols:
+            repeatable_cols[col].append(i)
+        else:
+            repeatable_cols[col] = [i]
+
+    if not repeatable_cols:
+        return schema
+    result = schema.copy()
+    for col, indecies in repeatable_cols.items():
+        if len(indecies) > 1:
+            for i, index in enumerate(indecies):
+                result[index] = f"{col}_{i}"
+    return result
+
+# %% ../nbs/50_rust_dataflow.ipynb 6
+def get_join_code(
+    graph: nx.DiGraph,
+    node: str | int,
+    code_metadata: dict,  # type: ignore
+    anchor: str | int | None = None,
+    in_iterate: bool = False,
+) -> str:
+    """Returns a string of rust code for joining two collections on the common columns.
+    If no columns are common, the join is a cross product.
+    """
+    join1, join2 = list(graph.pred[node])
+    out_node_str = get_node_str(node)
+    join1_str = get_node_str(join1)
+    join2_str = get_node_str(join2)
+    if in_iterate:
+        if node == anchor:
+            out_node_str = str(anchor)
+        if join1 == anchor:
+            join1_str = join1
+        if join2 == anchor:
+            join2_str = join2
+    common_cols = get_common_cols(graph, join1, join2)
+    common_schema = get_col_schema(common_cols)
+    join1_uncommon_schema = get_col_schema(get_minus_cols(graph, join1, common_cols))
+    join2_uncommon_schema = get_col_schema(get_minus_cols(graph, join2, common_cols))
+    out_join1_uncommon_schema = (
+        join1_uncommon_schema if join1_uncommon_schema != "0" else "_"
+    )
+    out_join2_uncommon_schema = (
+        join2_uncommon_schema if join2_uncommon_schema != "0" else "_"
+    )
+    return f"""let {out_node_str} = {join1_str}.map(|{get_node_schema(graph, join1)}| ({common_schema}, {join1_uncommon_schema}))
+                        .join(&{join2_str}.map(|{get_node_schema(graph, join2)}| ({common_schema}, {join2_uncommon_schema})))
+                        .map(|({common_schema if common_schema != "0" else "_"}, ({out_join1_uncommon_schema}, {out_join2_uncommon_schema}))| ({get_node_schema(graph, node)}));"""
+
+# %% ../nbs/50_rust_dataflow.ipynb 7
+def get_union_code(
+    graph: nx.DiGraph,
+    node: str | int,
+    code_metadata: dict,  # type: ignore
+    anchor: str | int | None = None,
+    in_iterate: bool = False,
+) -> str:
+    """Returns a string of rust code for unioning two collections."""
+    preds = [
+        pred
+        for pred in graph.pred[node]
+        if "reduced" not in graph.get_edge_data(pred, node)
+    ]
+    prev_node1_str = get_node_str(preds[0], anchor=anchor, in_iterate=in_iterate)
+    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)
+    if len(preds) == 1:
+        return f"let {' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.clone();"
+    prev_node2_str = get_node_str(preds[1], anchor=anchor, in_iterate=in_iterate)
+    return f"let{' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.concat(&{prev_node2_str});"
+
+# %% ../nbs/50_rust_dataflow.ipynb 8
+def get_project_code(
+    graph: nx.DiGraph,
+    node: str | int,
+    code_metadata: dict,  # type: ignore
+    anchor: str | int | None = None,
+    in_iterate: bool = False,
+) -> str:
+    schema = get_node_schema(graph, node)
+    prev_nodes = list(graph.pred[node])
+    prev_node_str = get_node_str(prev_nodes[0], anchor=anchor, in_iterate=in_iterate)
+    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)
+    prev_schema = get_node_schema(graph, prev_nodes[0])
+
+    return f"let {node_str} = {prev_node_str}.map(|{prev_schema}| {schema});"
+
+# %% ../nbs/50_rust_dataflow.ipynb 9
+def get_from_input_code(
+    graph: nx.DiGraph,
+    node: str | int,
+    code_metadata: dict,  # type: ignore
+    anchor: str | int | None = None,
+    in_iterate: bool = False,
+) -> str:
+    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)
+    return f"let {node_str} = input_{node}.to_collection(scope);"
+
+# %% ../nbs/50_rust_dataflow.ipynb 10
+def get_rename_code(
+    graph: nx.DiGraph,
+    node: str | int,
+    code_metadata: dict,  # type: ignore
+    anchor: str | int | None = None,
+    in_iterate: bool = False,
+) -> str:
+    schema = get_col_schema(
+        update_repeatable_cols_in_schema(graph.nodes[node]["schema"])
+    )
+
+    prev_nodes = list(graph.pred[node])
+
+    prev_node_str = get_node_str(prev_nodes[0], anchor=anchor, in_iterate=in_iterate)
+    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)
+
+    return f"let {node_str} = {prev_node_str}.map(|{schema}| {schema});"
+
+# %% ../nbs/50_rust_dataflow.ipynb 11
+def get_select_code(
+    graph: nx.DiGraph,
+    node: str | int,
+    code_metadata: dict,  # type: ignore
+    anchor: str | int | None = None,
+    in_iterate: bool = False,
+) -> str:
+    gr_node = graph.nodes[node]
+    prev_nodes = list(graph.pred[node])
+
+    prev_node_str = get_node_str(prev_nodes[0], anchor=anchor, in_iterate=in_iterate)
+    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)
+
+    theta = gr_node["theta"]
+    predicates = []
+    if hasattr(theta, "pos_val_tuples"):  #  equalConstTheta
+        predicates = [
+            (
+                f'*col_{pos} == "{val}".to_string()'
+                if isinstance(val, str)
+                else f"*col_{pos} == {val}"
+            )
+            for pos, val in theta.pos_val_tuples
+        ]
+    elif hasattr(theta, "col_pos_tuples"):  #  equalColTheta
+        predicates = [
+            f"col_{pos1} == col_{pos2}" for pos1, pos2 in theta.col_pos_tuples
+        ]
+    else:
+        raise ValueError(f"Unsupported theta join: {theta}. {dir(theta)}")
+    return f"let {node_str} = {prev_node_str}.filter(|{get_col_schema([f"col_{i}" for i in range(len(gr_node['schema']))])}| {' && '.join(predicates)});"
+
+# %% ../nbs/50_rust_dataflow.ipynb 12
+def get_groupby_code(
+    graph: nx.DiGraph,
+    node: str | int,
+    code_metadata: dict,  # type: ignore
+    anchor: str | int | None = None,
+    in_iterate: bool = False,
+) -> str:
+    gr_node = graph.nodes[node]
+    prev_nodes = list(graph.pred[node])
+    prev_node_str = get_node_str(prev_nodes[0], anchor=anchor, in_iterate=in_iterate)
+    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)
+    agg = gr_node["agg"]
+    schema = update_repeatable_cols_in_schema(gr_node["schema"])
+    groupby_cols = [schema[i] for i, agg_func in enumerate(agg) if agg_func is None]
+    agg_by_cols = {
+        schema[i]: {"agg_func": agg_func}
+        for i, agg_func in enumerate(agg)
+        if agg_func is not None
     }
+    agg_cols = list(agg_by_cols.keys())
+    agg_by_index = {}
+    for key, agg_func in agg_by_cols.items():
+        agg_func["index"] = agg_cols.index(key)
+        agg_by_index[agg_func["index"]] = {
+            "agg_func": agg_func["agg_func"],
+            "col_name": key,
+        }
+    multi_agg = False
+    if len(agg_by_cols.values()) > 1:
+        multi_agg = True
+    declares = []
+    agg_code = []
+    output = []
+    for col_name, agg_func in agg_by_cols.items():
+        agg_index = agg_func["index"]
+        agg_var = f"{agg_func['agg_func']}_{col_name}"
+        output.append(agg_var)
+        val = "val" if not multi_agg else f"val.{agg_index}"
+        match agg_func["agg_func"]:
+            case "sum":
+                declares.append(f"let mut {agg_var}: i32 = 0;")
+                agg_code.append(f"{agg_var} += {val} * (*cnt as i32);")
+            case "count":
+                declares.append(f"let mut {agg_var}: i32 = 0;")
+                agg_code.append(f"{agg_var} += *cnt as i32;")
+            case "max":
+                declares.append(f"let mut {agg_var}: i32 = i32::MIN;")
+                agg_code.append(f"{agg_var} = std::cmp::max({agg_var}, {val});")
+            case "min":
+                declares.append(f"let mut {agg_var}: i32 = i32::MAX;")
+                agg_code.append(f"{agg_var} = std::cmp::min({agg_var}, {val});")
+            case "avg":
+                declares.append(f"let mut {agg_var}: (i32, i32) = (0, 0);")
+                agg_code.append(f"{agg_var}.0 += {val} * (*cnt as i32);")
+                agg_code.append(f"{agg_var}.1 += *cnt as i32;")
+            case _:
+                raise ValueError(
+                    f"Unsupported aggregate function: {agg_func['agg_func']}"
+                )
+    agg_template = code_metadata["template_env"].get_template("aggregate.rs.jinja2")
+    code = agg_template.render(
+        output_node=node_str,
+        prev_node=prev_node_str,
+        in_schema=get_col_schema(schema),
+        groupby_schema=get_col_schema(groupby_cols),
+        groupby_len=len(groupby_cols),
+        agg_len=len(agg_cols),
+        agg_schema=get_col_schema(agg_cols),
+        agg_decleration=declares,
+        agg_list=agg_code,
+        output_tuple=get_col_schema(output),
+        agg_by_index=agg_by_index,
+    )
+    return code
+
+# %% ../nbs/50_rust_dataflow.ipynb 13
+def get_ie_map_code(
+    graph: nx.DiGraph,
+    node: str | int,
+    code_metadata: dict,  # type: ignore
+    anchor: str | int | None = None,
+    in_iterate: bool = False,
+) -> str:
+    """Returns a string of rust code for ie_map node in the graph."""
+    prev_nodes = list(graph.pred[node])
+    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)
+    prev_node_str = get_node_str(prev_nodes[0], anchor=anchor, in_iterate=in_iterate)
+    nodes_schema_types_dict = code_metadata["nodes_schema_types_dict"]
+    gr_node: dict = graph.nodes[node]
+    in_arity: int = gr_node["in_arity"]
+    in_schema = gr_node["schema"][:in_arity]
+    in_type_schema: list = nodes_schema_types_dict[node][:in_arity]
+    out_schema = gr_node["schema"][in_arity:]
+
+    match gr_node["name"]:
+        case "rgx":
+            func_name = STD_IE_FUNCTIONS["rgx"][tuple(in_type_schema)]
+            code = f"let {node_str} = {prev_node_str}.flat_map(|{get_col_schema(in_schema)}| {{ \n \
+                {func_name}({', '.join([f'&{col}' for col in in_schema])}).map(move |vec| ({', '.join([f'{col}.clone()' for col in in_schema]+[f'vec[{i}].clone()' for i in range(gr_node["out_arity"])])})) \n \
+            }});"
+        case (
+            "as_str"
+            | "rgx_split"
+            | "rgx_is_match"
+            | "deconstruct_span"
+            | "span_contained" as original_func_name
+        ):
+            func_name = STD_IE_FUNCTIONS[original_func_name][tuple(in_type_schema)]
+            code = f"let {node_str} = {prev_node_str}.flat_map(|{get_col_schema(in_schema)}| {{ \n \
+                {func_name}({', '.join([f'&{col}' for col in in_schema])}).map(move |{get_col_schema(out_schema)}| ({', '.join([f'{col}.clone()' for col in in_schema]+out_schema)})) \n \
+            }});"
+
+        case "not":
+            code = f"let {node_str} = {prev_node_str}.map(|{get_node_schema(graph, prev_nodes[0])}| ({get_node_schema(graph, prev_nodes[0])}, !{get_node_schema(graph, prev_nodes[0])}));"
+        case _:
+            ie_map_template = code_metadata["template_env"].get_template(
+                "ie_map.rs.jinja2"
+            )
+            code = ie_map_template.render(
+                output_node=node_str,
+                prev_node=prev_node_str,
+                grpc_address=code_metadata["grpc_address"],
+                function_name=graph.nodes[node]["name"],
+                in_schema=get_col_schema(
+                    gr_node["schema"][: len(gr_node["in_schema"])]
+                ),
+                out_schema_len=len(gr_node["out_schema"]),
+                in_schema_len=len(gr_node["in_schema"]),
+                out_schema_types=nodes_schema_types_dict[node],
+                DATAFLOW_TO_RUST_TYPES=DATAFLOW_TO_RUST_TYPES,
+            )
+    return code
+
+# %% ../nbs/50_rust_dataflow.ipynb 14
+def validate_node(graph: nx.DiGraph, node: str | int) -> None:
+    """Validates the node in the graph."""
+    gr_node = graph.nodes[node]
+    preds = [graph.nodes[key] for key in graph.pred[node].keys()]
+    match gr_node["op"]:
+        case "union":
+            preds = [
+                pred
+                for pred in graph.pred[node]
+                if "reduced" not in graph.get_edge_data(pred, node)
+            ]
+            if len(preds) not in (1, 2):
+                raise ValueError(
+                    "Union node has invalid number of predecessors: ",
+                    (len(preds), node),
+                )
+        case "rename" | "select" | "project" | "groupby":
+            if len(preds) != 1:
+                raise ValueError(
+                    f"{gr_node['op']} node has invalid number of predecessors: ",
+                    (len(preds), node),
+                )
+        case "product" | "join":
+            if len(preds) != 2:
+                raise ValueError(
+                    f"Product {gr_node['op']} has invalid number of predecessors: ",
+                    (len(preds), node),
+                )
+        case "ie_map":
+            if gr_node["name"] == "not":
+                if len(preds) != 1:
+                    raise ValueError(
+                        "Not node has invalid number of predecessors: ",
+                        (len(preds), node),
+                    )
+        case "get_const" | "get_rel":
+            return
+        case _:
+            raise ValueError(f"Unsupported operation: {gr_node['op']}")
+
+# %% ../nbs/50_rust_dataflow.ipynb 15
+def prepare_node(
+    graph: nx.DiGraph,
+    node: str | int,
+    code_metadata: dict,  # type: ignore
+) -> None:
+    """Prepares the node in the graph, calculating and updating the schema types dictionary."""
+    nodes_schema_types_dict = code_metadata["nodes_schema_types_dict"]
+    gr_node = graph.nodes[node]
+    preds = [
+        {**graph.nodes[node_name], "node_name": node_name}
+        for node_name in graph.pred[node]
+    ]
+    if node in nodes_schema_types_dict:
+        return
+    match gr_node["op"]:
+        case "get_rel":
+            nodes_schema_types_dict[node] = code_metadata["input_schema"][node]
+        case "rename" | "select" | "union":
+            nodes_schema_types_dict[node] = nodes_schema_types_dict[
+                preds[0]["node_name"]
+            ]
+        case "project":
+            pred = preds[0]
+            nodes_schema_types_dict[node] = [
+                nodes_schema_types_dict[pred["node_name"]][pred["schema"].index(col)]
+                for col in gr_node["schema"]
+            ]
+        case "product" | "join":
+            schema_types = []
+            for x in gr_node["schema"]:
+                try:
+                    index = preds[0]["schema"].index(x)
+                    schema_types.append(
+                        nodes_schema_types_dict[preds[0]["node_name"]][index]
+                    )
+                except ValueError:
+                    index = preds[1]["schema"].index(x)
+                    schema_types.append(
+                        nodes_schema_types_dict[preds[1]["node_name"]][index]
+                    )
+            nodes_schema_types_dict[node] = schema_types
+        case "groupby":
+            schema_types = []
+            for index, agg in enumerate(gr_node["agg"]):
+                if agg is None:
+                    schema_types.append(
+                        nodes_schema_types_dict[preds[0]["node_name"]][index]
+                    )
+                elif (
+                    agg == "count"
+                ):  # what about min / max should it match int if the field is int?
+                    schema_types.append("DATA_TYPE_INT")
+                else:
+                    schema_types.append("DATA_TYPE_FLOAT")
+            nodes_schema_types_dict[node] = schema_types
+        case "get_const":
+            nodes_schema_types_dict[node] = [
+                PYTHON_TO_DATAFLOW_TYPES[type(const)]
+                for const in gr_node["const_dict"].values()
+            ]
+        case "ie_map":
+            if callable(gr_node["in_schema"]):
+                gr_node["in_schema"] = gr_node["in_schema"](gr_node["in_arity"])
+            if callable(gr_node["out_schema"]):
+                gr_node["out_schema"] = gr_node["out_schema"](gr_node["out_arity"])
+            nodes_schema_types_dict[node] = []
+            for i, col_type in enumerate(gr_node["in_schema"] + gr_node["out_schema"]):
+                if i < gr_node["in_arity"]:
+                    prev_type = nodes_schema_types_dict[preds[0]["node_name"]][i]
+                    if isinstance(col_type, tuple):
+                        tuple_types = (PYTHON_TO_DATAFLOW_TYPES[t] for t in col_type)
+                        if prev_type not in tuple_types:
+                            raise ValueError(
+                                "Type mismatch: the IE function input type does not match the input schema"
+                            )
+                    new_col_type = prev_type
+                else:
+                    new_col_type = PYTHON_TO_DATAFLOW_TYPES[col_type]
+                nodes_schema_types_dict[node].append(new_col_type)
+        case _:
+            raise ValueError(f"Unsupported operation: {gr_node['op']}")
 
-    PYTHON_TO_DATAFLOW_TYPES = {
-        str: "DATA_TYPE_STRING",
-        int: "DATA_TYPE_INT",
-        float: "DATA_TYPE_FLOAT",
-        bool: "DATA_TYPE_BOOL",
-        object: "DATA_TYPE_STRING",
-        Span: "DATA_TYPE_SPAN",
+# %% ../nbs/50_rust_dataflow.ipynb 16
+def generate_node_code(
+    graph: nx.DiGraph,
+    node: str | int,
+    code_metadata: dict,  # type: ignore
+    anchor: str | int | None = None,
+    in_iterate: bool = False,
+) -> str:
+    """Returns a string of rust code for the node in the graph."""
+    gr_node = graph.nodes[node]
+    validate_node(graph, node)
+    prepare_node(graph, node, code_metadata=code_metadata)
+    op_to_code_generator = {
+        "get_rel": get_from_input_code,
+        "rename": get_rename_code,
+        "project": get_project_code,
+        "join": get_join_code,
+        "select": get_select_code,
+        "union": get_union_code,
+        "groupby": get_groupby_code,
+        "get_const": get_from_input_code,
+        "product": get_join_code,
+        "ie_map": get_ie_map_code,
     }
+    if gr_node["op"] not in op_to_code_generator:
+        raise ValueError(f"Unsupported operation: {gr_node['op']}")
+    return op_to_code_generator[gr_node["op"]](
+        graph,
+        node,
+        code_metadata=code_metadata,
+        anchor=anchor,
+        in_iterate=in_iterate,
+    )
+
+# %% ../nbs/50_rust_dataflow.ipynb 17
+def generate_graph_code(
+    graph: nx.DiGraph,
+    code_metadata: dict,  # type: ignore
+) -> list[str]:
+    flow_code = list()
+    iterate_template = code_metadata["template_env"].get_template("iterate.rs.jinja2")
+    nodes_schema_types_dict = code_metadata["nodes_schema_types_dict"]
+    reduced, cycles = reduced_graph(graph)
+    for node in list(nx.topological_sort(reduced)):
+        prepare_node(
+            reduced,
+            node,
+            code_metadata=code_metadata,
+        )
+        if node in cycles.keys():
+            nodes_schema_types_dict[f"iter_{node}"] = nodes_schema_types_dict[node]
+            prepare_node(
+                cycles[node],
+                f"iter_{node}",
+                code_metadata=code_metadata,
+            )
+            iter_graph = create_iter_graph(graph, cycles[node], node)
+            anchor_code = generate_node_code(reduced, node, code_metadata=code_metadata)
+            cycle_code = {}
+            cycle_order = traverse_cycle(cycles[node], f"iter_{node}")
+            for cycle_node in cycle_order:
+                prepare_node(
+                    iter_graph,
+                    cycle_node,
+                    code_metadata=code_metadata,
+                )
+                cycle_code[cycle_node] = generate_node_code(
+                    iter_graph,
+                    cycle_node,
+                    code_metadata=code_metadata,
+                    anchor=f"iter_{node}",
+                    in_iterate=True,
+                )
+            flow_code.append(
+                iterate_template.render(
+                    {
+                        "ingress_nodes": find_ingress_nodes(
+                            graph, list(cycles[node].nodes)
+                        ),
+                        "anchor": node,
+                        "cycle_flow": cycle_order,
+                        "flow_code": cycle_code,
+                        "anchor_code": anchor_code,
+                    }
+                )
+            )
+        else:
+            flow_code.append(
+                generate_node_code(reduced, node, code_metadata=code_metadata)
+            )
+    return flow_code
 
+# %% ../nbs/50_rust_dataflow.ipynb 19
+class RustDataflow:
     def __init__(self, engine: Engine, config: Config):
         self._engine = engine
         self._config = config
@@ -63,619 +639,27 @@ def get_input_schema_types(self, node: int | str) -> list[str]:
 
     def get_input_schema(self, node: int | str) -> list[str]:
         collections = self._engine.get_collections()
-        return [self.DATAFLOW_TO_RUST_TYPES[x] for x in collections[str(node)]]
-
-    def get_sources_data(
-        self,
-        graph: nx.DiGraph,
-        nodes_schema_types_dict: dict[str | int, list[str]],
-    ) -> dict[str | int, dict[str, str | int | list[str]]]:
-        data = dict()
-        for source in find_sources(graph):
-            gr_node = graph.nodes[source]
-            op = gr_node["op"]
-            data[source] = {
-                "name": source,
-                "op": op,
-            }
-
-            if source not in nodes_schema_types_dict:
-                data[source]["schema"] = self.get_input_schema(source)
-            else:
-                data[source]["schema"] = [
-                    self.DATAFLOW_TO_RUST_TYPES[t]
-                    for t in nodes_schema_types_dict[source]
-                ]
-                if op == "get_const":
-                    data[source]["consts"] = self._engine._serialize_row(
-                        nodes_schema_types_dict[source],
-                        [gr_node["const_dict"][col] for col in gr_node["schema"]],
-                    )
-        return data
-
-    @staticmethod
-    def get_col_schema(cols: list[str]) -> str:
-        if not cols:
-            return "0"
-        if len(cols) > 1:
-            return f"({', '.join(cols)})"
-        else:
-            return cols[0]
-
-    def get_join_code(
-        self,
-        graph: nx.DiGraph,
-        node: str | int,
-        anchor: str | int | None = None,
-        in_iterate: bool = False,
-        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,
-    ) -> str:
-        """Returns a string of rust code for joining two collections on the common columns.
-        If no columns are common, the join is a cross product.
-        """
-        join1, join2 = list(graph.pred[node])
-        out_node_str = self.get_node_str(node)
-        join1_str = self.get_node_str(join1)
-        join2_str = self.get_node_str(join2)
-
-        if in_iterate:
-            if node == anchor:
-                out_node_str = str(anchor)
-            if join1 == anchor:
-                join1_str = join1
-            if join2 == anchor:
-                join2_str = join2
-
-        common_cols = get_common_cols(graph, join1, join2)
-        common_schema = self.get_col_schema(common_cols)
-
-        join1_uncommon_schema = self.get_col_schema(
-            get_minus_cols(graph, join1, common_cols)
-        )
-        join2_uncommon_schema = self.get_col_schema(
-            get_minus_cols(graph, join2, common_cols)
-        )
-        out_join1_uncommon_schema = (
-            join1_uncommon_schema if join1_uncommon_schema != "0" else "_"
-        )
-
-        out_join2_uncommon_schema = (
-            join2_uncommon_schema if join2_uncommon_schema != "0" else "_"
-        )
-
-        return f"""let {out_node_str} = {join1_str}.map(|{get_node_schema(graph, join1)}| ({common_schema}, {join1_uncommon_schema}))
-                            .join(&{join2_str}.map(|{get_node_schema(graph, join2)}| ({common_schema}, {join2_uncommon_schema})))
-                            .map(|({common_schema if common_schema != "0" else "_"}, ({out_join1_uncommon_schema}, {out_join2_uncommon_schema}))| ({get_node_schema(graph, node)}));"""
-
-    def get_union_code(
-        self,
-        graph: nx.DiGraph,
-        node: str | int,
-        anchor: str | int | None = None,
-        in_iterate: bool = False,
-        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,
-    ) -> str:
-        """Returns a string of rust code for unioning two collections."""
-        preds = [
-            pred
-            for pred in graph.pred[node]
-            if "reduced" not in graph.get_edge_data(pred, node)
-        ]
-
-        prev_node1_str = self.get_node_str(
-            preds[0], anchor=anchor, in_iterate=in_iterate
-        )
-        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
-
-        if len(preds) == 1:
-            return f"let {' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.clone();"
-        prev_node2_str = self.get_node_str(
-            preds[1], anchor=anchor, in_iterate=in_iterate
-        )
-        return f"let{' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.concat(&{prev_node2_str});"
-
-    def get_node_str(
-        self, node: str | int, anchor: str | int | None = None, in_iterate: bool = False
-    ) -> str:
-        if in_iterate and node == anchor:
-            return str(anchor)
-        return f"node_{node}"
-
-    def validate_node(self, graph: nx.DiGraph, node: str | int) -> None:
-        """Validates the node in the graph."""
-        gr_node = graph.nodes[node]
-        preds = [graph.nodes[key] for key in graph.pred[node].keys()]
-        match gr_node["op"]:
-            case "union":
-                preds = [
-                    pred
-                    for pred in graph.pred[node]
-                    if "reduced" not in graph.get_edge_data(pred, node)
-                ]
-                if len(preds) not in (1, 2):
-                    raise ValueError(
-                        "Union node has invalid number of predecessors: ",
-                        (len(preds), node),
-                    )
-            case "rename" | "select" | "project" | "groupby":
-                if len(preds) != 1:
-                    raise ValueError(
-                        f"{gr_node['op']} node has invalid number of predecessors: ",
-                        (len(preds), node),
-                    )
-            case "product" | "join":
-                if len(preds) != 2:
-                    raise ValueError(
-                        f"Product {gr_node['op']} has invalid number of predecessors: ",
-                        (len(preds), node),
-                    )
-            case "ie_map":
-                if gr_node["name"] == "not":
-                    if len(preds) != 1:
-                        raise ValueError(
-                            "Not node has invalid number of predecessors: ",
-                            (len(preds), node),
-                        )
-            case "get_const" | "get_rel":
-                return
-            case _:
-                raise ValueError(f"Unsupported operation: {gr_node['op']}")
-
-    def prepare_node(
-        self,
-        graph: nx.DiGraph,
-        node: str | int,
-        nodes_schema_types_dict: dict[str | int, list[str]],
-    ) -> None:
-        """Prepares the node in the graph, calculating and updating the schema types dictionary."""
-        gr_node = graph.nodes[node]
-        preds = [
-            {**graph.nodes[node_name], "node_name": node_name}
-            for node_name in graph.pred[node]
-        ]
-        if node in nodes_schema_types_dict:
-            return
-        match gr_node["op"]:
-            case "get_rel":
-                nodes_schema_types_dict[node] = self.get_input_schema_types(node)
-            case "rename" | "select" | "union":
-                nodes_schema_types_dict[node] = nodes_schema_types_dict[
-                    preds[0]["node_name"]
-                ]
-            case "project":
-                pred = preds[0]
-                nodes_schema_types_dict[node] = [
-                    nodes_schema_types_dict[pred["node_name"]][
-                        pred["schema"].index(col)
-                    ]
-                    for col in gr_node["schema"]
-                ]
-            case "product" | "join":
-                schema_types = []
-                for x in gr_node["schema"]:
-                    try:
-                        index = preds[0]["schema"].index(x)
-                        schema_types.append(
-                            nodes_schema_types_dict[preds[0]["node_name"]][index]
-                        )
-                    except ValueError:
-                        index = preds[1]["schema"].index(x)
-                        schema_types.append(
-                            nodes_schema_types_dict[preds[1]["node_name"]][index]
-                        )
-                nodes_schema_types_dict[node] = schema_types
-            case "groupby":
-                schema_types = []
-                for index, agg in enumerate(gr_node["agg"]):
-                    if agg is None:
-                        schema_types.append(
-                            nodes_schema_types_dict[preds[0]["node_name"]][index]
-                        )
-                    elif (
-                        agg == "count"
-                    ):  # what about min / max should it match int if the field is int?
-                        schema_types.append("DATA_TYPE_INT")
-                    else:
-                        schema_types.append("DATA_TYPE_FLOAT")
-                nodes_schema_types_dict[node] = schema_types
-            case "get_const":
-                nodes_schema_types_dict[node] = [
-                    self.PYTHON_TO_DATAFLOW_TYPES[type(const)]
-                    for const in gr_node["const_dict"].values()
-                ]
-            case "ie_map":
-                if callable(gr_node["in_schema"]):
-                    gr_node["in_schema"] = gr_node["in_schema"](gr_node["in_arity"])
-                if callable(gr_node["out_schema"]):
-                    gr_node["out_schema"] = gr_node["out_schema"](gr_node["out_arity"])
-
-                nodes_schema_types_dict[node] = []
-                for i, col_type in enumerate(
-                    gr_node["in_schema"] + gr_node["out_schema"]
-                ):
-                    if i < gr_node["in_arity"]:
-                        prev_type = nodes_schema_types_dict[preds[0]["node_name"]][i]
-                        if isinstance(col_type, tuple):
-                            tuple_types = (
-                                self.PYTHON_TO_DATAFLOW_TYPES[t] for t in col_type
-                            )
-                            if prev_type not in tuple_types:
-                                raise ValueError(
-                                    "Type mismatch: the IE function input type does not match the input schema"
-                                )
-                        new_col_type = prev_type
-                    else:
-                        new_col_type = self.PYTHON_TO_DATAFLOW_TYPES[col_type]
-                    nodes_schema_types_dict[node].append(new_col_type)
-
-            case _:
-                raise ValueError(f"Unsupported operation: {gr_node['op']}")
-
-    def generate_node_code(
-        self,
-        graph: nx.DiGraph,
-        node: str | int,
-        nodes_schema_types_dict: dict[str | int, list[str]],
-        anchor: str | int | None = None,
-        in_iterate: bool = False,
-    ) -> str:
-        """Returns a string of rust code for the node in the graph."""
-        gr_node = graph.nodes[node]
-        self.validate_node(graph, node)
-        self.prepare_node(graph, node, nodes_schema_types_dict)
-        op_to_code_generator = {
-            "get_rel": self.get_from_input_code,
-            "rename": self.get_rename_code,
-            "project": self.get_project_code,
-            "join": self.get_join_code,
-            "select": self.get_select_code,
-            "union": self.get_union_code,
-            "groupby": self.get_groupby_code,
-            "get_const": self.get_from_input_code,
-            "product": self.get_join_code,
-            "ie_map": self.get_ie_map_code,
-        }
-        if gr_node["op"] not in op_to_code_generator:
-            raise ValueError(f"Unsupported operation: {gr_node['op']}")
-        return op_to_code_generator[gr_node["op"]](
-            graph,
-            node,
-            anchor=anchor,
-            in_iterate=in_iterate,
-            nodes_schema_types_dict=nodes_schema_types_dict,
-        )
-
-    def get_ie_map_code(
-        self,
-        graph: nx.DiGraph,
-        node: str | int,
-        anchor: str | int | None = None,
-        in_iterate: bool = False,
-        nodes_schema_types_dict: dict[str | int, list[str]] = {},
-    ) -> str:
-        """Returns a string of rust code for ie_map node in the graph."""
-        prev_nodes = list(graph.pred[node])
-        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
-        prev_node_str = self.get_node_str(
-            prev_nodes[0], anchor=anchor, in_iterate=in_iterate
-        )
-        STD_IE_FUNCTIONS: dict[str, dict[tuple, str]] = {
-            "rgx": {
-                ("DATA_TYPE_STRING", "DATA_TYPE_STRING"): "rgx_str_span",
-                ("DATA_TYPE_STRING", "DATA_TYPE_SPAN"): "rgx_span_span",
-            },
-            "as_str": {("DATA_TYPE_SPAN",): "span_as_str"},
-            "deconstruct_span": {("DATA_TYPE_SPAN",): "deconstruct_span"},
-            "rgx_is_match": {
-                ("DATA_TYPE_STRING", "DATA_TYPE_STRING"): "rgx_is_match_str",
-                ("DATA_TYPE_STRING", "DATA_TYPE_SPAN"): "rgx_is_match_span",
-            },
-            "span_contained": {("DATA_TYPE_SPAN", "DATA_TYPE_SPAN"): "span_contained"},
-            "rgx_split": {
-                ("DATA_TYPE_STRING", "DATA_TYPE_STRING"): "rgx_split_str",
-                ("DATA_TYPE_STRING", "DATA_TYPE_SPAN"): "rgx_split_span",
-            },
-        }
-
-        gr_node: dict = graph.nodes[node]
-        in_arity: int = gr_node["in_arity"]
-        in_schema = gr_node["schema"][:in_arity]
-        in_type_schema: list = nodes_schema_types_dict[node][:in_arity]
-        out_schema = gr_node["schema"][in_arity:]
-        match gr_node["name"]:
-            case "rgx":
-                func_name = STD_IE_FUNCTIONS["rgx"][tuple(in_type_schema)]
-                code = f"let {node_str} = {prev_node_str}.flat_map(|{self.get_col_schema(in_schema)}| {{ \n \
-                    {func_name}({', '.join([f'&{col}' for col in in_schema])}).map(move |vec| ({', '.join([f'{col}.clone()' for col in in_schema]+[f'vec[{i}].clone()' for i in range(gr_node["out_arity"])])})) \n \
-                }});"
-            case (
-                "as_str"
-                | "rgx_split"
-                | "rgx_is_match"
-                | "deconstruct_span"
-                | "span_contained" as original_func_name
-            ):
-                func_name = STD_IE_FUNCTIONS[original_func_name][tuple(in_type_schema)]
-                code = f"let {node_str} = {prev_node_str}.flat_map(|{self.get_col_schema(in_schema)}| {{ \n \
-                    {func_name}({', '.join([f'&{col}' for col in in_schema])}).map(move |{self.get_col_schema(out_schema)}| ({', '.join([f'{col}.clone()' for col in in_schema]+out_schema)})) \n \
-                }});"
-
-            case "not":
-                code = f"let {node_str} = {prev_node_str}.map(|{get_node_schema(graph, prev_nodes[0])}| ({get_node_schema(graph, prev_nodes[0])}, !{get_node_schema(graph, prev_nodes[0])}));"
-            case _:
-                ie_map_template = self._template_env.get_template("ie_map.rs.jinja2")
-                code = ie_map_template.render(
-                    output_node=node_str,
-                    prev_node=prev_node_str,
-                    grpc_address=f"http://{self._config.LISTEN_ADDRESS}",
-                    function_name=graph.nodes[node]["name"],
-                    in_schema=self.get_col_schema(
-                        gr_node["schema"][: len(gr_node["in_schema"])]
-                    ),
-                    out_schema_len=len(gr_node["out_schema"]),
-                    in_schema_len=len(gr_node["in_schema"]),
-                    out_schema_types=nodes_schema_types_dict[node],
-                    DATAFLOW_TO_RUST_TYPES=self.DATAFLOW_TO_RUST_TYPES,
-                )
-        return code
-
-    def get_project_code(
-        self,
-        graph: nx.DiGraph,
-        node: str | int,
-        anchor: str | int | None = None,
-        in_iterate: bool = False,
-        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,
-    ) -> str:
-        schema = get_node_schema(graph, node)
-        prev_nodes = list(graph.pred[node])
-
-        prev_node_str = self.get_node_str(
-            prev_nodes[0], anchor=anchor, in_iterate=in_iterate
-        )
-        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
-        prev_schema = get_node_schema(graph, prev_nodes[0])
-        return f"let {node_str} = {prev_node_str}.map(|{prev_schema}| {schema});"
-
-    def get_from_input_code(
-        self,
-        graph: nx.DiGraph,
-        node: str | int,
-        anchor: str | int | None = None,
-        in_iterate: bool = False,
-        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,
-    ) -> str:
-        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
-        return f"let {node_str} = input_{node}.to_collection(scope);"
-
-    def get_rename_code(
-        self,
-        graph: nx.DiGraph,
-        node: str | int,
-        anchor: str | int | None = None,
-        in_iterate: bool = False,
-        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,
-    ) -> str:
-        schema = self.get_col_schema(
-            self.update_repeatable_cols_in_schema(graph.nodes[node]["schema"])
-        )
-
-        prev_nodes = list(graph.pred[node])
-
-        prev_node_str = self.get_node_str(
-            prev_nodes[0], anchor=anchor, in_iterate=in_iterate
-        )
-        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
-
-        return f"let {node_str} = {prev_node_str}.map(|{schema}| {schema});"
-
-    def get_select_code(
-        self,
-        graph: nx.DiGraph,
-        node: str | int,
-        anchor: str | int | None = None,
-        in_iterate: bool = False,
-        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,
-    ) -> str:
-        gr_node = graph.nodes[node]
-        prev_nodes = list(graph.pred[node])
-
-        prev_node_str = self.get_node_str(
-            prev_nodes[0], anchor=anchor, in_iterate=in_iterate
-        )
-        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
-
-        theta = gr_node["theta"]
-        predicates = []
-        if hasattr(theta, "pos_val_tuples"):  #  equalConstTheta
-            predicates = [
-                (
-                    f'*col_{pos} == "{val}".to_string()'
-                    if isinstance(val, str)
-                    else f"*col_{pos} == {val}"
-                )
-                for pos, val in theta.pos_val_tuples
-            ]
-        elif hasattr(theta, "col_pos_tuples"):  #  equalColTheta
-            predicates = [
-                f"col_{pos1} == col_{pos2}" for pos1, pos2 in theta.col_pos_tuples
-            ]
-        else:
-            raise ValueError(f"Unsupported theta join: {theta}. {dir(theta)}")
-        return f"let {node_str} = {prev_node_str}.filter(|{self.get_col_schema([f"col_{i}" for i in range(len(gr_node['schema']))])}| {' && '.join(predicates)});"
-
-    def update_repeatable_cols_in_schema(self, schema: list[str]) -> list[str]:
-        repeatable_cols: dict[str, list[int]] = {}
-        for i, col in enumerate(schema):
-            if col in repeatable_cols:
-                repeatable_cols[col].append(i)
-            else:
-                repeatable_cols[col] = [i]
-
-        if not repeatable_cols:
-            return schema
-        result = schema.copy()
-        for col, indecies in repeatable_cols.items():
-            if len(indecies) > 1:
-                for i, index in enumerate(indecies):
-                    result[index] = f"{col}_{i}"
-        return result
-
-    def get_groupby_code(
-        self,
-        graph: nx.DiGraph,
-        node: str | int,
-        anchor: str | int | None = None,
-        in_iterate: bool = False,
-        nodes_schema_types_dict: dict[str | int, list[str]] | None = None,
-    ) -> str:
-        gr_node = graph.nodes[node]
-        prev_nodes = list(graph.pred[node])
-
-        prev_node_str = self.get_node_str(
-            prev_nodes[0], anchor=anchor, in_iterate=in_iterate
-        )
-        node_str = self.get_node_str(node, anchor=anchor, in_iterate=in_iterate)
-
-        agg = gr_node["agg"]
-        schema = self.update_repeatable_cols_in_schema(gr_node["schema"])
-        groupby_cols = [schema[i] for i, agg_func in enumerate(agg) if agg_func is None]
-        agg_by_cols = {
-            schema[i]: {"agg_func": agg_func}
-            for i, agg_func in enumerate(agg)
-            if agg_func is not None
-        }
-
-        agg_cols = list(agg_by_cols.keys())
-        agg_by_index = {}
-
-        for key, agg_func in agg_by_cols.items():
-            agg_func["index"] = agg_cols.index(key)
-            agg_by_index[agg_func["index"]] = {
-                "agg_func": agg_func["agg_func"],
-                "col_name": key,
-            }
-
-        multi_agg = False
-        if len(agg_by_cols.values()) > 1:
-            multi_agg = True
-
-        declares = []
-        agg_code = []
-        output = []
-        for col_name, agg_func in agg_by_cols.items():
-            agg_index = agg_func["index"]
-            agg_var = f"{agg_func['agg_func']}_{col_name}"
-            output.append(agg_var)
-            val = "val" if not multi_agg else f"val.{agg_index}"
-            match agg_func["agg_func"]:
-                case "sum":
-                    declares.append(f"let mut {agg_var}: i32 = 0;")
-                    agg_code.append(f"{agg_var} += {val} * (*cnt as i32);")
-                case "count":
-                    declares.append(f"let mut {agg_var}: i32 = 0;")
-                    agg_code.append(f"{agg_var} += *cnt as i32;")
-                case "max":
-                    declares.append(f"let mut {agg_var}: i32 = i32::MIN;")
-                    agg_code.append(f"{agg_var} = std::cmp::max({agg_var}, {val});")
-                case "min":
-                    declares.append(f"let mut {agg_var}: i32 = i32::MAX;")
-                    agg_code.append(f"{agg_var} = std::cmp::min({agg_var}, {val});")
-                case "avg":
-                    declares.append(f"let mut {agg_var}: (i32, i32) = (0, 0);")
-                    agg_code.append(f"{agg_var}.0 += {val} * (*cnt as i32);")
-                    agg_code.append(f"{agg_var}.1 += *cnt as i32;")
-                case _:
-                    raise ValueError(
-                        f"Unsupported aggregate function: {agg_func['agg_func']}"
-                    )
-
-        agg_template = self._template_env.get_template("aggregate.rs.jinja2")
-        code = agg_template.render(
-            output_node=node_str,
-            prev_node=prev_node_str,
-            in_schema=self.get_col_schema(schema),
-            groupby_schema=self.get_col_schema(groupby_cols),
-            groupby_len=len(groupby_cols),
-            agg_len=len(agg_cols),
-            agg_schema=self.get_col_schema(agg_cols),
-            agg_decleration=declares,
-            agg_list=agg_code,
-            output_tuple=self.get_col_schema(output),
-            agg_by_index=agg_by_index,
-        )
-        return code
-
-    def generate_graph_code(
-        self,
-        graph: nx.DiGraph,
-        nodes_schema_types_dict: dict[str | int, list[str]],
-    ) -> list[str]:
-        flow_code = list()
-        iterate_template = self._template_env.get_template("iterate.rs.jinja2")
-        reduced, cycles = reduced_graph(graph)
-        for node in list(nx.topological_sort(reduced)):
-            self.prepare_node(
-                reduced, node, nodes_schema_types_dict=nodes_schema_types_dict
-            )
-            if node in cycles.keys():
-                nodes_schema_types_dict[f"iter_{node}"] = nodes_schema_types_dict[node]
-                self.prepare_node(
-                    cycles[node],
-                    f"iter_{node}",
-                    nodes_schema_types_dict=nodes_schema_types_dict,
-                )
-                iter_graph = create_iter_graph(graph, cycles[node], node)
-                anchor_code = self.generate_node_code(
-                    reduced, node, nodes_schema_types_dict
-                )
-                cycle_code = {}
-                cycle_order = traverse_cycle(cycles[node], f"iter_{node}")
-                for cycle_node in cycle_order:
-                    self.prepare_node(
-                        iter_graph,
-                        cycle_node,
-                        nodes_schema_types_dict=nodes_schema_types_dict,
-                    )
-                    cycle_code[cycle_node] = self.generate_node_code(
-                        iter_graph,
-                        cycle_node,
-                        nodes_schema_types_dict,
-                        anchor=f"iter_{node}",
-                        in_iterate=True,
-                    )
-                flow_code.append(
-                    iterate_template.render(
-                        {
-                            "ingress_nodes": find_ingress_nodes(
-                                graph, list(cycles[node].nodes)
-                            ),
-                            "anchor": node,
-                            "cycle_flow": cycle_order,
-                            "flow_code": cycle_code,
-                            "anchor_code": anchor_code,
-                        }
-                    )
-                )
-            else:
-                flow_code.append(
-                    self.generate_node_code(reduced, node, nodes_schema_types_dict)
-                )
-        return flow_code
+        return [DATAFLOW_TO_RUST_TYPES[x] for x in collections[str(node)]]
 
     def create_rust_file(self, timestamp: str, graph: nx.DiGraph) -> None:
         dest_path = self._config.GENERATED_RUST_PROJECT_PATH / f"{timestamp}.rs"
         template = self._template_env.get_template(self._config.RUST_FILE_TEMPLATE_NAME)
         nodes_schema_types_dict: dict[str | int, list[str]] = dict()
-        flow_code = self.generate_graph_code(graph, nodes_schema_types_dict)
+
+        code_metadata = {
+            "nodes_schema_types_dict": nodes_schema_types_dict,
+            "template_env": self._template_env,
+            "input_schema": self._engine.get_collections(),
+            "grpc_address": f"http://{self._config.LISTEN_ADDRESS}",
+        }
+
+        flow_code = generate_graph_code(graph, code_metadata)
         output_node = find_output(graph)
         output_text = template.render(
             query_id=self._query_id,
-            sources=self.get_sources_data(
-                graph, nodes_schema_types_dict=nodes_schema_types_dict
-            ),
+            sources=get_sources_data(graph, code_metadata=code_metadata),
             flow_code=flow_code,
-            output_node_str=self.get_node_str(output_node),
+            output_node_str=get_node_str(output_node),
             output_vars_count=len(graph.nodes[output_node]["schema"]),
         )
         self._config.RUST_SERVER_LIB_SRC_FILE_PATH.unlink(missing_ok=True)

From 3c4a74ea60a5ba7a9705c51f8dab825838307544 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Tue, 5 Nov 2024 10:26:37 +0000
Subject: [PATCH 179/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 0d4ec25..88e696b 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-25%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>230</td><td>165</td><td>28%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L40-L49">40&ndash;49</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L52-L62">52&ndash;62</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L65-L66">65&ndash;66</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L72-L75">72&ndash;75</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L80-L81">80&ndash;81</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L84-L97">84&ndash;97</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L100-L103">100&ndash;103</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L106-L123">106&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L126-L129">126&ndash;129</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L133-L138">133&ndash;138</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L142-L147">142&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L151-L157">151&ndash;157</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L162-L166">162&ndash;166</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L172-L178">172&ndash;178</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L182-L188">182&ndash;188</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L196-L201">196&ndash;201</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L205-L210">205&ndash;210</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L214-L220">214&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L226-L233">226&ndash;233</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L242">242</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L245">245</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L248">248</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L252-L259">252&ndash;259</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L263-L283">263&ndash;283</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L287-L316">287&ndash;316</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L323-L336">323&ndash;336</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L54">47&ndash;54</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L59-L63">59&ndash;63</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L68-L85">68&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L124">124</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>40</td><td>31</td><td>22%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L31-L70">31&ndash;70</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>326</td><td>289</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L51-L58">51&ndash;58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L61-L62">61&ndash;62</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L65-L66">65&ndash;66</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L73-L94">73&ndash;94</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L98-L103">98&ndash;103</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L116-L146">116&ndash;146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L159-L175">159&ndash;175</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L180-L182">180&ndash;182</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L186-L222">186&ndash;222</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L231-L312">231&ndash;312</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L323-L340">323&ndash;340</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L357-L420">357&ndash;420</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L430-L438">430&ndash;438</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L448-L449">448&ndash;449</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L459-L470">459&ndash;470</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L480-L505">480&ndash;505</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L508-L522">508&ndash;522</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L532-L607">532&ndash;607</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L614-L664">614&ndash;664</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L667-L688">667&ndash;688</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L691-L716">691&ndash;716</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L724-L734">724&ndash;734</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>878</b></td><td><b>657</b></td><td><b>25%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-25%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>227</td><td>165</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L34-L39">34&ndash;39</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L43-L62">43&ndash;62</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L66-L91">66&ndash;91</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L101-L110">101&ndash;110</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L113-L123">113&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L126-L127">126&ndash;127</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L133-L136">133&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L141-L142">141&ndash;142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L145-L158">145&ndash;158</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L161-L164">161&ndash;164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L167-L184">167&ndash;184</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L187-L190">187&ndash;190</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L194-L199">194&ndash;199</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L203-L208">203&ndash;208</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L212-L218">212&ndash;218</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L223-L227">223&ndash;227</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L233-L239">233&ndash;239</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L243-L249">243&ndash;249</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L257-L262">257&ndash;262</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L266-L271">266&ndash;271</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L275-L281">275&ndash;281</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L287-L294">287&ndash;294</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L303">303</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L306">306</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L309">309</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L316-L329">316&ndash;329</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L54">47&ndash;54</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L59-L63">59&ndash;63</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L68-L85">68&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L124">124</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>40</td><td>31</td><td>22%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L31-L70">31&ndash;70</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>330</td><td>293</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L75-L98">75&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L103-L108">103&ndash;108</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L115-L117">115&ndash;117</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L122-L136">122&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L149-L170">149&ndash;170</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L183-L193">183&ndash;193</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L203-L209">203&ndash;209</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L219-L220">219&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L230-L239">230&ndash;239</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L249-L272">249&ndash;272</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L282-L348">282&ndash;348</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L359-L406">359&ndash;406</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L411-L447">411&ndash;447</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L456-L530">456&ndash;530</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L541-L558">541&ndash;558</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L571-L622">571&ndash;622</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L627-L634">627&ndash;634</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L637-L638">637&ndash;638</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L641-L642">641&ndash;642</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L645-L672">645&ndash;672</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L675-L700">675&ndash;700</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L708-L718">708&ndash;718</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>879</b></td><td><b>661</b></td><td><b>25%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From e9512fcf6de989c7ab1999fe050d9eb4a9b4369b Mon Sep 17 00:00:00 2001
From: IdoDesign <ido.tarazi@campus.technion.ac.il>
Date: Tue, 5 Nov 2024 12:47:45 +0200
Subject: [PATCH 180/277] WIP

---
 nbs/50_rust_dataflow.ipynb   | 14 ++++++++++----
 spannerflow/rust_dataflow.py | 14 ++++++++++----
 2 files changed, 20 insertions(+), 8 deletions(-)

diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index fe17925..92a398c 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -203,17 +203,23 @@
     "            join2_str = join2\n",
     "    common_cols = get_common_cols(graph, join1, join2)\n",
     "    common_schema = get_col_schema(common_cols)\n",
+    "\n",
     "    join1_uncommon_schema = get_col_schema(get_minus_cols(graph, join1, common_cols))\n",
-    "    join2_uncommon_schema = get_col_schema(get_minus_cols(graph, join2, common_cols))\n",
+    "    join1_schema = get_node_schema(graph, join1)\n",
     "    out_join1_uncommon_schema = (\n",
     "        join1_uncommon_schema if join1_uncommon_schema != \"0\" else \"_\"\n",
     "    )\n",
+    "\n",
+    "    join2_uncommon_schema = get_col_schema(get_minus_cols(graph, join2, common_cols))\n",
+    "    join2_schema = get_node_schema(graph, join2)\n",
     "    out_join2_uncommon_schema = (\n",
     "        join2_uncommon_schema if join2_uncommon_schema != \"0\" else \"_\"\n",
     "    )\n",
-    "    return f\"\"\"let {out_node_str} = {join1_str}.map(|{get_node_schema(graph, join1)}| ({common_schema}, {join1_uncommon_schema}))\n",
-    "                        .join(&{join2_str}.map(|{get_node_schema(graph, join2)}| ({common_schema}, {join2_uncommon_schema})))\n",
-    "                        .map(|({common_schema if common_schema != \"0\" else \"_\"}, ({out_join1_uncommon_schema}, {out_join2_uncommon_schema}))| ({get_node_schema(graph, node)}));\"\"\""
+    "\n",
+    "    node_out_schema = get_node_schema(graph, node)\n",
+    "    return f\"\"\"let {out_node_str} = {join1_str}.map(|{join1_schema}| ({common_schema}, {join1_uncommon_schema}))\n",
+    "                        .join(&{join2_str}.map(|{join2_schema}| ({common_schema}, {join2_uncommon_schema})))\n",
+    "                        .map(|({common_schema if common_schema != \"0\" else \"_\"}, ({out_join1_uncommon_schema}, {out_join2_uncommon_schema}))| ({node_out_schema}));\"\"\""
    ]
   },
   {
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 8b9a594..e221eed 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -159,17 +159,23 @@ def get_join_code(
             join2_str = join2
     common_cols = get_common_cols(graph, join1, join2)
     common_schema = get_col_schema(common_cols)
+
     join1_uncommon_schema = get_col_schema(get_minus_cols(graph, join1, common_cols))
-    join2_uncommon_schema = get_col_schema(get_minus_cols(graph, join2, common_cols))
+    join1_schema = get_node_schema(graph, join1)
     out_join1_uncommon_schema = (
         join1_uncommon_schema if join1_uncommon_schema != "0" else "_"
     )
+
+    join2_uncommon_schema = get_col_schema(get_minus_cols(graph, join2, common_cols))
+    join2_schema = get_node_schema(graph, join2)
     out_join2_uncommon_schema = (
         join2_uncommon_schema if join2_uncommon_schema != "0" else "_"
     )
-    return f"""let {out_node_str} = {join1_str}.map(|{get_node_schema(graph, join1)}| ({common_schema}, {join1_uncommon_schema}))
-                        .join(&{join2_str}.map(|{get_node_schema(graph, join2)}| ({common_schema}, {join2_uncommon_schema})))
-                        .map(|({common_schema if common_schema != "0" else "_"}, ({out_join1_uncommon_schema}, {out_join2_uncommon_schema}))| ({get_node_schema(graph, node)}));"""
+
+    node_out_schema = get_node_schema(graph, node)
+    return f"""let {out_node_str} = {join1_str}.map(|{join1_schema}| ({common_schema}, {join1_uncommon_schema}))
+                        .join(&{join2_str}.map(|{join2_schema}| ({common_schema}, {join2_uncommon_schema})))
+                        .map(|({common_schema if common_schema != "0" else "_"}, ({out_join1_uncommon_schema}, {out_join2_uncommon_schema}))| ({node_out_schema}));"""
 
 # %% ../nbs/50_rust_dataflow.ipynb 7
 def get_union_code(

From 8ad190805f74498cabd1d28470d5e3b1eabc2c3f Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Tue, 5 Nov 2024 10:52:20 +0000
Subject: [PATCH 181/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 88e696b..6011ff1 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-25%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>227</td><td>165</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L34-L39">34&ndash;39</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L43-L62">43&ndash;62</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L66-L91">66&ndash;91</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L101-L110">101&ndash;110</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L113-L123">113&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L126-L127">126&ndash;127</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L133-L136">133&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L141-L142">141&ndash;142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L145-L158">145&ndash;158</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L161-L164">161&ndash;164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L167-L184">167&ndash;184</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L187-L190">187&ndash;190</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L194-L199">194&ndash;199</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L203-L208">203&ndash;208</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L212-L218">212&ndash;218</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L223-L227">223&ndash;227</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L233-L239">233&ndash;239</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L243-L249">243&ndash;249</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L257-L262">257&ndash;262</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L266-L271">266&ndash;271</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L275-L281">275&ndash;281</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L287-L294">287&ndash;294</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L303">303</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L306">306</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L309">309</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L316-L329">316&ndash;329</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L54">47&ndash;54</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L59-L63">59&ndash;63</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L68-L85">68&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L124">124</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>40</td><td>31</td><td>22%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L31-L70">31&ndash;70</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>330</td><td>293</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L75-L98">75&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L103-L108">103&ndash;108</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L115-L117">115&ndash;117</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L122-L136">122&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L149-L170">149&ndash;170</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L183-L193">183&ndash;193</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L203-L209">203&ndash;209</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L219-L220">219&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L230-L239">230&ndash;239</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L249-L272">249&ndash;272</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L282-L348">282&ndash;348</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L359-L406">359&ndash;406</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L411-L447">411&ndash;447</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L456-L530">456&ndash;530</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L541-L558">541&ndash;558</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L571-L622">571&ndash;622</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L627-L634">627&ndash;634</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L637-L638">637&ndash;638</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L641-L642">641&ndash;642</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L645-L672">645&ndash;672</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L675-L700">675&ndash;700</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L708-L718">708&ndash;718</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>879</b></td><td><b>661</b></td><td><b>25%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-25%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>227</td><td>165</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L34-L39">34&ndash;39</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L43-L62">43&ndash;62</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L66-L91">66&ndash;91</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L101-L110">101&ndash;110</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L113-L123">113&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L126-L127">126&ndash;127</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L133-L136">133&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L141-L142">141&ndash;142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L145-L158">145&ndash;158</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L161-L164">161&ndash;164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L167-L184">167&ndash;184</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L187-L190">187&ndash;190</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L194-L199">194&ndash;199</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L203-L208">203&ndash;208</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L212-L218">212&ndash;218</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L223-L227">223&ndash;227</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L233-L239">233&ndash;239</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L243-L249">243&ndash;249</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L257-L262">257&ndash;262</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L266-L271">266&ndash;271</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L275-L281">275&ndash;281</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L287-L294">287&ndash;294</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L303">303</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L306">306</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L309">309</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L316-L329">316&ndash;329</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L54">47&ndash;54</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L59-L63">59&ndash;63</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L68-L85">68&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L124">124</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>40</td><td>31</td><td>22%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L31-L70">31&ndash;70</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>333</td><td>296</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L75-L98">75&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L103-L108">103&ndash;108</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L115-L117">115&ndash;117</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L122-L136">122&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L149-L176">149&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L189-L199">189&ndash;199</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L209-L215">209&ndash;215</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L225-L226">225&ndash;226</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L236-L245">236&ndash;245</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L255-L278">255&ndash;278</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L288-L354">288&ndash;354</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L365-L412">365&ndash;412</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L417-L453">417&ndash;453</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L462-L536">462&ndash;536</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L547-L564">547&ndash;564</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L577-L628">577&ndash;628</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L633-L640">633&ndash;640</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L643-L644">643&ndash;644</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L647-L648">647&ndash;648</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L651-L678">651&ndash;678</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L681-L706">681&ndash;706</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L714-L724">714&ndash;724</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>882</b></td><td><b>664</b></td><td><b>25%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 46d74c954d38df513a2e658a1b7eac579dde3559 Mon Sep 17 00:00:00 2001
From: IdoDesign <ido.tarazi@campus.technion.ac.il>
Date: Wed, 6 Nov 2024 09:24:39 +0200
Subject: [PATCH 182/277] WIP

---
 nbs/50_rust_dataflow.ipynb                | 38 ++++++++++++++-----
 spannerflow/_modidx.py                    |  2 +
 spannerflow/rust_dataflow.py              | 45 +++++++++++++++++------
 spannerflow/templates/aggregate.rs.jinja2 |  2 +-
 4 files changed, 65 insertions(+), 22 deletions(-)

diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index 92a398c..0af44b7 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -154,22 +154,31 @@
     "    return f\"node_{node}\"\n",
     "\n",
     "\n",
-    "def update_repeatable_cols_in_schema(schema: list[str]) -> list[str]:\n",
-    "    \"\"\"Update the schema to include the index of the repeated columns\"\"\"\n",
+    "def get_repeatable_cols_in_schema(schema: list[str]) -> dict[str, list[int]]:\n",
+    "    \"\"\"Return a dictionary of the repeated columns in the schema\"\"\"\n",
     "    repeatable_cols: dict[str, list[int]] = {}\n",
     "    for i, col in enumerate(schema):\n",
     "        if col in repeatable_cols:\n",
     "            repeatable_cols[col].append(i)\n",
     "        else:\n",
     "            repeatable_cols[col] = [i]\n",
+    "    repeatable_cols = {\n",
+    "        col: idxs for col, idxs in repeatable_cols.items() if len(idxs) > 1\n",
+    "    }\n",
+    "    return repeatable_cols\n",
+    "\n",
+    "\n",
+    "def update_repeatable_cols_in_schema(schema: list[str]) -> list[str]:\n",
+    "    \"\"\"Update the schema to include the index of the repeated columns\"\"\"\n",
+    "    repeatable_cols = get_repeatable_cols_in_schema(schema)\n",
     "\n",
     "    if not repeatable_cols:\n",
     "        return schema\n",
+    "\n",
     "    result = schema.copy()\n",
     "    for col, indecies in repeatable_cols.items():\n",
-    "        if len(indecies) > 1:\n",
-    "            for i, index in enumerate(indecies):\n",
-    "                result[index] = f\"{col}_{i}\"\n",
+    "        for i, index in enumerate(indecies):\n",
+    "            result[index] = f\"{col}_{i}\"\n",
     "    return result"
    ]
   },
@@ -264,13 +273,24 @@
     "    anchor: str | int | None = None,\n",
     "    in_iterate: bool = False,\n",
     ") -> str:\n",
-    "    schema = get_node_schema(graph, node)\n",
     "    prev_nodes = list(graph.pred[node])\n",
     "    prev_node_str = get_node_str(prev_nodes[0], anchor=anchor, in_iterate=in_iterate)\n",
     "    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
     "    prev_schema = get_node_schema(graph, prev_nodes[0])\n",
     "\n",
-    "    return f\"let {node_str} = {prev_node_str}.map(|{prev_schema}| {schema});\""
+    "    col_names = graph.nodes[node][\"schema\"].copy()\n",
+    "    repeatable_cols = get_repeatable_cols_in_schema(graph.nodes[node][\"schema\"])\n",
+    "\n",
+    "    for col_idx in repeatable_cols.values():\n",
+    "        if (\n",
+    "            code_metadata[\"nodes_schema_types_dict\"][node][col_idx[0]]\n",
+    "            != \"DATA_TYPE_STRING\"\n",
+    "        ):\n",
+    "            continue\n",
+    "        for idx in col_idx:\n",
+    "            col_names[idx] = f\"{col_names[idx]}.clone()\"\n",
+    "\n",
+    "    return f\"let {node_str} = {prev_node_str}.map(|{prev_schema}| {get_col_schema(col_names)});\""
    ]
   },
   {
@@ -405,7 +425,7 @@
     "        match agg_func[\"agg_func\"]:\n",
     "            case \"sum\":\n",
     "                declares.append(f\"let mut {agg_var}: i32 = 0;\")\n",
-    "                agg_code.append(f\"{agg_var} += {val} * (*cnt as i32);\")\n",
+    "                agg_code.append(f\"{agg_var} += *{val} * (*cnt as i32);\")\n",
     "            case \"count\":\n",
     "                declares.append(f\"let mut {agg_var}: i32 = 0;\")\n",
     "                agg_code.append(f\"{agg_var} += *cnt as i32;\")\n",
@@ -417,7 +437,7 @@
     "                agg_code.append(f\"{agg_var} = std::cmp::min({agg_var}, {val});\")\n",
     "            case \"avg\":\n",
     "                declares.append(f\"let mut {agg_var}: (i32, i32) = (0, 0);\")\n",
-    "                agg_code.append(f\"{agg_var}.0 += {val} * (*cnt as i32);\")\n",
+    "                agg_code.append(f\"{agg_var}.0 += *{val} * (*cnt as i32);\")\n",
     "                agg_code.append(f\"{agg_var}.1 += *cnt as i32;\")\n",
     "            case _:\n",
     "                raise ValueError(\n",
diff --git a/spannerflow/_modidx.py b/spannerflow/_modidx.py
index 3c3eccf..b1f7b20 100644
--- a/spannerflow/_modidx.py
+++ b/spannerflow/_modidx.py
@@ -131,6 +131,8 @@
                                                                                            'spannerflow/rust_dataflow.py'),
                                            'spannerflow.rust_dataflow.get_rename_code': ( 'rust_dataflow.html#get_rename_code',
                                                                                           'spannerflow/rust_dataflow.py'),
+                                           'spannerflow.rust_dataflow.get_repeatable_cols_in_schema': ( 'rust_dataflow.html#get_repeatable_cols_in_schema',
+                                                                                                        'spannerflow/rust_dataflow.py'),
                                            'spannerflow.rust_dataflow.get_select_code': ( 'rust_dataflow.html#get_select_code',
                                                                                           'spannerflow/rust_dataflow.py'),
                                            'spannerflow.rust_dataflow.get_sources_data': ( 'rust_dataflow.html#get_sources_data',
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index e221eed..a640e1e 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -4,9 +4,10 @@
 
 # %% auto 0
 __all__ = ['DATAFLOW_TO_RUST_TYPES', 'PYTHON_TO_DATAFLOW_TYPES', 'STD_IE_FUNCTIONS', 'get_sources_data', 'get_col_schema',
-           'get_node_str', 'update_repeatable_cols_in_schema', 'get_join_code', 'get_union_code', 'get_project_code',
-           'get_from_input_code', 'get_rename_code', 'get_select_code', 'get_groupby_code', 'get_ie_map_code',
-           'validate_node', 'prepare_node', 'generate_node_code', 'generate_graph_code', 'RustDataflow']
+           'get_node_str', 'get_repeatable_cols_in_schema', 'update_repeatable_cols_in_schema', 'get_join_code',
+           'get_union_code', 'get_project_code', 'get_from_input_code', 'get_rename_code', 'get_select_code',
+           'get_groupby_code', 'get_ie_map_code', 'validate_node', 'prepare_node', 'generate_node_code',
+           'generate_graph_code', 'RustDataflow']
 
 # %% ../nbs/50_rust_dataflow.ipynb 2
 import os
@@ -117,22 +118,31 @@ def get_node_str(
     return f"node_{node}"
 
 
-def update_repeatable_cols_in_schema(schema: list[str]) -> list[str]:
-    """Update the schema to include the index of the repeated columns"""
+def get_repeatable_cols_in_schema(schema: list[str]) -> dict[str, list[int]]:
+    """Return a dictionary of the repeated columns in the schema"""
     repeatable_cols: dict[str, list[int]] = {}
     for i, col in enumerate(schema):
         if col in repeatable_cols:
             repeatable_cols[col].append(i)
         else:
             repeatable_cols[col] = [i]
+    repeatable_cols = {
+        col: idxs for col, idxs in repeatable_cols.items() if len(idxs) > 1
+    }
+    return repeatable_cols
+
+
+def update_repeatable_cols_in_schema(schema: list[str]) -> list[str]:
+    """Update the schema to include the index of the repeated columns"""
+    repeatable_cols = get_repeatable_cols_in_schema(schema)
 
     if not repeatable_cols:
         return schema
+
     result = schema.copy()
     for col, indecies in repeatable_cols.items():
-        if len(indecies) > 1:
-            for i, index in enumerate(indecies):
-                result[index] = f"{col}_{i}"
+        for i, index in enumerate(indecies):
+            result[index] = f"{col}_{i}"
     return result
 
 # %% ../nbs/50_rust_dataflow.ipynb 6
@@ -206,13 +216,24 @@ def get_project_code(
     anchor: str | int | None = None,
     in_iterate: bool = False,
 ) -> str:
-    schema = get_node_schema(graph, node)
     prev_nodes = list(graph.pred[node])
     prev_node_str = get_node_str(prev_nodes[0], anchor=anchor, in_iterate=in_iterate)
     node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)
     prev_schema = get_node_schema(graph, prev_nodes[0])
 
-    return f"let {node_str} = {prev_node_str}.map(|{prev_schema}| {schema});"
+    col_names = graph.nodes[node]["schema"].copy()
+    repeatable_cols = get_repeatable_cols_in_schema(graph.nodes[node]["schema"])
+
+    for col_idx in repeatable_cols.values():
+        if (
+            code_metadata["nodes_schema_types_dict"][node][col_idx[0]]
+            != "DATA_TYPE_STRING"
+        ):
+            continue
+        for idx in col_idx:
+            col_names[idx] = f"{col_names[idx]}.clone()"
+
+    return f"let {node_str} = {prev_node_str}.map(|{prev_schema}| {get_col_schema(col_names)});"
 
 # %% ../nbs/50_rust_dataflow.ipynb 9
 def get_from_input_code(
@@ -319,7 +340,7 @@ def get_groupby_code(
         match agg_func["agg_func"]:
             case "sum":
                 declares.append(f"let mut {agg_var}: i32 = 0;")
-                agg_code.append(f"{agg_var} += {val} * (*cnt as i32);")
+                agg_code.append(f"{agg_var} += *{val} * (*cnt as i32);")
             case "count":
                 declares.append(f"let mut {agg_var}: i32 = 0;")
                 agg_code.append(f"{agg_var} += *cnt as i32;")
@@ -331,7 +352,7 @@ def get_groupby_code(
                 agg_code.append(f"{agg_var} = std::cmp::min({agg_var}, {val});")
             case "avg":
                 declares.append(f"let mut {agg_var}: (i32, i32) = (0, 0);")
-                agg_code.append(f"{agg_var}.0 += {val} * (*cnt as i32);")
+                agg_code.append(f"{agg_var}.0 += *{val} * (*cnt as i32);")
                 agg_code.append(f"{agg_var}.1 += *cnt as i32;")
             case _:
                 raise ValueError(
diff --git a/spannerflow/templates/aggregate.rs.jinja2 b/spannerflow/templates/aggregate.rs.jinja2
index 4565d76..5b39797 100644
--- a/spannerflow/templates/aggregate.rs.jinja2
+++ b/spannerflow/templates/aggregate.rs.jinja2
@@ -7,4 +7,4 @@ let {{output_node}} = {{prev_node}}.map(|{{in_schema}}| ({{groupby_schema}}, {{a
                         {{agg}}{% endfor %}
                 }
                 output.push(({{output_tuple}},1))
-            }).map(|(key, val)| ({% if groupby_len == 1 %}key, {% else %}{% for i in range(groupby_len) %}key.{{i}}, {% endfor %}{% endif %}{% if agg_len == 1 %}val{% if agg_by_index[i]['agg_func'] == "avg" %}.0 as f64 / val.1 as f64{%endif%}{% else %}{% for i in range(agg_len) %}val.{{i}}{% if agg_by_index[i]['agg_func'] == "avg" %}.0 as f64 / val.{{i}}.1 as f64{%endif%}{% if not loop.last %}, {% endif %}{% endfor %}{% endif %}));
\ No newline at end of file
+            }).map(|(key, val)| ({% if groupby_len == 1 %}key, {% else %}{% for i in range(groupby_len) %}key.{{i}}, {% endfor %}{% endif %}{% if agg_len == 1 %}val{% if agg_by_index[0]['agg_func'] == "avg" %}.0 as f64 / val.1 as f64{%endif%}{% else %}{% for i in range(agg_len) %}val.{{i}}{% if agg_by_index[i]['agg_func'] == "avg" %}.0 as f64 / val.{{i}}.1 as f64{%endif%}{% if not loop.last %}, {% endif %}{% endfor %}{% endif %}));
\ No newline at end of file

From edc7e05634f29b6e35ec06d32b781fd29007ec01 Mon Sep 17 00:00:00 2001
From: IdoDesign <ido.tarazi@campus.technion.ac.il>
Date: Wed, 6 Nov 2024 22:16:22 +0200
Subject: [PATCH 183/277] WIP- Passed all basic tests

---
 nbs/50_rust_dataflow.ipynb   | 14 +++++++++++---
 spannerflow/rust_dataflow.py | 14 +++++++++++---
 2 files changed, 22 insertions(+), 6 deletions(-)

diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index 0af44b7..b84d250 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -214,13 +214,17 @@
     "    common_schema = get_col_schema(common_cols)\n",
     "\n",
     "    join1_uncommon_schema = get_col_schema(get_minus_cols(graph, join1, common_cols))\n",
-    "    join1_schema = get_node_schema(graph, join1)\n",
+    "    join1_schema = (\n",
+    "        get_node_schema(graph, join1) if graph.nodes[join1][\"schema\"] else \"_\"\n",
+    "    )\n",
     "    out_join1_uncommon_schema = (\n",
     "        join1_uncommon_schema if join1_uncommon_schema != \"0\" else \"_\"\n",
     "    )\n",
     "\n",
     "    join2_uncommon_schema = get_col_schema(get_minus_cols(graph, join2, common_cols))\n",
-    "    join2_schema = get_node_schema(graph, join2)\n",
+    "    join2_schema = (\n",
+    "        get_node_schema(graph, join2) if graph.nodes[join2][\"schema\"] else \"_\"\n",
+    "    )\n",
     "    out_join2_uncommon_schema = (\n",
     "        join2_uncommon_schema if join2_uncommon_schema != \"0\" else \"_\"\n",
     "    )\n",
@@ -364,7 +368,11 @@
     "            (\n",
     "                f'*col_{pos} == \"{val}\".to_string()'\n",
     "                if isinstance(val, str)\n",
-    "                else f\"*col_{pos} == {val}\"\n",
+    "                else (\n",
+    "                    f\"*col_{pos} == {val}\".lower()\n",
+    "                    if isinstance(val, bool)\n",
+    "                    else f\"*col_{pos} == {val}\"\n",
+    "                )\n",
     "            )\n",
     "            for pos, val in theta.pos_val_tuples\n",
     "        ]\n",
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index a640e1e..5d356ed 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -171,13 +171,17 @@ def get_join_code(
     common_schema = get_col_schema(common_cols)
 
     join1_uncommon_schema = get_col_schema(get_minus_cols(graph, join1, common_cols))
-    join1_schema = get_node_schema(graph, join1)
+    join1_schema = (
+        get_node_schema(graph, join1) if graph.nodes[join1]["schema"] else "_"
+    )
     out_join1_uncommon_schema = (
         join1_uncommon_schema if join1_uncommon_schema != "0" else "_"
     )
 
     join2_uncommon_schema = get_col_schema(get_minus_cols(graph, join2, common_cols))
-    join2_schema = get_node_schema(graph, join2)
+    join2_schema = (
+        get_node_schema(graph, join2) if graph.nodes[join2]["schema"] else "_"
+    )
     out_join2_uncommon_schema = (
         join2_uncommon_schema if join2_uncommon_schema != "0" else "_"
     )
@@ -286,7 +290,11 @@ def get_select_code(
             (
                 f'*col_{pos} == "{val}".to_string()'
                 if isinstance(val, str)
-                else f"*col_{pos} == {val}"
+                else (
+                    f"*col_{pos} == {val}".lower()
+                    if isinstance(val, bool)
+                    else f"*col_{pos} == {val}"
+                )
             )
             for pos, val in theta.pos_val_tuples
         ]

From ecc6e5d58505681b26339ee49ada0c62ca8a5d88 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Wed, 6 Nov 2024 20:21:05 +0000
Subject: [PATCH 184/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 6011ff1..d6da691 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-25%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>227</td><td>165</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L34-L39">34&ndash;39</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L43-L62">43&ndash;62</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L66-L91">66&ndash;91</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L101-L110">101&ndash;110</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L113-L123">113&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L126-L127">126&ndash;127</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L133-L136">133&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L141-L142">141&ndash;142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L145-L158">145&ndash;158</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L161-L164">161&ndash;164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L167-L184">167&ndash;184</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L187-L190">187&ndash;190</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L194-L199">194&ndash;199</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L203-L208">203&ndash;208</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L212-L218">212&ndash;218</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L223-L227">223&ndash;227</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L233-L239">233&ndash;239</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L243-L249">243&ndash;249</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L257-L262">257&ndash;262</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L266-L271">266&ndash;271</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L275-L281">275&ndash;281</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L287-L294">287&ndash;294</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L303">303</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L306">306</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L309">309</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L316-L329">316&ndash;329</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L54">47&ndash;54</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L59-L63">59&ndash;63</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L68-L85">68&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L124">124</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>40</td><td>31</td><td>22%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L31-L70">31&ndash;70</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>333</td><td>296</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L75-L98">75&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L103-L108">103&ndash;108</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L115-L117">115&ndash;117</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L122-L136">122&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L149-L176">149&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L189-L199">189&ndash;199</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L209-L215">209&ndash;215</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L225-L226">225&ndash;226</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L236-L245">236&ndash;245</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L255-L278">255&ndash;278</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L288-L354">288&ndash;354</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L365-L412">365&ndash;412</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L417-L453">417&ndash;453</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L462-L536">462&ndash;536</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L547-L564">547&ndash;564</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L577-L628">577&ndash;628</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L633-L640">633&ndash;640</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L643-L644">643&ndash;644</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L647-L648">647&ndash;648</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L651-L678">651&ndash;678</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L681-L706">681&ndash;706</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L714-L724">714&ndash;724</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>882</b></td><td><b>664</b></td><td><b>25%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-25%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>227</td><td>165</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L34-L39">34&ndash;39</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L43-L62">43&ndash;62</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L66-L91">66&ndash;91</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L101-L110">101&ndash;110</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L113-L123">113&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L126-L127">126&ndash;127</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L133-L136">133&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L141-L142">141&ndash;142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L145-L158">145&ndash;158</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L161-L164">161&ndash;164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L167-L184">167&ndash;184</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L187-L190">187&ndash;190</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L194-L199">194&ndash;199</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L203-L208">203&ndash;208</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L212-L218">212&ndash;218</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L223-L227">223&ndash;227</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L233-L239">233&ndash;239</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L243-L249">243&ndash;249</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L257-L262">257&ndash;262</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L266-L271">266&ndash;271</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L275-L281">275&ndash;281</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L287-L294">287&ndash;294</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L303">303</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L306">306</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L309">309</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L316-L329">316&ndash;329</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L54">47&ndash;54</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L59-L63">59&ndash;63</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L68-L85">68&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L124">124</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>40</td><td>31</td><td>22%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L31-L70">31&ndash;70</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>342</td><td>304</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L76-L99">76&ndash;99</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L104-L109">104&ndash;109</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L116-L118">116&ndash;118</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L123-L132">123&ndash;132</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L137-L146">137&ndash;146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L159-L190">159&ndash;190</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L203-L213">203&ndash;213</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L223-L240">223&ndash;240</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L250-L251">250&ndash;251</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L261-L270">261&ndash;270</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L280-L307">280&ndash;307</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L317-L383">317&ndash;383</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L394-L441">394&ndash;441</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L446-L482">446&ndash;482</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L491-L565">491&ndash;565</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L576-L593">576&ndash;593</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L606-L657">606&ndash;657</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L662-L669">662&ndash;669</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L672-L673">672&ndash;673</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L676-L677">676&ndash;677</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L680-L707">680&ndash;707</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L710-L735">710&ndash;735</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L743-L753">743&ndash;753</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>891</b></td><td><b>672</b></td><td><b>25%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 3323bdb322f8a5ae76099ff1f3cbd95ad2180a57 Mon Sep 17 00:00:00 2001
From: IdoDesign <ido.tarazi@campus.technion.ac.il>
Date: Thu, 7 Nov 2024 13:18:14 +0200
Subject: [PATCH 185/277] WIP- Passed all complex tests

---
 nbs/40_grpc_server.ipynb   | 14 +++++++++++---
 spannerflow/grpc_server.py | 14 +++++++++++---
 2 files changed, 22 insertions(+), 6 deletions(-)

diff --git a/nbs/40_grpc_server.ipynb b/nbs/40_grpc_server.ipynb
index b3826c4..37d2760 100644
--- a/nbs/40_grpc_server.ipynb
+++ b/nbs/40_grpc_server.ipynb
@@ -79,14 +79,18 @@
     "                    context.set_code(grpc.StatusCode.NOT_FOUND)\n",
     "                    return  # Return early after setting the error\n",
     "                func = func_tuple[1]\n",
+    "                func_in_scehma = func_tuple[2]\n",
+    "                func_out_schema = func_tuple[3]\n",
     "\n",
     "            elif request.HasField(\"row\"):\n",
     "                if func is None:\n",
     "                    context.set_details(\"Function name must be provided before rows.\")\n",
     "                    context.set_code(grpc.StatusCode.INVALID_ARGUMENT)\n",
     "                    return  # Function name must come first\n",
-    "\n",
-    "                rows.append([str(row) for row in request.row.row])\n",
+    "                str_arguments = [str(cell) for cell in request.row.row]\n",
+    "                rows.append(\n",
+    "                    [func_in_scehma[i](cell) for i, cell in enumerate(str_arguments)]\n",
+    "                )\n",
     "\n",
     "        if function_name is None or func is None:\n",
     "            context.set_details(\"No function name provided.\")\n",
@@ -98,7 +102,11 @@
     "\n",
     "            for r in res:\n",
     "                response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore\n",
-    "                    row=[str(cell) for cell in r]\n",
+    "                    row=(\n",
+    "                        [str(cell) for cell in r]\n",
+    "                        if len(func_out_schema) > 1\n",
+    "                        else [str(r)]\n",
+    "                    )\n",
     "                )\n",
     "                yield response"
    ]
diff --git a/spannerflow/grpc_server.py b/spannerflow/grpc_server.py
index a162bb1..ba7b0b1 100644
--- a/spannerflow/grpc_server.py
+++ b/spannerflow/grpc_server.py
@@ -46,14 +46,18 @@ def RunIEFunction(
                     context.set_code(grpc.StatusCode.NOT_FOUND)
                     return  # Return early after setting the error
                 func = func_tuple[1]
+                func_in_scehma = func_tuple[2]
+                func_out_schema = func_tuple[3]
 
             elif request.HasField("row"):
                 if func is None:
                     context.set_details("Function name must be provided before rows.")
                     context.set_code(grpc.StatusCode.INVALID_ARGUMENT)
                     return  # Function name must come first
-
-                rows.append([str(row) for row in request.row.row])
+                str_arguments = [str(cell) for cell in request.row.row]
+                rows.append(
+                    [func_in_scehma[i](cell) for i, cell in enumerate(str_arguments)]
+                )
 
         if function_name is None or func is None:
             context.set_details("No function name provided.")
@@ -65,6 +69,10 @@ def RunIEFunction(
 
             for r in res:
                 response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore
-                    row=[str(cell) for cell in r]
+                    row=(
+                        [str(cell) for cell in r]
+                        if len(func_out_schema) > 1
+                        else [str(r)]
+                    )
                 )
                 yield response

From 3754c9f9ae0860b08a73b026e856f850d5a7cd1d Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Thu, 7 Nov 2024 11:22:42 +0000
Subject: [PATCH 186/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index d6da691..9221187 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-25%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>227</td><td>165</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L34-L39">34&ndash;39</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L43-L62">43&ndash;62</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L66-L91">66&ndash;91</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L101-L110">101&ndash;110</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L113-L123">113&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L126-L127">126&ndash;127</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L133-L136">133&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L141-L142">141&ndash;142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L145-L158">145&ndash;158</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L161-L164">161&ndash;164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L167-L184">167&ndash;184</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L187-L190">187&ndash;190</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L194-L199">194&ndash;199</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L203-L208">203&ndash;208</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L212-L218">212&ndash;218</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L223-L227">223&ndash;227</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L233-L239">233&ndash;239</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L243-L249">243&ndash;249</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L257-L262">257&ndash;262</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L266-L271">266&ndash;271</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L275-L281">275&ndash;281</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L287-L294">287&ndash;294</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L303">303</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L306">306</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L309">309</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L316-L329">316&ndash;329</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L54">47&ndash;54</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L59-L63">59&ndash;63</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L68-L85">68&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L124">124</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>40</td><td>31</td><td>22%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L31-L70">31&ndash;70</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>342</td><td>304</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L76-L99">76&ndash;99</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L104-L109">104&ndash;109</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L116-L118">116&ndash;118</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L123-L132">123&ndash;132</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L137-L146">137&ndash;146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L159-L190">159&ndash;190</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L203-L213">203&ndash;213</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L223-L240">223&ndash;240</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L250-L251">250&ndash;251</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L261-L270">261&ndash;270</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L280-L307">280&ndash;307</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L317-L383">317&ndash;383</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L394-L441">394&ndash;441</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L446-L482">446&ndash;482</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L491-L565">491&ndash;565</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L576-L593">576&ndash;593</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L606-L657">606&ndash;657</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L662-L669">662&ndash;669</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L672-L673">672&ndash;673</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L676-L677">676&ndash;677</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L680-L707">680&ndash;707</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L710-L735">710&ndash;735</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L743-L753">743&ndash;753</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>891</b></td><td><b>672</b></td><td><b>25%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-24%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>227</td><td>165</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L34-L39">34&ndash;39</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L43-L62">43&ndash;62</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L66-L91">66&ndash;91</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L101-L110">101&ndash;110</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L113-L123">113&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L126-L127">126&ndash;127</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L133-L136">133&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L141-L142">141&ndash;142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L145-L158">145&ndash;158</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L161-L164">161&ndash;164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L167-L184">167&ndash;184</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L187-L190">187&ndash;190</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L194-L199">194&ndash;199</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L203-L208">203&ndash;208</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L212-L218">212&ndash;218</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L223-L227">223&ndash;227</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L233-L239">233&ndash;239</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L243-L249">243&ndash;249</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L257-L262">257&ndash;262</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L266-L271">266&ndash;271</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L275-L281">275&ndash;281</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L287-L294">287&ndash;294</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L303">303</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L306">306</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L309">309</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L316-L329">316&ndash;329</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L54">47&ndash;54</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L59-L63">59&ndash;63</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L68-L85">68&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L124">124</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>43</td><td>34</td><td>21%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L31-L78">31&ndash;78</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>342</td><td>304</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L76-L99">76&ndash;99</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L104-L109">104&ndash;109</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L116-L118">116&ndash;118</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L123-L132">123&ndash;132</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L137-L146">137&ndash;146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L159-L190">159&ndash;190</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L203-L213">203&ndash;213</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L223-L240">223&ndash;240</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L250-L251">250&ndash;251</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L261-L270">261&ndash;270</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L280-L307">280&ndash;307</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L317-L383">317&ndash;383</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L394-L441">394&ndash;441</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L446-L482">446&ndash;482</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L491-L565">491&ndash;565</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L576-L593">576&ndash;593</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L606-L657">606&ndash;657</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L662-L669">662&ndash;669</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L672-L673">672&ndash;673</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L676-L677">676&ndash;677</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L680-L707">680&ndash;707</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L710-L735">710&ndash;735</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L743-L753">743&ndash;753</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>894</b></td><td><b>675</b></td><td><b>24%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From a81f4f01e6c03cd4f5d1e756e7fdd3c67144765f Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 7 Nov 2024 22:54:15 +0200
Subject: [PATCH 187/277] feat: csv features

---
 nbs/60_engine.ipynb                          |  26 ++++-
 nbs/index.ipynb                              |   2 +-
 spannerflow/dataflow/v1/dataflow_pb2.py      |  60 +++++-----
 spannerflow/engine.py                        |  26 ++++-
 spannerflow/proto/dataflow/v1/dataflow.proto |   4 +
 spannerflow/rust_server/src/main.rs          | 109 +++++++++++++------
 6 files changed, 149 insertions(+), 78 deletions(-)

diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index 4e9c07e..a165c0d 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -232,20 +232,33 @@
     "        self._is_rust_server_running = False\n",
     "\n",
     "    @ensure_server_running\n",
-    "    def save_to_csv(self, collection_name: str, file_path: Path) -> None:\n",
+    "    def save_to_csv(\n",
+    "        self, collection_name: str, file_path: Path, delimiter: str = \",\"\n",
+    "    ) -> None:\n",
     "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
     "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
     "            request = dataflow_pb2.SaveToCSVRequest(  # type: ignore\n",
-    "                collection_name=collection_name, file_path=str(file_path)\n",
+    "                collection_name=collection_name,\n",
+    "                file_path=str(file_path),\n",
+    "                delimiter=delimiter,\n",
     "            )\n",
     "            stub.SaveToCSV(request)\n",
     "\n",
     "    @ensure_server_running\n",
-    "    def load_from_csv(self, collection_name: str, file_path: Path) -> None:\n",
+    "    def load_from_csv(\n",
+    "        self,\n",
+    "        collection_name: str,\n",
+    "        file_path: Path,\n",
+    "        delimiter: str = \",\",\n",
+    "        has_header: bool = False,\n",
+    "    ) -> None:\n",
     "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
     "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
     "            request = dataflow_pb2.LoadFromCSVRequest(  # type: ignore\n",
-    "                collection_name=collection_name, file_path=str(file_path)\n",
+    "                collection_name=collection_name,\n",
+    "                file_path=str(file_path),\n",
+    "                delimiter=delimiter,\n",
+    "                has_header=has_header,\n",
     "            )\n",
     "            stub.LoadFromCSV(request)\n",
     "\n",
@@ -352,8 +365,7 @@
     "\n",
     "    @ensure_server_running\n",
     "    def run_dataflow(\n",
-    "        self,\n",
-    "        reversed_graph: nx.DiGraph,\n",
+    "        self, reversed_graph: nx.DiGraph, output_csv_path: str | None = None\n",
     "    ) -> Generator[list[str], None, None]:\n",
     "        so_path, fn_name = self._rust_dataflow.build_so(reversed_graph)\n",
     "\n",
@@ -363,6 +375,8 @@
     "                so_path=str(so_path),\n",
     "                fn_name=fn_name,\n",
     "            )\n",
+    "            if output_csv_path is not None:\n",
+    "                request.output_csv_path = output_csv_path\n",
     "            response_iterator = stub.RunDataflow(request)\n",
     "            schema_types = reversed_graph.graph[\"nodes_schema_types_dict\"][\n",
     "                find_output(reversed_graph)\n",
diff --git a/nbs/index.ipynb b/nbs/index.ipynb
index aa43662..bbf5c8c 100644
--- a/nbs/index.ipynb
+++ b/nbs/index.ipynb
@@ -44,7 +44,7 @@
     "### To generate python from protobuf\n",
     "\n",
     "```bash\n",
-    "cd spannerflow/protos\n",
+    "cd spannerflow/proto\n",
     "python -m grpc_tools.protoc -I. --python_out=.. --grpc_python_out=.. ./dataflow/v1/dataflow.proto\n",
     "cd ../..\n",
     "\n",
diff --git a/spannerflow/dataflow/v1/dataflow_pb2.py b/spannerflow/dataflow/v1/dataflow_pb2.py
index 6fe84bd..17e710c 100644
--- a/spannerflow/dataflow/v1/dataflow_pb2.py
+++ b/spannerflow/dataflow/v1/dataflow_pb2.py
@@ -25,15 +25,15 @@
 from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto\"g\n\x14RunIEFunctionRequest\x12\x17\n\rfunction_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"\x19\n\nRowRequest\x12\x0b\n\x03row\x18\x01 \x03(\t\"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"c\n\x0e\x41\x64\x64RowsRequest\x12\x19\n\x0f\x63ollection_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"@\n\x12LoadFromCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\">\n\x10SaveToCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"V\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"A\n\nCollection\x12\x0c\n\x04name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"F\n\x16GetCollectionsResponse\x12,\n\x0b\x63ollections\x18\x03 \x03(\x0b\x32\x17.dataflow.v1.Collection\"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"6\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\"\"\n\x13RunDataflowResponse\x12\x0b\n\x03row\x18\x01 \x03(\t*\xa1\x01\n\x08\x44\x61taType\x12\x19\n\x15\x44\x41TA_TYPE_UNSPECIFIED\x10\x00\x12\x14\n\x10\x44\x41TA_TYPE_STRING\x10\x01\x12\x11\n\rDATA_TYPE_INT\x10\x02\x12\x13\n\x0f\x44\x41TA_TYPE_FLOAT\x10\x03\x12\x12\n\x0e\x44\x41TA_TYPE_BOOL\x10\x04\x12\x12\n\x0e\x44\x41TA_TYPE_SPAN\x10\x05\x12\x14\n\x10\x44\x41TA_TYPE_CUSTOM\x10\x06\x32o\n\x11IEFunctionService\x12Z\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a\".dataflow.v1.RunIEFunctionResponse(\x01\x30\x01\x32\xfc\x05\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12@\n\x07\x41\x64\x64Rows\x12\x1b.dataflow.v1.AddRowsRequest\x1a\x16.google.protobuf.Empty(\x01\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a\".dataflow.v1.GetCollectionResponse0\x01\x12R\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a .dataflow.v1.RunDataflowResponse0\x01\x12\x46\n\x0bLoadFromCSV\x12\x1f.dataflow.v1.LoadFromCSVRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tSaveToCSV\x12\x1d.dataflow.v1.SaveToCSVRequest\x1a\x16.google.protobuf.Emptyb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto\"g\n\x14RunIEFunctionRequest\x12\x17\n\rfunction_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"\x19\n\nRowRequest\x12\x0b\n\x03row\x18\x01 \x03(\t\"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"c\n\x0e\x41\x64\x64RowsRequest\x12\x19\n\x0f\x63ollection_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"g\n\x12LoadFromCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\x12\x11\n\tdelimiter\x18\x03 \x01(\t\x12\x12\n\nhas_header\x18\x04 \x01(\x08\"Q\n\x10SaveToCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\x12\x11\n\tdelimiter\x18\x03 \x01(\t\"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"V\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"A\n\nCollection\x12\x0c\n\x04name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"F\n\x16GetCollectionsResponse\x12,\n\x0b\x63ollections\x18\x03 \x03(\x0b\x32\x17.dataflow.v1.Collection\"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"O\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\x12\x17\n\x0foutput_csv_path\x18\x03 \x01(\t\"\"\n\x13RunDataflowResponse\x12\x0b\n\x03row\x18\x01 \x03(\t*\xa1\x01\n\x08\x44\x61taType\x12\x19\n\x15\x44\x41TA_TYPE_UNSPECIFIED\x10\x00\x12\x14\n\x10\x44\x41TA_TYPE_STRING\x10\x01\x12\x11\n\rDATA_TYPE_INT\x10\x02\x12\x13\n\x0f\x44\x41TA_TYPE_FLOAT\x10\x03\x12\x12\n\x0e\x44\x41TA_TYPE_BOOL\x10\x04\x12\x12\n\x0e\x44\x41TA_TYPE_SPAN\x10\x05\x12\x14\n\x10\x44\x41TA_TYPE_CUSTOM\x10\x06\x32o\n\x11IEFunctionService\x12Z\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a\".dataflow.v1.RunIEFunctionResponse(\x01\x30\x01\x32\xfc\x05\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12@\n\x07\x41\x64\x64Rows\x12\x1b.dataflow.v1.AddRowsRequest\x1a\x16.google.protobuf.Empty(\x01\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a\".dataflow.v1.GetCollectionResponse0\x01\x12R\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a .dataflow.v1.RunDataflowResponse0\x01\x12\x46\n\x0bLoadFromCSV\x12\x1f.dataflow.v1.LoadFromCSVRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tSaveToCSV\x12\x1d.dataflow.v1.SaveToCSVRequest\x1a\x16.google.protobuf.Emptyb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
 _builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'dataflow.v1.dataflow_pb2', _globals)
 if not _descriptor._USE_C_DESCRIPTORS:
   DESCRIPTOR._loaded_options = None
-  _globals['_DATATYPE']._serialized_start=1045
-  _globals['_DATATYPE']._serialized_end=1206
+  _globals['_DATATYPE']._serialized_start=1128
+  _globals['_DATATYPE']._serialized_end=1289
   _globals['_RUNIEFUNCTIONREQUEST']._serialized_start=72
   _globals['_RUNIEFUNCTIONREQUEST']._serialized_end=175
   _globals['_ROWREQUEST']._serialized_start=177
@@ -43,31 +43,31 @@
   _globals['_ADDROWSREQUEST']._serialized_start=242
   _globals['_ADDROWSREQUEST']._serialized_end=341
   _globals['_LOADFROMCSVREQUEST']._serialized_start=343
-  _globals['_LOADFROMCSVREQUEST']._serialized_end=407
-  _globals['_SAVETOCSVREQUEST']._serialized_start=409
-  _globals['_SAVETOCSVREQUEST']._serialized_end=471
-  _globals['_GETCOLLECTIONREQUEST']._serialized_start=473
-  _globals['_GETCOLLECTIONREQUEST']._serialized_end=520
-  _globals['_GETCOLLECTIONRESPONSE']._serialized_start=522
-  _globals['_GETCOLLECTIONRESPONSE']._serialized_end=558
-  _globals['_ADDROWREQUEST']._serialized_start=560
-  _globals['_ADDROWREQUEST']._serialized_end=613
-  _globals['_DELETEROWREQUEST']._serialized_start=615
-  _globals['_DELETEROWREQUEST']._serialized_end=671
-  _globals['_ADDCOLLECTIONREQUEST']._serialized_start=673
-  _globals['_ADDCOLLECTIONREQUEST']._serialized_end=759
-  _globals['_COLLECTION']._serialized_start=761
-  _globals['_COLLECTION']._serialized_end=826
-  _globals['_GETCOLLECTIONSRESPONSE']._serialized_start=828
-  _globals['_GETCOLLECTIONSRESPONSE']._serialized_end=898
-  _globals['_DELETECOLLECTIONREQUEST']._serialized_start=900
-  _globals['_DELETECOLLECTIONREQUEST']._serialized_end=950
-  _globals['_RUNDATAFLOWREQUEST']._serialized_start=952
-  _globals['_RUNDATAFLOWREQUEST']._serialized_end=1006
-  _globals['_RUNDATAFLOWRESPONSE']._serialized_start=1008
-  _globals['_RUNDATAFLOWRESPONSE']._serialized_end=1042
-  _globals['_IEFUNCTIONSERVICE']._serialized_start=1208
-  _globals['_IEFUNCTIONSERVICE']._serialized_end=1319
-  _globals['_DATAFLOWSERVICE']._serialized_start=1322
-  _globals['_DATAFLOWSERVICE']._serialized_end=2086
+  _globals['_LOADFROMCSVREQUEST']._serialized_end=446
+  _globals['_SAVETOCSVREQUEST']._serialized_start=448
+  _globals['_SAVETOCSVREQUEST']._serialized_end=529
+  _globals['_GETCOLLECTIONREQUEST']._serialized_start=531
+  _globals['_GETCOLLECTIONREQUEST']._serialized_end=578
+  _globals['_GETCOLLECTIONRESPONSE']._serialized_start=580
+  _globals['_GETCOLLECTIONRESPONSE']._serialized_end=616
+  _globals['_ADDROWREQUEST']._serialized_start=618
+  _globals['_ADDROWREQUEST']._serialized_end=671
+  _globals['_DELETEROWREQUEST']._serialized_start=673
+  _globals['_DELETEROWREQUEST']._serialized_end=729
+  _globals['_ADDCOLLECTIONREQUEST']._serialized_start=731
+  _globals['_ADDCOLLECTIONREQUEST']._serialized_end=817
+  _globals['_COLLECTION']._serialized_start=819
+  _globals['_COLLECTION']._serialized_end=884
+  _globals['_GETCOLLECTIONSRESPONSE']._serialized_start=886
+  _globals['_GETCOLLECTIONSRESPONSE']._serialized_end=956
+  _globals['_DELETECOLLECTIONREQUEST']._serialized_start=958
+  _globals['_DELETECOLLECTIONREQUEST']._serialized_end=1008
+  _globals['_RUNDATAFLOWREQUEST']._serialized_start=1010
+  _globals['_RUNDATAFLOWREQUEST']._serialized_end=1089
+  _globals['_RUNDATAFLOWRESPONSE']._serialized_start=1091
+  _globals['_RUNDATAFLOWRESPONSE']._serialized_end=1125
+  _globals['_IEFUNCTIONSERVICE']._serialized_start=1291
+  _globals['_IEFUNCTIONSERVICE']._serialized_end=1402
+  _globals['_DATAFLOWSERVICE']._serialized_start=1405
+  _globals['_DATAFLOWSERVICE']._serialized_end=2169
 # @@protoc_insertion_point(module_scope)
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 6d6918d..8811018 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -190,20 +190,33 @@ def _stop_rust_server(self):
         self._is_rust_server_running = False
 
     @ensure_server_running
-    def save_to_csv(self, collection_name: str, file_path: Path) -> None:
+    def save_to_csv(
+        self, collection_name: str, file_path: Path, delimiter: str = ","
+    ) -> None:
         with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
             request = dataflow_pb2.SaveToCSVRequest(  # type: ignore
-                collection_name=collection_name, file_path=str(file_path)
+                collection_name=collection_name,
+                file_path=str(file_path),
+                delimiter=delimiter,
             )
             stub.SaveToCSV(request)
 
     @ensure_server_running
-    def load_from_csv(self, collection_name: str, file_path: Path) -> None:
+    def load_from_csv(
+        self,
+        collection_name: str,
+        file_path: Path,
+        delimiter: str = ",",
+        has_header: bool = False,
+    ) -> None:
         with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
             request = dataflow_pb2.LoadFromCSVRequest(  # type: ignore
-                collection_name=collection_name, file_path=str(file_path)
+                collection_name=collection_name,
+                file_path=str(file_path),
+                delimiter=delimiter,
+                has_header=has_header,
             )
             stub.LoadFromCSV(request)
 
@@ -310,8 +323,7 @@ def del_ie_function(self, name: str):
 
     @ensure_server_running
     def run_dataflow(
-        self,
-        reversed_graph: nx.DiGraph,
+        self, reversed_graph: nx.DiGraph, output_csv_path: str | None = None
     ) -> Generator[list[str], None, None]:
         so_path, fn_name = self._rust_dataflow.build_so(reversed_graph)
 
@@ -321,6 +333,8 @@ def run_dataflow(
                 so_path=str(so_path),
                 fn_name=fn_name,
             )
+            if output_csv_path is not None:
+                request.output_csv_path = output_csv_path
             response_iterator = stub.RunDataflow(request)
             schema_types = reversed_graph.graph["nodes_schema_types_dict"][
                 find_output(reversed_graph)
diff --git a/spannerflow/proto/dataflow/v1/dataflow.proto b/spannerflow/proto/dataflow/v1/dataflow.proto
index f4823dd..817c5b3 100644
--- a/spannerflow/proto/dataflow/v1/dataflow.proto
+++ b/spannerflow/proto/dataflow/v1/dataflow.proto
@@ -45,11 +45,14 @@ message AddRowsRequest {
 message LoadFromCSVRequest {
     string collection_name = 1;
     string file_path = 2;
+    bytes delimiter = 3;
+    bool has_header = 4;
 }
 
 message SaveToCSVRequest {
     string collection_name = 1;
     string file_path = 2;
+    bytes delimiter = 3;
 }
 
 message GetCollectionRequest {
@@ -101,6 +104,7 @@ message DeleteCollectionRequest {
 message RunDataflowRequest {
     string so_path = 1;
     string fn_name = 2;
+    string output_csv_path = 3;
 }
 
 
diff --git a/spannerflow/rust_server/src/main.rs b/spannerflow/rust_server/src/main.rs
index ed81008..f55bad7 100644
--- a/spannerflow/rust_server/src/main.rs
+++ b/spannerflow/rust_server/src/main.rs
@@ -138,13 +138,21 @@ impl DataflowService for MyDataflowService {
     ) -> Result<Response<()>, Status> {
         println!("Got a request: {:?}", request);
         let req = request.into_inner();
+        let mut delimiter = b',';
+        if req.delimiter.len() > 1 {
+            return Err(Status::invalid_argument("Delimiter must be a single character"));
+        }
+        else if req.delimiter.len() == 1 {
+            delimiter = req.delimiter[0];
+        }
         let collections = COLLECTIONS.lock().await;
         if let Some(vec) = collections.get(&req.collection_name) {
-            let mut wtr = csv::Writer::from_path(req.file_path).map_err(|e| {
-                eprintln!("Failed to create CSV writer: {:?}", e);
-                Status::internal("Failed to create CSV writer")
-            })?;
-
+            let mut wtr = csv::WriterBuilder::new()
+                .delimiter(delimiter)
+                .from_path(req.file_path).map_err(|e| {
+                    eprintln!("Failed to create CSV writer: {:?}", e);
+                    Status::internal("Failed to create CSV writer")
+                })?;
             if let Some(schema) = SCHEMAS.lock().await.get(&req.collection_name) {
                 let mut csv_row = Vec::new();
                 for data_type in schema {
@@ -179,46 +187,57 @@ impl DataflowService for MyDataflowService {
     ) -> Result<Response<()>, Status> {
         println!("Got a request: {:?}", request);
         let req = request.into_inner();
+        let mut delimiter = b',';
+        if req.delimiter.len() > 1 {
+            return Err(Status::invalid_argument("Delimiter must be a single character"));
+        }
+        else if req.delimiter.len() == 1 {
+            delimiter = req.delimiter[0];
+        }
         let mut collections = COLLECTIONS.lock().await;
         let mut schemas = SCHEMAS.lock().await;
-        if collections.contains_key(&req.collection_name) || schemas.contains_key(&req.collection_name) {
+        if req.has_header && (collections.contains_key(&req.collection_name) || schemas.contains_key(&req.collection_name)) {
             return Err(Status::already_exists("Collection already exists"));
         }
-        let mut rdr = csv::Reader::from_path(req.file_path).map_err(|e| {
-            eprintln!("Failed to create CSV reader: {:?}", e);
-            Status::internal("Failed to create CSV reader")
-        })?;
+        let mut rdr = csv::ReaderBuilder::new()
+            .delimiter(delimiter)
+            .from_path(req.file_path).map_err(|e| {
+                eprintln!("Failed to create CSV reader: {:?}", e);
+                Status::internal("Failed to create CSV reader")
+            })?;
         let mut schema = Vec::new();
-        match rdr.headers() {
-            Ok(header) => {
-                for field in header.iter() {
-                    // Assuming dataflow::DataType::from_str_name returns an Option or Result
-                    // Handle the unwrap safely if needed
-                    if let Some(data_type) = dataflow::DataType::from_str_name(field) {
-                        schema.push(data_type);
-                    } else {
-                        // Handle the case where from_str_name returns None
-                        eprintln!("Unknown data type in header: {}", field);
+        if req.has_header {
+            match rdr.headers() {
+                Ok(header) => {
+                    for field in header.iter() {
+                        // Assuming dataflow::DataType::from_str_name returns an Option or Result
+                        // Handle the unwrap safely if needed
+                        if let Some(data_type) = dataflow::DataType::from_str_name(field) {
+                            schema.push(data_type);
+                        } else {
+                            // Handle the case where from_str_name returns None
+                            eprintln!("Unknown data type in header: {}", field);
+                        }
                     }
                 }
+                Err(e) => {
+                    eprintln!("Failed to read CSV headers: {}", e);
+                    return Err(Status::internal("Failed to read CSV headers"));
+                }
             }
-            Err(e) => {
-                eprintln!("Failed to read CSV headers: {}", e);
-                return Err(Status::internal("Failed to read CSV headers"));
-            }
+            schemas.insert(req.collection_name.clone(), schema);
+            collections.insert(req.collection_name.clone(), Vec::new());
         }
-        schemas.insert(req.collection_name.clone(), schema);
-        let mut vec = Vec::new();
 
+        let collection = collections.get_mut(&req.collection_name).unwrap();
         for result in rdr.records() {
             let record = result.map_err(|e| {
                 eprintln!("Failed to read record from CSV: {:?}", e);
                 Status::internal("Failed to read record from CSV")
             })?;
             let row: Vec<String> = record.iter().map(|s| s.to_string()).collect();
-            vec.push(row);
+            collection.push(row);
         }
-        collections.insert(req.collection_name, vec);
 
         let reply: () = ();
         Ok(Response::new(reply))
@@ -376,15 +395,35 @@ impl DataflowService for MyDataflowService {
         let req = request.into_inner();
         
         if let Ok(vec) = run_dataflow_so(req.so_path, req.fn_name).await {
-            let responses: Vec<Result<RunDataflowResponse, Status>> = vec.iter().cloned().map(|row| {
-                Ok(RunDataflowResponse { row: row })
-            }).collect();
+            if req.output_csv_path.len() > 0 {
+                let mut wtr = csv::WriterBuilder::new()
+                    .delimiter(b',')
+                    .from_path(req.output_csv_path).map_err(|e| {
+                        eprintln!("Failed to create CSV writer: {:?}", e);
+                        Status::internal("Failed to create CSV writer")
+                    })?;
+                for row in vec.iter() {
+                    wtr.write_record(row).map_err(|e| {
+                        eprintln!("Failed to write record to CSV: {:?}", e);
+                        Status::internal("Failed to write record to CSV")
+                    })?;
+                }
+                wtr.flush().map_err(|e| {
+                    eprintln!("Failed to flush CSV writer: {:?}", e);
+                    Status::internal("Failed to flush CSV writer")
+                })?;
+                return Ok(Response::new(tokio_stream::iter(vec![])));
+            }
+            else {
+                let responses: Vec<Result<RunDataflowResponse, Status>> = vec.iter().cloned().map(|row| {
+                    Ok(RunDataflowResponse { row: row })
+                }).collect();
         
 
-            let stream = iter(responses);
-
-            let response_stream = tonic::Response::new(stream);
-            Ok(response_stream)
+                let stream = iter(responses);
+                let response_stream = tonic::Response::new(stream);
+                return Ok(response_stream);
+            }
         }
         else {
             return Err(Status::internal("Failed to run dataflow"));

From beaa06fb3e16a0961119b5fdd8293aa13cd6de35 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Thu, 7 Nov 2024 20:57:54 +0000
Subject: [PATCH 188/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 9221187..f146a36 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-24%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>227</td><td>165</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L34-L39">34&ndash;39</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L43-L62">43&ndash;62</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L66-L91">66&ndash;91</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L101-L110">101&ndash;110</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L113-L123">113&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L126-L127">126&ndash;127</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L133-L136">133&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L141-L142">141&ndash;142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L145-L158">145&ndash;158</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L161-L164">161&ndash;164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L167-L184">167&ndash;184</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L187-L190">187&ndash;190</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L194-L199">194&ndash;199</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L203-L208">203&ndash;208</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L212-L218">212&ndash;218</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L223-L227">223&ndash;227</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L233-L239">233&ndash;239</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L243-L249">243&ndash;249</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L257-L262">257&ndash;262</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L266-L271">266&ndash;271</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L275-L281">275&ndash;281</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L287-L294">287&ndash;294</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L303">303</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L306">306</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L309">309</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L316-L329">316&ndash;329</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L54">47&ndash;54</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L59-L63">59&ndash;63</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L68-L85">68&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L124">124</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>43</td><td>34</td><td>21%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L31-L78">31&ndash;78</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>342</td><td>304</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L76-L99">76&ndash;99</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L104-L109">104&ndash;109</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L116-L118">116&ndash;118</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L123-L132">123&ndash;132</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L137-L146">137&ndash;146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L159-L190">159&ndash;190</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L203-L213">203&ndash;213</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L223-L240">223&ndash;240</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L250-L251">250&ndash;251</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L261-L270">261&ndash;270</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L280-L307">280&ndash;307</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L317-L383">317&ndash;383</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L394-L441">394&ndash;441</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L446-L482">446&ndash;482</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L491-L565">491&ndash;565</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L576-L593">576&ndash;593</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L606-L657">606&ndash;657</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L662-L669">662&ndash;669</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L672-L673">672&ndash;673</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L676-L677">676&ndash;677</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L680-L707">680&ndash;707</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L710-L735">710&ndash;735</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L743-L753">743&ndash;753</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>894</b></td><td><b>675</b></td><td><b>24%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-24%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>229</td><td>167</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L34-L39">34&ndash;39</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L43-L62">43&ndash;62</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L66-L91">66&ndash;91</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L101-L110">101&ndash;110</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L113-L123">113&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L126-L127">126&ndash;127</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L133-L136">133&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L141-L142">141&ndash;142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L145-L158">145&ndash;158</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L161-L164">161&ndash;164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L167-L184">167&ndash;184</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L187-L190">187&ndash;190</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L196-L203">196&ndash;203</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L213-L221">213&ndash;221</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L225-L231">225&ndash;231</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L236-L240">236&ndash;240</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L246-L252">246&ndash;252</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L256-L262">256&ndash;262</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L270-L275">270&ndash;275</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L279-L284">279&ndash;284</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L288-L294">288&ndash;294</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L300-L307">300&ndash;307</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L316">316</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L319">319</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L322">322</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L328-L343">328&ndash;343</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L54">47&ndash;54</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L59-L63">59&ndash;63</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L68-L85">68&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L124">124</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>43</td><td>34</td><td>21%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L31-L78">31&ndash;78</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>342</td><td>304</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L76-L99">76&ndash;99</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L104-L109">104&ndash;109</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L116-L118">116&ndash;118</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L123-L132">123&ndash;132</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L137-L146">137&ndash;146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L159-L190">159&ndash;190</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L203-L213">203&ndash;213</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L223-L240">223&ndash;240</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L250-L251">250&ndash;251</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L261-L270">261&ndash;270</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L280-L307">280&ndash;307</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L317-L383">317&ndash;383</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L394-L441">394&ndash;441</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L446-L482">446&ndash;482</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L491-L565">491&ndash;565</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L576-L593">576&ndash;593</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L606-L657">606&ndash;657</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L662-L669">662&ndash;669</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L672-L673">672&ndash;673</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L676-L677">676&ndash;677</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L680-L707">680&ndash;707</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L710-L735">710&ndash;735</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L743-L753">743&ndash;753</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>896</b></td><td><b>677</b></td><td><b>24%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From d3e6c10d58a287d0e27ec856a966dd331b5816a1 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 7 Nov 2024 23:53:46 +0200
Subject: [PATCH 189/277] feat: np.int64

---
 nbs/50_rust_dataflow.ipynb                   |  3 +++
 nbs/60_engine.ipynb                          |  7 +++++++
 spannerflow/dataflow/v1/dataflow_pb2.py      | 12 ++++++------
 spannerflow/engine.py                        |  7 +++++++
 spannerflow/proto/dataflow/v1/dataflow.proto |  1 +
 spannerflow/rust_dataflow.py                 |  3 +++
 spannerflow/rust_server/src/main.rs          |  5 +++++
 7 files changed, 32 insertions(+), 6 deletions(-)

diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index b84d250..c851463 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -32,6 +32,7 @@
     "\n",
     "import jinja2\n",
     "import networkx as nx\n",
+    "import numpy as np\n",
     "\n",
     "from spannerflow.config import Config\n",
     "from spannerflow.engine import Engine, serialize_row\n",
@@ -68,6 +69,7 @@
     "    \"DATA_TYPE_INT\": \"i32\",\n",
     "    \"DATA_TYPE_FLOAT\": \"OrderedFloat<f32>\",\n",
     "    \"DATA_TYPE_BOOL\": \"bool\",\n",
+    "    \"DATA_TYPE_INT64\": \"i64\",\n",
     "}\n",
     "\n",
     "PYTHON_TO_DATAFLOW_TYPES = {\n",
@@ -77,6 +79,7 @@
     "    bool: \"DATA_TYPE_BOOL\",\n",
     "    object: \"DATA_TYPE_STRING\",\n",
     "    Span: \"DATA_TYPE_SPAN\",\n",
+    "    np.int64: \"DATA_TYPE_INT64\",\n",
     "}\n",
     "\n",
     "STD_IE_FUNCTIONS: dict[str, dict[tuple, str]] = {\n",
diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index a165c0d..45ee65c 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -39,6 +39,7 @@
     "\n",
     "import grpc\n",
     "import networkx as nx\n",
+    "import numpy as np\n",
     "from google.protobuf import empty_pb2\n",
     "from google.protobuf.json_format import MessageToDict\n",
     "\n",
@@ -83,6 +84,8 @@
     "                new_row.append(value.lower() == \"true\")\n",
     "            case dataflow_pb2.DataType.DATA_TYPE_SPAN:  # type: ignore\n",
     "                new_row.append(deserialize_span(value))\n",
+    "            case dataflow_pb2.DataType.DATA_TYPE_INT64:  # type: ignore\n",
+    "                new_row.append(np.int64(value))\n",
     "            case _:\n",
     "                raise ValueError(f\"Unknown data type: {col_type}\")\n",
     "    return new_row\n",
@@ -112,6 +115,10 @@
     "                if not isinstance(value, Span):\n",
     "                    raise ValueError(f\"Expected Span, got {type(value)}\")\n",
     "                new_row.append(repr(value))\n",
+    "            case dataflow_pb2.DataType.DATA_TYPE_INT64:  # type: ignore\n",
+    "                if not isinstance(value, (int, np.int64)):\n",
+    "                    raise ValueError(f\"Expected int/numpy.int64, got {type(value)}\")\n",
+    "                new_row.append(str(value))\n",
     "            case _:\n",
     "                raise ValueError(f\"Unknown data type: {col_type}\")\n",
     "    return new_row"
diff --git a/spannerflow/dataflow/v1/dataflow_pb2.py b/spannerflow/dataflow/v1/dataflow_pb2.py
index 17e710c..913af2b 100644
--- a/spannerflow/dataflow/v1/dataflow_pb2.py
+++ b/spannerflow/dataflow/v1/dataflow_pb2.py
@@ -25,7 +25,7 @@
 from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto\"g\n\x14RunIEFunctionRequest\x12\x17\n\rfunction_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"\x19\n\nRowRequest\x12\x0b\n\x03row\x18\x01 \x03(\t\"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"c\n\x0e\x41\x64\x64RowsRequest\x12\x19\n\x0f\x63ollection_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"g\n\x12LoadFromCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\x12\x11\n\tdelimiter\x18\x03 \x01(\t\x12\x12\n\nhas_header\x18\x04 \x01(\x08\"Q\n\x10SaveToCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\x12\x11\n\tdelimiter\x18\x03 \x01(\t\"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"V\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"A\n\nCollection\x12\x0c\n\x04name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"F\n\x16GetCollectionsResponse\x12,\n\x0b\x63ollections\x18\x03 \x03(\x0b\x32\x17.dataflow.v1.Collection\"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"O\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\x12\x17\n\x0foutput_csv_path\x18\x03 \x01(\t\"\"\n\x13RunDataflowResponse\x12\x0b\n\x03row\x18\x01 \x03(\t*\xa1\x01\n\x08\x44\x61taType\x12\x19\n\x15\x44\x41TA_TYPE_UNSPECIFIED\x10\x00\x12\x14\n\x10\x44\x41TA_TYPE_STRING\x10\x01\x12\x11\n\rDATA_TYPE_INT\x10\x02\x12\x13\n\x0f\x44\x41TA_TYPE_FLOAT\x10\x03\x12\x12\n\x0e\x44\x41TA_TYPE_BOOL\x10\x04\x12\x12\n\x0e\x44\x41TA_TYPE_SPAN\x10\x05\x12\x14\n\x10\x44\x41TA_TYPE_CUSTOM\x10\x06\x32o\n\x11IEFunctionService\x12Z\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a\".dataflow.v1.RunIEFunctionResponse(\x01\x30\x01\x32\xfc\x05\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12@\n\x07\x41\x64\x64Rows\x12\x1b.dataflow.v1.AddRowsRequest\x1a\x16.google.protobuf.Empty(\x01\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a\".dataflow.v1.GetCollectionResponse0\x01\x12R\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a .dataflow.v1.RunDataflowResponse0\x01\x12\x46\n\x0bLoadFromCSV\x12\x1f.dataflow.v1.LoadFromCSVRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tSaveToCSV\x12\x1d.dataflow.v1.SaveToCSVRequest\x1a\x16.google.protobuf.Emptyb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto\"g\n\x14RunIEFunctionRequest\x12\x17\n\rfunction_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"\x19\n\nRowRequest\x12\x0b\n\x03row\x18\x01 \x03(\t\"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"c\n\x0e\x41\x64\x64RowsRequest\x12\x19\n\x0f\x63ollection_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"g\n\x12LoadFromCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\x12\x11\n\tdelimiter\x18\x03 \x01(\x0c\x12\x12\n\nhas_header\x18\x04 \x01(\x08\"Q\n\x10SaveToCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\x12\x11\n\tdelimiter\x18\x03 \x01(\x0c\"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"V\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"A\n\nCollection\x12\x0c\n\x04name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"F\n\x16GetCollectionsResponse\x12,\n\x0b\x63ollections\x18\x03 \x03(\x0b\x32\x17.dataflow.v1.Collection\"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"O\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\x12\x17\n\x0foutput_csv_path\x18\x03 \x01(\t\"\"\n\x13RunDataflowResponse\x12\x0b\n\x03row\x18\x01 \x03(\t*\xb6\x01\n\x08\x44\x61taType\x12\x19\n\x15\x44\x41TA_TYPE_UNSPECIFIED\x10\x00\x12\x14\n\x10\x44\x41TA_TYPE_STRING\x10\x01\x12\x11\n\rDATA_TYPE_INT\x10\x02\x12\x13\n\x0f\x44\x41TA_TYPE_FLOAT\x10\x03\x12\x12\n\x0e\x44\x41TA_TYPE_BOOL\x10\x04\x12\x12\n\x0e\x44\x41TA_TYPE_SPAN\x10\x05\x12\x14\n\x10\x44\x41TA_TYPE_CUSTOM\x10\x06\x12\x13\n\x0f\x44\x41TA_TYPE_INT64\x10\x07\x32o\n\x11IEFunctionService\x12Z\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a\".dataflow.v1.RunIEFunctionResponse(\x01\x30\x01\x32\xfc\x05\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12@\n\x07\x41\x64\x64Rows\x12\x1b.dataflow.v1.AddRowsRequest\x1a\x16.google.protobuf.Empty(\x01\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a\".dataflow.v1.GetCollectionResponse0\x01\x12R\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a .dataflow.v1.RunDataflowResponse0\x01\x12\x46\n\x0bLoadFromCSV\x12\x1f.dataflow.v1.LoadFromCSVRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tSaveToCSV\x12\x1d.dataflow.v1.SaveToCSVRequest\x1a\x16.google.protobuf.Emptyb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
@@ -33,7 +33,7 @@
 if not _descriptor._USE_C_DESCRIPTORS:
   DESCRIPTOR._loaded_options = None
   _globals['_DATATYPE']._serialized_start=1128
-  _globals['_DATATYPE']._serialized_end=1289
+  _globals['_DATATYPE']._serialized_end=1310
   _globals['_RUNIEFUNCTIONREQUEST']._serialized_start=72
   _globals['_RUNIEFUNCTIONREQUEST']._serialized_end=175
   _globals['_ROWREQUEST']._serialized_start=177
@@ -66,8 +66,8 @@
   _globals['_RUNDATAFLOWREQUEST']._serialized_end=1089
   _globals['_RUNDATAFLOWRESPONSE']._serialized_start=1091
   _globals['_RUNDATAFLOWRESPONSE']._serialized_end=1125
-  _globals['_IEFUNCTIONSERVICE']._serialized_start=1291
-  _globals['_IEFUNCTIONSERVICE']._serialized_end=1402
-  _globals['_DATAFLOWSERVICE']._serialized_start=1405
-  _globals['_DATAFLOWSERVICE']._serialized_end=2169
+  _globals['_IEFUNCTIONSERVICE']._serialized_start=1312
+  _globals['_IEFUNCTIONSERVICE']._serialized_end=1423
+  _globals['_DATAFLOWSERVICE']._serialized_start=1426
+  _globals['_DATAFLOWSERVICE']._serialized_end=2190
 # @@protoc_insertion_point(module_scope)
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 8811018..b6c3a4a 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -20,6 +20,7 @@
 
 import grpc
 import networkx as nx
+import numpy as np
 from google.protobuf import empty_pb2
 from google.protobuf.json_format import MessageToDict
 
@@ -57,6 +58,8 @@ def deserialize_row(schema: list[str], row: list[str]) -> list[Any]:
                 new_row.append(value.lower() == "true")
             case dataflow_pb2.DataType.DATA_TYPE_SPAN:  # type: ignore
                 new_row.append(deserialize_span(value))
+            case dataflow_pb2.DataType.DATA_TYPE_INT64:  # type: ignore
+                new_row.append(np.int64(value))
             case _:
                 raise ValueError(f"Unknown data type: {col_type}")
     return new_row
@@ -86,6 +89,10 @@ def serialize_row(schema: list[str], row: list[Any]) -> list[str]:
                 if not isinstance(value, Span):
                     raise ValueError(f"Expected Span, got {type(value)}")
                 new_row.append(repr(value))
+            case dataflow_pb2.DataType.DATA_TYPE_INT64:  # type: ignore
+                if not isinstance(value, (int, np.int64)):
+                    raise ValueError(f"Expected int/numpy.int64, got {type(value)}")
+                new_row.append(str(value))
             case _:
                 raise ValueError(f"Unknown data type: {col_type}")
     return new_row
diff --git a/spannerflow/proto/dataflow/v1/dataflow.proto b/spannerflow/proto/dataflow/v1/dataflow.proto
index 817c5b3..bde1937 100644
--- a/spannerflow/proto/dataflow/v1/dataflow.proto
+++ b/spannerflow/proto/dataflow/v1/dataflow.proto
@@ -81,6 +81,7 @@ enum DataType {
     DATA_TYPE_BOOL = 4;
     DATA_TYPE_SPAN = 5;
     DATA_TYPE_CUSTOM = 6;
+    DATA_TYPE_INT64 = 7;
 }
 
 message AddCollectionRequest {   
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 5d356ed..0f24d9d 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -17,6 +17,7 @@
 
 import jinja2
 import networkx as nx
+import numpy as np
 
 from .config import Config
 from .engine import Engine, serialize_row
@@ -39,6 +40,7 @@
     "DATA_TYPE_INT": "i32",
     "DATA_TYPE_FLOAT": "OrderedFloat<f32>",
     "DATA_TYPE_BOOL": "bool",
+    "DATA_TYPE_INT64": "i64",
 }
 
 PYTHON_TO_DATAFLOW_TYPES = {
@@ -48,6 +50,7 @@
     bool: "DATA_TYPE_BOOL",
     object: "DATA_TYPE_STRING",
     Span: "DATA_TYPE_SPAN",
+    np.int64: "DATA_TYPE_INT64",
 }
 
 STD_IE_FUNCTIONS: dict[str, dict[tuple, str]] = {
diff --git a/spannerflow/rust_server/src/main.rs b/spannerflow/rust_server/src/main.rs
index f55bad7..6fbb9f8 100644
--- a/spannerflow/rust_server/src/main.rs
+++ b/spannerflow/rust_server/src/main.rs
@@ -43,6 +43,11 @@ fn validate_schema(schema: &Vec<dataflow::DataType>, row: &Vec<String>) -> bool
                 }
             }
             dataflow::DataType::Int => {
+                if value.parse::<i32>().is_err() {
+                    return false;
+                }
+            }
+            dataflow::DataType::Int64 => {
                 if value.parse::<i64>().is_err() {
                     return false;
                 }

From 7402e3ae8ecfc3011e46e048f6c9e1272d6c84c9 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Thu, 7 Nov 2024 21:57:34 +0000
Subject: [PATCH 190/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index f146a36..4179e69 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-24%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>229</td><td>167</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L34-L39">34&ndash;39</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L43-L62">43&ndash;62</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L66-L91">66&ndash;91</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L101-L110">101&ndash;110</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L113-L123">113&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L126-L127">126&ndash;127</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L133-L136">133&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L141-L142">141&ndash;142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L145-L158">145&ndash;158</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L161-L164">161&ndash;164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L167-L184">167&ndash;184</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L187-L190">187&ndash;190</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L196-L203">196&ndash;203</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L213-L221">213&ndash;221</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L225-L231">225&ndash;231</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L236-L240">236&ndash;240</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L246-L252">246&ndash;252</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L256-L262">256&ndash;262</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L270-L275">270&ndash;275</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L279-L284">279&ndash;284</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L288-L294">288&ndash;294</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L300-L307">300&ndash;307</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L316">316</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L319">319</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L322">322</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L328-L343">328&ndash;343</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L54">47&ndash;54</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L59-L63">59&ndash;63</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L68-L85">68&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L124">124</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>43</td><td>34</td><td>21%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L31-L78">31&ndash;78</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>342</td><td>304</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L76-L99">76&ndash;99</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L104-L109">104&ndash;109</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L116-L118">116&ndash;118</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L123-L132">123&ndash;132</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L137-L146">137&ndash;146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L159-L190">159&ndash;190</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L203-L213">203&ndash;213</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L223-L240">223&ndash;240</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L250-L251">250&ndash;251</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L261-L270">261&ndash;270</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L280-L307">280&ndash;307</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L317-L383">317&ndash;383</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L394-L441">394&ndash;441</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L446-L482">446&ndash;482</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L491-L565">491&ndash;565</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L576-L593">576&ndash;593</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L606-L657">606&ndash;657</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L662-L669">662&ndash;669</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L672-L673">672&ndash;673</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L676-L677">676&ndash;677</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L680-L707">680&ndash;707</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L710-L735">710&ndash;735</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L743-L753">743&ndash;753</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>896</b></td><td><b>677</b></td><td><b>24%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-24%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>236</td><td>173</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L35-L40">35&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L44-L65">44&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L69-L98">69&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L108-L117">108&ndash;117</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L120-L130">120&ndash;130</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L133-L134">133&ndash;134</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L140-L143">140&ndash;143</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L148-L149">148&ndash;149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L152-L165">152&ndash;165</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L168-L171">168&ndash;171</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L174-L191">174&ndash;191</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L194-L197">194&ndash;197</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L203-L210">203&ndash;210</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L220-L228">220&ndash;228</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L232-L238">232&ndash;238</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L243-L247">243&ndash;247</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L253-L259">253&ndash;259</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L263-L269">263&ndash;269</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L277-L282">277&ndash;282</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L286-L291">286&ndash;291</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L295-L301">295&ndash;301</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L307-L314">307&ndash;314</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L323">323</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L326">326</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L329">329</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L335-L350">335&ndash;350</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L54">47&ndash;54</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L59-L63">59&ndash;63</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L68-L85">68&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L124">124</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>43</td><td>34</td><td>21%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L31-L78">31&ndash;78</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>343</td><td>304</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L79-L102">79&ndash;102</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L107-L112">107&ndash;112</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L119-L121">119&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L126-L135">126&ndash;135</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L140-L149">140&ndash;149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L162-L193">162&ndash;193</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L206-L216">206&ndash;216</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L226-L243">226&ndash;243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L253-L254">253&ndash;254</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L264-L273">264&ndash;273</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L283-L310">283&ndash;310</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L320-L386">320&ndash;386</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L397-L444">397&ndash;444</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L449-L485">449&ndash;485</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L494-L568">494&ndash;568</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L579-L596">579&ndash;596</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L609-L660">609&ndash;660</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L665-L672">665&ndash;672</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L675-L676">675&ndash;676</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L679-L680">679&ndash;680</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L683-L710">683&ndash;710</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L713-L738">713&ndash;738</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L746-L756">746&ndash;756</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>904</b></td><td><b>683</b></td><td><b>24%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 0f25c2ca52c18951a0f7b9aeba916e1daf4c96a4 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 7 Nov 2024 23:59:17 +0200
Subject: [PATCH 191/277] bugfix: delimiter as bytes

---
 nbs/60_engine.ipynb   | 4 ++--
 spannerflow/engine.py | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index 45ee65c..4917115 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -247,7 +247,7 @@
     "            request = dataflow_pb2.SaveToCSVRequest(  # type: ignore\n",
     "                collection_name=collection_name,\n",
     "                file_path=str(file_path),\n",
-    "                delimiter=delimiter,\n",
+    "                delimiter=delimiter.encode(),\n",
     "            )\n",
     "            stub.SaveToCSV(request)\n",
     "\n",
@@ -264,7 +264,7 @@
     "            request = dataflow_pb2.LoadFromCSVRequest(  # type: ignore\n",
     "                collection_name=collection_name,\n",
     "                file_path=str(file_path),\n",
-    "                delimiter=delimiter,\n",
+    "                delimiter=delimiter.encode(),\n",
     "                has_header=has_header,\n",
     "            )\n",
     "            stub.LoadFromCSV(request)\n",
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index b6c3a4a..c760fa7 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -205,7 +205,7 @@ def save_to_csv(
             request = dataflow_pb2.SaveToCSVRequest(  # type: ignore
                 collection_name=collection_name,
                 file_path=str(file_path),
-                delimiter=delimiter,
+                delimiter=delimiter.encode(),
             )
             stub.SaveToCSV(request)
 
@@ -222,7 +222,7 @@ def load_from_csv(
             request = dataflow_pb2.LoadFromCSVRequest(  # type: ignore
                 collection_name=collection_name,
                 file_path=str(file_path),
-                delimiter=delimiter,
+                delimiter=delimiter.encode(),
                 has_header=has_header,
             )
             stub.LoadFromCSV(request)

From 184e94e304abfe960c62b9c764c1ac767f5215ba Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Fri, 8 Nov 2024 13:56:47 +0200
Subject: [PATCH 192/277] WIP

---
 spannerflow/rust_server/src/main.rs | 20 ++++++++++++++++++++
 1 file changed, 20 insertions(+)

diff --git a/spannerflow/rust_server/src/main.rs b/spannerflow/rust_server/src/main.rs
index 6fbb9f8..4cdfe65 100644
--- a/spannerflow/rust_server/src/main.rs
+++ b/spannerflow/rust_server/src/main.rs
@@ -1,4 +1,5 @@
 use std::collections::HashMap;
+use std::sync;
 use std::env;
 use csv;
 
@@ -21,6 +22,25 @@ pub mod dataflow {
 lazy_static::lazy_static! {
     static ref COLLECTIONS: Mutex<HashMap<String, Vec<Vec<String>>>> = Mutex::new(HashMap::new());
     static ref SCHEMAS: Mutex<HashMap<String, Vec<dataflow::DataType>>> = Mutex::new(HashMap::new());
+    static ref DOCUMENTS: sync::Mutex<HashMap<i32, String>> = sync::Mutex::new(HashMap::new());
+}
+
+#[no_mangle]
+pub extern "C" fn add_document(id: i32, doc: String) {
+    let mut documents = DOCUMENTS.lock().unwrap();
+    documents.insert(id, doc);
+}
+
+#[no_mangle]
+pub extern "C" fn delete_document(id: i32, doc: String) {
+    let mut documents = DOCUMENTS.lock().unwrap();
+    documents.remove(&id);
+}
+
+#[no_mangle]
+pub extern "C" fn get_document(id: i32) -> String {
+    let documents = DOCUMENTS.lock().unwrap();
+    documents.get(&id).unwrap().clone()
 }
 
 #[derive(Debug, Default)]

From 500ab5f4c50662fc263924db896cb527fe8e9706 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Fri, 8 Nov 2024 15:18:51 +0200
Subject: [PATCH 193/277] WIP: remote agg

---
 nbs/40_grpc_server.ipynb                      | 62 +++++++++++++-
 nbs/50_rust_dataflow.ipynb                    | 21 ++++-
 nbs/60_engine.ipynb                           | 26 +++++-
 spannerflow/_modidx.py                        | 20 +++--
 spannerflow/dataflow/v1/dataflow_pb2.py       | 82 ++++++++++---------
 spannerflow/dataflow/v1/dataflow_pb2_grpc.py  | 59 +++++++++++--
 spannerflow/engine.py                         | 26 +++++-
 spannerflow/grpc_server.py                    | 62 +++++++++++++-
 spannerflow/proto/dataflow/v1/dataflow.proto  | 14 +++-
 spannerflow/rust_dataflow.py                  | 21 ++++-
 spannerflow/rust_lib/src/span.rs              |  6 ++
 spannerflow/templates/remote_aggregate.jinja2 | 22 +++++
 spannerflow/templates/rust_dataflow.rs.jinja2 | 39 ++++++++-
 tests/test_grpc_server.py                     | 12 +--
 14 files changed, 396 insertions(+), 76 deletions(-)
 create mode 100644 spannerflow/templates/remote_aggregate.jinja2

diff --git a/nbs/40_grpc_server.ipynb b/nbs/40_grpc_server.ipynb
index 37d2760..00710b2 100644
--- a/nbs/40_grpc_server.ipynb
+++ b/nbs/40_grpc_server.ipynb
@@ -36,7 +36,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# class IEFunctionService"
+    "# class FunctionService"
    ]
   },
   {
@@ -46,15 +46,73 @@
    "outputs": [],
    "source": [
     "# | export\n",
-    "class IEFunctionService(dataflow_pb2_grpc.IEFunctionServiceServicer):\n",
+    "class FunctionService(dataflow_pb2_grpc.FunctionServiceServicer):\n",
     "    def __init__(\n",
     "        self,\n",
     "        ie_functions: dict[\n",
     "            str, tuple[str, Callable[[Any], Any], list[type], list[type]]\n",
     "        ],\n",
+    "        agg_functions: dict[\n",
+    "            str, tuple[str, Callable[[Any], Any], list[type], list[type]]\n",
+    "        ],\n",
     "    ):\n",
     "        super().__init__()\n",
     "        self._ie_functions = ie_functions\n",
+    "        self._agg_functions = agg_functions\n",
+    "\n",
+    "    def RunAggFunction(\n",
+    "        self,\n",
+    "        request_iterator: Generator[dataflow_pb2.RunAggFunctionRequest, None, None],  # type: ignore\n",
+    "        context,\n",
+    "    ) -> Generator[dataflow_pb2.RunAggFunctionResponse, None, None]:  # type: ignore\n",
+    "        function_name = None\n",
+    "        func = None\n",
+    "        rows = []\n",
+    "        for request in request_iterator:\n",
+    "            if request.HasField(\"function_name\"):\n",
+    "                if function_name is not None:\n",
+    "                    context.set_details(\"Function name already provided.\")\n",
+    "                    context.set_code(grpc.StatusCode.INVALID_ARGUMENT)\n",
+    "                    return\n",
+    "                # Extract the function_name from the first request\n",
+    "                function_name = request.function_name\n",
+    "                func_tuple = self._agg_functions.get(function_name)\n",
+    "\n",
+    "                if func_tuple is None:\n",
+    "                    context.set_details(f\"Agg Function '{function_name}' not found.\")\n",
+    "                    context.set_code(grpc.StatusCode.NOT_FOUND)\n",
+    "                    return  # Return early after setting the error\n",
+    "                func = func_tuple[1]\n",
+    "                func_in_scehma = func_tuple[2]\n",
+    "                func_out_schema = func_tuple[3]\n",
+    "\n",
+    "            elif request.HasField(\"row\"):\n",
+    "                if func is None:\n",
+    "                    context.set_details(\"Function name must be provided before rows.\")\n",
+    "                    context.set_code(grpc.StatusCode.INVALID_ARGUMENT)\n",
+    "                    return  # Function name must come first\n",
+    "                str_arguments = [str(cell) for cell in request.row.row]\n",
+    "                rows.append(\n",
+    "                    [func_in_scehma[i](cell) for i, cell in enumerate(str_arguments)]\n",
+    "                )\n",
+    "\n",
+    "        if function_name is None or func is None:\n",
+    "            context.set_details(\"No function name provided.\")\n",
+    "            context.set_code(grpc.StatusCode.INVALID_ARGUMENT)\n",
+    "            return\n",
+    "\n",
+    "        for row in rows:\n",
+    "            res = func(*row)\n",
+    "\n",
+    "            for r in res:\n",
+    "                response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore\n",
+    "                    row=(\n",
+    "                        [str(cell) for cell in r]\n",
+    "                        if len(func_out_schema) > 1\n",
+    "                        else [str(r)]\n",
+    "                    )\n",
+    "                )\n",
+    "                yield response\n",
     "\n",
     "    def RunIEFunction(\n",
     "        self,\n",
diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index c851463..cc92ed5 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -409,6 +409,7 @@
     "    agg = gr_node[\"agg\"]\n",
     "    schema = update_repeatable_cols_in_schema(gr_node[\"schema\"])\n",
     "    groupby_cols = [schema[i] for i, agg_func in enumerate(agg) if agg_func is None]\n",
+    "    nodes_schema_types_dict = code_metadata[\"nodes_schema_types_dict\"]\n",
     "    agg_by_cols = {\n",
     "        schema[i]: {\"agg_func\": agg_func}\n",
     "        for i, agg_func in enumerate(agg)\n",
@@ -451,9 +452,25 @@
     "                agg_code.append(f\"{agg_var}.0 += *{val} * (*cnt as i32);\")\n",
     "                agg_code.append(f\"{agg_var}.1 += *cnt as i32;\")\n",
     "            case _:\n",
-    "                raise ValueError(\n",
-    "                    f\"Unsupported aggregate function: {agg_func['agg_func']}\"\n",
+    "                # TODO: Fix python agg function\n",
+    "                ie_map_template = code_metadata[\"template_env\"].get_template(\n",
+    "                    \"remote_aggregate.jinja2\"\n",
+    "                )\n",
+    "                print(gr_node)\n",
+    "                code = ie_map_template.render(\n",
+    "                    output_node=node_str,\n",
+    "                    prev_node=prev_node_str,\n",
+    "                    grpc_address=code_metadata[\"grpc_address\"],\n",
+    "                    function_name=agg_func[\"agg_func\"],\n",
+    "                    in_schema=get_col_schema(\n",
+    "                        gr_node[\"schema\"][: len(gr_node[\"schema\"])]\n",
+    "                    ),\n",
+    "                    out_schema_len=len(gr_node[\"schema\"]),\n",
+    "                    in_schema_len=len(gr_node[\"schema\"]),\n",
+    "                    out_schema_types=nodes_schema_types_dict[node],\n",
+    "                    DATAFLOW_TO_RUST_TYPES=DATAFLOW_TO_RUST_TYPES,\n",
     "                )\n",
+    "                return code\n",
     "    agg_template = code_metadata[\"template_env\"].get_template(\"aggregate.rs.jinja2\")\n",
     "    code = agg_template.render(\n",
     "        output_node=node_str,\n",
diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index 4917115..e0b731b 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -46,7 +46,7 @@
     "from spannerflow.config import Config\n",
     "from spannerflow.dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc\n",
     "from spannerflow.graph_utils import find_output\n",
-    "from spannerflow.grpc_server import IEFunctionService\n",
+    "from spannerflow.grpc_server import FunctionService\n",
     "from spannerflow.span import Span"
    ]
   },
@@ -146,12 +146,16 @@
     "        ie_functions: dict[\n",
     "            str, tuple[str, Callable[[Any], Any], list[type], list[type]]\n",
     "        ] = dict(),\n",
+    "        agg_functions: dict[\n",
+    "            str, tuple[str, Callable[[Any], Any], list[type], list[type]]\n",
+    "        ] = dict(),\n",
     "    ):\n",
     "        from spannerflow.rust_dataflow import RustDataflow\n",
     "\n",
     "        port_1, port_2 = self.find_server_ports()\n",
     "        self._config = Config(DATAFLOW_PORT=port_1, LISTEN_PORT=port_2)\n",
     "        self._ie_functions = ie_functions\n",
+    "        self._agg_functions = agg_functions\n",
     "        self._rust_dataflow = RustDataflow(config=self._config, engine=self)  # type: ignore\n",
     "        self._is_rust_server_running = False\n",
     "        self._is_python_server_running = False\n",
@@ -195,8 +199,9 @@
     "            self._python_grpc_server = grpc.server(\n",
     "                futures.ThreadPoolExecutor(max_workers=10)\n",
     "            )\n",
-    "            dataflow_pb2_grpc.add_IEFunctionServiceServicer_to_server(\n",
-    "                IEFunctionService(self._ie_functions), self._python_grpc_server\n",
+    "            dataflow_pb2_grpc.add_FunctionServiceServicer_to_server(\n",
+    "                FunctionService(self._ie_functions, self._agg_functions),\n",
+    "                self._python_grpc_server,\n",
     "            )\n",
     "            self._python_grpc_server.add_insecure_port(self._config.LISTEN_ADDRESS)\n",
     "            self._python_grpc_server.start()\n",
@@ -370,6 +375,21 @@
     "    def del_ie_function(self, name: str):\n",
     "        del self._ie_functions[name]\n",
     "\n",
+    "    def set_agg_function(\n",
+    "        self,\n",
+    "        name: str,\n",
+    "        func: Callable[[Any], Any],\n",
+    "        input_types: list[type],\n",
+    "        output_types: list[type],\n",
+    "    ):\n",
+    "        self._agg_functions[name] = (name, func, input_types, output_types)\n",
+    "\n",
+    "    def get_agg_function(self, name: str):\n",
+    "        return self._agg_functions[name]\n",
+    "\n",
+    "    def del_agg_function(self, name: str):\n",
+    "        del self._agg_functions[name]\n",
+    "\n",
     "    @ensure_server_running\n",
     "    def run_dataflow(\n",
     "        self, reversed_graph: nx.DiGraph, output_csv_path: str | None = None\n",
diff --git a/spannerflow/_modidx.py b/spannerflow/_modidx.py
index b1f7b20..d0709b4 100644
--- a/spannerflow/_modidx.py
+++ b/spannerflow/_modidx.py
@@ -31,6 +31,8 @@
                                     'spannerflow.engine.Engine.add_row': ('engine.html#engine.add_row', 'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.add_rows': ('engine.html#engine.add_rows', 'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.close': ('engine.html#engine.close', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.del_agg_function': ( 'engine.html#engine.del_agg_function',
+                                                                                    'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.del_ie_function': ( 'engine.html#engine.del_ie_function',
                                                                                    'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.delete_collection': ( 'engine.html#engine.delete_collection',
@@ -40,6 +42,8 @@
                                                                                          'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.find_server_ports': ( 'engine.html#engine.find_server_ports',
                                                                                      'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.get_agg_function': ( 'engine.html#engine.get_agg_function',
+                                                                                    'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.get_collection': ( 'engine.html#engine.get_collection',
                                                                                   'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.get_collections': ( 'engine.html#engine.get_collections',
@@ -50,6 +54,8 @@
                                                                                  'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.run_dataflow': ('engine.html#engine.run_dataflow', 'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.save_to_csv': ('engine.html#engine.save_to_csv', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.set_agg_function': ( 'engine.html#engine.set_agg_function',
+                                                                                    'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.set_ie_function': ( 'engine.html#engine.set_ie_function',
                                                                                    'spannerflow/engine.py'),
                                     'spannerflow.engine.deserialize_row': ('engine.html#deserialize_row', 'spannerflow/engine.py'),
@@ -81,12 +87,14 @@
                                                                                     'spannerflow/graph_utils.py'),
                                          'spannerflow.graph_utils.traverse_cycle': ( 'graph_utils.html#traverse_cycle',
                                                                                      'spannerflow/graph_utils.py')},
-            'spannerflow.grpc_server': { 'spannerflow.grpc_server.IEFunctionService': ( 'grpc_server.html#iefunctionservice',
-                                                                                        'spannerflow/grpc_server.py'),
-                                         'spannerflow.grpc_server.IEFunctionService.RunIEFunction': ( 'grpc_server.html#iefunctionservice.runiefunction',
-                                                                                                      'spannerflow/grpc_server.py'),
-                                         'spannerflow.grpc_server.IEFunctionService.__init__': ( 'grpc_server.html#iefunctionservice.__init__',
-                                                                                                 'spannerflow/grpc_server.py')},
+            'spannerflow.grpc_server': { 'spannerflow.grpc_server.FunctionService': ( 'grpc_server.html#functionservice',
+                                                                                      'spannerflow/grpc_server.py'),
+                                         'spannerflow.grpc_server.FunctionService.RunAggFunction': ( 'grpc_server.html#functionservice.runaggfunction',
+                                                                                                     'spannerflow/grpc_server.py'),
+                                         'spannerflow.grpc_server.FunctionService.RunIEFunction': ( 'grpc_server.html#functionservice.runiefunction',
+                                                                                                    'spannerflow/grpc_server.py'),
+                                         'spannerflow.grpc_server.FunctionService.__init__': ( 'grpc_server.html#functionservice.__init__',
+                                                                                               'spannerflow/grpc_server.py')},
             'spannerflow.installations': { 'spannerflow.installations.check_for_protoc': ( 'installations.html#check_for_protoc',
                                                                                            'spannerflow/installations.py'),
                                            'spannerflow.installations.check_for_rust': ( 'installations.html#check_for_rust',
diff --git a/spannerflow/dataflow/v1/dataflow_pb2.py b/spannerflow/dataflow/v1/dataflow_pb2.py
index 913af2b..b8e04c0 100644
--- a/spannerflow/dataflow/v1/dataflow_pb2.py
+++ b/spannerflow/dataflow/v1/dataflow_pb2.py
@@ -25,49 +25,53 @@
 from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto\"g\n\x14RunIEFunctionRequest\x12\x17\n\rfunction_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"\x19\n\nRowRequest\x12\x0b\n\x03row\x18\x01 \x03(\t\"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"c\n\x0e\x41\x64\x64RowsRequest\x12\x19\n\x0f\x63ollection_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"g\n\x12LoadFromCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\x12\x11\n\tdelimiter\x18\x03 \x01(\x0c\x12\x12\n\nhas_header\x18\x04 \x01(\x08\"Q\n\x10SaveToCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\x12\x11\n\tdelimiter\x18\x03 \x01(\x0c\"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"V\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"A\n\nCollection\x12\x0c\n\x04name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"F\n\x16GetCollectionsResponse\x12,\n\x0b\x63ollections\x18\x03 \x03(\x0b\x32\x17.dataflow.v1.Collection\"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"O\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\x12\x17\n\x0foutput_csv_path\x18\x03 \x01(\t\"\"\n\x13RunDataflowResponse\x12\x0b\n\x03row\x18\x01 \x03(\t*\xb6\x01\n\x08\x44\x61taType\x12\x19\n\x15\x44\x41TA_TYPE_UNSPECIFIED\x10\x00\x12\x14\n\x10\x44\x41TA_TYPE_STRING\x10\x01\x12\x11\n\rDATA_TYPE_INT\x10\x02\x12\x13\n\x0f\x44\x41TA_TYPE_FLOAT\x10\x03\x12\x12\n\x0e\x44\x41TA_TYPE_BOOL\x10\x04\x12\x12\n\x0e\x44\x41TA_TYPE_SPAN\x10\x05\x12\x14\n\x10\x44\x41TA_TYPE_CUSTOM\x10\x06\x12\x13\n\x0f\x44\x41TA_TYPE_INT64\x10\x07\x32o\n\x11IEFunctionService\x12Z\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a\".dataflow.v1.RunIEFunctionResponse(\x01\x30\x01\x32\xfc\x05\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12@\n\x07\x41\x64\x64Rows\x12\x1b.dataflow.v1.AddRowsRequest\x1a\x16.google.protobuf.Empty(\x01\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a\".dataflow.v1.GetCollectionResponse0\x01\x12R\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a .dataflow.v1.RunDataflowResponse0\x01\x12\x46\n\x0bLoadFromCSV\x12\x1f.dataflow.v1.LoadFromCSVRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tSaveToCSV\x12\x1d.dataflow.v1.SaveToCSVRequest\x1a\x16.google.protobuf.Emptyb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto\"h\n\x15RunAggFunctionRequest\x12\x17\n\rfunction_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"%\n\x16RunAggFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"g\n\x14RunIEFunctionRequest\x12\x17\n\rfunction_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"\x19\n\nRowRequest\x12\x0b\n\x03row\x18\x01 \x03(\t\"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"c\n\x0e\x41\x64\x64RowsRequest\x12\x19\n\x0f\x63ollection_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"g\n\x12LoadFromCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\x12\x11\n\tdelimiter\x18\x03 \x01(\x0c\x12\x12\n\nhas_header\x18\x04 \x01(\x08\"Q\n\x10SaveToCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\x12\x11\n\tdelimiter\x18\x03 \x01(\x0c\"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"V\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"A\n\nCollection\x12\x0c\n\x04name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"F\n\x16GetCollectionsResponse\x12,\n\x0b\x63ollections\x18\x03 \x03(\x0b\x32\x17.dataflow.v1.Collection\"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"O\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\x12\x17\n\x0foutput_csv_path\x18\x03 \x01(\t\"\"\n\x13RunDataflowResponse\x12\x0b\n\x03row\x18\x01 \x03(\t*\xb6\x01\n\x08\x44\x61taType\x12\x19\n\x15\x44\x41TA_TYPE_UNSPECIFIED\x10\x00\x12\x14\n\x10\x44\x41TA_TYPE_STRING\x10\x01\x12\x11\n\rDATA_TYPE_INT\x10\x02\x12\x13\n\x0f\x44\x41TA_TYPE_FLOAT\x10\x03\x12\x12\n\x0e\x44\x41TA_TYPE_BOOL\x10\x04\x12\x12\n\x0e\x44\x41TA_TYPE_SPAN\x10\x05\x12\x14\n\x10\x44\x41TA_TYPE_CUSTOM\x10\x06\x12\x13\n\x0f\x44\x41TA_TYPE_INT64\x10\x07\x32\xcc\x01\n\x0f\x46unctionService\x12Z\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a\".dataflow.v1.RunIEFunctionResponse(\x01\x30\x01\x12]\n\x0eRunAggFunction\x12\".dataflow.v1.RunAggFunctionRequest\x1a#.dataflow.v1.RunAggFunctionResponse(\x01\x30\x01\x32\xfc\x05\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12@\n\x07\x41\x64\x64Rows\x12\x1b.dataflow.v1.AddRowsRequest\x1a\x16.google.protobuf.Empty(\x01\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a\".dataflow.v1.GetCollectionResponse0\x01\x12R\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a .dataflow.v1.RunDataflowResponse0\x01\x12\x46\n\x0bLoadFromCSV\x12\x1f.dataflow.v1.LoadFromCSVRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tSaveToCSV\x12\x1d.dataflow.v1.SaveToCSVRequest\x1a\x16.google.protobuf.Emptyb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
 _builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'dataflow.v1.dataflow_pb2', _globals)
 if not _descriptor._USE_C_DESCRIPTORS:
   DESCRIPTOR._loaded_options = None
-  _globals['_DATATYPE']._serialized_start=1128
-  _globals['_DATATYPE']._serialized_end=1310
-  _globals['_RUNIEFUNCTIONREQUEST']._serialized_start=72
-  _globals['_RUNIEFUNCTIONREQUEST']._serialized_end=175
-  _globals['_ROWREQUEST']._serialized_start=177
-  _globals['_ROWREQUEST']._serialized_end=202
-  _globals['_RUNIEFUNCTIONRESPONSE']._serialized_start=204
-  _globals['_RUNIEFUNCTIONRESPONSE']._serialized_end=240
-  _globals['_ADDROWSREQUEST']._serialized_start=242
-  _globals['_ADDROWSREQUEST']._serialized_end=341
-  _globals['_LOADFROMCSVREQUEST']._serialized_start=343
-  _globals['_LOADFROMCSVREQUEST']._serialized_end=446
-  _globals['_SAVETOCSVREQUEST']._serialized_start=448
-  _globals['_SAVETOCSVREQUEST']._serialized_end=529
-  _globals['_GETCOLLECTIONREQUEST']._serialized_start=531
-  _globals['_GETCOLLECTIONREQUEST']._serialized_end=578
-  _globals['_GETCOLLECTIONRESPONSE']._serialized_start=580
-  _globals['_GETCOLLECTIONRESPONSE']._serialized_end=616
-  _globals['_ADDROWREQUEST']._serialized_start=618
-  _globals['_ADDROWREQUEST']._serialized_end=671
-  _globals['_DELETEROWREQUEST']._serialized_start=673
-  _globals['_DELETEROWREQUEST']._serialized_end=729
-  _globals['_ADDCOLLECTIONREQUEST']._serialized_start=731
-  _globals['_ADDCOLLECTIONREQUEST']._serialized_end=817
-  _globals['_COLLECTION']._serialized_start=819
-  _globals['_COLLECTION']._serialized_end=884
-  _globals['_GETCOLLECTIONSRESPONSE']._serialized_start=886
-  _globals['_GETCOLLECTIONSRESPONSE']._serialized_end=956
-  _globals['_DELETECOLLECTIONREQUEST']._serialized_start=958
-  _globals['_DELETECOLLECTIONREQUEST']._serialized_end=1008
-  _globals['_RUNDATAFLOWREQUEST']._serialized_start=1010
-  _globals['_RUNDATAFLOWREQUEST']._serialized_end=1089
-  _globals['_RUNDATAFLOWRESPONSE']._serialized_start=1091
-  _globals['_RUNDATAFLOWRESPONSE']._serialized_end=1125
-  _globals['_IEFUNCTIONSERVICE']._serialized_start=1312
-  _globals['_IEFUNCTIONSERVICE']._serialized_end=1423
-  _globals['_DATAFLOWSERVICE']._serialized_start=1426
-  _globals['_DATAFLOWSERVICE']._serialized_end=2190
+  _globals['_DATATYPE']._serialized_start=1273
+  _globals['_DATATYPE']._serialized_end=1455
+  _globals['_RUNAGGFUNCTIONREQUEST']._serialized_start=72
+  _globals['_RUNAGGFUNCTIONREQUEST']._serialized_end=176
+  _globals['_RUNAGGFUNCTIONRESPONSE']._serialized_start=178
+  _globals['_RUNAGGFUNCTIONRESPONSE']._serialized_end=215
+  _globals['_RUNIEFUNCTIONREQUEST']._serialized_start=217
+  _globals['_RUNIEFUNCTIONREQUEST']._serialized_end=320
+  _globals['_ROWREQUEST']._serialized_start=322
+  _globals['_ROWREQUEST']._serialized_end=347
+  _globals['_RUNIEFUNCTIONRESPONSE']._serialized_start=349
+  _globals['_RUNIEFUNCTIONRESPONSE']._serialized_end=385
+  _globals['_ADDROWSREQUEST']._serialized_start=387
+  _globals['_ADDROWSREQUEST']._serialized_end=486
+  _globals['_LOADFROMCSVREQUEST']._serialized_start=488
+  _globals['_LOADFROMCSVREQUEST']._serialized_end=591
+  _globals['_SAVETOCSVREQUEST']._serialized_start=593
+  _globals['_SAVETOCSVREQUEST']._serialized_end=674
+  _globals['_GETCOLLECTIONREQUEST']._serialized_start=676
+  _globals['_GETCOLLECTIONREQUEST']._serialized_end=723
+  _globals['_GETCOLLECTIONRESPONSE']._serialized_start=725
+  _globals['_GETCOLLECTIONRESPONSE']._serialized_end=761
+  _globals['_ADDROWREQUEST']._serialized_start=763
+  _globals['_ADDROWREQUEST']._serialized_end=816
+  _globals['_DELETEROWREQUEST']._serialized_start=818
+  _globals['_DELETEROWREQUEST']._serialized_end=874
+  _globals['_ADDCOLLECTIONREQUEST']._serialized_start=876
+  _globals['_ADDCOLLECTIONREQUEST']._serialized_end=962
+  _globals['_COLLECTION']._serialized_start=964
+  _globals['_COLLECTION']._serialized_end=1029
+  _globals['_GETCOLLECTIONSRESPONSE']._serialized_start=1031
+  _globals['_GETCOLLECTIONSRESPONSE']._serialized_end=1101
+  _globals['_DELETECOLLECTIONREQUEST']._serialized_start=1103
+  _globals['_DELETECOLLECTIONREQUEST']._serialized_end=1153
+  _globals['_RUNDATAFLOWREQUEST']._serialized_start=1155
+  _globals['_RUNDATAFLOWREQUEST']._serialized_end=1234
+  _globals['_RUNDATAFLOWRESPONSE']._serialized_start=1236
+  _globals['_RUNDATAFLOWRESPONSE']._serialized_end=1270
+  _globals['_FUNCTIONSERVICE']._serialized_start=1458
+  _globals['_FUNCTIONSERVICE']._serialized_end=1662
+  _globals['_DATAFLOWSERVICE']._serialized_start=1665
+  _globals['_DATAFLOWSERVICE']._serialized_end=2429
 # @@protoc_insertion_point(module_scope)
diff --git a/spannerflow/dataflow/v1/dataflow_pb2_grpc.py b/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
index b4fd409..b02eeff 100644
--- a/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
+++ b/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
@@ -26,7 +26,7 @@
     )
 
 
-class IEFunctionServiceStub(object):
+class FunctionServiceStub(object):
     """Missing associated documentation comment in .proto file."""
 
     def __init__(self, channel):
@@ -36,13 +36,18 @@ def __init__(self, channel):
             channel: A grpc.Channel.
         """
         self.RunIEFunction = channel.stream_stream(
-                '/dataflow.v1.IEFunctionService/RunIEFunction',
+                '/dataflow.v1.FunctionService/RunIEFunction',
                 request_serializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionRequest.SerializeToString,
                 response_deserializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionResponse.FromString,
                 _registered_method=True)
+        self.RunAggFunction = channel.stream_stream(
+                '/dataflow.v1.FunctionService/RunAggFunction',
+                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.RunAggFunctionRequest.SerializeToString,
+                response_deserializer=dataflow_dot_v1_dot_dataflow__pb2.RunAggFunctionResponse.FromString,
+                _registered_method=True)
 
 
-class IEFunctionServiceServicer(object):
+class FunctionServiceServicer(object):
     """Missing associated documentation comment in .proto file."""
 
     def RunIEFunction(self, request_iterator, context):
@@ -51,23 +56,34 @@ def RunIEFunction(self, request_iterator, context):
         context.set_details('Method not implemented!')
         raise NotImplementedError('Method not implemented!')
 
+    def RunAggFunction(self, request_iterator, context):
+        """Missing associated documentation comment in .proto file."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
+
 
-def add_IEFunctionServiceServicer_to_server(servicer, server):
+def add_FunctionServiceServicer_to_server(servicer, server):
     rpc_method_handlers = {
             'RunIEFunction': grpc.stream_stream_rpc_method_handler(
                     servicer.RunIEFunction,
                     request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionRequest.FromString,
                     response_serializer=dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionResponse.SerializeToString,
             ),
+            'RunAggFunction': grpc.stream_stream_rpc_method_handler(
+                    servicer.RunAggFunction,
+                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.RunAggFunctionRequest.FromString,
+                    response_serializer=dataflow_dot_v1_dot_dataflow__pb2.RunAggFunctionResponse.SerializeToString,
+            ),
     }
     generic_handler = grpc.method_handlers_generic_handler(
-            'dataflow.v1.IEFunctionService', rpc_method_handlers)
+            'dataflow.v1.FunctionService', rpc_method_handlers)
     server.add_generic_rpc_handlers((generic_handler,))
-    server.add_registered_method_handlers('dataflow.v1.IEFunctionService', rpc_method_handlers)
+    server.add_registered_method_handlers('dataflow.v1.FunctionService', rpc_method_handlers)
 
 
  # This class is part of an EXPERIMENTAL API.
-class IEFunctionService(object):
+class FunctionService(object):
     """Missing associated documentation comment in .proto file."""
 
     @staticmethod
@@ -84,7 +100,7 @@ def RunIEFunction(request_iterator,
         return grpc.experimental.stream_stream(
             request_iterator,
             target,
-            '/dataflow.v1.IEFunctionService/RunIEFunction',
+            '/dataflow.v1.FunctionService/RunIEFunction',
             dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionRequest.SerializeToString,
             dataflow_dot_v1_dot_dataflow__pb2.RunIEFunctionResponse.FromString,
             options,
@@ -97,6 +113,33 @@ def RunIEFunction(request_iterator,
             metadata,
             _registered_method=True)
 
+    @staticmethod
+    def RunAggFunction(request_iterator,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
+        return grpc.experimental.stream_stream(
+            request_iterator,
+            target,
+            '/dataflow.v1.FunctionService/RunAggFunction',
+            dataflow_dot_v1_dot_dataflow__pb2.RunAggFunctionRequest.SerializeToString,
+            dataflow_dot_v1_dot_dataflow__pb2.RunAggFunctionResponse.FromString,
+            options,
+            channel_credentials,
+            insecure,
+            call_credentials,
+            compression,
+            wait_for_ready,
+            timeout,
+            metadata,
+            _registered_method=True)
+
 
 class DataflowServiceStub(object):
     """Missing associated documentation comment in .proto file."""
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index c760fa7..9e97684 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -27,7 +27,7 @@
 from .config import Config
 from .dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc
 from .graph_utils import find_output
-from .grpc_server import IEFunctionService
+from .grpc_server import FunctionService
 from .span import Span
 
 # %% ../nbs/60_engine.ipynb 3
@@ -104,12 +104,16 @@ def __init__(
         ie_functions: dict[
             str, tuple[str, Callable[[Any], Any], list[type], list[type]]
         ] = dict(),
+        agg_functions: dict[
+            str, tuple[str, Callable[[Any], Any], list[type], list[type]]
+        ] = dict(),
     ):
         from spannerflow.rust_dataflow import RustDataflow
 
         port_1, port_2 = self.find_server_ports()
         self._config = Config(DATAFLOW_PORT=port_1, LISTEN_PORT=port_2)
         self._ie_functions = ie_functions
+        self._agg_functions = agg_functions
         self._rust_dataflow = RustDataflow(config=self._config, engine=self)  # type: ignore
         self._is_rust_server_running = False
         self._is_python_server_running = False
@@ -153,8 +157,9 @@ def run_server() -> None:
             self._python_grpc_server = grpc.server(
                 futures.ThreadPoolExecutor(max_workers=10)
             )
-            dataflow_pb2_grpc.add_IEFunctionServiceServicer_to_server(
-                IEFunctionService(self._ie_functions), self._python_grpc_server
+            dataflow_pb2_grpc.add_FunctionServiceServicer_to_server(
+                FunctionService(self._ie_functions, self._agg_functions),
+                self._python_grpc_server,
             )
             self._python_grpc_server.add_insecure_port(self._config.LISTEN_ADDRESS)
             self._python_grpc_server.start()
@@ -328,6 +333,21 @@ def get_ie_function(self, name: str):
     def del_ie_function(self, name: str):
         del self._ie_functions[name]
 
+    def set_agg_function(
+        self,
+        name: str,
+        func: Callable[[Any], Any],
+        input_types: list[type],
+        output_types: list[type],
+    ):
+        self._agg_functions[name] = (name, func, input_types, output_types)
+
+    def get_agg_function(self, name: str):
+        return self._agg_functions[name]
+
+    def del_agg_function(self, name: str):
+        del self._agg_functions[name]
+
     @ensure_server_running
     def run_dataflow(
         self, reversed_graph: nx.DiGraph, output_csv_path: str | None = None
diff --git a/spannerflow/grpc_server.py b/spannerflow/grpc_server.py
index ba7b0b1..a67ff3c 100644
--- a/spannerflow/grpc_server.py
+++ b/spannerflow/grpc_server.py
@@ -3,7 +3,7 @@
 # AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/40_grpc_server.ipynb.
 
 # %% auto 0
-__all__ = ['IEFunctionService']
+__all__ = ['FunctionService']
 
 # %% ../nbs/40_grpc_server.ipynb 2
 from typing import Any, Callable, Generator
@@ -13,15 +13,73 @@
 from .dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc
 
 # %% ../nbs/40_grpc_server.ipynb 4
-class IEFunctionService(dataflow_pb2_grpc.IEFunctionServiceServicer):
+class FunctionService(dataflow_pb2_grpc.FunctionServiceServicer):
     def __init__(
         self,
         ie_functions: dict[
             str, tuple[str, Callable[[Any], Any], list[type], list[type]]
         ],
+        agg_functions: dict[
+            str, tuple[str, Callable[[Any], Any], list[type], list[type]]
+        ],
     ):
         super().__init__()
         self._ie_functions = ie_functions
+        self._agg_functions = agg_functions
+
+    def RunAggFunction(
+        self,
+        request_iterator: Generator[dataflow_pb2.RunAggFunctionRequest, None, None],  # type: ignore
+        context,
+    ) -> Generator[dataflow_pb2.RunAggFunctionResponse, None, None]:  # type: ignore
+        function_name = None
+        func = None
+        rows = []
+        for request in request_iterator:
+            if request.HasField("function_name"):
+                if function_name is not None:
+                    context.set_details("Function name already provided.")
+                    context.set_code(grpc.StatusCode.INVALID_ARGUMENT)
+                    return
+                # Extract the function_name from the first request
+                function_name = request.function_name
+                func_tuple = self._agg_functions.get(function_name)
+
+                if func_tuple is None:
+                    context.set_details(f"Agg Function '{function_name}' not found.")
+                    context.set_code(grpc.StatusCode.NOT_FOUND)
+                    return  # Return early after setting the error
+                func = func_tuple[1]
+                func_in_scehma = func_tuple[2]
+                func_out_schema = func_tuple[3]
+
+            elif request.HasField("row"):
+                if func is None:
+                    context.set_details("Function name must be provided before rows.")
+                    context.set_code(grpc.StatusCode.INVALID_ARGUMENT)
+                    return  # Function name must come first
+                str_arguments = [str(cell) for cell in request.row.row]
+                rows.append(
+                    [func_in_scehma[i](cell) for i, cell in enumerate(str_arguments)]
+                )
+
+        if function_name is None or func is None:
+            context.set_details("No function name provided.")
+            context.set_code(grpc.StatusCode.INVALID_ARGUMENT)
+            return
+
+        for row in rows:
+            res = func(*row)
+
+            for r in res:
+                response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore
+                    row=(
+                        [str(cell) for cell in r]
+                        if len(func_out_schema) > 1
+                        else [str(r)]
+                    )
+                )
+                yield response
 
     def RunIEFunction(
         self,
diff --git a/spannerflow/proto/dataflow/v1/dataflow.proto b/spannerflow/proto/dataflow/v1/dataflow.proto
index bde1937..2670f69 100644
--- a/spannerflow/proto/dataflow/v1/dataflow.proto
+++ b/spannerflow/proto/dataflow/v1/dataflow.proto
@@ -3,8 +3,20 @@ package dataflow.v1;
 
 import "google/protobuf/empty.proto";
 
-service IEFunctionService {
+service FunctionService {
     rpc RunIEFunction (stream RunIEFunctionRequest) returns (stream RunIEFunctionResponse);
+    rpc RunAggFunction (stream RunAggFunctionRequest) returns (stream RunAggFunctionResponse);
+}
+
+message RunAggFunctionRequest {
+    oneof message_type {
+        string function_name = 1;
+        RowRequest row = 2;
+    }
+}
+
+message RunAggFunctionResponse {
+    repeated string row = 1;
 }
 
 message RunIEFunctionRequest {
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 0f24d9d..d5dc78d 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -324,6 +324,7 @@ def get_groupby_code(
     agg = gr_node["agg"]
     schema = update_repeatable_cols_in_schema(gr_node["schema"])
     groupby_cols = [schema[i] for i, agg_func in enumerate(agg) if agg_func is None]
+    nodes_schema_types_dict = code_metadata["nodes_schema_types_dict"]
     agg_by_cols = {
         schema[i]: {"agg_func": agg_func}
         for i, agg_func in enumerate(agg)
@@ -366,9 +367,25 @@ def get_groupby_code(
                 agg_code.append(f"{agg_var}.0 += *{val} * (*cnt as i32);")
                 agg_code.append(f"{agg_var}.1 += *cnt as i32;")
             case _:
-                raise ValueError(
-                    f"Unsupported aggregate function: {agg_func['agg_func']}"
+                # TODO: Fix python agg function
+                ie_map_template = code_metadata["template_env"].get_template(
+                    "remote_aggregate.jinja2"
+                )
+                print(gr_node)
+                code = ie_map_template.render(
+                    output_node=node_str,
+                    prev_node=prev_node_str,
+                    grpc_address=code_metadata["grpc_address"],
+                    function_name=agg_func["agg_func"],
+                    in_schema=get_col_schema(
+                        gr_node["schema"][: len(gr_node["schema"])]
+                    ),
+                    out_schema_len=len(gr_node["schema"]),
+                    in_schema_len=len(gr_node["schema"]),
+                    out_schema_types=nodes_schema_types_dict[node],
+                    DATAFLOW_TO_RUST_TYPES=DATAFLOW_TO_RUST_TYPES,
                 )
+                return code
     agg_template = code_metadata["template_env"].get_template("aggregate.rs.jinja2")
     code = agg_template.render(
         output_node=node_str,
diff --git a/spannerflow/rust_lib/src/span.rs b/spannerflow/rust_lib/src/span.rs
index a48b402..735c972 100644
--- a/spannerflow/rust_lib/src/span.rs
+++ b/spannerflow/rust_lib/src/span.rs
@@ -5,6 +5,12 @@ use hex;
 use regex::Regex;
 use std::sync::Arc;
 
+extern "C" {
+    fn get_document(id: i32) -> String;
+    fn delete_document(id: i32, doc: String);
+    fn add_document(id: i32, doc: String);
+}
+
 fn small_hash(txt: &str, length: usize) -> String {
     let mut hasher = Sha1::new();
     hasher.update(txt.as_bytes());
diff --git a/spannerflow/templates/remote_aggregate.jinja2 b/spannerflow/templates/remote_aggregate.jinja2
new file mode 100644
index 0000000..21d8c81
--- /dev/null
+++ b/spannerflow/templates/remote_aggregate.jinja2
@@ -0,0 +1,22 @@
+let {{ output_node }} = {{ prev_node}}
+                            .map(|{{ in_schema }}| ({{ in_schema }}, 0))
+                            .reduce(|key, input, output| {
+                                let mut ie_input = vec![];
+                                for (val, cnt) in input.iter() {
+                                    ie_input.push(tuple_to_vec_string!( 
+                                    {% if in_schema_len > 1 %}{% for index in range(in_schema_len) %}key.{{ index }}{% if not loop.last %}, {% endif %}{% endfor %}
+                                    {% else %}key{% endif %}
+                                    ));
+                                }
+                                match run_agg_function("{{ grpc_address }}".to_string(), "{{ function_name }}".to_string(), ie_input) {
+                                    Ok(results) => {
+                                        for i in results {
+                                            output.push((i, 1));
+                                        }
+                                    },
+                                    Err(e) => {
+                                        eprintln!("Failed to run Agg function: {}", e); // Log the error
+                                    }
+                                }                            
+                            })
+                            .map(|(key, val)| ({% if in_schema_len > 1 %}{% for index in range(in_schema_len) %}key.{{ index }}, {% endfor %}{% else %}key, {% endif %} {% for index in range(out_schema_len) %}val[{{ index }}].clone().parse::<{{DATAFLOW_TO_RUST_TYPES[out_schema_types[index+in_schema_len]]}}>().unwrap(){% if not loop.last %}, {% endif%}{% endfor %} ));
\ No newline at end of file
diff --git a/spannerflow/templates/rust_dataflow.rs.jinja2 b/spannerflow/templates/rust_dataflow.rs.jinja2
index 759b5db..97e2228 100644
--- a/spannerflow/templates/rust_dataflow.rs.jinja2
+++ b/spannerflow/templates/rust_dataflow.rs.jinja2
@@ -16,7 +16,7 @@ use futures::stream::{self};
 
 use tokio::runtime::Runtime;
 
-use dataflow::ie_function_service_client::IeFunctionServiceClient;
+use dataflow::function_service_client::FunctionServiceClient;
 use dataflow::*;
 
 pub mod dataflow {
@@ -53,7 +53,7 @@ fn run_ie_function(address: String, function_name: String, data: Vec<Vec<String>
 
     rt.block_on(async {
         let mut output: Vec<Vec<String>> = vec![];
-        let mut client = IeFunctionServiceClient::connect(address).await.unwrap();
+        let mut client = FunctionServiceClient::connect(address).await.unwrap();
 
         let mut requests: Vec<RunIeFunctionRequest> = vec![
             RunIeFunctionRequest {
@@ -82,6 +82,41 @@ fn run_ie_function(address: String, function_name: String, data: Vec<Vec<String>
     })
 }
 
+
+fn run_agg_function(address: String, function_name: String, data: Vec<Vec<String>> ) -> Result<Vec<Vec<String>>, Box<dyn std::error::Error>> {
+    let rt = Runtime::new()?;
+
+    rt.block_on(async {
+        let mut output: Vec<Vec<String>> = vec![];
+        let mut client = FunctionServiceClient::connect(address).await.unwrap();
+
+        let mut requests: Vec<RunAggFunctionRequest> = vec![
+            RunAggFunctionRequest {
+                message_type: Some(run_agg_function_request::MessageType::FunctionName(function_name)),
+            },
+        ];
+        for row in data {
+            requests.push(RunAggFunctionRequest {
+                message_type: Some(run_agg_function_request::MessageType::Row(RowRequest {
+                    row: row,
+                })),
+            });
+        }
+
+        let request_stream = stream::iter(requests);
+
+        let mut response_stream = client.run_agg_function(Request::new(request_stream)).await?.into_inner(); // Declare as mutable since we need to iterate over it
+
+        while let Some(response) = response_stream.message().await? {       
+            let  response_row = response.row.clone();
+            println!("RESPONSE: {:?}", response_row);     
+            output.push(response_row);
+        }
+
+        Ok::<Vec<Vec<String>>, Box<dyn std::error::Error>>(output)
+    })
+}
+
 #[no_mangle]
 pub extern "C" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<String>>>) -> Vec<Vec<String>>{
     {% for key,value in sources.items() %}
diff --git a/tests/test_grpc_server.py b/tests/test_grpc_server.py
index 9ce6dfb..566c5cc 100644
--- a/tests/test_grpc_server.py
+++ b/tests/test_grpc_server.py
@@ -4,7 +4,7 @@
 import pytest
 
 from spannerflow.dataflow.v1 import dataflow_pb2
-from spannerflow.grpc_server import IEFunctionService
+from spannerflow.grpc_server import FunctionService
 
 
 @pytest.mark.asyncio
@@ -12,7 +12,7 @@ async def test_run_ie_function():
     ie_functions = {
         "test_func": ("test_func", lambda x: [((int(x[0]) * 2),)], [int], [int])
     }
-    service = IEFunctionService(ie_functions)
+    service = FunctionService(ie_functions)
 
     # Mock the request iterator
     request_iterator = AsyncMock()
@@ -39,7 +39,7 @@ async def test_run_ie_function():
 @pytest.mark.asyncio
 async def test_run_ie_function_not_found():
     ie_functions = {}
-    service = IEFunctionService(ie_functions)
+    service = FunctionService(ie_functions)
 
     # Mock the request iterator
     request_iterator = AsyncMock()
@@ -66,7 +66,7 @@ async def test_run_ie_function_no_function_name():
     ie_functions = {
         "test_func": ("description", lambda x: [(str(int(x) * 2),)], [int], [int])
     }
-    service = IEFunctionService(ie_functions)
+    service = FunctionService(ie_functions)
 
     # Mock the request iterator
     request_iterator = AsyncMock()
@@ -91,7 +91,7 @@ async def test_run_ie_function_function_name_after_rows():
     ie_functions = {
         "test_func": ("description", lambda x: [(str(int(x) * 2),)], [int], [int])
     }
-    service = IEFunctionService(ie_functions)
+    service = FunctionService(ie_functions)
 
     # Mock the request iterator
     request_iterator = AsyncMock()
@@ -121,7 +121,7 @@ async def test_run_ie_function_multiple_function_name():
     ie_functions = {
         "test_func": ("description", lambda x: [(str(int(x) * 2),)], [int], [int])
     }
-    service = IEFunctionService(ie_functions)
+    service = FunctionService(ie_functions)
 
     # Mock the request iterator
     request_iterator = AsyncMock()

From 595891de843e0748042d15e49a2b132ee56a5a6a Mon Sep 17 00:00:00 2001
From: IdoDesign <ido.tarazi@campus.technion.ac.il>
Date: Fri, 8 Nov 2024 15:46:05 +0200
Subject: [PATCH 194/277] fixed issue with 2 cycles with same anachor

---
 nbs/30_graph_utils.ipynb     |  23 +++---
 nbs/40_grpc_server.ipynb     |  22 ++++--
 nbs/50_rust_dataflow.ipynb   | 142 +++++++++++++++++++++++++++++++++++
 spannerflow/graph_utils.py   |  23 +++---
 spannerflow/grpc_server.py   |  20 +++--
 spannerflow/rust_dataflow.py |  26 ++++---
 6 files changed, 212 insertions(+), 44 deletions(-)

diff --git a/nbs/30_graph_utils.ipynb b/nbs/30_graph_utils.ipynb
index 22d9f1e..761a9c6 100644
--- a/nbs/30_graph_utils.ipynb
+++ b/nbs/30_graph_utils.ipynb
@@ -78,13 +78,17 @@
     "def get_cycles(graph: nx.DiGraph) -> dict[str | int, nx.DiGraph]:\n",
     "    \"\"\"Returns a dictionary of cycles in the graph, with the anchor node as the key\"\"\"\n",
     "    cycles = nx.recursive_simple_cycles(graph)\n",
-    "    cycle_dicts = dict()\n",
-    "\n",
+    "    cycles_nodes = dict()  # type: ignore\n",
     "    for cycle in cycles:\n",
     "        anchor = find_anchor_of_cycle(graph, cycle)\n",
-    "        cycle_dicts[anchor] = graph.subgraph(cycle).copy()\n",
+    "        if anchor in cycles_nodes:\n",
+    "            cycles_nodes[anchor].update(cycle)\n",
+    "        else:\n",
+    "            cycles_nodes[anchor] = set(cycle)\n",
     "\n",
-    "    return cycle_dicts\n",
+    "    return {\n",
+    "        anchor: graph.subgraph(cycle).copy() for anchor, cycle in cycles_nodes.items()\n",
+    "    }\n",
     "\n",
     "\n",
     "def find_anchor_of_cycle(graph: nx.DiGraph, cycle: nx.DiGraph) -> str | int:\n",
@@ -141,12 +145,9 @@
     "    (a direct edge must exist between adjucent nodes in the list)\n",
     "    The anchor node must be the last node in the list.\n",
     "    \"\"\"\n",
-    "    temp_node = anchor\n",
-    "    cycle_order: list[int | str] = list()\n",
-    "    while len(cycle_order) < len(cycle):\n",
-    "        cycle_order += list(cycle.successors(temp_node))\n",
-    "        temp_node = cycle_order[-1]\n",
-    "    return cycle_order\n",
+    "    cycle_copy = cycle.copy()\n",
+    "    cycle_copy.remove_node(anchor)\n",
+    "    return list(nx.topological_sort(cycle_copy)) + [anchor]\n",
     "\n",
     "\n",
     "def find_ingress_nodes(graph: nx.DiGraph, cycle) -> list[int | str]:\n",
@@ -154,7 +155,7 @@
     "    ingress_nodes = []\n",
     "    for node in cycle:\n",
     "        if type(node) is str and \"iter\" in node:\n",
-    "            node = node.split(\"_\")[1]\n",
+    "            node = node.split(\"iter_\")[1]\n",
     "        for pred in graph.pred[node]:\n",
     "            if pred not in cycle and \"anchor\" not in graph.nodes[pred]:\n",
     "                ingress_nodes.append(pred)\n",
diff --git a/nbs/40_grpc_server.ipynb b/nbs/40_grpc_server.ipynb
index 37d2760..f0f0ac7 100644
--- a/nbs/40_grpc_server.ipynb
+++ b/nbs/40_grpc_server.ipynb
@@ -46,6 +46,8 @@
    "outputs": [],
    "source": [
     "# | export\n",
+    "\n",
+    "\n",
     "class IEFunctionService(dataflow_pb2_grpc.IEFunctionServiceServicer):\n",
     "    def __init__(\n",
     "        self,\n",
@@ -101,12 +103,22 @@
     "            res = func(*row)\n",
     "\n",
     "            for r in res:\n",
-    "                response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore\n",
-    "                    row=(\n",
-    "                        [str(cell) for cell in r]\n",
-    "                        if len(func_out_schema) > 1\n",
-    "                        else [str(r)]\n",
+    "                if len(func_out_schema) > 1:\n",
+    "                    response_row = [\n",
+    "                        (\n",
+    "                            str(cell)\n",
+    "                            if func_out_schema[i] is not bool\n",
+    "                            else str(cell).lower()\n",
+    "                        )\n",
+    "                        for i, cell in enumerate(r)\n",
+    "                    ]\n",
+    "                else:\n",
+    "                    response_row = (\n",
+    "                        [str(r)] if func_out_schema[0] is not bool else [str(r).lower()]\n",
     "                    )\n",
+    "\n",
+    "                response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore\n",
+    "                    row=(response_row)\n",
     "                )\n",
     "                yield response"
    ]
diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index c851463..45c4086 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -108,6 +108,8 @@
    "outputs": [],
    "source": [
     "# | export\n",
+    "\n",
+    "\n",
     "def get_sources_data(\n",
     "    graph: nx.DiGraph,\n",
     "    code_metadata: dict,  # type: ignore\n",
@@ -192,6 +194,8 @@
    "outputs": [],
    "source": [
     "# | export\n",
+    "\n",
+    "\n",
     "def get_join_code(\n",
     "    graph: nx.DiGraph,\n",
     "    node: str | int,\n",
@@ -238,6 +242,49 @@
     "                        .map(|({common_schema if common_schema != \"0\" else \"_\"}, ({out_join1_uncommon_schema}, {out_join2_uncommon_schema}))| ({node_out_schema}));\"\"\""
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# test join code\n",
+    "join_sub_graph = nx.DiGraph()\n",
+    "join_sub_graph.add_node(1, op=\"project\", schema=[\"X\", \"Y\"], rule_id={0})\n",
+    "join_sub_graph.add_node(3, op=\"project\", schema=[\"Y\", \"Z\"], rule_id={0})\n",
+    "join_sub_graph.add_node(4, op=\"join\", schema=[\"X\", \"Y\", \"Z\"], rule_id={0})\n",
+    "join_sub_graph.add_edges_from([(1, 4), (3, 4)])\n",
+    "\n",
+    "assert (\n",
+    "    get_join_code(join_sub_graph, 4, {}).strip().replace(\"  \", \"\").replace(\"\\n\", \"\")\n",
+    "    == \"let node_4 = node_1.map(|(X, Y)| (Y, X)).join(&node_3.map(|(Y, Z)| (Y, Z))).map(|(Y, (X, Z))| ((X, Y, Z)));\"\n",
+    ")\n",
+    "\n",
+    "# test only common columns\n",
+    "join_sub_graph.nodes[3][\"schema\"] = [\"X\", \"Y\"]\n",
+    "assert (\n",
+    "    get_join_code(join_sub_graph, 4, {}).strip().replace(\"  \", \"\").replace(\"\\n\", \"\")\n",
+    "    == \"let node_4 = node_1.map(|(X, Y)| ((X, Y), 0)).join(&node_3.map(|(X, Y)| ((X, Y), 0))).map(|((X, Y), (_, _))| ((X, Y, Z)));\"\n",
+    ")\n",
+    "\n",
+    "# test no common columns\n",
+    "join_sub_graph.nodes[3][\"schema\"] = [\"W\", \"Z\"]\n",
+    "join_sub_graph.nodes[4][\"schema\"] = [\"X\", \"Y\", \"W\", \"Z\"]\n",
+    "assert (\n",
+    "    get_join_code(join_sub_graph, 4, {}).strip().replace(\"  \", \"\").replace(\"\\n\", \"\")\n",
+    "    == \"let node_4 = node_1.map(|(X, Y)| (0, (X, Y))).join(&node_3.map(|(W, Z)| (0, (W, Z)))).map(|(_, ((X, Y), (W, Z)))| ((X, Y, W, Z)));\"\n",
+    ")\n",
+    "\n",
+    "# test empty schema join (true or false)\n",
+    "join_sub_graph.nodes[3][\"schema\"] = []\n",
+    "join_sub_graph.nodes[4][\"schema\"] = [\"X\", \"Y\"]\n",
+    "get_join_code(join_sub_graph, 4, {}).strip().replace(\"  \", \"\").replace(\"\\n\", \"\")\n",
+    "assert (\n",
+    "    get_join_code(join_sub_graph, 4, {}).strip().replace(\"  \", \"\").replace(\"\\n\", \"\")\n",
+    "    == \"let node_4 = node_1.map(|(X, Y)| (0, (X, Y))).join(&node_3.map(|_| (0, 0))).map(|(_, ((X, Y), _))| ((X, Y)));\"\n",
+    ")"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -245,6 +292,8 @@
    "outputs": [],
    "source": [
     "# | export\n",
+    "\n",
+    "\n",
     "def get_union_code(\n",
     "    graph: nx.DiGraph,\n",
     "    node: str | int,\n",
@@ -266,6 +315,43 @@
     "    return f\"let{' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.concat(&{prev_node2_str});\""
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# test union code\n",
+    "union_graph = nx.DiGraph()\n",
+    "union_graph.add_nodes_from(\n",
+    "    [\n",
+    "        (2, {\"op\": \"project\", \"schema\": [\"X\", \"Y\"], \"rule_id\": {0}}),\n",
+    "        (5, {\"op\": \"project\", \"schema\": [\"X\", \"Y\"], \"rule_id\": {1}}),\n",
+    "        (\"A\", {\"op\": \"union\", \"schema\": [\"col_0\", \"col_1\"], \"rule_id\": {0, 1}}),\n",
+    "    ]\n",
+    ")\n",
+    "union_graph.add_edges_from([(2, \"A\"), (5, \"A\")])\n",
+    "assert (\n",
+    "    get_union_code(union_graph, \"A\", {}) == \"let mut node_A = node_2.concat(&node_5);\"\n",
+    ")\n",
+    "union_graph.nodes[5][\"schema\"] = [\"Y\", \"Z\"]\n",
+    "assert (\n",
+    "    get_union_code(union_graph, \"A\", {}) == \"let mut node_A = node_2.concat(&node_5);\"\n",
+    ")\n",
+    "\n",
+    "single_union_graph = nx.DiGraph()\n",
+    "single_union_graph.add_nodes_from(\n",
+    "    [\n",
+    "        (2, {\"op\": \"project\", \"schema\": [\"X\", \"Y\"], \"rule_id\": {0}}),\n",
+    "        (\"A\", {\"op\": \"union\", \"schema\": [\"X\", \"Y\"], \"rule_id\": {0}}),\n",
+    "    ]\n",
+    ")\n",
+    "single_union_graph.add_edges_from([(2, \"A\")])\n",
+    "assert (\n",
+    "    get_union_code(single_union_graph, \"A\", {}) == \"let  mut node_A = node_2.clone();\"\n",
+    ")"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -273,6 +359,8 @@
    "outputs": [],
    "source": [
     "# | export\n",
+    "\n",
+    "\n",
     "def get_project_code(\n",
     "    graph: nx.DiGraph,\n",
     "    node: str | int,\n",
@@ -280,6 +368,7 @@
     "    anchor: str | int | None = None,\n",
     "    in_iterate: bool = False,\n",
     ") -> str:\n",
+    "    \"\"\"Generation of rust code for the project operation using differetial dataflow operator - map\"\"\"\n",
     "    prev_nodes = list(graph.pred[node])\n",
     "    prev_node_str = get_node_str(prev_nodes[0], anchor=anchor, in_iterate=in_iterate)\n",
     "    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
@@ -300,6 +389,38 @@
     "    return f\"let {node_str} = {prev_node_str}.map(|{prev_schema}| {get_col_schema(col_names)});\""
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'let node_2 = node_1.map(|(X, _F1)| X);'"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Test project code\n",
+    "graph = nx.DiGraph()\n",
+    "graph.add_nodes_from(\n",
+    "    [\n",
+    "        (1, {\"op\": \"rename\", \"schema\": [\"X\", \"_F1\"]}),\n",
+    "        (2, {\"op\": \"project\", \"schema\": [\"X\"], \"rule_id\": {0}}),\n",
+    "    ]\n",
+    ")\n",
+    "graph.add_edges_from([(1, 2)])\n",
+    "assert (\n",
+    "    get_project_code(graph, 2, {\"nodes_schema_types_dict\": {2: [\"DATA_TYPE_INT\"]}})\n",
+    "    == \"let node_2 = node_1.map(|(X, _F1)| X);\"\n",
+    ")"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -307,6 +428,8 @@
    "outputs": [],
    "source": [
     "# | export\n",
+    "\n",
+    "\n",
     "def get_from_input_code(\n",
     "    graph: nx.DiGraph,\n",
     "    node: str | int,\n",
@@ -325,6 +448,8 @@
    "outputs": [],
    "source": [
     "# | export\n",
+    "\n",
+    "\n",
     "def get_rename_code(\n",
     "    graph: nx.DiGraph,\n",
     "    node: str | int,\n",
@@ -332,6 +457,7 @@
     "    anchor: str | int | None = None,\n",
     "    in_iterate: bool = False,\n",
     ") -> str:\n",
+    "    \"\"\"Generation of rust code for the rename operation using differetial dataflow operator\"\"\"\n",
     "    schema = get_col_schema(\n",
     "        update_repeatable_cols_in_schema(graph.nodes[node][\"schema\"])\n",
     "    )\n",
@@ -351,6 +477,8 @@
    "outputs": [],
    "source": [
     "# | export\n",
+    "\n",
+    "\n",
     "def get_select_code(\n",
     "    graph: nx.DiGraph,\n",
     "    node: str | int,\n",
@@ -395,6 +523,8 @@
    "outputs": [],
    "source": [
     "# | export\n",
+    "\n",
+    "\n",
     "def get_groupby_code(\n",
     "    graph: nx.DiGraph,\n",
     "    node: str | int,\n",
@@ -478,6 +608,8 @@
    "outputs": [],
    "source": [
     "# | export\n",
+    "\n",
+    "\n",
     "def get_ie_map_code(\n",
     "    graph: nx.DiGraph,\n",
     "    node: str | int,\n",
@@ -543,6 +675,8 @@
    "outputs": [],
    "source": [
     "# | export\n",
+    "\n",
+    "\n",
     "def validate_node(graph: nx.DiGraph, node: str | int) -> None:\n",
     "    \"\"\"Validates the node in the graph.\"\"\"\n",
     "    gr_node = graph.nodes[node]\n",
@@ -591,6 +725,8 @@
    "outputs": [],
    "source": [
     "# | export\n",
+    "\n",
+    "\n",
     "def prepare_node(\n",
     "    graph: nx.DiGraph,\n",
     "    node: str | int,\n",
@@ -681,6 +817,8 @@
    "outputs": [],
    "source": [
     "# | export\n",
+    "\n",
+    "\n",
     "def generate_node_code(\n",
     "    graph: nx.DiGraph,\n",
     "    node: str | int,\n",
@@ -722,6 +860,8 @@
    "outputs": [],
    "source": [
     "# | export\n",
+    "\n",
+    "\n",
     "def generate_graph_code(\n",
     "    graph: nx.DiGraph,\n",
     "    code_metadata: dict,  # type: ignore\n",
@@ -794,6 +934,8 @@
    "outputs": [],
    "source": [
     "# | export\n",
+    "\n",
+    "\n",
     "class RustDataflow:\n",
     "    def __init__(self, engine: Engine, config: Config):\n",
     "        self._engine = engine\n",
diff --git a/spannerflow/graph_utils.py b/spannerflow/graph_utils.py
index 3121007..35634b8 100644
--- a/spannerflow/graph_utils.py
+++ b/spannerflow/graph_utils.py
@@ -45,13 +45,17 @@ def change_node_key(graph: nx.DiGraph, old_key: str | int, new_key: str | int) -
 def get_cycles(graph: nx.DiGraph) -> dict[str | int, nx.DiGraph]:
     """Returns a dictionary of cycles in the graph, with the anchor node as the key"""
     cycles = nx.recursive_simple_cycles(graph)
-    cycle_dicts = dict()
-
+    cycles_nodes = dict()  # type: ignore
     for cycle in cycles:
         anchor = find_anchor_of_cycle(graph, cycle)
-        cycle_dicts[anchor] = graph.subgraph(cycle).copy()
+        if anchor in cycles_nodes:
+            cycles_nodes[anchor].update(cycle)
+        else:
+            cycles_nodes[anchor] = set(cycle)
 
-    return cycle_dicts
+    return {
+        anchor: graph.subgraph(cycle).copy() for anchor, cycle in cycles_nodes.items()
+    }
 
 
 def find_anchor_of_cycle(graph: nx.DiGraph, cycle: nx.DiGraph) -> str | int:
@@ -108,12 +112,9 @@ def traverse_cycle(cycle: nx.DiGraph, anchor: str | int) -> list[str | int]:
     (a direct edge must exist between adjucent nodes in the list)
     The anchor node must be the last node in the list.
     """
-    temp_node = anchor
-    cycle_order: list[int | str] = list()
-    while len(cycle_order) < len(cycle):
-        cycle_order += list(cycle.successors(temp_node))
-        temp_node = cycle_order[-1]
-    return cycle_order
+    cycle_copy = cycle.copy()
+    cycle_copy.remove_node(anchor)
+    return list(nx.topological_sort(cycle_copy)) + [anchor]
 
 
 def find_ingress_nodes(graph: nx.DiGraph, cycle) -> list[int | str]:
@@ -121,7 +122,7 @@ def find_ingress_nodes(graph: nx.DiGraph, cycle) -> list[int | str]:
     ingress_nodes = []
     for node in cycle:
         if type(node) is str and "iter" in node:
-            node = node.split("_")[1]
+            node = node.split("iter_")[1]
         for pred in graph.pred[node]:
             if pred not in cycle and "anchor" not in graph.nodes[pred]:
                 ingress_nodes.append(pred)
diff --git a/spannerflow/grpc_server.py b/spannerflow/grpc_server.py
index ba7b0b1..959b564 100644
--- a/spannerflow/grpc_server.py
+++ b/spannerflow/grpc_server.py
@@ -68,11 +68,21 @@ def RunIEFunction(
             res = func(*row)
 
             for r in res:
-                response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore
-                    row=(
-                        [str(cell) for cell in r]
-                        if len(func_out_schema) > 1
-                        else [str(r)]
+                if len(func_out_schema) > 1:
+                    response_row = [
+                        (
+                            str(cell)
+                            if func_out_schema[i] is not bool
+                            else str(cell).lower()
+                        )
+                        for i, cell in enumerate(r)
+                    ]
+                else:
+                    response_row = (
+                        [str(r)] if func_out_schema[0] is not bool else [str(r).lower()]
                     )
+
+                response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore
+                    row=(response_row)
                 )
                 yield response
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 0f24d9d..2794ff0 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -194,7 +194,7 @@ def get_join_code(
                         .join(&{join2_str}.map(|{join2_schema}| ({common_schema}, {join2_uncommon_schema})))
                         .map(|({common_schema if common_schema != "0" else "_"}, ({out_join1_uncommon_schema}, {out_join2_uncommon_schema}))| ({node_out_schema}));"""
 
-# %% ../nbs/50_rust_dataflow.ipynb 7
+# %% ../nbs/50_rust_dataflow.ipynb 8
 def get_union_code(
     graph: nx.DiGraph,
     node: str | int,
@@ -215,7 +215,7 @@ def get_union_code(
     prev_node2_str = get_node_str(preds[1], anchor=anchor, in_iterate=in_iterate)
     return f"let{' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.concat(&{prev_node2_str});"
 
-# %% ../nbs/50_rust_dataflow.ipynb 8
+# %% ../nbs/50_rust_dataflow.ipynb 10
 def get_project_code(
     graph: nx.DiGraph,
     node: str | int,
@@ -223,6 +223,7 @@ def get_project_code(
     anchor: str | int | None = None,
     in_iterate: bool = False,
 ) -> str:
+    """Generation of rust code for the project operation using differetial dataflow operator - map"""
     prev_nodes = list(graph.pred[node])
     prev_node_str = get_node_str(prev_nodes[0], anchor=anchor, in_iterate=in_iterate)
     node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)
@@ -242,7 +243,7 @@ def get_project_code(
 
     return f"let {node_str} = {prev_node_str}.map(|{prev_schema}| {get_col_schema(col_names)});"
 
-# %% ../nbs/50_rust_dataflow.ipynb 9
+# %% ../nbs/50_rust_dataflow.ipynb 12
 def get_from_input_code(
     graph: nx.DiGraph,
     node: str | int,
@@ -253,7 +254,7 @@ def get_from_input_code(
     node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)
     return f"let {node_str} = input_{node}.to_collection(scope);"
 
-# %% ../nbs/50_rust_dataflow.ipynb 10
+# %% ../nbs/50_rust_dataflow.ipynb 13
 def get_rename_code(
     graph: nx.DiGraph,
     node: str | int,
@@ -261,6 +262,7 @@ def get_rename_code(
     anchor: str | int | None = None,
     in_iterate: bool = False,
 ) -> str:
+    """Generation of rust code for the rename operation using differetial dataflow operator"""
     schema = get_col_schema(
         update_repeatable_cols_in_schema(graph.nodes[node]["schema"])
     )
@@ -272,7 +274,7 @@ def get_rename_code(
 
     return f"let {node_str} = {prev_node_str}.map(|{schema}| {schema});"
 
-# %% ../nbs/50_rust_dataflow.ipynb 11
+# %% ../nbs/50_rust_dataflow.ipynb 14
 def get_select_code(
     graph: nx.DiGraph,
     node: str | int,
@@ -309,7 +311,7 @@ def get_select_code(
         raise ValueError(f"Unsupported theta join: {theta}. {dir(theta)}")
     return f"let {node_str} = {prev_node_str}.filter(|{get_col_schema([f"col_{i}" for i in range(len(gr_node['schema']))])}| {' && '.join(predicates)});"
 
-# %% ../nbs/50_rust_dataflow.ipynb 12
+# %% ../nbs/50_rust_dataflow.ipynb 15
 def get_groupby_code(
     graph: nx.DiGraph,
     node: str | int,
@@ -385,7 +387,7 @@ def get_groupby_code(
     )
     return code
 
-# %% ../nbs/50_rust_dataflow.ipynb 13
+# %% ../nbs/50_rust_dataflow.ipynb 16
 def get_ie_map_code(
     graph: nx.DiGraph,
     node: str | int,
@@ -443,7 +445,7 @@ def get_ie_map_code(
             )
     return code
 
-# %% ../nbs/50_rust_dataflow.ipynb 14
+# %% ../nbs/50_rust_dataflow.ipynb 17
 def validate_node(graph: nx.DiGraph, node: str | int) -> None:
     """Validates the node in the graph."""
     gr_node = graph.nodes[node]
@@ -484,7 +486,7 @@ def validate_node(graph: nx.DiGraph, node: str | int) -> None:
         case _:
             raise ValueError(f"Unsupported operation: {gr_node['op']}")
 
-# %% ../nbs/50_rust_dataflow.ipynb 15
+# %% ../nbs/50_rust_dataflow.ipynb 18
 def prepare_node(
     graph: nx.DiGraph,
     node: str | int,
@@ -567,7 +569,7 @@ def prepare_node(
         case _:
             raise ValueError(f"Unsupported operation: {gr_node['op']}")
 
-# %% ../nbs/50_rust_dataflow.ipynb 16
+# %% ../nbs/50_rust_dataflow.ipynb 19
 def generate_node_code(
     graph: nx.DiGraph,
     node: str | int,
@@ -601,7 +603,7 @@ def generate_node_code(
         in_iterate=in_iterate,
     )
 
-# %% ../nbs/50_rust_dataflow.ipynb 17
+# %% ../nbs/50_rust_dataflow.ipynb 20
 def generate_graph_code(
     graph: nx.DiGraph,
     code_metadata: dict,  # type: ignore
@@ -659,7 +661,7 @@ def generate_graph_code(
             )
     return flow_code
 
-# %% ../nbs/50_rust_dataflow.ipynb 19
+# %% ../nbs/50_rust_dataflow.ipynb 22
 class RustDataflow:
     def __init__(self, engine: Engine, config: Config):
         self._engine = engine

From 442675caa378681ec35ea2bbd0b42da596a56bfc Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Fri, 8 Nov 2024 17:14:22 +0200
Subject: [PATCH 195/277] WIP: remote agg

---
 nbs/40_grpc_server.ipynb                      |  3 +++
 nbs/50_rust_dataflow.ipynb                    | 15 +++++++++------
 spannerflow/grpc_server.py                    |  3 +++
 spannerflow/rust_dataflow.py                  | 15 +++++++++------
 spannerflow/templates/remote_aggregate.jinja2 |  8 ++++----
 5 files changed, 28 insertions(+), 16 deletions(-)

diff --git a/nbs/40_grpc_server.ipynb b/nbs/40_grpc_server.ipynb
index 00710b2..8a9c04c 100644
--- a/nbs/40_grpc_server.ipynb
+++ b/nbs/40_grpc_server.ipynb
@@ -69,6 +69,7 @@
     "        func = None\n",
     "        rows = []\n",
     "        for request in request_iterator:\n",
+    "            print(request)\n",
     "            if request.HasField(\"function_name\"):\n",
     "                if function_name is not None:\n",
     "                    context.set_details(\"Function name already provided.\")\n",
@@ -77,6 +78,8 @@
     "                # Extract the function_name from the first request\n",
     "                function_name = request.function_name\n",
     "                func_tuple = self._agg_functions.get(function_name)\n",
+    "                print(self._agg_functions)\n",
+    "                print(func_tuple)\n",
     "\n",
     "                if func_tuple is None:\n",
     "                    context.set_details(f\"Agg Function '{function_name}' not found.\")\n",
diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index cc92ed5..151e83c 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -453,15 +453,15 @@
     "                agg_code.append(f\"{agg_var}.1 += *cnt as i32;\")\n",
     "            case _:\n",
     "                # TODO: Fix python agg function\n",
-    "                ie_map_template = code_metadata[\"template_env\"].get_template(\n",
-    "                    \"remote_aggregate.jinja2\"\n",
-    "                )\n",
     "                print(gr_node)\n",
-    "                code = ie_map_template.render(\n",
+    "                remote_aggregation_template = code_metadata[\n",
+    "                    \"template_env\"\n",
+    "                ].get_template(\"remote_aggregate.jinja2\")\n",
+    "                code = remote_aggregation_template.render(\n",
     "                    output_node=node_str,\n",
     "                    prev_node=prev_node_str,\n",
     "                    grpc_address=code_metadata[\"grpc_address\"],\n",
-    "                    function_name=agg_func[\"agg_func\"],\n",
+    "                    function_name=agg_func[\"agg_func\"].__name__,\n",
     "                    in_schema=get_col_schema(\n",
     "                        gr_node[\"schema\"][: len(gr_node[\"schema\"])]\n",
     "                    ),\n",
@@ -660,8 +660,11 @@
     "                    agg == \"count\"\n",
     "                ):  # what about min / max should it match int if the field is int?\n",
     "                    schema_types.append(\"DATA_TYPE_INT\")\n",
-    "                else:\n",
+    "                elif agg in (\"sum\", \"avg\", \"min\", \"max\"):\n",
     "                    schema_types.append(\"DATA_TYPE_FLOAT\")\n",
+    "                else:  # custom aggregation function\n",
+    "                    # TODO: Fix python agg function\n",
+    "                    schema_types.append(\"DATA_TYPE_STRING\")\n",
     "            nodes_schema_types_dict[node] = schema_types\n",
     "        case \"get_const\":\n",
     "            nodes_schema_types_dict[node] = [\n",
diff --git a/spannerflow/grpc_server.py b/spannerflow/grpc_server.py
index a67ff3c..8bf7a0c 100644
--- a/spannerflow/grpc_server.py
+++ b/spannerflow/grpc_server.py
@@ -36,6 +36,7 @@ def RunAggFunction(
         func = None
         rows = []
         for request in request_iterator:
+            print(request)
             if request.HasField("function_name"):
                 if function_name is not None:
                     context.set_details("Function name already provided.")
@@ -44,6 +45,8 @@ def RunAggFunction(
                 # Extract the function_name from the first request
                 function_name = request.function_name
                 func_tuple = self._agg_functions.get(function_name)
+                print(self._agg_functions)
+                print(func_tuple)
 
                 if func_tuple is None:
                     context.set_details(f"Agg Function '{function_name}' not found.")
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index d5dc78d..0428fd2 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -368,15 +368,15 @@ def get_groupby_code(
                 agg_code.append(f"{agg_var}.1 += *cnt as i32;")
             case _:
                 # TODO: Fix python agg function
-                ie_map_template = code_metadata["template_env"].get_template(
-                    "remote_aggregate.jinja2"
-                )
                 print(gr_node)
-                code = ie_map_template.render(
+                remote_aggregation_template = code_metadata[
+                    "template_env"
+                ].get_template("remote_aggregate.jinja2")
+                code = remote_aggregation_template.render(
                     output_node=node_str,
                     prev_node=prev_node_str,
                     grpc_address=code_metadata["grpc_address"],
-                    function_name=agg_func["agg_func"],
+                    function_name=agg_func["agg_func"].__name__,
                     in_schema=get_col_schema(
                         gr_node["schema"][: len(gr_node["schema"])]
                     ),
@@ -554,8 +554,11 @@ def prepare_node(
                     agg == "count"
                 ):  # what about min / max should it match int if the field is int?
                     schema_types.append("DATA_TYPE_INT")
-                else:
+                elif agg in ("sum", "avg", "min", "max"):
                     schema_types.append("DATA_TYPE_FLOAT")
+                else:  # custom aggregation function
+                    # TODO: Fix python agg function
+                    schema_types.append("DATA_TYPE_STRING")
             nodes_schema_types_dict[node] = schema_types
         case "get_const":
             nodes_schema_types_dict[node] = [
diff --git a/spannerflow/templates/remote_aggregate.jinja2 b/spannerflow/templates/remote_aggregate.jinja2
index 21d8c81..1e2daa9 100644
--- a/spannerflow/templates/remote_aggregate.jinja2
+++ b/spannerflow/templates/remote_aggregate.jinja2
@@ -1,14 +1,14 @@
 let {{ output_node }} = {{ prev_node}}
                             .map(|{{ in_schema }}| ({{ in_schema }}, 0))
                             .reduce(|key, input, output| {
-                                let mut ie_input = vec![];
+                                let mut agg_input = vec![];
                                 for (val, cnt) in input.iter() {
-                                    ie_input.push(tuple_to_vec_string!( 
+                                    agg_input.push(tuple_to_vec_string!( 
                                     {% if in_schema_len > 1 %}{% for index in range(in_schema_len) %}key.{{ index }}{% if not loop.last %}, {% endif %}{% endfor %}
                                     {% else %}key{% endif %}
                                     ));
                                 }
-                                match run_agg_function("{{ grpc_address }}".to_string(), "{{ function_name }}".to_string(), ie_input) {
+                                match run_agg_function("{{ grpc_address }}".to_string(), "{{ function_name }}".to_string(), agg_input) {
                                     Ok(results) => {
                                         for i in results {
                                             output.push((i, 1));
@@ -19,4 +19,4 @@ let {{ output_node }} = {{ prev_node}}
                                     }
                                 }                            
                             })
-                            .map(|(key, val)| ({% if in_schema_len > 1 %}{% for index in range(in_schema_len) %}key.{{ index }}, {% endfor %}{% else %}key, {% endif %} {% for index in range(out_schema_len) %}val[{{ index }}].clone().parse::<{{DATAFLOW_TO_RUST_TYPES[out_schema_types[index+in_schema_len]]}}>().unwrap(){% if not loop.last %}, {% endif%}{% endfor %} ));
\ No newline at end of file
+                            .map(|(key, val)| ({% for index in range(out_schema_len) %}val[{{ index }}].clone().parse::<{{DATAFLOW_TO_RUST_TYPES[out_schema_types[index]]}}>().unwrap(){% if not loop.last %}, {% endif%}{% endfor %} ));
\ No newline at end of file

From d42028ed50422b776ccf8a0cc9137ed757509937 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Fri, 8 Nov 2024 17:20:19 +0200
Subject: [PATCH 196/277] WIP: remote agg

---
 nbs/40_grpc_server.ipynb   | 21 ++++++++++++++++-----
 spannerflow/grpc_server.py | 21 ++++++++++++++++-----
 2 files changed, 32 insertions(+), 10 deletions(-)

diff --git a/nbs/40_grpc_server.ipynb b/nbs/40_grpc_server.ipynb
index 9df459f..656b0fe 100644
--- a/nbs/40_grpc_server.ipynb
+++ b/nbs/40_grpc_server.ipynb
@@ -108,13 +108,24 @@
     "            res = func(*row)\n",
     "\n",
     "            for r in res:\n",
-    "                response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore\n",
-    "                    row=(\n",
-    "                        [str(cell) for cell in r]\n",
-    "                        if len(func_out_schema) > 1\n",
-    "                        else [str(r)]\n",
+    "                if len(func_out_schema) > 1:\n",
+    "                    response_row = [\n",
+    "                        (\n",
+    "                            str(cell)\n",
+    "                            if func_out_schema[i] is not bool\n",
+    "                            else str(cell).lower()\n",
+    "                        )\n",
+    "                        for i, cell in enumerate(r)\n",
+    "                    ]\n",
+    "                else:\n",
+    "                    response_row = (\n",
+    "                        [str(r)] if func_out_schema[0] is not bool else [str(r).lower()]\n",
     "                    )\n",
+    "\n",
+    "                response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore\n",
+    "                    row=(response_row)\n",
     "                )\n",
+    "\n",
     "                yield response\n",
     "\n",
     "    def RunIEFunction(\n",
diff --git a/spannerflow/grpc_server.py b/spannerflow/grpc_server.py
index 5e6b4fb..aebcbe6 100644
--- a/spannerflow/grpc_server.py
+++ b/spannerflow/grpc_server.py
@@ -75,13 +75,24 @@ def RunAggFunction(
             res = func(*row)
 
             for r in res:
-                response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore
-                    row=(
-                        [str(cell) for cell in r]
-                        if len(func_out_schema) > 1
-                        else [str(r)]
+                if len(func_out_schema) > 1:
+                    response_row = [
+                        (
+                            str(cell)
+                            if func_out_schema[i] is not bool
+                            else str(cell).lower()
+                        )
+                        for i, cell in enumerate(r)
+                    ]
+                else:
+                    response_row = (
+                        [str(r)] if func_out_schema[0] is not bool else [str(r).lower()]
                     )
+
+                response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore
+                    row=(response_row)
                 )
+
                 yield response
 
     def RunIEFunction(

From 9602b7a22c30f1d2642a07a16e167a7f5e699751 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Fri, 8 Nov 2024 17:56:28 +0200
Subject: [PATCH 197/277] WIP: remote agg

---
 nbs/40_grpc_server.ipynb                      | 41 +++++++------------
 nbs/50_rust_dataflow.ipynb                    |  1 +
 spannerflow/grpc_server.py                    | 41 +++++++------------
 spannerflow/rust_dataflow.py                  |  1 +
 spannerflow/templates/remote_aggregate.jinja2 |  6 +--
 5 files changed, 35 insertions(+), 55 deletions(-)

diff --git a/nbs/40_grpc_server.ipynb b/nbs/40_grpc_server.ipynb
index 656b0fe..93f929b 100644
--- a/nbs/40_grpc_server.ipynb
+++ b/nbs/40_grpc_server.ipynb
@@ -69,7 +69,6 @@
     "        func = None\n",
     "        rows = []\n",
     "        for request in request_iterator:\n",
-    "            print(request)\n",
     "            if request.HasField(\"function_name\"):\n",
     "                if function_name is not None:\n",
     "                    context.set_details(\"Function name already provided.\")\n",
@@ -78,7 +77,6 @@
     "                # Extract the function_name from the first request\n",
     "                function_name = request.function_name\n",
     "                func_tuple = self._agg_functions.get(function_name)\n",
-    "                print(self._agg_functions)\n",
     "                print(func_tuple)\n",
     "\n",
     "                if func_tuple is None:\n",
@@ -95,38 +93,29 @@
     "                    context.set_code(grpc.StatusCode.INVALID_ARGUMENT)\n",
     "                    return  # Function name must come first\n",
     "                str_arguments = [str(cell) for cell in request.row.row]\n",
-    "                rows.append(\n",
-    "                    [func_in_scehma[i](cell) for i, cell in enumerate(str_arguments)]\n",
-    "                )\n",
+    "                val = [func_in_scehma[i](cell) for i, cell in enumerate(str_arguments)]\n",
+    "                rows.append(val[0] if len(val) == 1 else val)\n",
     "\n",
     "        if function_name is None or func is None:\n",
     "            context.set_details(\"No function name provided.\")\n",
     "            context.set_code(grpc.StatusCode.INVALID_ARGUMENT)\n",
     "            return\n",
     "\n",
-    "        for row in rows:\n",
-    "            res = func(*row)\n",
+    "        print(rows)\n",
+    "        res = func(rows)\n",
+    "        print(res)\n",
     "\n",
-    "            for r in res:\n",
-    "                if len(func_out_schema) > 1:\n",
-    "                    response_row = [\n",
-    "                        (\n",
-    "                            str(cell)\n",
-    "                            if func_out_schema[i] is not bool\n",
-    "                            else str(cell).lower()\n",
-    "                        )\n",
-    "                        for i, cell in enumerate(r)\n",
-    "                    ]\n",
-    "                else:\n",
-    "                    response_row = (\n",
-    "                        [str(r)] if func_out_schema[0] is not bool else [str(r).lower()]\n",
-    "                    )\n",
+    "        if len(func_out_schema) > 1:\n",
+    "            response_row = [\n",
+    "                (str(cell) if func_out_schema[i] is not bool else str(cell).lower())\n",
+    "                for i, cell in enumerate(res)\n",
+    "            ]\n",
+    "        else:\n",
+    "            response_row = [str(res) if res is not bool else str(res).lower()]\n",
     "\n",
-    "                response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore\n",
-    "                    row=(response_row)\n",
-    "                )\n",
+    "        response = dataflow_pb2.RunIEFunctionResponse(row=response_row)  # type: ignore\n",
     "\n",
-    "                yield response\n",
+    "        yield response\n",
     "\n",
     "    def RunIEFunction(\n",
     "        self,\n",
@@ -188,7 +177,7 @@
     "                    )\n",
     "\n",
     "                response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore\n",
-    "                    row=(response_row)\n",
+    "                    row=response_row\n",
     "                )\n",
     "                yield response"
    ]
diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index 842a2ff..bc58648 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -584,6 +584,7 @@
     "            case _:\n",
     "                # TODO: Fix python agg function\n",
     "                print(gr_node)\n",
+    "                print(groupby_cols)\n",
     "                remote_aggregation_template = code_metadata[\n",
     "                    \"template_env\"\n",
     "                ].get_template(\"remote_aggregate.jinja2\")\n",
diff --git a/spannerflow/grpc_server.py b/spannerflow/grpc_server.py
index aebcbe6..2190dc5 100644
--- a/spannerflow/grpc_server.py
+++ b/spannerflow/grpc_server.py
@@ -36,7 +36,6 @@ def RunAggFunction(
         func = None
         rows = []
         for request in request_iterator:
-            print(request)
             if request.HasField("function_name"):
                 if function_name is not None:
                     context.set_details("Function name already provided.")
@@ -45,7 +44,6 @@ def RunAggFunction(
                 # Extract the function_name from the first request
                 function_name = request.function_name
                 func_tuple = self._agg_functions.get(function_name)
-                print(self._agg_functions)
                 print(func_tuple)
 
                 if func_tuple is None:
@@ -62,38 +60,29 @@ def RunAggFunction(
                     context.set_code(grpc.StatusCode.INVALID_ARGUMENT)
                     return  # Function name must come first
                 str_arguments = [str(cell) for cell in request.row.row]
-                rows.append(
-                    [func_in_scehma[i](cell) for i, cell in enumerate(str_arguments)]
-                )
+                val = [func_in_scehma[i](cell) for i, cell in enumerate(str_arguments)]
+                rows.append(val[0] if len(val) == 1 else val)
 
         if function_name is None or func is None:
             context.set_details("No function name provided.")
             context.set_code(grpc.StatusCode.INVALID_ARGUMENT)
             return
 
-        for row in rows:
-            res = func(*row)
+        print(rows)
+        res = func(rows)
+        print(res)
 
-            for r in res:
-                if len(func_out_schema) > 1:
-                    response_row = [
-                        (
-                            str(cell)
-                            if func_out_schema[i] is not bool
-                            else str(cell).lower()
-                        )
-                        for i, cell in enumerate(r)
-                    ]
-                else:
-                    response_row = (
-                        [str(r)] if func_out_schema[0] is not bool else [str(r).lower()]
-                    )
+        if len(func_out_schema) > 1:
+            response_row = [
+                (str(cell) if func_out_schema[i] is not bool else str(cell).lower())
+                for i, cell in enumerate(res)
+            ]
+        else:
+            response_row = [str(res) if res is not bool else str(res).lower()]
 
-                response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore
-                    row=(response_row)
-                )
+        response = dataflow_pb2.RunIEFunctionResponse(row=response_row)  # type: ignore
 
-                yield response
+        yield response
 
     def RunIEFunction(
         self,
@@ -155,6 +144,6 @@ def RunIEFunction(
                     )
 
                 response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore
-                    row=(response_row)
+                    row=response_row
                 )
                 yield response
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 2f1edb4..3db1f0c 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -371,6 +371,7 @@ def get_groupby_code(
             case _:
                 # TODO: Fix python agg function
                 print(gr_node)
+                print(groupby_cols)
                 remote_aggregation_template = code_metadata[
                     "template_env"
                 ].get_template("remote_aggregate.jinja2")
diff --git a/spannerflow/templates/remote_aggregate.jinja2 b/spannerflow/templates/remote_aggregate.jinja2
index 1e2daa9..65cf35d 100644
--- a/spannerflow/templates/remote_aggregate.jinja2
+++ b/spannerflow/templates/remote_aggregate.jinja2
@@ -1,11 +1,11 @@
 let {{ output_node }} = {{ prev_node}}
-                            .map(|{{ in_schema }}| ({{ in_schema }}, 0))
+                            .map(|{{ in_schema }}| (0, {{ in_schema }}))
                             .reduce(|key, input, output| {
                                 let mut agg_input = vec![];
                                 for (val, cnt) in input.iter() {
                                     agg_input.push(tuple_to_vec_string!( 
-                                    {% if in_schema_len > 1 %}{% for index in range(in_schema_len) %}key.{{ index }}{% if not loop.last %}, {% endif %}{% endfor %}
-                                    {% else %}key{% endif %}
+                                    {% if in_schema_len > 1 %}{% for index in range(in_schema_len) %}val.{{ index }}{% if not loop.last %}, {% endif %}{% endfor %}
+                                    {% else %}val{% endif %}
                                     ));
                                 }
                                 match run_agg_function("{{ grpc_address }}".to_string(), "{{ function_name }}".to_string(), agg_input) {

From 8bd54d18f6062891d449647f5701e38c2d2a242b Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Fri, 8 Nov 2024 18:06:43 +0200
Subject: [PATCH 198/277] WIP: remote agg

---
 nbs/50_rust_dataflow.ipynb   | 4 ++--
 spannerflow/rust_dataflow.py | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index bc58648..a4c2d0a 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -567,7 +567,7 @@
     "        match agg_func[\"agg_func\"]:\n",
     "            case \"sum\":\n",
     "                declares.append(f\"let mut {agg_var}: i32 = 0;\")\n",
-    "                agg_code.append(f\"{agg_var} += *{val} * (*cnt as i32);\")\n",
+    "                agg_code.append(f\"{agg_var} += {val} * (*cnt as i32);\")\n",
     "            case \"count\":\n",
     "                declares.append(f\"let mut {agg_var}: i32 = 0;\")\n",
     "                agg_code.append(f\"{agg_var} += *cnt as i32;\")\n",
@@ -579,7 +579,7 @@
     "                agg_code.append(f\"{agg_var} = std::cmp::min({agg_var}, {val});\")\n",
     "            case \"avg\":\n",
     "                declares.append(f\"let mut {agg_var}: (i32, i32) = (0, 0);\")\n",
-    "                agg_code.append(f\"{agg_var}.0 += *{val} * (*cnt as i32);\")\n",
+    "                agg_code.append(f\"{agg_var}.0 += {val} * (*cnt as i32);\")\n",
     "                agg_code.append(f\"{agg_var}.1 += *cnt as i32;\")\n",
     "            case _:\n",
     "                # TODO: Fix python agg function\n",
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 3db1f0c..b7dbf8c 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -354,7 +354,7 @@ def get_groupby_code(
         match agg_func["agg_func"]:
             case "sum":
                 declares.append(f"let mut {agg_var}: i32 = 0;")
-                agg_code.append(f"{agg_var} += *{val} * (*cnt as i32);")
+                agg_code.append(f"{agg_var} += {val} * (*cnt as i32);")
             case "count":
                 declares.append(f"let mut {agg_var}: i32 = 0;")
                 agg_code.append(f"{agg_var} += *cnt as i32;")
@@ -366,7 +366,7 @@ def get_groupby_code(
                 agg_code.append(f"{agg_var} = std::cmp::min({agg_var}, {val});")
             case "avg":
                 declares.append(f"let mut {agg_var}: (i32, i32) = (0, 0);")
-                agg_code.append(f"{agg_var}.0 += *{val} * (*cnt as i32);")
+                agg_code.append(f"{agg_var}.0 += {val} * (*cnt as i32);")
                 agg_code.append(f"{agg_var}.1 += *cnt as i32;")
             case _:
                 # TODO: Fix python agg function

From 16388eec4db5865879901fcf26b57498e98864cc Mon Sep 17 00:00:00 2001
From: Ido Tarazi <ido@Admins-MacBook-Pro-7234.local>
Date: Sat, 9 Nov 2024 22:24:54 +0200
Subject: [PATCH 199/277] fix agg bug

---
 nbs/50_rust_dataflow.ipynb   | 36 +++++++++++++++++++-----------------
 spannerflow/rust_dataflow.py | 10 +++++++---
 2 files changed, 26 insertions(+), 20 deletions(-)

diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index a4c2d0a..b63b4e7 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -262,9 +262,10 @@
     "\n",
     "# test only common columns\n",
     "join_sub_graph.nodes[3][\"schema\"] = [\"X\", \"Y\"]\n",
+    "print(get_join_code(join_sub_graph, 4, {}).strip().replace(\"  \", \"\").replace(\"\\n\", \"\"))\n",
     "assert (\n",
     "    get_join_code(join_sub_graph, 4, {}).strip().replace(\"  \", \"\").replace(\"\\n\", \"\")\n",
-    "    == \"let node_4 = node_1.map(|(X, Y)| ((X, Y), 0)).join(&node_3.map(|(X, Y)| ((X, Y), 0))).map(|((X, Y), (_, _))| ((X, Y, Z)));\"\n",
+    "    == \"let node_4 = node_1.map(|(X, Y)| ((Y, X), 0)).join(&node_3.map(|(X, Y)| ((Y, X), 0))).map(|((Y, X), (_, _))| ((X, Y, Z)));\"\n",
     ")\n",
     "\n",
     "# test no common columns\n",
@@ -393,18 +394,7 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'let node_2 = node_1.map(|(X, _F1)| X);'"
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Test project code\n",
     "graph = nx.DiGraph()\n",
@@ -563,7 +553,7 @@
     "        agg_index = agg_func[\"index\"]\n",
     "        agg_var = f\"{agg_func['agg_func']}_{col_name}\"\n",
     "        output.append(agg_var)\n",
-    "        val = \"val\" if not multi_agg else f\"val.{agg_index}\"\n",
+    "        val = \"*val\" if not multi_agg else f\"val.{agg_index}\"\n",
     "        match agg_func[\"agg_func\"]:\n",
     "            case \"sum\":\n",
     "                declares.append(f\"let mut {agg_var}: i32 = 0;\")\n",
@@ -573,10 +563,10 @@
     "                agg_code.append(f\"{agg_var} += *cnt as i32;\")\n",
     "            case \"max\":\n",
     "                declares.append(f\"let mut {agg_var}: i32 = i32::MIN;\")\n",
-    "                agg_code.append(f\"{agg_var} = std::cmp::max({agg_var}, {val});\")\n",
+    "                agg_code.append(f\"{agg_var} = std::cmp::max({agg_var}, {\"*\" if not multi_agg else \"\"}{val});\")\n",
     "            case \"min\":\n",
     "                declares.append(f\"let mut {agg_var}: i32 = i32::MAX;\")\n",
-    "                agg_code.append(f\"{agg_var} = std::cmp::min({agg_var}, {val});\")\n",
+    "                agg_code.append(f\"{agg_var} = std::cmp::min({agg_var}, {\"*\" if not multi_agg else \"\"}{val});\")\n",
     "            case \"avg\":\n",
     "                declares.append(f\"let mut {agg_var}: (i32, i32) = (0, 0);\")\n",
     "                agg_code.append(f\"{agg_var}.0 += {val} * (*cnt as i32);\")\n",
@@ -1074,9 +1064,21 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "python3",
+   "display_name": ".env",
    "language": "python",
    "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.7"
   }
  },
  "nbformat": 4,
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index b7dbf8c..6fad2db 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -350,7 +350,7 @@ def get_groupby_code(
         agg_index = agg_func["index"]
         agg_var = f"{agg_func['agg_func']}_{col_name}"
         output.append(agg_var)
-        val = "val" if not multi_agg else f"val.{agg_index}"
+        val = "*val" if not multi_agg else f"val.{agg_index}"
         match agg_func["agg_func"]:
             case "sum":
                 declares.append(f"let mut {agg_var}: i32 = 0;")
@@ -360,10 +360,14 @@ def get_groupby_code(
                 agg_code.append(f"{agg_var} += *cnt as i32;")
             case "max":
                 declares.append(f"let mut {agg_var}: i32 = i32::MIN;")
-                agg_code.append(f"{agg_var} = std::cmp::max({agg_var}, {val});")
+                agg_code.append(
+                    f"{agg_var} = std::cmp::max({agg_var}, {"*" if not multi_agg else ""}{val});"
+                )
             case "min":
                 declares.append(f"let mut {agg_var}: i32 = i32::MAX;")
-                agg_code.append(f"{agg_var} = std::cmp::min({agg_var}, {val});")
+                agg_code.append(
+                    f"{agg_var} = std::cmp::min({agg_var}, {"*" if not multi_agg else ""}{val});"
+                )
             case "avg":
                 declares.append(f"let mut {agg_var}: (i32, i32) = (0, 0);")
                 agg_code.append(f"{agg_var}.0 += {val} * (*cnt as i32);")

From e4704aad916dd1baf80cc08999b511aba1a1e84a Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sun, 10 Nov 2024 13:22:35 +0200
Subject: [PATCH 200/277] bugfix: csv load no header

---
 nbs/50_rust_dataflow.ipynb          | 22 +++++++---------------
 spannerflow/rust_server/src/main.rs |  8 ++++++++
 2 files changed, 15 insertions(+), 15 deletions(-)

diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index b63b4e7..8216889 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -563,10 +563,14 @@
     "                agg_code.append(f\"{agg_var} += *cnt as i32;\")\n",
     "            case \"max\":\n",
     "                declares.append(f\"let mut {agg_var}: i32 = i32::MIN;\")\n",
-    "                agg_code.append(f\"{agg_var} = std::cmp::max({agg_var}, {\"*\" if not multi_agg else \"\"}{val});\")\n",
+    "                agg_code.append(\n",
+    "                    f\"{agg_var} = std::cmp::max({agg_var}, {\"*\" if not multi_agg else \"\"}{val});\"\n",
+    "                )\n",
     "            case \"min\":\n",
     "                declares.append(f\"let mut {agg_var}: i32 = i32::MAX;\")\n",
-    "                agg_code.append(f\"{agg_var} = std::cmp::min({agg_var}, {\"*\" if not multi_agg else \"\"}{val});\")\n",
+    "                agg_code.append(\n",
+    "                    f\"{agg_var} = std::cmp::min({agg_var}, {\"*\" if not multi_agg else \"\"}{val});\"\n",
+    "                )\n",
     "            case \"avg\":\n",
     "                declares.append(f\"let mut {agg_var}: (i32, i32) = (0, 0);\")\n",
     "                agg_code.append(f\"{agg_var}.0 += {val} * (*cnt as i32);\")\n",
@@ -1064,21 +1068,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": ".env",
+   "display_name": "python3",
    "language": "python",
    "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.12.7"
   }
  },
  "nbformat": 4,
diff --git a/spannerflow/rust_server/src/main.rs b/spannerflow/rust_server/src/main.rs
index 4cdfe65..868a934 100644
--- a/spannerflow/rust_server/src/main.rs
+++ b/spannerflow/rust_server/src/main.rs
@@ -255,6 +255,14 @@ impl DataflowService for MyDataflowService {
         }
 
         let collection = collections.get_mut(&req.collection_name).unwrap();
+        if !req.has_header {
+            let record = rdr.headers().map_err(|e| {
+                eprintln!("Failed to read header from CSV: {:?}", e);
+                Status::internal("Failed to read header from CSV")
+            })?;
+            let row: Vec<String> = record.iter().map(|s| s.to_string()).collect();
+            collection.push(row);
+        }
         for result in rdr.records() {
             let record = result.map_err(|e| {
                 eprintln!("Failed to read record from CSV: {:?}", e);

From 5d84a7e5d0d4a70118b250a35b1c7c090af76c12 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sun, 10 Nov 2024 13:32:01 +0200
Subject: [PATCH 201/277] bugfix: multiple queries

---
 nbs/50_rust_dataflow.ipynb   | 12 +++++++++---
 spannerflow/rust_dataflow.py | 12 +++++++++---
 2 files changed, 18 insertions(+), 6 deletions(-)

diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index 8216889..5f3daf8 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -26,6 +26,7 @@
    "source": [
     "# | export\n",
     "import os\n",
+    "import shutil\n",
     "import subprocess\n",
     "from datetime import datetime\n",
     "from pathlib import Path\n",
@@ -1026,10 +1027,15 @@
     "            lib_filename = f\"{crate_name}{extension}\"\n",
     "        else:\n",
     "            raise RuntimeError(\"Unsupported OS\")\n",
+    "        lib_path = self._config.RUST_SERVER_LIB_DIR_PATH.joinpath(\n",
+    "            \"target\", \"release\", lib_filename\n",
+    "        )\n",
+    "        new_lib_path = self._config.GENERATED_RUST_PROJECT_PATH.joinpath(\n",
+    "            f\"{timestamp}{extension}\"\n",
+    "        )\n",
+    "        shutil.copy(lib_path, new_lib_path)\n",
     "        return (\n",
-    "            self._config.RUST_SERVER_LIB_DIR_PATH.joinpath(\n",
-    "                \"target\", \"release\", lib_filename\n",
-    "            ),\n",
+    "            new_lib_path,\n",
     "            f\"query_{self._query_id}\",\n",
     "        )\n",
     "\n",
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 6fad2db..69b03ae 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -11,6 +11,7 @@
 
 # %% ../nbs/50_rust_dataflow.ipynb 2
 import os
+import shutil
 import subprocess
 from datetime import datetime
 from pathlib import Path
@@ -762,10 +763,15 @@ def build_so(self, graph: nx.DiGraph) -> tuple[Path, str]:
             lib_filename = f"{crate_name}{extension}"
         else:
             raise RuntimeError("Unsupported OS")
+        lib_path = self._config.RUST_SERVER_LIB_DIR_PATH.joinpath(
+            "target", "release", lib_filename
+        )
+        new_lib_path = self._config.GENERATED_RUST_PROJECT_PATH.joinpath(
+            f"{timestamp}{extension}"
+        )
+        shutil.copy(lib_path, new_lib_path)
         return (
-            self._config.RUST_SERVER_LIB_DIR_PATH.joinpath(
-                "target", "release", lib_filename
-            ),
+            new_lib_path,
             f"query_{self._query_id}",
         )
 

From cc72eaed5eb356de5ecccd331f57eeb89cb567d2 Mon Sep 17 00:00:00 2001
From: Ido Tarazi <ido@Admins-MacBook-Pro-7234.local>
Date: Sun, 10 Nov 2024 16:05:37 +0200
Subject: [PATCH 202/277] Fixes #23

---
 nbs/50_rust_dataflow.ipynb                    | 12 ++++++++----
 spannerflow/rust_dataflow.py                  | 12 ++++++++----
 spannerflow/templates/rust_dataflow.rs.jinja2 |  2 +-
 3 files changed, 17 insertions(+), 9 deletions(-)

diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index 5f3daf8..91cdc2f 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -304,17 +304,19 @@
     "    in_iterate: bool = False,\n",
     ") -> str:\n",
     "    \"\"\"Returns a string of rust code for unioning two collections.\"\"\"\n",
+    "    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
     "    preds = [\n",
     "        pred\n",
     "        for pred in graph.pred[node]\n",
     "        if \"reduced\" not in graph.get_edge_data(pred, node)\n",
     "    ]\n",
+    "    if not preds:\n",
+    "        return f\"let{' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = scope.new_collection_from(vec![]).1;\"\n",
     "    prev_node1_str = get_node_str(preds[0], anchor=anchor, in_iterate=in_iterate)\n",
-    "    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
     "    if len(preds) == 1:\n",
     "        return f\"let {' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.clone();\"\n",
     "    prev_node2_str = get_node_str(preds[1], anchor=anchor, in_iterate=in_iterate)\n",
-    "    return f\"let{' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.concat(&{prev_node2_str});\""
+    "    return f\"let{' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.concat(&{prev_node2_str}).distinct();\""
    ]
   },
   {
@@ -692,7 +694,7 @@
     "\n",
     "def validate_node(graph: nx.DiGraph, node: str | int) -> None:\n",
     "    \"\"\"Validates the node in the graph.\"\"\"\n",
-    "    gr_node = graph.nodes[node]\n",
+    "    gr_node: dict = graph.nodes[node]\n",
     "    preds = [graph.nodes[key] for key in graph.pred[node].keys()]\n",
     "    match gr_node[\"op\"]:\n",
     "        case \"union\":\n",
@@ -701,7 +703,9 @@
     "                for pred in graph.pred[node]\n",
     "                if \"reduced\" not in graph.get_edge_data(pred, node)\n",
     "            ]\n",
-    "            if len(preds) not in (1, 2):\n",
+    "            if len(preds) not in (0, 1, 2) or (\n",
+    "                len(preds) == 0 and not gr_node.get(\"anchor\", False)\n",
+    "            ):\n",
     "                raise ValueError(\n",
     "                    \"Union node has invalid number of predecessors: \",\n",
     "                    (len(preds), node),\n",
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 69b03ae..f0ed641 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -204,17 +204,19 @@ def get_union_code(
     in_iterate: bool = False,
 ) -> str:
     """Returns a string of rust code for unioning two collections."""
+    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)
     preds = [
         pred
         for pred in graph.pred[node]
         if "reduced" not in graph.get_edge_data(pred, node)
     ]
+    if not preds:
+        return f"let{' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = scope.new_collection_from(vec![]).1;"
     prev_node1_str = get_node_str(preds[0], anchor=anchor, in_iterate=in_iterate)
-    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)
     if len(preds) == 1:
         return f"let {' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.clone();"
     prev_node2_str = get_node_str(preds[1], anchor=anchor, in_iterate=in_iterate)
-    return f"let{' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.concat(&{prev_node2_str});"
+    return f"let{' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.concat(&{prev_node2_str}).distinct();"
 
 # %% ../nbs/50_rust_dataflow.ipynb 10
 def get_project_code(
@@ -471,7 +473,7 @@ def get_ie_map_code(
 # %% ../nbs/50_rust_dataflow.ipynb 17
 def validate_node(graph: nx.DiGraph, node: str | int) -> None:
     """Validates the node in the graph."""
-    gr_node = graph.nodes[node]
+    gr_node: dict = graph.nodes[node]
     preds = [graph.nodes[key] for key in graph.pred[node].keys()]
     match gr_node["op"]:
         case "union":
@@ -480,7 +482,9 @@ def validate_node(graph: nx.DiGraph, node: str | int) -> None:
                 for pred in graph.pred[node]
                 if "reduced" not in graph.get_edge_data(pred, node)
             ]
-            if len(preds) not in (1, 2):
+            if len(preds) not in (0, 1, 2) or (
+                len(preds) == 0 and not gr_node.get("anchor", False)
+            ):
                 raise ValueError(
                     "Union node has invalid number of predecessors: ",
                     (len(preds), node),
diff --git a/spannerflow/templates/rust_dataflow.rs.jinja2 b/spannerflow/templates/rust_dataflow.rs.jinja2
index 97e2228..6b1b019 100644
--- a/spannerflow/templates/rust_dataflow.rs.jinja2
+++ b/spannerflow/templates/rust_dataflow.rs.jinja2
@@ -5,7 +5,7 @@ extern crate differential_dataflow;
 use std::collections::HashMap;
 use std::sync::{Arc, Mutex};
 
-use differential_dataflow::input::InputSession;
+use differential_dataflow::input::{InputSession ,Input};
 use differential_dataflow::operators::*;
 
 use tonic::Request;

From 219c19f928b6572e1e05e2ff5aed9ab1a449c15e Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sun, 10 Nov 2024 22:51:22 +0200
Subject: [PATCH 203/277] feat: ffi

---
 spannerflow/rust_lib/src/span.rs | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/spannerflow/rust_lib/src/span.rs b/spannerflow/rust_lib/src/span.rs
index 735c972..6ade757 100644
--- a/spannerflow/rust_lib/src/span.rs
+++ b/spannerflow/rust_lib/src/span.rs
@@ -1,14 +1,15 @@
 use sha1::{Sha1, Digest};
 use std::cmp::Ordering;
 use std::hash::{Hash, Hasher};
+use std::os::raw::c_char;
 use hex;
 use regex::Regex;
 use std::sync::Arc;
 
 extern "C" {
-    fn get_document(id: i32) -> String;
-    fn delete_document(id: i32, doc: String);
-    fn add_document(id: i32, doc: String);
+    fn get_document(id: i32) -> *mut c_char;
+    fn delete_document(id: i32);
+    fn add_document(id: i32, doc: *const c_char);
 }
 
 fn small_hash(txt: &str, length: usize) -> String {

From 71786c4f756b37c4b046dc39afb105644b1888e5 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sun, 10 Nov 2024 22:51:36 +0200
Subject: [PATCH 204/277] feat: ffi

---
 spannerflow/rust_server/src/main.rs | 21 +++++++++++++++------
 1 file changed, 15 insertions(+), 6 deletions(-)

diff --git a/spannerflow/rust_server/src/main.rs b/spannerflow/rust_server/src/main.rs
index 868a934..1335910 100644
--- a/spannerflow/rust_server/src/main.rs
+++ b/spannerflow/rust_server/src/main.rs
@@ -1,6 +1,9 @@
 use std::collections::HashMap;
 use std::sync;
 use std::env;
+use std::os::raw::c_char;
+use std::ffi::{CString, CStr};
+
 use csv;
 
 
@@ -26,21 +29,27 @@ lazy_static::lazy_static! {
 }
 
 #[no_mangle]
-pub extern "C" fn add_document(id: i32, doc: String) {
-    let mut documents = DOCUMENTS.lock().unwrap();
-    documents.insert(id, doc);
+pub extern "C" fn add_document(id: i32, doc: *const c_char) {
+    if !doc.is_null() {
+        let c_str = unsafe { CStr::from_ptr(doc) };
+        let doc_str = c_str.to_str().unwrap();
+        let mut documents = DOCUMENTS.lock().unwrap();
+        documents.insert(id, doc_str.to_string());
+    }
+    
 }
 
 #[no_mangle]
-pub extern "C" fn delete_document(id: i32, doc: String) {
+pub extern "C" fn delete_document(id: i32) {
     let mut documents = DOCUMENTS.lock().unwrap();
     documents.remove(&id);
 }
 
 #[no_mangle]
-pub extern "C" fn get_document(id: i32) -> String {
+pub extern "C" fn get_document(id: i32) -> *mut c_char {
     let documents = DOCUMENTS.lock().unwrap();
-    documents.get(&id).unwrap().clone()
+    let doc = documents.get(&id).unwrap().clone();
+    CString::new(doc).unwrap().into_raw()
 }
 
 #[derive(Debug, Default)]

From 0447cb603cb4c36b6e262cd7e9a86a757ee6d604 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Sun, 10 Nov 2024 20:55:24 +0000
Subject: [PATCH 205/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 4179e69..56fedab 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-24%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>236</td><td>173</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L35-L40">35&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L44-L65">44&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L69-L98">69&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L108-L117">108&ndash;117</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L120-L130">120&ndash;130</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L133-L134">133&ndash;134</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L140-L143">140&ndash;143</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L148-L149">148&ndash;149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L152-L165">152&ndash;165</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L168-L171">168&ndash;171</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L174-L191">174&ndash;191</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L194-L197">194&ndash;197</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L203-L210">203&ndash;210</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L220-L228">220&ndash;228</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L232-L238">232&ndash;238</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L243-L247">243&ndash;247</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L253-L259">253&ndash;259</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L263-L269">263&ndash;269</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L277-L282">277&ndash;282</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L286-L291">286&ndash;291</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L295-L301">295&ndash;301</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L307-L314">307&ndash;314</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L323">323</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L326">326</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L329">329</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L335-L350">335&ndash;350</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>81</td><td>25</td><td>69%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L54">47&ndash;54</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L59-L63">59&ndash;63</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L68-L85">68&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L124">124</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>43</td><td>34</td><td>21%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L31-L78">31&ndash;78</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>343</td><td>304</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L79-L102">79&ndash;102</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L107-L112">107&ndash;112</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L119-L121">119&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L126-L135">126&ndash;135</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L140-L149">140&ndash;149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L162-L193">162&ndash;193</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L206-L216">206&ndash;216</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L226-L243">226&ndash;243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L253-L254">253&ndash;254</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L264-L273">264&ndash;273</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L283-L310">283&ndash;310</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L320-L386">320&ndash;386</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L397-L444">397&ndash;444</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L449-L485">449&ndash;485</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L494-L568">494&ndash;568</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L579-L596">579&ndash;596</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L609-L660">609&ndash;660</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L665-L672">665&ndash;672</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L675-L676">675&ndash;676</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L679-L680">679&ndash;680</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L683-L710">683&ndash;710</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L713-L738">713&ndash;738</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L746-L756">746&ndash;756</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>904</b></td><td><b>683</b></td><td><b>24%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-23%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>243</td><td>177</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L35-L40">35&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L44-L65">44&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L69-L98">69&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L111-L121">111&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L124-L134">124&ndash;134</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L137-L138">137&ndash;138</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L144-L147">144&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L152-L153">152&ndash;153</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L156-L170">156&ndash;170</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L173-L176">173&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L179-L196">179&ndash;196</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L199-L202">199&ndash;202</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L208-L215">208&ndash;215</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L225-L233">225&ndash;233</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L237-L243">237&ndash;243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L248-L252">248&ndash;252</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L258-L264">258&ndash;264</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L268-L274">268&ndash;274</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L282-L287">282&ndash;287</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L291-L296">291&ndash;296</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L300-L306">300&ndash;306</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L312-L319">312&ndash;319</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L328">328</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L331">331</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L334">334</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L343">343</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L346">346</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L349">349</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L355-L370">355&ndash;370</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>27</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L56">47&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L67">63&ndash;67</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L72-L89">72&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L125">125</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>87</td><td>79</td><td>9%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L26-L28">26&ndash;28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L35-L85">35&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L92-L149">92&ndash;149</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>356</td><td>316</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L80-L103">80&ndash;103</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L108-L113">108&ndash;113</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L120-L122">120&ndash;122</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L127-L136">127&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L141-L150">141&ndash;150</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L163-L194">163&ndash;194</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L207-L219">207&ndash;219</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L230-L247">230&ndash;247</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L257-L258">257&ndash;258</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L269-L278">269&ndash;278</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L288-L315">288&ndash;315</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L325-L413">325&ndash;413</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L424-L471">424&ndash;471</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L476-L514">476&ndash;514</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L523-L600">523&ndash;600</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L611-L628">611&ndash;628</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L641-L692">641&ndash;692</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L697-L704">697&ndash;704</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L707-L708">707&ndash;708</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L711-L712">711&ndash;712</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L715-L742">715&ndash;742</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L745-L777">745&ndash;777</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L783-L793">783&ndash;793</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>967</b></td><td><b>746</b></td><td><b>23%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From a356f6c07ef1c509dc241ab9c48eab8ebfd3016f Mon Sep 17 00:00:00 2001
From: Ido Tarazi <ido@Admins-MacBook-Pro-7234.local>
Date: Mon, 11 Nov 2024 14:33:47 +0200
Subject: [PATCH 206/277] Fixes #22

---
 nbs/40_grpc_server.ipynb   | 25 ++++++++-----------------
 spannerflow/grpc_server.py | 25 ++++++++-----------------
 2 files changed, 16 insertions(+), 34 deletions(-)

diff --git a/nbs/40_grpc_server.ipynb b/nbs/40_grpc_server.ipynb
index 93f929b..f2d1148 100644
--- a/nbs/40_grpc_server.ipynb
+++ b/nbs/40_grpc_server.ipynb
@@ -159,23 +159,14 @@
     "            return\n",
     "\n",
     "        for row in rows:\n",
-    "            res = func(*row)\n",
-    "\n",
-    "            for r in res:\n",
-    "                if len(func_out_schema) > 1:\n",
-    "                    response_row = [\n",
-    "                        (\n",
-    "                            str(cell)\n",
-    "                            if func_out_schema[i] is not bool\n",
-    "                            else str(cell).lower()\n",
-    "                        )\n",
-    "                        for i, cell in enumerate(r)\n",
-    "                    ]\n",
-    "                else:\n",
-    "                    response_row = (\n",
-    "                        [str(r)] if func_out_schema[0] is not bool else [str(r).lower()]\n",
-    "                    )\n",
-    "\n",
+    "            output = func(*row)\n",
+    "            if not isinstance(output, (tuple, list)):\n",
+    "                output = (output,)\n",
+    "            for r in output:\n",
+    "                response_row = [\n",
+    "                    (str(cell) if func_out_schema[i] is not bool else str(cell).lower())\n",
+    "                    for i, cell in enumerate(r)\n",
+    "                ]\n",
     "                response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore\n",
     "                    row=response_row\n",
     "                )\n",
diff --git a/spannerflow/grpc_server.py b/spannerflow/grpc_server.py
index 2190dc5..7ec1dbf 100644
--- a/spannerflow/grpc_server.py
+++ b/spannerflow/grpc_server.py
@@ -126,23 +126,14 @@ def RunIEFunction(
             return
 
         for row in rows:
-            res = func(*row)
-
-            for r in res:
-                if len(func_out_schema) > 1:
-                    response_row = [
-                        (
-                            str(cell)
-                            if func_out_schema[i] is not bool
-                            else str(cell).lower()
-                        )
-                        for i, cell in enumerate(r)
-                    ]
-                else:
-                    response_row = (
-                        [str(r)] if func_out_schema[0] is not bool else [str(r).lower()]
-                    )
-
+            output = func(*row)
+            if not isinstance(output, (tuple, list)):
+                output = (output,)
+            for r in output:
+                response_row = [
+                    (str(cell) if func_out_schema[i] is not bool else str(cell).lower())
+                    for i, cell in enumerate(r)
+                ]
                 response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore
                     row=response_row
                 )

From d754ab2d0798a33fdaafe8c5ec820af14e222fde Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Mon, 11 Nov 2024 12:38:09 +0000
Subject: [PATCH 207/277] Update coverage on Readme

---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 56fedab..67c8a87 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-23%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>243</td><td>177</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L35-L40">35&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L44-L65">44&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L69-L98">69&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L111-L121">111&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L124-L134">124&ndash;134</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L137-L138">137&ndash;138</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L144-L147">144&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L152-L153">152&ndash;153</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L156-L170">156&ndash;170</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L173-L176">173&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L179-L196">179&ndash;196</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L199-L202">199&ndash;202</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L208-L215">208&ndash;215</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L225-L233">225&ndash;233</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L237-L243">237&ndash;243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L248-L252">248&ndash;252</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L258-L264">258&ndash;264</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L268-L274">268&ndash;274</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L282-L287">282&ndash;287</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L291-L296">291&ndash;296</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L300-L306">300&ndash;306</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L312-L319">312&ndash;319</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L328">328</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L331">331</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L334">334</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L343">343</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L346">346</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L349">349</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L355-L370">355&ndash;370</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>27</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L56">47&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L67">63&ndash;67</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L72-L89">72&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L125">125</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>87</td><td>79</td><td>9%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L26-L28">26&ndash;28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L35-L85">35&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L92-L149">92&ndash;149</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>356</td><td>316</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L80-L103">80&ndash;103</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L108-L113">108&ndash;113</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L120-L122">120&ndash;122</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L127-L136">127&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L141-L150">141&ndash;150</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L163-L194">163&ndash;194</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L207-L219">207&ndash;219</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L230-L247">230&ndash;247</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L257-L258">257&ndash;258</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L269-L278">269&ndash;278</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L288-L315">288&ndash;315</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L325-L413">325&ndash;413</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L424-L471">424&ndash;471</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L476-L514">476&ndash;514</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L523-L600">523&ndash;600</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L611-L628">611&ndash;628</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L641-L692">641&ndash;692</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L697-L704">697&ndash;704</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L707-L708">707&ndash;708</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L711-L712">711&ndash;712</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L715-L742">715&ndash;742</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L745-L777">745&ndash;777</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L783-L793">783&ndash;793</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>967</b></td><td><b>746</b></td><td><b>23%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-23%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>243</td><td>177</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L35-L40">35&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L44-L65">44&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L69-L98">69&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L111-L121">111&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L124-L134">124&ndash;134</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L137-L138">137&ndash;138</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L144-L147">144&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L152-L153">152&ndash;153</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L156-L170">156&ndash;170</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L173-L176">173&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L179-L196">179&ndash;196</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L199-L202">199&ndash;202</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L208-L215">208&ndash;215</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L225-L233">225&ndash;233</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L237-L243">237&ndash;243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L248-L252">248&ndash;252</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L258-L264">258&ndash;264</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L268-L274">268&ndash;274</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L282-L287">282&ndash;287</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L291-L296">291&ndash;296</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L300-L306">300&ndash;306</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L312-L319">312&ndash;319</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L328">328</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L331">331</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L334">334</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L343">343</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L346">346</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L349">349</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L355-L370">355&ndash;370</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>27</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L56">47&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L67">63&ndash;67</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L72-L89">72&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L125">125</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>87</td><td>79</td><td>9%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L26-L28">26&ndash;28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L35-L85">35&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L92-L140">92&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>356</td><td>316</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L80-L103">80&ndash;103</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L108-L113">108&ndash;113</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L120-L122">120&ndash;122</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L127-L136">127&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L141-L150">141&ndash;150</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L163-L194">163&ndash;194</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L207-L219">207&ndash;219</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L230-L247">230&ndash;247</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L257-L258">257&ndash;258</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L269-L278">269&ndash;278</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L288-L315">288&ndash;315</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L325-L413">325&ndash;413</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L424-L471">424&ndash;471</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L476-L514">476&ndash;514</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L523-L600">523&ndash;600</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L611-L628">611&ndash;628</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L641-L692">641&ndash;692</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L697-L704">697&ndash;704</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L707-L708">707&ndash;708</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L711-L712">711&ndash;712</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L715-L742">715&ndash;742</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L745-L777">745&ndash;777</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L783-L793">783&ndash;793</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>967</b></td><td><b>746</b></td><td><b>23%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide
@@ -22,7 +22,7 @@ pip install -U pip
 ### To generate python from protobuf
 
 ``` bash
-cd spannerflow/protos
+cd spannerflow/proto
 python -m grpc_tools.protoc -I. --python_out=.. --grpc_python_out=.. ./dataflow/v1/dataflow.proto
 cd ../..
 

From 443e19a1ca7d8432e6a7fd174ff3b94258de9d7c Mon Sep 17 00:00:00 2001
From: Ido Tarazi <ido@Admins-MacBook-Pro-7234.local>
Date: Mon, 11 Nov 2024 20:15:36 +0200
Subject: [PATCH 208/277] pseudo code for document registry and getSpan

---
 nbs/60_engine.ipynb                 | 20 +++++++++++++++++++-
 spannerflow/engine.py               |  5 +++++
 spannerflow/rust_lib/src/span.rs    | 11 +++++++++++
 spannerflow/rust_server/src/main.rs |  4 ++++
 4 files changed, 39 insertions(+), 1 deletion(-)

diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index e0b731b..a88f7c3 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -411,7 +411,25 @@
     "            for response in response_iterator:\n",
     "                yield deserialize_row(\n",
     "                    schema_types, [str(item) for item in response.row]\n",
-    "                )"
+    "                )\n",
+    "\n",
+    "    \"\"\"\n",
+    "    def get_span(self, doc_id, start, end) -> Span:\n",
+    "        // call the api for get span\n",
+    "    \"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\"\"\"\n",
+    "def get_span(docid, start, end):\n",
+    "    e = get_current_engine() // get the current engine from singleton\n",
+    "    e.get_span(docid, start, end)\n",
+    "\"\"\""
    ]
   },
   {
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 9e97684..f728c27 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -370,3 +370,8 @@ def run_dataflow(
                 yield deserialize_row(
                     schema_types, [str(item) for item in response.row]
                 )
+
+    """
+    def get_span(self, doc_id, start, end) -> Span:
+        // call the api for get span
+    """
diff --git a/spannerflow/rust_lib/src/span.rs b/spannerflow/rust_lib/src/span.rs
index 6ade757..4456928 100644
--- a/spannerflow/rust_lib/src/span.rs
+++ b/spannerflow/rust_lib/src/span.rs
@@ -97,6 +97,17 @@ impl Span {
     }
 }
 
+/* 
+impl From<&str> for Span {
+    fn from(s: &str) -> Span {
+        // regex extraction of span paramters.
+        // check if documentid exists in documet registry
+        // if not add document to registry
+        // return span with arc<string> to the document      
+    }
+} 
+*/
+
 impl std::fmt::Debug for Span{
     fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
         write!(f, "[@{},{},{}) \"{}\"", self.name, self.start, self.end, &self.doc[self.start..self.end])
diff --git a/spannerflow/rust_server/src/main.rs b/spannerflow/rust_server/src/main.rs
index 1335910..1cbaf00 100644
--- a/spannerflow/rust_server/src/main.rs
+++ b/spannerflow/rust_server/src/main.rs
@@ -25,10 +25,12 @@ pub mod dataflow {
 lazy_static::lazy_static! {
     static ref COLLECTIONS: Mutex<HashMap<String, Vec<Vec<String>>>> = Mutex::new(HashMap::new());
     static ref SCHEMAS: Mutex<HashMap<String, Vec<dataflow::DataType>>> = Mutex::new(HashMap::new());
+    // change id to string, value need to be Arc<string>
     static ref DOCUMENTS: sync::Mutex<HashMap<i32, String>> = sync::Mutex::new(HashMap::new());
 }
 
 #[no_mangle]
+// change id to string, change to dylib - change to get/add: if exists return pointer if not, create one.
 pub extern "C" fn add_document(id: i32, doc: *const c_char) {
     if !doc.is_null() {
         let c_str = unsafe { CStr::from_ptr(doc) };
@@ -40,12 +42,14 @@ pub extern "C" fn add_document(id: i32, doc: *const c_char) {
 }
 
 #[no_mangle]
+// not necceary - TODO in future: if no ore spans point to a document remove it from registry.- maybe uing refcount.
 pub extern "C" fn delete_document(id: i32) {
     let mut documents = DOCUMENTS.lock().unwrap();
     documents.remove(&id);
 }
 
 #[no_mangle]
+// change to get_span - input id, start, end- return copy of substring of document. expose this to the API
 pub extern "C" fn get_document(id: i32) -> *mut c_char {
     let documents = DOCUMENTS.lock().unwrap();
     let doc = documents.get(&id).unwrap().clone();

From 62a7902a07823552c7b8a328f8c1ad0a4b594fb8 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Mon, 11 Nov 2024 18:20:20 +0000
Subject: [PATCH 209/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 67c8a87..7eefda6 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-23%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>243</td><td>177</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L35-L40">35&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L44-L65">44&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L69-L98">69&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L111-L121">111&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L124-L134">124&ndash;134</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L137-L138">137&ndash;138</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L144-L147">144&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L152-L153">152&ndash;153</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L156-L170">156&ndash;170</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L173-L176">173&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L179-L196">179&ndash;196</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L199-L202">199&ndash;202</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L208-L215">208&ndash;215</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L225-L233">225&ndash;233</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L237-L243">237&ndash;243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L248-L252">248&ndash;252</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L258-L264">258&ndash;264</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L268-L274">268&ndash;274</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L282-L287">282&ndash;287</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L291-L296">291&ndash;296</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L300-L306">300&ndash;306</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L312-L319">312&ndash;319</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L328">328</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L331">331</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L334">334</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L343">343</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L346">346</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L349">349</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L355-L370">355&ndash;370</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>27</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L56">47&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L67">63&ndash;67</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L72-L89">72&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L125">125</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>87</td><td>79</td><td>9%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L26-L28">26&ndash;28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L35-L85">35&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L92-L140">92&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>356</td><td>316</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L80-L103">80&ndash;103</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L108-L113">108&ndash;113</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L120-L122">120&ndash;122</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L127-L136">127&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L141-L150">141&ndash;150</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L163-L194">163&ndash;194</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L207-L219">207&ndash;219</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L230-L247">230&ndash;247</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L257-L258">257&ndash;258</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L269-L278">269&ndash;278</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L288-L315">288&ndash;315</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L325-L413">325&ndash;413</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L424-L471">424&ndash;471</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L476-L514">476&ndash;514</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L523-L600">523&ndash;600</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L611-L628">611&ndash;628</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L641-L692">641&ndash;692</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L697-L704">697&ndash;704</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L707-L708">707&ndash;708</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L711-L712">711&ndash;712</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L715-L742">715&ndash;742</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L745-L777">745&ndash;777</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L783-L793">783&ndash;793</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>967</b></td><td><b>746</b></td><td><b>23%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-23%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>244</td><td>177</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L35-L40">35&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L44-L65">44&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L69-L98">69&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L111-L121">111&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L124-L134">124&ndash;134</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L137-L138">137&ndash;138</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L144-L147">144&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L152-L153">152&ndash;153</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L156-L170">156&ndash;170</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L173-L176">173&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L179-L196">179&ndash;196</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L199-L202">199&ndash;202</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L208-L215">208&ndash;215</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L225-L233">225&ndash;233</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L237-L243">237&ndash;243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L248-L252">248&ndash;252</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L258-L264">258&ndash;264</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L268-L274">268&ndash;274</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L282-L287">282&ndash;287</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L291-L296">291&ndash;296</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L300-L306">300&ndash;306</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L312-L319">312&ndash;319</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L328">328</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L331">331</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L334">334</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L343">343</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L346">346</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L349">349</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L355-L370">355&ndash;370</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>27</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L56">47&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L67">63&ndash;67</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L72-L89">72&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L125">125</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>87</td><td>79</td><td>9%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L26-L28">26&ndash;28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L35-L85">35&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L92-L140">92&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>356</td><td>316</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L80-L103">80&ndash;103</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L108-L113">108&ndash;113</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L120-L122">120&ndash;122</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L127-L136">127&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L141-L150">141&ndash;150</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L163-L194">163&ndash;194</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L207-L219">207&ndash;219</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L230-L247">230&ndash;247</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L257-L258">257&ndash;258</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L269-L278">269&ndash;278</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L288-L315">288&ndash;315</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L325-L413">325&ndash;413</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L424-L471">424&ndash;471</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L476-L514">476&ndash;514</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L523-L600">523&ndash;600</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L611-L628">611&ndash;628</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L641-L692">641&ndash;692</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L697-L704">697&ndash;704</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L707-L708">707&ndash;708</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L711-L712">711&ndash;712</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L715-L742">715&ndash;742</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L745-L777">745&ndash;777</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L783-L793">783&ndash;793</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>968</b></td><td><b>746</b></td><td><b>23%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 7b30feae1a02b404292a7ebda93cf4d94477761f Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Tue, 12 Nov 2024 00:43:54 +0200
Subject: [PATCH 210/277] feat: grpc get span

---
 nbs/60_engine.ipynb                          | 12 ++--
 spannerflow/_modidx.py                       |  1 +
 spannerflow/dataflow/v1/dataflow_pb2.py      | 70 +++++++++++---------
 spannerflow/dataflow/v1/dataflow_pb2_grpc.py | 43 ++++++++++++
 spannerflow/engine.py                        | 11 +--
 spannerflow/proto/dataflow/v1/dataflow.proto | 11 +++
 spannerflow/rust_server/src/main.rs          | 50 ++++++++------
 7 files changed, 136 insertions(+), 62 deletions(-)

diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index a88f7c3..c26a3a3 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -413,10 +413,14 @@
     "                    schema_types, [str(item) for item in response.row]\n",
     "                )\n",
     "\n",
-    "    \"\"\"\n",
-    "    def get_span(self, doc_id, start, end) -> Span:\n",
-    "        // call the api for get span\n",
-    "    \"\"\""
+    "    @ensure_server_running\n",
+    "    def get_span(self, doc_id: str, start: int, end: int) -> Span:\n",
+    "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
+    "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
+    "            request = dataflow_pb2.GetSpanRequest(id=doc_id, start=start, end=end)  # type: ignore\n",
+    "            response = stub.GetSpan(request)\n",
+    "            return Span(doc=response.span)\n",
+    "\n"
    ]
   },
   {
diff --git a/spannerflow/_modidx.py b/spannerflow/_modidx.py
index d0709b4..95623d8 100644
--- a/spannerflow/_modidx.py
+++ b/spannerflow/_modidx.py
@@ -50,6 +50,7 @@
                                                                                    'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.get_ie_function': ( 'engine.html#engine.get_ie_function',
                                                                                    'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.get_span': ('engine.html#engine.get_span', 'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.load_from_csv': ( 'engine.html#engine.load_from_csv',
                                                                                  'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.run_dataflow': ('engine.html#engine.run_dataflow', 'spannerflow/engine.py'),
diff --git a/spannerflow/dataflow/v1/dataflow_pb2.py b/spannerflow/dataflow/v1/dataflow_pb2.py
index b8e04c0..c0b44b7 100644
--- a/spannerflow/dataflow/v1/dataflow_pb2.py
+++ b/spannerflow/dataflow/v1/dataflow_pb2.py
@@ -25,15 +25,15 @@
 from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto\"h\n\x15RunAggFunctionRequest\x12\x17\n\rfunction_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"%\n\x16RunAggFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"g\n\x14RunIEFunctionRequest\x12\x17\n\rfunction_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"\x19\n\nRowRequest\x12\x0b\n\x03row\x18\x01 \x03(\t\"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"c\n\x0e\x41\x64\x64RowsRequest\x12\x19\n\x0f\x63ollection_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"g\n\x12LoadFromCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\x12\x11\n\tdelimiter\x18\x03 \x01(\x0c\x12\x12\n\nhas_header\x18\x04 \x01(\x08\"Q\n\x10SaveToCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\x12\x11\n\tdelimiter\x18\x03 \x01(\x0c\"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"V\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"A\n\nCollection\x12\x0c\n\x04name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"F\n\x16GetCollectionsResponse\x12,\n\x0b\x63ollections\x18\x03 \x03(\x0b\x32\x17.dataflow.v1.Collection\"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"O\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\x12\x17\n\x0foutput_csv_path\x18\x03 \x01(\t\"\"\n\x13RunDataflowResponse\x12\x0b\n\x03row\x18\x01 \x03(\t*\xb6\x01\n\x08\x44\x61taType\x12\x19\n\x15\x44\x41TA_TYPE_UNSPECIFIED\x10\x00\x12\x14\n\x10\x44\x41TA_TYPE_STRING\x10\x01\x12\x11\n\rDATA_TYPE_INT\x10\x02\x12\x13\n\x0f\x44\x41TA_TYPE_FLOAT\x10\x03\x12\x12\n\x0e\x44\x41TA_TYPE_BOOL\x10\x04\x12\x12\n\x0e\x44\x41TA_TYPE_SPAN\x10\x05\x12\x14\n\x10\x44\x41TA_TYPE_CUSTOM\x10\x06\x12\x13\n\x0f\x44\x41TA_TYPE_INT64\x10\x07\x32\xcc\x01\n\x0f\x46unctionService\x12Z\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a\".dataflow.v1.RunIEFunctionResponse(\x01\x30\x01\x12]\n\x0eRunAggFunction\x12\".dataflow.v1.RunAggFunctionRequest\x1a#.dataflow.v1.RunAggFunctionResponse(\x01\x30\x01\x32\xfc\x05\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12@\n\x07\x41\x64\x64Rows\x12\x1b.dataflow.v1.AddRowsRequest\x1a\x16.google.protobuf.Empty(\x01\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a\".dataflow.v1.GetCollectionResponse0\x01\x12R\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a .dataflow.v1.RunDataflowResponse0\x01\x12\x46\n\x0bLoadFromCSV\x12\x1f.dataflow.v1.LoadFromCSVRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tSaveToCSV\x12\x1d.dataflow.v1.SaveToCSVRequest\x1a\x16.google.protobuf.Emptyb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto\"h\n\x15RunAggFunctionRequest\x12\x17\n\rfunction_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"%\n\x16RunAggFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"g\n\x14RunIEFunctionRequest\x12\x17\n\rfunction_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"\x19\n\nRowRequest\x12\x0b\n\x03row\x18\x01 \x03(\t\"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"8\n\x0eGetSpanRequest\x12\n\n\x02id\x18\x01 \x01(\t\x12\r\n\x05start\x18\x02 \x01(\r\x12\x0b\n\x03\x65nd\x18\x03 \x01(\r\"\x1f\n\x0fGetSpanResponse\x12\x0c\n\x04span\x18\x01 \x01(\t\"c\n\x0e\x41\x64\x64RowsRequest\x12\x19\n\x0f\x63ollection_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"g\n\x12LoadFromCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\x12\x11\n\tdelimiter\x18\x03 \x01(\x0c\x12\x12\n\nhas_header\x18\x04 \x01(\x08\"Q\n\x10SaveToCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\x12\x11\n\tdelimiter\x18\x03 \x01(\x0c\"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"V\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"A\n\nCollection\x12\x0c\n\x04name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"F\n\x16GetCollectionsResponse\x12,\n\x0b\x63ollections\x18\x03 \x03(\x0b\x32\x17.dataflow.v1.Collection\"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"O\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\x12\x17\n\x0foutput_csv_path\x18\x03 \x01(\t\"\"\n\x13RunDataflowResponse\x12\x0b\n\x03row\x18\x01 \x03(\t*\xb6\x01\n\x08\x44\x61taType\x12\x19\n\x15\x44\x41TA_TYPE_UNSPECIFIED\x10\x00\x12\x14\n\x10\x44\x41TA_TYPE_STRING\x10\x01\x12\x11\n\rDATA_TYPE_INT\x10\x02\x12\x13\n\x0f\x44\x41TA_TYPE_FLOAT\x10\x03\x12\x12\n\x0e\x44\x41TA_TYPE_BOOL\x10\x04\x12\x12\n\x0e\x44\x41TA_TYPE_SPAN\x10\x05\x12\x14\n\x10\x44\x41TA_TYPE_CUSTOM\x10\x06\x12\x13\n\x0f\x44\x41TA_TYPE_INT64\x10\x07\x32\xcc\x01\n\x0f\x46unctionService\x12Z\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a\".dataflow.v1.RunIEFunctionResponse(\x01\x30\x01\x12]\n\x0eRunAggFunction\x12\".dataflow.v1.RunAggFunctionRequest\x1a#.dataflow.v1.RunAggFunctionResponse(\x01\x30\x01\x32\xc2\x06\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12@\n\x07\x41\x64\x64Rows\x12\x1b.dataflow.v1.AddRowsRequest\x1a\x16.google.protobuf.Empty(\x01\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a\".dataflow.v1.GetCollectionResponse0\x01\x12R\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a .dataflow.v1.RunDataflowResponse0\x01\x12\x46\n\x0bLoadFromCSV\x12\x1f.dataflow.v1.LoadFromCSVRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tSaveToCSV\x12\x1d.dataflow.v1.SaveToCSVRequest\x1a\x16.google.protobuf.Empty\x12\x44\n\x07GetSpan\x12\x1b.dataflow.v1.GetSpanRequest\x1a\x1c.dataflow.v1.GetSpanResponseb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
 _builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'dataflow.v1.dataflow_pb2', _globals)
 if not _descriptor._USE_C_DESCRIPTORS:
   DESCRIPTOR._loaded_options = None
-  _globals['_DATATYPE']._serialized_start=1273
-  _globals['_DATATYPE']._serialized_end=1455
+  _globals['_DATATYPE']._serialized_start=1364
+  _globals['_DATATYPE']._serialized_end=1546
   _globals['_RUNAGGFUNCTIONREQUEST']._serialized_start=72
   _globals['_RUNAGGFUNCTIONREQUEST']._serialized_end=176
   _globals['_RUNAGGFUNCTIONRESPONSE']._serialized_start=178
@@ -44,34 +44,38 @@
   _globals['_ROWREQUEST']._serialized_end=347
   _globals['_RUNIEFUNCTIONRESPONSE']._serialized_start=349
   _globals['_RUNIEFUNCTIONRESPONSE']._serialized_end=385
-  _globals['_ADDROWSREQUEST']._serialized_start=387
-  _globals['_ADDROWSREQUEST']._serialized_end=486
-  _globals['_LOADFROMCSVREQUEST']._serialized_start=488
-  _globals['_LOADFROMCSVREQUEST']._serialized_end=591
-  _globals['_SAVETOCSVREQUEST']._serialized_start=593
-  _globals['_SAVETOCSVREQUEST']._serialized_end=674
-  _globals['_GETCOLLECTIONREQUEST']._serialized_start=676
-  _globals['_GETCOLLECTIONREQUEST']._serialized_end=723
-  _globals['_GETCOLLECTIONRESPONSE']._serialized_start=725
-  _globals['_GETCOLLECTIONRESPONSE']._serialized_end=761
-  _globals['_ADDROWREQUEST']._serialized_start=763
-  _globals['_ADDROWREQUEST']._serialized_end=816
-  _globals['_DELETEROWREQUEST']._serialized_start=818
-  _globals['_DELETEROWREQUEST']._serialized_end=874
-  _globals['_ADDCOLLECTIONREQUEST']._serialized_start=876
-  _globals['_ADDCOLLECTIONREQUEST']._serialized_end=962
-  _globals['_COLLECTION']._serialized_start=964
-  _globals['_COLLECTION']._serialized_end=1029
-  _globals['_GETCOLLECTIONSRESPONSE']._serialized_start=1031
-  _globals['_GETCOLLECTIONSRESPONSE']._serialized_end=1101
-  _globals['_DELETECOLLECTIONREQUEST']._serialized_start=1103
-  _globals['_DELETECOLLECTIONREQUEST']._serialized_end=1153
-  _globals['_RUNDATAFLOWREQUEST']._serialized_start=1155
-  _globals['_RUNDATAFLOWREQUEST']._serialized_end=1234
-  _globals['_RUNDATAFLOWRESPONSE']._serialized_start=1236
-  _globals['_RUNDATAFLOWRESPONSE']._serialized_end=1270
-  _globals['_FUNCTIONSERVICE']._serialized_start=1458
-  _globals['_FUNCTIONSERVICE']._serialized_end=1662
-  _globals['_DATAFLOWSERVICE']._serialized_start=1665
-  _globals['_DATAFLOWSERVICE']._serialized_end=2429
+  _globals['_GETSPANREQUEST']._serialized_start=387
+  _globals['_GETSPANREQUEST']._serialized_end=443
+  _globals['_GETSPANRESPONSE']._serialized_start=445
+  _globals['_GETSPANRESPONSE']._serialized_end=476
+  _globals['_ADDROWSREQUEST']._serialized_start=478
+  _globals['_ADDROWSREQUEST']._serialized_end=577
+  _globals['_LOADFROMCSVREQUEST']._serialized_start=579
+  _globals['_LOADFROMCSVREQUEST']._serialized_end=682
+  _globals['_SAVETOCSVREQUEST']._serialized_start=684
+  _globals['_SAVETOCSVREQUEST']._serialized_end=765
+  _globals['_GETCOLLECTIONREQUEST']._serialized_start=767
+  _globals['_GETCOLLECTIONREQUEST']._serialized_end=814
+  _globals['_GETCOLLECTIONRESPONSE']._serialized_start=816
+  _globals['_GETCOLLECTIONRESPONSE']._serialized_end=852
+  _globals['_ADDROWREQUEST']._serialized_start=854
+  _globals['_ADDROWREQUEST']._serialized_end=907
+  _globals['_DELETEROWREQUEST']._serialized_start=909
+  _globals['_DELETEROWREQUEST']._serialized_end=965
+  _globals['_ADDCOLLECTIONREQUEST']._serialized_start=967
+  _globals['_ADDCOLLECTIONREQUEST']._serialized_end=1053
+  _globals['_COLLECTION']._serialized_start=1055
+  _globals['_COLLECTION']._serialized_end=1120
+  _globals['_GETCOLLECTIONSRESPONSE']._serialized_start=1122
+  _globals['_GETCOLLECTIONSRESPONSE']._serialized_end=1192
+  _globals['_DELETECOLLECTIONREQUEST']._serialized_start=1194
+  _globals['_DELETECOLLECTIONREQUEST']._serialized_end=1244
+  _globals['_RUNDATAFLOWREQUEST']._serialized_start=1246
+  _globals['_RUNDATAFLOWREQUEST']._serialized_end=1325
+  _globals['_RUNDATAFLOWRESPONSE']._serialized_start=1327
+  _globals['_RUNDATAFLOWRESPONSE']._serialized_end=1361
+  _globals['_FUNCTIONSERVICE']._serialized_start=1549
+  _globals['_FUNCTIONSERVICE']._serialized_end=1753
+  _globals['_DATAFLOWSERVICE']._serialized_start=1756
+  _globals['_DATAFLOWSERVICE']._serialized_end=2590
 # @@protoc_insertion_point(module_scope)
diff --git a/spannerflow/dataflow/v1/dataflow_pb2_grpc.py b/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
index b02eeff..473672c 100644
--- a/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
+++ b/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
@@ -200,6 +200,11 @@ def __init__(self, channel):
                 request_serializer=dataflow_dot_v1_dot_dataflow__pb2.SaveToCSVRequest.SerializeToString,
                 response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
                 _registered_method=True)
+        self.GetSpan = channel.unary_unary(
+                '/dataflow.v1.DataflowService/GetSpan',
+                request_serializer=dataflow_dot_v1_dot_dataflow__pb2.GetSpanRequest.SerializeToString,
+                response_deserializer=dataflow_dot_v1_dot_dataflow__pb2.GetSpanResponse.FromString,
+                _registered_method=True)
 
 
 class DataflowServiceServicer(object):
@@ -265,6 +270,12 @@ def SaveToCSV(self, request, context):
         context.set_details('Method not implemented!')
         raise NotImplementedError('Method not implemented!')
 
+    def GetSpan(self, request, context):
+        """Missing associated documentation comment in .proto file."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
+
 
 def add_DataflowServiceServicer_to_server(servicer, server):
     rpc_method_handlers = {
@@ -318,6 +329,11 @@ def add_DataflowServiceServicer_to_server(servicer, server):
                     request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.SaveToCSVRequest.FromString,
                     response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
             ),
+            'GetSpan': grpc.unary_unary_rpc_method_handler(
+                    servicer.GetSpan,
+                    request_deserializer=dataflow_dot_v1_dot_dataflow__pb2.GetSpanRequest.FromString,
+                    response_serializer=dataflow_dot_v1_dot_dataflow__pb2.GetSpanResponse.SerializeToString,
+            ),
     }
     generic_handler = grpc.method_handlers_generic_handler(
             'dataflow.v1.DataflowService', rpc_method_handlers)
@@ -598,3 +614,30 @@ def SaveToCSV(request,
             timeout,
             metadata,
             _registered_method=True)
+
+    @staticmethod
+    def GetSpan(request,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
+        return grpc.experimental.unary_unary(
+            request,
+            target,
+            '/dataflow.v1.DataflowService/GetSpan',
+            dataflow_dot_v1_dot_dataflow__pb2.GetSpanRequest.SerializeToString,
+            dataflow_dot_v1_dot_dataflow__pb2.GetSpanResponse.FromString,
+            options,
+            channel_credentials,
+            insecure,
+            call_credentials,
+            compression,
+            wait_for_ready,
+            timeout,
+            metadata,
+            _registered_method=True)
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index f728c27..468a5b7 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -371,7 +371,10 @@ def run_dataflow(
                     schema_types, [str(item) for item in response.row]
                 )
 
-    """
-    def get_span(self, doc_id, start, end) -> Span:
-        // call the api for get span
-    """
+    @ensure_server_running
+    def get_span(self, doc_id: str, start: int, end: int) -> Span:
+        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
+            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
+            request = dataflow_pb2.GetSpanRequest(id=doc_id, start=start, end=end)  # type: ignore
+            response = stub.GetSpan(request)
+            return Span(doc=response.span)
diff --git a/spannerflow/proto/dataflow/v1/dataflow.proto b/spannerflow/proto/dataflow/v1/dataflow.proto
index 2670f69..520672b 100644
--- a/spannerflow/proto/dataflow/v1/dataflow.proto
+++ b/spannerflow/proto/dataflow/v1/dataflow.proto
@@ -45,6 +45,17 @@ service DataflowService {
     rpc RunDataflow (RunDataflowRequest) returns (stream RunDataflowResponse);
     rpc LoadFromCSV (LoadFromCSVRequest) returns (google.protobuf.Empty);
     rpc SaveToCSV (SaveToCSVRequest) returns (google.protobuf.Empty);
+    rpc GetSpan (GetSpanRequest) returns (GetSpanResponse);
+}
+
+message GetSpanRequest {
+    string id = 1;
+    uint32 start = 2;
+    uint32 end = 3;
+}
+
+message GetSpanResponse {
+    string span = 1;
 }
 
 message AddRowsRequest {
diff --git a/spannerflow/rust_server/src/main.rs b/spannerflow/rust_server/src/main.rs
index 1cbaf00..a654855 100644
--- a/spannerflow/rust_server/src/main.rs
+++ b/spannerflow/rust_server/src/main.rs
@@ -1,9 +1,6 @@
 use std::collections::HashMap;
 use std::sync;
 use std::env;
-use std::os::raw::c_char;
-use std::ffi::{CString, CStr};
-
 use csv;
 
 
@@ -26,34 +23,24 @@ lazy_static::lazy_static! {
     static ref COLLECTIONS: Mutex<HashMap<String, Vec<Vec<String>>>> = Mutex::new(HashMap::new());
     static ref SCHEMAS: Mutex<HashMap<String, Vec<dataflow::DataType>>> = Mutex::new(HashMap::new());
     // change id to string, value need to be Arc<string>
-    static ref DOCUMENTS: sync::Mutex<HashMap<i32, String>> = sync::Mutex::new(HashMap::new());
+    static ref DOCUMENTS: sync::Mutex<HashMap<String, sync::Arc<String>>> = sync::Mutex::new(HashMap::new());
 }
 
 #[no_mangle]
 // change id to string, change to dylib - change to get/add: if exists return pointer if not, create one.
-pub extern "C" fn add_document(id: i32, doc: *const c_char) {
-    if !doc.is_null() {
-        let c_str = unsafe { CStr::from_ptr(doc) };
-        let doc_str = c_str.to_str().unwrap();
-        let mut documents = DOCUMENTS.lock().unwrap();
-        documents.insert(id, doc_str.to_string());
-    }
-    
-}
-
-#[no_mangle]
-// not necceary - TODO in future: if no ore spans point to a document remove it from registry.- maybe uing refcount.
-pub extern "C" fn delete_document(id: i32) {
+pub fn add_document(id: String, doc: sync::Arc<String>) {
     let mut documents = DOCUMENTS.lock().unwrap();
-    documents.remove(&id);
+    documents.insert(id, doc);
 }
 
 #[no_mangle]
 // change to get_span - input id, start, end- return copy of substring of document. expose this to the API
-pub extern "C" fn get_document(id: i32) -> *mut c_char {
+pub fn get_document(id: String) -> Option<sync::Arc<String>> {
     let documents = DOCUMENTS.lock().unwrap();
-    let doc = documents.get(&id).unwrap().clone();
-    CString::new(doc).unwrap().into_raw()
+    match documents.get(&id) {
+        Some(doc) => Some(sync::Arc::clone(doc)),
+        None => None,
+    }
 }
 
 #[derive(Debug, Default)]
@@ -112,6 +99,27 @@ impl DataflowService for MyDataflowService {
     type GetCollectionStream = tokio_stream::Iter<std::vec::IntoIter<Result<GetCollectionResponse, tonic::Status>>>;
     type RunDataflowStream = tokio_stream::Iter<std::vec::IntoIter<Result<RunDataflowResponse, tonic::Status>>>;
     
+    async fn get_span(
+        &self,
+        request: Request<GetSpanRequest>,
+    ) -> Result<Response<GetSpanResponse>, Status> {
+        println!("Got a request: {:?}", request);
+        let req = request.into_inner();
+        let documents = DOCUMENTS.lock().unwrap();
+        if let Some(doc) = documents.get(&req.id) {
+            if req.start > req.end || req.start >= doc.len() as u32 || req.end >= doc.len() as u32 {
+                return Err(Status::invalid_argument("Invalid start or end index"));
+            }
+            let span = doc[req.start as usize..req.end as usize].to_string();
+            let reply = GetSpanResponse {
+                span: span,
+            };
+            Ok(Response::new(reply))
+        } else {
+            return Err(Status::not_found("Document not found"));
+        }
+    }
+
     async fn add_rows(
         &self,
         request: Request<tonic::Streaming<AddRowsRequest>>,

From b988a7cfee613f307b734a4e0958166672c9df35 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Mon, 11 Nov 2024 22:47:46 +0000
Subject: [PATCH 211/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 7eefda6..34dbadf 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-23%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>244</td><td>177</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L35-L40">35&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L44-L65">44&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L69-L98">69&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L111-L121">111&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L124-L134">124&ndash;134</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L137-L138">137&ndash;138</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L144-L147">144&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L152-L153">152&ndash;153</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L156-L170">156&ndash;170</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L173-L176">173&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L179-L196">179&ndash;196</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L199-L202">199&ndash;202</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L208-L215">208&ndash;215</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L225-L233">225&ndash;233</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L237-L243">237&ndash;243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L248-L252">248&ndash;252</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L258-L264">258&ndash;264</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L268-L274">268&ndash;274</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L282-L287">282&ndash;287</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L291-L296">291&ndash;296</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L300-L306">300&ndash;306</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L312-L319">312&ndash;319</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L328">328</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L331">331</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L334">334</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L343">343</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L346">346</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L349">349</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L355-L370">355&ndash;370</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>27</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L56">47&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L67">63&ndash;67</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L72-L89">72&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L125">125</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>87</td><td>79</td><td>9%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L26-L28">26&ndash;28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L35-L85">35&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L92-L140">92&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>356</td><td>316</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L80-L103">80&ndash;103</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L108-L113">108&ndash;113</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L120-L122">120&ndash;122</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L127-L136">127&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L141-L150">141&ndash;150</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L163-L194">163&ndash;194</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L207-L219">207&ndash;219</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L230-L247">230&ndash;247</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L257-L258">257&ndash;258</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L269-L278">269&ndash;278</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L288-L315">288&ndash;315</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L325-L413">325&ndash;413</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L424-L471">424&ndash;471</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L476-L514">476&ndash;514</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L523-L600">523&ndash;600</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L611-L628">611&ndash;628</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L641-L692">641&ndash;692</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L697-L704">697&ndash;704</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L707-L708">707&ndash;708</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L711-L712">711&ndash;712</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L715-L742">715&ndash;742</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L745-L777">745&ndash;777</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L783-L793">783&ndash;793</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>968</b></td><td><b>746</b></td><td><b>23%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-23%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>250</td><td>182</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L35-L40">35&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L44-L65">44&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L69-L98">69&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L111-L121">111&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L124-L134">124&ndash;134</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L137-L138">137&ndash;138</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L144-L147">144&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L152-L153">152&ndash;153</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L156-L170">156&ndash;170</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L173-L176">173&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L179-L196">179&ndash;196</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L199-L202">199&ndash;202</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L208-L215">208&ndash;215</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L225-L233">225&ndash;233</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L237-L243">237&ndash;243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L248-L252">248&ndash;252</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L258-L264">258&ndash;264</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L268-L274">268&ndash;274</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L282-L287">282&ndash;287</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L291-L296">291&ndash;296</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L300-L306">300&ndash;306</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L312-L319">312&ndash;319</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L328">328</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L331">331</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L334">334</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L343">343</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L346">346</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L349">349</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L355-L370">355&ndash;370</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L376-L380">376&ndash;380</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>27</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L56">47&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L67">63&ndash;67</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L72-L89">72&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L125">125</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>87</td><td>79</td><td>9%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L26-L28">26&ndash;28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L35-L85">35&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L92-L140">92&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>356</td><td>316</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L80-L103">80&ndash;103</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L108-L113">108&ndash;113</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L120-L122">120&ndash;122</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L127-L136">127&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L141-L150">141&ndash;150</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L163-L194">163&ndash;194</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L207-L219">207&ndash;219</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L230-L247">230&ndash;247</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L257-L258">257&ndash;258</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L269-L278">269&ndash;278</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L288-L315">288&ndash;315</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L325-L413">325&ndash;413</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L424-L471">424&ndash;471</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L476-L514">476&ndash;514</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L523-L600">523&ndash;600</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L611-L628">611&ndash;628</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L641-L692">641&ndash;692</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L697-L704">697&ndash;704</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L707-L708">707&ndash;708</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L711-L712">711&ndash;712</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L715-L742">715&ndash;742</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L745-L777">745&ndash;777</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L783-L793">783&ndash;793</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>974</b></td><td><b>751</b></td><td><b>23%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 4b5b407892921b9fcf194cf8776eb65406130120 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Tue, 12 Nov 2024 00:53:15 +0200
Subject: [PATCH 212/277] feat: update packages and dylib instead of cdylib

---
 spannerflow/rust_lib/Cargo.toml    | 14 +++++++-------
 spannerflow/rust_server/Cargo.toml |  7 +++----
 2 files changed, 10 insertions(+), 11 deletions(-)

diff --git a/spannerflow/rust_lib/Cargo.toml b/spannerflow/rust_lib/Cargo.toml
index b1c8d2d..38eb4bb 100644
--- a/spannerflow/rust_lib/Cargo.toml
+++ b/spannerflow/rust_lib/Cargo.toml
@@ -4,23 +4,23 @@ version = "0.1.0"
 edition = "2021"
 
 [lib]
-crate-type = ["cdylib"]
+crate-type = ["dylib"]
 path = "src/latest.rs"
 
 [dependencies]
-timely = "0.13.0" 
-differential-dataflow = "0.13.0"
+timely = "0.14.0" 
+differential-dataflow = "0.13.1"
 prost = "0.13.3"
 prost-types = "0.13.3"
 tonic = "0.12.3"
-serde = { version = "1.0", features = ["derive", "rc"] }
-serde_derive = "1.0.214"
+serde = { version = "1.0.215", features = ["derive", "rc"] }
+serde_derive = "1.0.215"
 regex = "1.11.1"
 sha1 = "0.10.6"
 hex = "0.4.3"
 futures = "0.3.31"
-ordered-float = "4.4.0"
-tokio = { version = "1.40.0", features = ["full"] }
+ordered-float = "4.5.0"
+tokio = { version = "1.41.1", features = ["full"] }
 
 [build-dependencies]
 tonic-build = "0.12.3"
diff --git a/spannerflow/rust_server/Cargo.toml b/spannerflow/rust_server/Cargo.toml
index 7128507..b520499 100644
--- a/spannerflow/rust_server/Cargo.toml
+++ b/spannerflow/rust_server/Cargo.toml
@@ -12,11 +12,10 @@ libloading = "0.8.5"
 tonic = "0.12.3"
 prost = "0.13.3"
 prost-types = "0.13.3"
-tokio = { version = "1.41.0", features = ["macros", "rt-multi-thread"] }
-tokio-stream = "0.1"
+tokio = { version = "1.41.1", features = ["macros", "rt-multi-thread"] }
+tokio-stream = "0.1.16"
 lazy_static = "1.5.0"
-csv = "1.3.0"
-pyo3 = { version = "0.22.5", features = ["extension-module"] }
+csv = "1.3.1"
 
 [build-dependencies]
 tonic-build = "0.12.3"

From 4122359a50b52bec8b78408cdb0510f9fc2853cd Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Tue, 12 Nov 2024 01:46:39 +0200
Subject: [PATCH 213/277] WIP

---
 nbs/40_grpc_server.ipynb                      | 4 ++--
 spannerflow/grpc_server.py                    | 4 ++--
 spannerflow/rust_lib/src/span.rs              | 6 +++---
 spannerflow/templates/rust_dataflow.rs.jinja2 | 2 +-
 4 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/nbs/40_grpc_server.ipynb b/nbs/40_grpc_server.ipynb
index f2d1148..ff4c986 100644
--- a/nbs/40_grpc_server.ipynb
+++ b/nbs/40_grpc_server.ipynb
@@ -160,9 +160,9 @@
     "\n",
     "        for row in rows:\n",
     "            output = func(*row)\n",
-    "            if not isinstance(output, (tuple, list)):\n",
-    "                output = (output,)\n",
     "            for r in output:\n",
+    "                if not isinstance(r, (tuple, list)):\n",
+    "                    r = (r,)\n",
     "                response_row = [\n",
     "                    (str(cell) if func_out_schema[i] is not bool else str(cell).lower())\n",
     "                    for i, cell in enumerate(r)\n",
diff --git a/spannerflow/grpc_server.py b/spannerflow/grpc_server.py
index 7ec1dbf..21f0095 100644
--- a/spannerflow/grpc_server.py
+++ b/spannerflow/grpc_server.py
@@ -127,9 +127,9 @@ def RunIEFunction(
 
         for row in rows:
             output = func(*row)
-            if not isinstance(output, (tuple, list)):
-                output = (output,)
             for r in output:
+                if not isinstance(r, (tuple, list)):
+                    r = (r,)
                 response_row = [
                     (str(cell) if func_out_schema[i] is not bool else str(cell).lower())
                     for i, cell in enumerate(r)
diff --git a/spannerflow/rust_lib/src/span.rs b/spannerflow/rust_lib/src/span.rs
index 4456928..22cddf7 100644
--- a/spannerflow/rust_lib/src/span.rs
+++ b/spannerflow/rust_lib/src/span.rs
@@ -7,9 +7,9 @@ use regex::Regex;
 use std::sync::Arc;
 
 extern "C" {
-    fn get_document(id: i32) -> *mut c_char;
-    fn delete_document(id: i32);
-    fn add_document(id: i32, doc: *const c_char);
+    fn add_document(id: String, doc: String);
+    fn delete_document(id: String);
+    fn get_document(id: String) -> Arc<String>;
 }
 
 fn small_hash(txt: &str, length: usize) -> String {
diff --git a/spannerflow/templates/rust_dataflow.rs.jinja2 b/spannerflow/templates/rust_dataflow.rs.jinja2
index 6b1b019..4d121a9 100644
--- a/spannerflow/templates/rust_dataflow.rs.jinja2
+++ b/spannerflow/templates/rust_dataflow.rs.jinja2
@@ -151,7 +151,7 @@ pub extern "C" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<Strin
                     input_{{value['name']}}.insert(({% for element in value['schema'] %} vec[{{loop.index0}}].parse::<{{element}}>().unwrap(){% if not loop.last %}, {% endif %}{% endfor %}));
                 }
             {% elif value["op"] == "get_const" %}
-                input_{{value['name']}}.insert(({% for element in value['consts'] %}{% if value['schema'][loop.index0] == "String"%}{{ element | tojson }}{%else%}"{{ element }}"{% endif %}.parse::<{{ value['schema'][loop.index0] }}>().unwrap(){% if not loop.last %}, {% endif %}{% endfor %}));
+                input_{{value['name']}}.insert(({% for element in value['consts'] %}r"{{ element }}".parse::<{{ value['schema'][loop.index0] }}>().unwrap(){% if not loop.last %}, {% endif %}{% endfor %}));
             {% endif %}
             {% endfor %}
         });

From 59d7d351376fa2ac743dd0a0a6b0854334c19584 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Tue, 12 Nov 2024 03:04:16 +0200
Subject: [PATCH 214/277] WIP

---
 spannerflow/rust_lib/src/span.rs | 47 ++++++++++++++++++++++++++------
 1 file changed, 38 insertions(+), 9 deletions(-)

diff --git a/spannerflow/rust_lib/src/span.rs b/spannerflow/rust_lib/src/span.rs
index 22cddf7..f5a0df1 100644
--- a/spannerflow/rust_lib/src/span.rs
+++ b/spannerflow/rust_lib/src/span.rs
@@ -1,15 +1,15 @@
 use sha1::{Sha1, Digest};
 use std::cmp::Ordering;
 use std::hash::{Hash, Hasher};
-use std::os::raw::c_char;
+use std::sync;
+use std::str::FromStr;
 use hex;
 use regex::Regex;
 use std::sync::Arc;
 
 extern "C" {
-    fn add_document(id: String, doc: String);
-    fn delete_document(id: String);
-    fn get_document(id: String) -> Arc<String>;
+    fn add_document(id: String, doc: sync::Arc<String>);
+    fn get_document(id: String) -> Option<sync::Arc<String>>;
 }
 
 fn small_hash(txt: &str, length: usize) -> String {
@@ -19,6 +19,11 @@ fn small_hash(txt: &str, length: usize) -> String {
     hex::encode(results)[..length].to_string()
 }
 
+#[derive(Debug)]
+pub enum SpanParseError {
+    InvalidFormat,
+    ParseIntError,
+}
 
 /// A struct that represents a span of text in a document.
 #[derive(Clone, Serialize, Deserialize, Hash)]
@@ -97,16 +102,40 @@ impl Span {
     }
 }
 
-/* 
-impl From<&str> for Span {
-    fn from(s: &str) -> Span {
+impl FromStr for Span {
+    type Err = SpanParseError;
+
+    fn from_str(s: &str) -> Result<Self, Self::Err>  {
+        let re = Regex::new(r#"\[@(\w+),(\d+),(\d+)\) "(.+)""#).unwrap();
+        if let Some(caps) = re.captures(s) {
+            let name = caps.get(1).unwrap().as_str().to_string();
+            let start = caps.get(2).unwrap().as_str().parse::<usize>().unwrap();
+            let end = caps.get(3).unwrap().as_str().parse::<usize>().unwrap();
+            let text = caps.get(4).unwrap().as_str().to_string();
+            println!("name: {}, start: {}, end: {} text: {}", name.clone(), start, end, text);
+            // unsafe {let document = get_document(name.clone());}
+            // match document {
+            //     Some(doc) => {
+            //         Span::new(&doc, start, end, name)
+            //     },
+            //     None => {
+            //         let doc = Arc::new(text.clone());
+            //         unsafe {add_document(name.clone(), text.clone().into());}
+            //         Span::new(&doc, start, end, name)
+            //     }
+            // }
+            Ok(Span::new(&text, start, end, name))
+        }
+        else {
+            eprintln!("Invalid format for span: {}", s);
+            Err(SpanParseError::InvalidFormat)
+        }
         // regex extraction of span paramters.
         // check if documentid exists in documet registry
         // if not add document to registry
         // return span with arc<string> to the document      
     }
-} 
-*/
+}
 
 impl std::fmt::Debug for Span{
     fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {

From 531282ca62133b3dd7c4733ec9838f1fa6c42569 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Tue, 12 Nov 2024 03:04:25 +0200
Subject: [PATCH 215/277] WIP

---
 spannerflow/rust_server/src/main.rs | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/spannerflow/rust_server/src/main.rs b/spannerflow/rust_server/src/main.rs
index a654855..502cb00 100644
--- a/spannerflow/rust_server/src/main.rs
+++ b/spannerflow/rust_server/src/main.rs
@@ -23,19 +23,19 @@ lazy_static::lazy_static! {
     static ref COLLECTIONS: Mutex<HashMap<String, Vec<Vec<String>>>> = Mutex::new(HashMap::new());
     static ref SCHEMAS: Mutex<HashMap<String, Vec<dataflow::DataType>>> = Mutex::new(HashMap::new());
     // change id to string, value need to be Arc<string>
-    static ref DOCUMENTS: sync::Mutex<HashMap<String, sync::Arc<String>>> = sync::Mutex::new(HashMap::new());
+    static ref DOCUMENTS: sync::Mutex<HashMap<String, sync::Arc<str>>> = sync::Mutex::new(HashMap::new());
 }
 
 #[no_mangle]
 // change id to string, change to dylib - change to get/add: if exists return pointer if not, create one.
-pub fn add_document(id: String, doc: sync::Arc<String>) {
+pub fn add_document(id: String, doc: sync::Arc<str>) {
     let mut documents = DOCUMENTS.lock().unwrap();
     documents.insert(id, doc);
 }
 
 #[no_mangle]
 // change to get_span - input id, start, end- return copy of substring of document. expose this to the API
-pub fn get_document(id: String) -> Option<sync::Arc<String>> {
+pub fn get_document(id: String) -> Option<sync::Arc<str>> {
     let documents = DOCUMENTS.lock().unwrap();
     match documents.get(&id) {
         Some(doc) => Some(sync::Arc::clone(doc)),

From 54c13114e49972b6891c4a337ab6fd9ed62fa04a Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Tue, 12 Nov 2024 03:21:58 +0200
Subject: [PATCH 216/277] WIP

---
 nbs/40_grpc_server.ipynb         | 16 +++++++++++-----
 nbs/50_rust_dataflow.ipynb       |  1 +
 spannerflow/grpc_server.py       | 14 ++++++++++----
 spannerflow/rust_dataflow.py     |  1 +
 spannerflow/rust_lib/src/span.rs |  1 +
 5 files changed, 24 insertions(+), 9 deletions(-)

diff --git a/nbs/40_grpc_server.ipynb b/nbs/40_grpc_server.ipynb
index ff4c986..14ed73d 100644
--- a/nbs/40_grpc_server.ipynb
+++ b/nbs/40_grpc_server.ipynb
@@ -29,7 +29,8 @@
     "\n",
     "import grpc\n",
     "\n",
-    "from spannerflow.dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc"
+    "from spannerflow.dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc\n",
+    "from spannerflow.span import Span"
    ]
   },
   {
@@ -163,10 +164,15 @@
     "            for r in output:\n",
     "                if not isinstance(r, (tuple, list)):\n",
     "                    r = (r,)\n",
-    "                response_row = [\n",
-    "                    (str(cell) if func_out_schema[i] is not bool else str(cell).lower())\n",
-    "                    for i, cell in enumerate(r)\n",
-    "                ]\n",
+    "                response_row = []\n",
+    "                for i, cell in enumerate(r):\n",
+    "                    if func_out_schema[i] is bool:\n",
+    "                        response_row.append(str(cell).lower())\n",
+    "                    elif func_out_schema[i] is Span:\n",
+    "                        response_row.append(repr(cell))\n",
+    "                    else:\n",
+    "                        response_row.append(str(cell))\n",
+    "\n",
     "                response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore\n",
     "                    row=response_row\n",
     "                )\n",
diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index 91cdc2f..2445e7d 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -71,6 +71,7 @@
     "    \"DATA_TYPE_FLOAT\": \"OrderedFloat<f32>\",\n",
     "    \"DATA_TYPE_BOOL\": \"bool\",\n",
     "    \"DATA_TYPE_INT64\": \"i64\",\n",
+    "    \"DATA_TYPE_SPAN\": \"Span\",\n",
     "}\n",
     "\n",
     "PYTHON_TO_DATAFLOW_TYPES = {\n",
diff --git a/spannerflow/grpc_server.py b/spannerflow/grpc_server.py
index 21f0095..f484f89 100644
--- a/spannerflow/grpc_server.py
+++ b/spannerflow/grpc_server.py
@@ -11,6 +11,7 @@
 import grpc
 
 from .dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc
+from .span import Span
 
 # %% ../nbs/40_grpc_server.ipynb 4
 class FunctionService(dataflow_pb2_grpc.FunctionServiceServicer):
@@ -130,10 +131,15 @@ def RunIEFunction(
             for r in output:
                 if not isinstance(r, (tuple, list)):
                     r = (r,)
-                response_row = [
-                    (str(cell) if func_out_schema[i] is not bool else str(cell).lower())
-                    for i, cell in enumerate(r)
-                ]
+                response_row = []
+                for i, cell in enumerate(r):
+                    if func_out_schema[i] is bool:
+                        response_row.append(str(cell).lower())
+                    elif func_out_schema[i] is Span:
+                        response_row.append(repr(cell))
+                    else:
+                        response_row.append(str(cell))
+
                 response = dataflow_pb2.RunIEFunctionResponse(  # type: ignore
                     row=response_row
                 )
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index f0ed641..11fe321 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -42,6 +42,7 @@
     "DATA_TYPE_FLOAT": "OrderedFloat<f32>",
     "DATA_TYPE_BOOL": "bool",
     "DATA_TYPE_INT64": "i64",
+    "DATA_TYPE_SPAN": "Span",
 }
 
 PYTHON_TO_DATAFLOW_TYPES = {
diff --git a/spannerflow/rust_lib/src/span.rs b/spannerflow/rust_lib/src/span.rs
index f5a0df1..0719a5b 100644
--- a/spannerflow/rust_lib/src/span.rs
+++ b/spannerflow/rust_lib/src/span.rs
@@ -113,6 +113,7 @@ impl FromStr for Span {
             let end = caps.get(3).unwrap().as_str().parse::<usize>().unwrap();
             let text = caps.get(4).unwrap().as_str().to_string();
             println!("name: {}, start: {}, end: {} text: {}", name.clone(), start, end, text);
+            // TODO: Add document registry
             // unsafe {let document = get_document(name.clone());}
             // match document {
             //     Some(doc) => {

From efcbae9aca252f3dd58589409be80c71739f583b Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Tue, 12 Nov 2024 01:25:31 +0000
Subject: [PATCH 217/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 34dbadf..30e9c17 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-23%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>250</td><td>182</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L35-L40">35&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L44-L65">44&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L69-L98">69&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L111-L121">111&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L124-L134">124&ndash;134</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L137-L138">137&ndash;138</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L144-L147">144&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L152-L153">152&ndash;153</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L156-L170">156&ndash;170</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L173-L176">173&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L179-L196">179&ndash;196</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L199-L202">199&ndash;202</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L208-L215">208&ndash;215</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L225-L233">225&ndash;233</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L237-L243">237&ndash;243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L248-L252">248&ndash;252</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L258-L264">258&ndash;264</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L268-L274">268&ndash;274</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L282-L287">282&ndash;287</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L291-L296">291&ndash;296</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L300-L306">300&ndash;306</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L312-L319">312&ndash;319</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L328">328</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L331">331</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L334">334</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L343">343</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L346">346</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L349">349</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L355-L370">355&ndash;370</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L376-L380">376&ndash;380</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>27</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L56">47&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L67">63&ndash;67</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L72-L89">72&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L125">125</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>87</td><td>79</td><td>9%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L26-L28">26&ndash;28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L35-L85">35&ndash;85</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L92-L140">92&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>356</td><td>316</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L80-L103">80&ndash;103</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L108-L113">108&ndash;113</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L120-L122">120&ndash;122</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L127-L136">127&ndash;136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L141-L150">141&ndash;150</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L163-L194">163&ndash;194</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L207-L219">207&ndash;219</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L230-L247">230&ndash;247</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L257-L258">257&ndash;258</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L269-L278">269&ndash;278</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L288-L315">288&ndash;315</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L325-L413">325&ndash;413</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L424-L471">424&ndash;471</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L476-L514">476&ndash;514</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L523-L600">523&ndash;600</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L611-L628">611&ndash;628</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L641-L692">641&ndash;692</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L697-L704">697&ndash;704</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L707-L708">707&ndash;708</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L711-L712">711&ndash;712</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L715-L742">715&ndash;742</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L745-L777">745&ndash;777</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L783-L793">783&ndash;793</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>974</b></td><td><b>751</b></td><td><b>23%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-23%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>250</td><td>182</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L35-L40">35&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L44-L65">44&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L69-L98">69&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L111-L121">111&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L124-L134">124&ndash;134</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L137-L138">137&ndash;138</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L144-L147">144&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L152-L153">152&ndash;153</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L156-L170">156&ndash;170</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L173-L176">173&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L179-L196">179&ndash;196</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L199-L202">199&ndash;202</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L208-L215">208&ndash;215</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L225-L233">225&ndash;233</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L237-L243">237&ndash;243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L248-L252">248&ndash;252</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L258-L264">258&ndash;264</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L268-L274">268&ndash;274</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L282-L287">282&ndash;287</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L291-L296">291&ndash;296</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L300-L306">300&ndash;306</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L312-L319">312&ndash;319</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L328">328</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L331">331</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L334">334</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L343">343</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L346">346</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L349">349</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L355-L370">355&ndash;370</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L376-L380">376&ndash;380</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>27</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L56">47&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L67">63&ndash;67</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L72-L89">72&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L125">125</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>94</td><td>85</td><td>10%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L27-L29">27&ndash;29</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L36-L86">36&ndash;86</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L93-L146">93&ndash;146</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>356</td><td>316</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L81-L104">81&ndash;104</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L109-L114">109&ndash;114</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L121-L123">121&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L128-L137">128&ndash;137</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L142-L151">142&ndash;151</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L164-L195">164&ndash;195</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L208-L220">208&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L231-L248">231&ndash;248</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L258-L259">258&ndash;259</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L270-L279">270&ndash;279</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L289-L316">289&ndash;316</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L326-L414">326&ndash;414</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L425-L472">425&ndash;472</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L477-L515">477&ndash;515</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L524-L601">524&ndash;601</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L612-L629">612&ndash;629</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L642-L693">642&ndash;693</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L698-L705">698&ndash;705</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L708-L709">708&ndash;709</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L712-L713">712&ndash;713</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L716-L743">716&ndash;743</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L746-L778">746&ndash;778</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L784-L794">784&ndash;794</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>981</b></td><td><b>757</b></td><td><b>23%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 4e6682f3c8e12ff62194a16115f7c3aa8104e408 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Wed, 13 Nov 2024 01:28:01 +0200
Subject: [PATCH 218/277] WIP

---
 nbs/50_rust_dataflow.ipynb   | 9 +++------
 spannerflow/rust_dataflow.py | 8 +++-----
 2 files changed, 6 insertions(+), 11 deletions(-)

diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index 2445e7d..02e2872 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -264,7 +264,6 @@
     "\n",
     "# test only common columns\n",
     "join_sub_graph.nodes[3][\"schema\"] = [\"X\", \"Y\"]\n",
-    "print(get_join_code(join_sub_graph, 4, {}).strip().replace(\"  \", \"\").replace(\"\\n\", \"\"))\n",
     "assert (\n",
     "    get_join_code(join_sub_graph, 4, {}).strip().replace(\"  \", \"\").replace(\"\\n\", \"\")\n",
     "    == \"let node_4 = node_1.map(|(X, Y)| ((Y, X), 0)).join(&node_3.map(|(X, Y)| ((Y, X), 0))).map(|((Y, X), (_, _))| ((X, Y, Z)));\"\n",
@@ -530,7 +529,7 @@
     "    prev_nodes = list(graph.pred[node])\n",
     "    prev_node_str = get_node_str(prev_nodes[0], anchor=anchor, in_iterate=in_iterate)\n",
     "    node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)\n",
-    "    agg = gr_node[\"agg\"]\n",
+    "    agg = gr_node[\"agg_names\"]\n",
     "    schema = update_repeatable_cols_in_schema(gr_node[\"schema\"])\n",
     "    groupby_cols = [schema[i] for i, agg_func in enumerate(agg) if agg_func is None]\n",
     "    nodes_schema_types_dict = code_metadata[\"nodes_schema_types_dict\"]\n",
@@ -581,8 +580,6 @@
     "                agg_code.append(f\"{agg_var}.1 += *cnt as i32;\")\n",
     "            case _:\n",
     "                # TODO: Fix python agg function\n",
-    "                print(gr_node)\n",
-    "                print(groupby_cols)\n",
     "                remote_aggregation_template = code_metadata[\n",
     "                    \"template_env\"\n",
     "                ].get_template(\"remote_aggregate.jinja2\")\n",
@@ -590,7 +587,7 @@
     "                    output_node=node_str,\n",
     "                    prev_node=prev_node_str,\n",
     "                    grpc_address=code_metadata[\"grpc_address\"],\n",
-    "                    function_name=agg_func[\"agg_func\"].__name__,\n",
+    "                    function_name=agg_func[\"agg_func\"],\n",
     "                    in_schema=get_col_schema(\n",
     "                        gr_node[\"schema\"][: len(gr_node[\"schema\"])]\n",
     "                    ),\n",
@@ -788,7 +785,7 @@
     "            nodes_schema_types_dict[node] = schema_types\n",
     "        case \"groupby\":\n",
     "            schema_types = []\n",
-    "            for index, agg in enumerate(gr_node[\"agg\"]):\n",
+    "            for index, agg in enumerate(gr_node[\"agg_names\"]):\n",
     "                if agg is None:\n",
     "                    schema_types.append(\n",
     "                        nodes_schema_types_dict[preds[0][\"node_name\"]][index]\n",
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 11fe321..a0749a2 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -327,7 +327,7 @@ def get_groupby_code(
     prev_nodes = list(graph.pred[node])
     prev_node_str = get_node_str(prev_nodes[0], anchor=anchor, in_iterate=in_iterate)
     node_str = get_node_str(node, anchor=anchor, in_iterate=in_iterate)
-    agg = gr_node["agg"]
+    agg = gr_node["agg_names"]
     schema = update_repeatable_cols_in_schema(gr_node["schema"])
     groupby_cols = [schema[i] for i, agg_func in enumerate(agg) if agg_func is None]
     nodes_schema_types_dict = code_metadata["nodes_schema_types_dict"]
@@ -378,8 +378,6 @@ def get_groupby_code(
                 agg_code.append(f"{agg_var}.1 += *cnt as i32;")
             case _:
                 # TODO: Fix python agg function
-                print(gr_node)
-                print(groupby_cols)
                 remote_aggregation_template = code_metadata[
                     "template_env"
                 ].get_template("remote_aggregate.jinja2")
@@ -387,7 +385,7 @@ def get_groupby_code(
                     output_node=node_str,
                     prev_node=prev_node_str,
                     grpc_address=code_metadata["grpc_address"],
-                    function_name=agg_func["agg_func"].__name__,
+                    function_name=agg_func["agg_func"],
                     in_schema=get_col_schema(
                         gr_node["schema"][: len(gr_node["schema"])]
                     ),
@@ -558,7 +556,7 @@ def prepare_node(
             nodes_schema_types_dict[node] = schema_types
         case "groupby":
             schema_types = []
-            for index, agg in enumerate(gr_node["agg"]):
+            for index, agg in enumerate(gr_node["agg_names"]):
                 if agg is None:
                     schema_types.append(
                         nodes_schema_types_dict[preds[0]["node_name"]][index]

From bf358a836c22477d42d4e76a570d5e282353b452 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Tue, 12 Nov 2024 23:31:57 +0000
Subject: [PATCH 219/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 30e9c17..08b0415 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-23%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>250</td><td>182</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L35-L40">35&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L44-L65">44&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L69-L98">69&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L111-L121">111&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L124-L134">124&ndash;134</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L137-L138">137&ndash;138</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L144-L147">144&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L152-L153">152&ndash;153</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L156-L170">156&ndash;170</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L173-L176">173&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L179-L196">179&ndash;196</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L199-L202">199&ndash;202</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L208-L215">208&ndash;215</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L225-L233">225&ndash;233</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L237-L243">237&ndash;243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L248-L252">248&ndash;252</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L258-L264">258&ndash;264</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L268-L274">268&ndash;274</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L282-L287">282&ndash;287</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L291-L296">291&ndash;296</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L300-L306">300&ndash;306</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L312-L319">312&ndash;319</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L328">328</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L331">331</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L334">334</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L343">343</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L346">346</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L349">349</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L355-L370">355&ndash;370</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L376-L380">376&ndash;380</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>27</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L56">47&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L67">63&ndash;67</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L72-L89">72&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L125">125</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>94</td><td>85</td><td>10%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L27-L29">27&ndash;29</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L36-L86">36&ndash;86</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L93-L146">93&ndash;146</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>356</td><td>316</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L81-L104">81&ndash;104</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L109-L114">109&ndash;114</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L121-L123">121&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L128-L137">128&ndash;137</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L142-L151">142&ndash;151</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L164-L195">164&ndash;195</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L208-L220">208&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L231-L248">231&ndash;248</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L258-L259">258&ndash;259</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L270-L279">270&ndash;279</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L289-L316">289&ndash;316</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L326-L414">326&ndash;414</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L425-L472">425&ndash;472</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L477-L515">477&ndash;515</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L524-L601">524&ndash;601</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L612-L629">612&ndash;629</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L642-L693">642&ndash;693</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L698-L705">698&ndash;705</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L708-L709">708&ndash;709</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L712-L713">712&ndash;713</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L716-L743">716&ndash;743</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L746-L778">746&ndash;778</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L784-L794">784&ndash;794</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>981</b></td><td><b>757</b></td><td><b>23%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-23%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>250</td><td>182</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L35-L40">35&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L44-L65">44&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L69-L98">69&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L111-L121">111&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L124-L134">124&ndash;134</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L137-L138">137&ndash;138</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L144-L147">144&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L152-L153">152&ndash;153</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L156-L170">156&ndash;170</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L173-L176">173&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L179-L196">179&ndash;196</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L199-L202">199&ndash;202</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L208-L215">208&ndash;215</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L225-L233">225&ndash;233</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L237-L243">237&ndash;243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L248-L252">248&ndash;252</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L258-L264">258&ndash;264</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L268-L274">268&ndash;274</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L282-L287">282&ndash;287</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L291-L296">291&ndash;296</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L300-L306">300&ndash;306</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L312-L319">312&ndash;319</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L328">328</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L331">331</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L334">334</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L343">343</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L346">346</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L349">349</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L355-L370">355&ndash;370</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L376-L380">376&ndash;380</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>27</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L56">47&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L67">63&ndash;67</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L72-L89">72&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L125">125</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>94</td><td>85</td><td>10%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L27-L29">27&ndash;29</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L36-L86">36&ndash;86</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L93-L146">93&ndash;146</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>354</td><td>314</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L81-L104">81&ndash;104</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L109-L114">109&ndash;114</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L121-L123">121&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L128-L137">128&ndash;137</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L142-L151">142&ndash;151</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L164-L195">164&ndash;195</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L208-L220">208&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L231-L248">231&ndash;248</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L258-L259">258&ndash;259</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L270-L279">270&ndash;279</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L289-L316">289&ndash;316</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L326-L412">326&ndash;412</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L423-L470">423&ndash;470</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L475-L513">475&ndash;513</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L522-L599">522&ndash;599</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L610-L627">610&ndash;627</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L640-L691">640&ndash;691</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L696-L703">696&ndash;703</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L706-L707">706&ndash;707</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L710-L711">710&ndash;711</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L714-L741">714&ndash;741</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L744-L776">744&ndash;776</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L782-L792">782&ndash;792</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>979</b></td><td><b>755</b></td><td><b>23%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 150a437f0275ccee793028087b829923ea3d169c Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Wed, 13 Nov 2024 03:22:30 +0200
Subject: [PATCH 220/277] bugfix: right output order after agg

---
 spannerflow/templates/aggregate.rs.jinja2 | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/spannerflow/templates/aggregate.rs.jinja2 b/spannerflow/templates/aggregate.rs.jinja2
index 5b39797..4f1b895 100644
--- a/spannerflow/templates/aggregate.rs.jinja2
+++ b/spannerflow/templates/aggregate.rs.jinja2
@@ -7,4 +7,5 @@ let {{output_node}} = {{prev_node}}.map(|{{in_schema}}| ({{groupby_schema}}, {{a
                         {{agg}}{% endfor %}
                 }
                 output.push(({{output_tuple}},1))
-            }).map(|(key, val)| ({% if groupby_len == 1 %}key, {% else %}{% for i in range(groupby_len) %}key.{{i}}, {% endfor %}{% endif %}{% if agg_len == 1 %}val{% if agg_by_index[0]['agg_func'] == "avg" %}.0 as f64 / val.1 as f64{%endif%}{% else %}{% for i in range(agg_len) %}val.{{i}}{% if agg_by_index[i]['agg_func'] == "avg" %}.0 as f64 / val.{{i}}.1 as f64{%endif%}{% if not loop.last %}, {% endif %}{% endfor %}{% endif %}));
\ No newline at end of file
+            }).map(|(key, val)| ({% if groupby_len == 1 %}key, {% else %}{% for i in range(groupby_len) %}key.{{i}}, {% endfor %}{% endif %}{% if agg_len == 1 %}val{% if agg_by_index[0]['agg_func'] == "avg" %}.0 as f64 / val.1 as f64{%endif%}{% else %}{% for i in range(agg_len) %}val.{{i}}{% if agg_by_index[i]['agg_func'] == "avg" %}.0 as f64 / val.{{i}}.1 as f64{%endif%}{% if not loop.last %}, {% endif %}{% endfor %}{% endif %}))
+              .map(|{{ mid_schema }}| {{ in_schema }});
\ No newline at end of file

From b7fb0d7c66366fcc8202bb11cae10ad7670e43e1 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Wed, 13 Nov 2024 03:25:38 +0200
Subject: [PATCH 221/277] WIP

---
 nbs/50_rust_dataflow.ipynb                                     | 3 ++-
 spannerflow/rust_dataflow.py                                   | 3 ++-
 .../{remote_aggregate.jinja2 => remote_aggregate.rs.jinja2}    | 0
 3 files changed, 4 insertions(+), 2 deletions(-)
 rename spannerflow/templates/{remote_aggregate.jinja2 => remote_aggregate.rs.jinja2} (100%)

diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index 02e2872..547bbf6 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -582,7 +582,7 @@
     "                # TODO: Fix python agg function\n",
     "                remote_aggregation_template = code_metadata[\n",
     "                    \"template_env\"\n",
-    "                ].get_template(\"remote_aggregate.jinja2\")\n",
+    "                ].get_template(\"remote_aggregate.rs.jinja2\")\n",
     "                code = remote_aggregation_template.render(\n",
     "                    output_node=node_str,\n",
     "                    prev_node=prev_node_str,\n",
@@ -602,6 +602,7 @@
     "        output_node=node_str,\n",
     "        prev_node=prev_node_str,\n",
     "        in_schema=get_col_schema(schema),\n",
+    "        mid_schema=get_col_schema(groupby_cols + agg_cols),\n",
     "        groupby_schema=get_col_schema(groupby_cols),\n",
     "        groupby_len=len(groupby_cols),\n",
     "        agg_len=len(agg_cols),\n",
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index a0749a2..cccee52 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -380,7 +380,7 @@ def get_groupby_code(
                 # TODO: Fix python agg function
                 remote_aggregation_template = code_metadata[
                     "template_env"
-                ].get_template("remote_aggregate.jinja2")
+                ].get_template("remote_aggregate.rs.jinja2")
                 code = remote_aggregation_template.render(
                     output_node=node_str,
                     prev_node=prev_node_str,
@@ -400,6 +400,7 @@ def get_groupby_code(
         output_node=node_str,
         prev_node=prev_node_str,
         in_schema=get_col_schema(schema),
+        mid_schema=get_col_schema(groupby_cols + agg_cols),
         groupby_schema=get_col_schema(groupby_cols),
         groupby_len=len(groupby_cols),
         agg_len=len(agg_cols),
diff --git a/spannerflow/templates/remote_aggregate.jinja2 b/spannerflow/templates/remote_aggregate.rs.jinja2
similarity index 100%
rename from spannerflow/templates/remote_aggregate.jinja2
rename to spannerflow/templates/remote_aggregate.rs.jinja2

From a6bce913e5d1bf1890da2a431b64c6a7d264e6b7 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Wed, 13 Nov 2024 01:29:15 +0000
Subject: [PATCH 222/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 08b0415..6ad1e11 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-23%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>250</td><td>182</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L35-L40">35&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L44-L65">44&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L69-L98">69&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L111-L121">111&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L124-L134">124&ndash;134</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L137-L138">137&ndash;138</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L144-L147">144&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L152-L153">152&ndash;153</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L156-L170">156&ndash;170</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L173-L176">173&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L179-L196">179&ndash;196</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L199-L202">199&ndash;202</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L208-L215">208&ndash;215</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L225-L233">225&ndash;233</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L237-L243">237&ndash;243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L248-L252">248&ndash;252</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L258-L264">258&ndash;264</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L268-L274">268&ndash;274</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L282-L287">282&ndash;287</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L291-L296">291&ndash;296</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L300-L306">300&ndash;306</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L312-L319">312&ndash;319</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L328">328</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L331">331</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L334">334</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L343">343</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L346">346</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L349">349</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L355-L370">355&ndash;370</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L376-L380">376&ndash;380</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>27</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L56">47&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L67">63&ndash;67</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L72-L89">72&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L125">125</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>94</td><td>85</td><td>10%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L27-L29">27&ndash;29</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L36-L86">36&ndash;86</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L93-L146">93&ndash;146</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>354</td><td>314</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L81-L104">81&ndash;104</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L109-L114">109&ndash;114</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L121-L123">121&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L128-L137">128&ndash;137</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L142-L151">142&ndash;151</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L164-L195">164&ndash;195</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L208-L220">208&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L231-L248">231&ndash;248</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L258-L259">258&ndash;259</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L270-L279">270&ndash;279</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L289-L316">289&ndash;316</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L326-L412">326&ndash;412</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L423-L470">423&ndash;470</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L475-L513">475&ndash;513</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L522-L599">522&ndash;599</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L610-L627">610&ndash;627</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L640-L691">640&ndash;691</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L696-L703">696&ndash;703</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L706-L707">706&ndash;707</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L710-L711">710&ndash;711</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L714-L741">714&ndash;741</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L744-L776">744&ndash;776</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L782-L792">782&ndash;792</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>979</b></td><td><b>755</b></td><td><b>23%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-23%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>250</td><td>182</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L35-L40">35&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L44-L65">44&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L69-L98">69&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L111-L121">111&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L124-L134">124&ndash;134</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L137-L138">137&ndash;138</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L144-L147">144&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L152-L153">152&ndash;153</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L156-L170">156&ndash;170</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L173-L176">173&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L179-L196">179&ndash;196</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L199-L202">199&ndash;202</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L208-L215">208&ndash;215</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L225-L233">225&ndash;233</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L237-L243">237&ndash;243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L248-L252">248&ndash;252</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L258-L264">258&ndash;264</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L268-L274">268&ndash;274</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L282-L287">282&ndash;287</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L291-L296">291&ndash;296</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L300-L306">300&ndash;306</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L312-L319">312&ndash;319</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L328">328</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L331">331</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L334">334</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L343">343</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L346">346</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L349">349</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L355-L370">355&ndash;370</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L376-L380">376&ndash;380</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>27</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L56">47&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L67">63&ndash;67</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L72-L89">72&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L125">125</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>94</td><td>85</td><td>10%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L27-L29">27&ndash;29</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L36-L86">36&ndash;86</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L93-L146">93&ndash;146</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>354</td><td>314</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L81-L104">81&ndash;104</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L109-L114">109&ndash;114</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L121-L123">121&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L128-L137">128&ndash;137</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L142-L151">142&ndash;151</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L164-L195">164&ndash;195</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L208-L220">208&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L231-L248">231&ndash;248</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L258-L259">258&ndash;259</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L270-L279">270&ndash;279</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L289-L316">289&ndash;316</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L326-L413">326&ndash;413</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L424-L471">424&ndash;471</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L476-L514">476&ndash;514</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L523-L600">523&ndash;600</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L611-L628">611&ndash;628</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L641-L692">641&ndash;692</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L697-L704">697&ndash;704</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L707-L708">707&ndash;708</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L711-L712">711&ndash;712</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L715-L742">715&ndash;742</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L745-L777">745&ndash;777</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L783-L793">783&ndash;793</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>979</b></td><td><b>755</b></td><td><b>23%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 39aab39ec1664e2c75f4ad55a1ee0ae594ad60c1 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 14 Nov 2024 14:44:22 +0200
Subject: [PATCH 223/277] feat: ignore add collection with same schema

---
 spannerflow/rust_server/src/main.rs | 13 +++++++++++--
 1 file changed, 11 insertions(+), 2 deletions(-)

diff --git a/spannerflow/rust_server/src/main.rs b/spannerflow/rust_server/src/main.rs
index 502cb00..02e961a 100644
--- a/spannerflow/rust_server/src/main.rs
+++ b/spannerflow/rust_server/src/main.rs
@@ -411,8 +411,17 @@ impl DataflowService for MyDataflowService {
         
         let mut collections = COLLECTIONS.lock().await;
         let mut schemas = SCHEMAS.lock().await;
-        if collections.contains_key(&req.collection_name) || schemas.contains_key(&req.collection_name) {
-            return Err(Status::already_exists("Collection already exists"));
+        if collections.contains_key(&req.collection_name) && schemas.contains_key(&req.collection_name){
+            let schema = schemas.get(&req.collection_name).unwrap();
+            if schema.len() != req.schema.len() {
+                return Err(Status::invalid_argument("Schema length mismatch"));
+            }
+            for (data_type, value) in schema.iter().zip(req.schema.iter()) {
+                if *data_type != dataflow::DataType::try_from(*value).unwrap() {
+                    return Err(Status::invalid_argument("Schema mismatch"));
+                }
+            }
+            return Ok(Response::new(reply));
         }
         
         collections.insert(req.collection_name.clone(), vec![]);

From 7d6083df966814e4c0f739338371a0257749f317 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 14 Nov 2024 15:22:14 +0200
Subject: [PATCH 224/277] WIP

---
 spannerflow/rust_server/src/main.rs | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/spannerflow/rust_server/src/main.rs b/spannerflow/rust_server/src/main.rs
index 02e961a..ae09cc8 100644
--- a/spannerflow/rust_server/src/main.rs
+++ b/spannerflow/rust_server/src/main.rs
@@ -82,7 +82,7 @@ fn validate_schema(schema: &Vec<dataflow::DataType>, row: &Vec<String>) -> bool
             }
             dataflow::DataType::Span => {
                 // TODO: Implement Span validation
-                return false;
+                return true;
             }
             dataflow::DataType::Custom => {
                 return true;

From fb2a2e3363dccc09db653b6cd154fc3bca48d8f1 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Thu, 14 Nov 2024 17:38:47 +0200
Subject: [PATCH 225/277] WIP

---
 nbs/40_grpc_server.ipynb                      | 19 ++--
 nbs/50_rust_dataflow.ipynb                    |  3 +
 spannerflow/dataflow/v1/dataflow_pb2.py       | 88 ++++++++++---------
 spannerflow/grpc_server.py                    | 19 ++--
 spannerflow/proto/dataflow/v1/dataflow.proto  |  8 +-
 spannerflow/rust_dataflow.py                  |  3 +
 spannerflow/templates/ie_map.rs.jinja2        |  2 +-
 spannerflow/templates/rust_dataflow.rs.jinja2 |  8 +-
 8 files changed, 87 insertions(+), 63 deletions(-)

diff --git a/nbs/40_grpc_server.ipynb b/nbs/40_grpc_server.ipynb
index 14ed73d..74d54a7 100644
--- a/nbs/40_grpc_server.ipynb
+++ b/nbs/40_grpc_server.ipynb
@@ -78,7 +78,6 @@
     "                # Extract the function_name from the first request\n",
     "                function_name = request.function_name\n",
     "                func_tuple = self._agg_functions.get(function_name)\n",
-    "                print(func_tuple)\n",
     "\n",
     "                if func_tuple is None:\n",
     "                    context.set_details(f\"Agg Function '{function_name}' not found.\")\n",
@@ -102,9 +101,7 @@
     "            context.set_code(grpc.StatusCode.INVALID_ARGUMENT)\n",
     "            return\n",
     "\n",
-    "        print(rows)\n",
     "        res = func(rows)\n",
-    "        print(res)\n",
     "\n",
     "        if len(func_out_schema) > 1:\n",
     "            response_row = [\n",
@@ -127,13 +124,15 @@
     "        func = None\n",
     "        rows = []\n",
     "        for request in request_iterator:\n",
-    "            if request.HasField(\"function_name\"):\n",
+    "            if request.HasField(\"function\"):\n",
     "                if function_name is not None:\n",
-    "                    context.set_details(\"Function name already provided.\")\n",
+    "                    context.set_details(\"Function data already provided.\")\n",
     "                    context.set_code(grpc.StatusCode.INVALID_ARGUMENT)\n",
     "                    return\n",
     "                # Extract the function_name from the first request\n",
-    "                function_name = request.function_name\n",
+    "                function_name = request.function.function_name\n",
+    "                in_arity = request.function.in_arity\n",
+    "                out_arity = request.function.out_arity\n",
     "                func_tuple = self._ie_functions.get(function_name)\n",
     "\n",
     "                if func_tuple is None:\n",
@@ -142,11 +141,15 @@
     "                    return  # Return early after setting the error\n",
     "                func = func_tuple[1]\n",
     "                func_in_scehma = func_tuple[2]\n",
+    "                if callable(func_in_scehma):\n",
+    "                    func_in_scehma = func_in_scehma(in_arity)\n",
     "                func_out_schema = func_tuple[3]\n",
+    "                if callable(func_out_schema):\n",
+    "                    func_out_schema = func_out_schema(out_arity)\n",
     "\n",
     "            elif request.HasField(\"row\"):\n",
     "                if func is None:\n",
-    "                    context.set_details(\"Function name must be provided before rows.\")\n",
+    "                    context.set_details(\"Function data must be provided before rows.\")\n",
     "                    context.set_code(grpc.StatusCode.INVALID_ARGUMENT)\n",
     "                    return  # Function name must come first\n",
     "                str_arguments = [str(cell) for cell in request.row.row]\n",
@@ -155,7 +158,7 @@
     "                )\n",
     "\n",
     "        if function_name is None or func is None:\n",
-    "            context.set_details(\"No function name provided.\")\n",
+    "            context.set_details(\"No function data provided.\")\n",
     "            context.set_code(grpc.StatusCode.INVALID_ARGUMENT)\n",
     "            return\n",
     "\n",
diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index 547bbf6..033cd1f 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -638,6 +638,7 @@
     "    nodes_schema_types_dict = code_metadata[\"nodes_schema_types_dict\"]\n",
     "    gr_node: dict = graph.nodes[node]\n",
     "    in_arity: int = gr_node[\"in_arity\"]\n",
+    "    out_arity: int = gr_node[\"out_arity\"]\n",
     "    in_schema = gr_node[\"schema\"][:in_arity]\n",
     "    in_type_schema: list = nodes_schema_types_dict[node][:in_arity]\n",
     "    out_schema = gr_node[\"schema\"][in_arity:]\n",
@@ -676,6 +677,8 @@
     "                ),\n",
     "                out_schema_len=len(gr_node[\"out_schema\"]),\n",
     "                in_schema_len=len(gr_node[\"in_schema\"]),\n",
+    "                in_arity=in_arity,\n",
+    "                out_arity=out_arity,\n",
     "                out_schema_types=nodes_schema_types_dict[node],\n",
     "                DATAFLOW_TO_RUST_TYPES=DATAFLOW_TO_RUST_TYPES,\n",
     "            )\n",
diff --git a/spannerflow/dataflow/v1/dataflow_pb2.py b/spannerflow/dataflow/v1/dataflow_pb2.py
index c0b44b7..95bbb55 100644
--- a/spannerflow/dataflow/v1/dataflow_pb2.py
+++ b/spannerflow/dataflow/v1/dataflow_pb2.py
@@ -25,57 +25,59 @@
 from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto\"h\n\x15RunAggFunctionRequest\x12\x17\n\rfunction_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"%\n\x16RunAggFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"g\n\x14RunIEFunctionRequest\x12\x17\n\rfunction_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"\x19\n\nRowRequest\x12\x0b\n\x03row\x18\x01 \x03(\t\"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"8\n\x0eGetSpanRequest\x12\n\n\x02id\x18\x01 \x01(\t\x12\r\n\x05start\x18\x02 \x01(\r\x12\x0b\n\x03\x65nd\x18\x03 \x01(\r\"\x1f\n\x0fGetSpanResponse\x12\x0c\n\x04span\x18\x01 \x01(\t\"c\n\x0e\x41\x64\x64RowsRequest\x12\x19\n\x0f\x63ollection_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"g\n\x12LoadFromCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\x12\x11\n\tdelimiter\x18\x03 \x01(\x0c\x12\x12\n\nhas_header\x18\x04 \x01(\x08\"Q\n\x10SaveToCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\x12\x11\n\tdelimiter\x18\x03 \x01(\x0c\"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"V\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"A\n\nCollection\x12\x0c\n\x04name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"F\n\x16GetCollectionsResponse\x12,\n\x0b\x63ollections\x18\x03 \x03(\x0b\x32\x17.dataflow.v1.Collection\"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"O\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\x12\x17\n\x0foutput_csv_path\x18\x03 \x01(\t\"\"\n\x13RunDataflowResponse\x12\x0b\n\x03row\x18\x01 \x03(\t*\xb6\x01\n\x08\x44\x61taType\x12\x19\n\x15\x44\x41TA_TYPE_UNSPECIFIED\x10\x00\x12\x14\n\x10\x44\x41TA_TYPE_STRING\x10\x01\x12\x11\n\rDATA_TYPE_INT\x10\x02\x12\x13\n\x0f\x44\x41TA_TYPE_FLOAT\x10\x03\x12\x12\n\x0e\x44\x41TA_TYPE_BOOL\x10\x04\x12\x12\n\x0e\x44\x41TA_TYPE_SPAN\x10\x05\x12\x14\n\x10\x44\x41TA_TYPE_CUSTOM\x10\x06\x12\x13\n\x0f\x44\x41TA_TYPE_INT64\x10\x07\x32\xcc\x01\n\x0f\x46unctionService\x12Z\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a\".dataflow.v1.RunIEFunctionResponse(\x01\x30\x01\x12]\n\x0eRunAggFunction\x12\".dataflow.v1.RunAggFunctionRequest\x1a#.dataflow.v1.RunAggFunctionResponse(\x01\x30\x01\x32\xc2\x06\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12@\n\x07\x41\x64\x64Rows\x12\x1b.dataflow.v1.AddRowsRequest\x1a\x16.google.protobuf.Empty(\x01\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a\".dataflow.v1.GetCollectionResponse0\x01\x12R\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a .dataflow.v1.RunDataflowResponse0\x01\x12\x46\n\x0bLoadFromCSV\x12\x1f.dataflow.v1.LoadFromCSVRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tSaveToCSV\x12\x1d.dataflow.v1.SaveToCSVRequest\x1a\x16.google.protobuf.Empty\x12\x44\n\x07GetSpan\x12\x1b.dataflow.v1.GetSpanRequest\x1a\x1c.dataflow.v1.GetSpanResponseb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x64\x61taflow/v1/dataflow.proto\x12\x0b\x64\x61taflow.v1\x1a\x1bgoogle/protobuf/empty.proto\"h\n\x15RunAggFunctionRequest\x12\x17\n\rfunction_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"%\n\x16RunAggFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"\x80\x01\n\x14RunIEFunctionRequest\x12\x30\n\x08\x66unction\x18\x01 \x01(\x0b\x32\x1c.dataflow.v1.FunctionRequestH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"M\n\x0f\x46unctionRequest\x12\x15\n\rfunction_name\x18\x01 \x01(\t\x12\x10\n\x08in_arity\x18\x02 \x01(\r\x12\x11\n\tout_arity\x18\x03 \x01(\r\"\x19\n\nRowRequest\x12\x0b\n\x03row\x18\x01 \x03(\t\"$\n\x15RunIEFunctionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"8\n\x0eGetSpanRequest\x12\n\n\x02id\x18\x01 \x01(\t\x12\r\n\x05start\x18\x02 \x01(\r\x12\x0b\n\x03\x65nd\x18\x03 \x01(\r\"\x1f\n\x0fGetSpanResponse\x12\x0c\n\x04span\x18\x01 \x01(\t\"c\n\x0e\x41\x64\x64RowsRequest\x12\x19\n\x0f\x63ollection_name\x18\x01 \x01(\tH\x00\x12&\n\x03row\x18\x02 \x01(\x0b\x32\x17.dataflow.v1.RowRequestH\x00\x42\x0e\n\x0cmessage_type\"g\n\x12LoadFromCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\x12\x11\n\tdelimiter\x18\x03 \x01(\x0c\x12\x12\n\nhas_header\x18\x04 \x01(\x08\"Q\n\x10SaveToCSVRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x11\n\tfile_path\x18\x02 \x01(\t\x12\x11\n\tdelimiter\x18\x03 \x01(\x0c\"/\n\x14GetCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"$\n\x15GetCollectionResponse\x12\x0b\n\x03row\x18\x01 \x03(\t\"5\n\rAddRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"8\n\x10\x44\x65leteRowRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12\x0b\n\x03row\x18\x02 \x03(\t\"V\n\x14\x41\x64\x64\x43ollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"A\n\nCollection\x12\x0c\n\x04name\x18\x01 \x01(\t\x12%\n\x06schema\x18\x02 \x03(\x0e\x32\x15.dataflow.v1.DataType\"F\n\x16GetCollectionsResponse\x12,\n\x0b\x63ollections\x18\x03 \x03(\x0b\x32\x17.dataflow.v1.Collection\"2\n\x17\x44\x65leteCollectionRequest\x12\x17\n\x0f\x63ollection_name\x18\x01 \x01(\t\"O\n\x12RunDataflowRequest\x12\x0f\n\x07so_path\x18\x01 \x01(\t\x12\x0f\n\x07\x66n_name\x18\x02 \x01(\t\x12\x17\n\x0foutput_csv_path\x18\x03 \x01(\t\"\"\n\x13RunDataflowResponse\x12\x0b\n\x03row\x18\x01 \x03(\t*\xb6\x01\n\x08\x44\x61taType\x12\x19\n\x15\x44\x41TA_TYPE_UNSPECIFIED\x10\x00\x12\x14\n\x10\x44\x41TA_TYPE_STRING\x10\x01\x12\x11\n\rDATA_TYPE_INT\x10\x02\x12\x13\n\x0f\x44\x41TA_TYPE_FLOAT\x10\x03\x12\x12\n\x0e\x44\x41TA_TYPE_BOOL\x10\x04\x12\x12\n\x0e\x44\x41TA_TYPE_SPAN\x10\x05\x12\x14\n\x10\x44\x41TA_TYPE_CUSTOM\x10\x06\x12\x13\n\x0f\x44\x41TA_TYPE_INT64\x10\x07\x32\xcc\x01\n\x0f\x46unctionService\x12Z\n\rRunIEFunction\x12!.dataflow.v1.RunIEFunctionRequest\x1a\".dataflow.v1.RunIEFunctionResponse(\x01\x30\x01\x12]\n\x0eRunAggFunction\x12\".dataflow.v1.RunAggFunctionRequest\x1a#.dataflow.v1.RunAggFunctionResponse(\x01\x30\x01\x32\xc2\x06\n\x0f\x44\x61taflowService\x12<\n\x06\x41\x64\x64Row\x12\x1a.dataflow.v1.AddRowRequest\x1a\x16.google.protobuf.Empty\x12@\n\x07\x41\x64\x64Rows\x12\x1b.dataflow.v1.AddRowsRequest\x1a\x16.google.protobuf.Empty(\x01\x12\x42\n\tDeleteRow\x12\x1d.dataflow.v1.DeleteRowRequest\x1a\x16.google.protobuf.Empty\x12J\n\rAddCollection\x12!.dataflow.v1.AddCollectionRequest\x1a\x16.google.protobuf.Empty\x12P\n\x10\x44\x65leteCollection\x12$.dataflow.v1.DeleteCollectionRequest\x1a\x16.google.protobuf.Empty\x12M\n\x0eGetCollections\x12\x16.google.protobuf.Empty\x1a#.dataflow.v1.GetCollectionsResponse\x12X\n\rGetCollection\x12!.dataflow.v1.GetCollectionRequest\x1a\".dataflow.v1.GetCollectionResponse0\x01\x12R\n\x0bRunDataflow\x12\x1f.dataflow.v1.RunDataflowRequest\x1a .dataflow.v1.RunDataflowResponse0\x01\x12\x46\n\x0bLoadFromCSV\x12\x1f.dataflow.v1.LoadFromCSVRequest\x1a\x16.google.protobuf.Empty\x12\x42\n\tSaveToCSV\x12\x1d.dataflow.v1.SaveToCSVRequest\x1a\x16.google.protobuf.Empty\x12\x44\n\x07GetSpan\x12\x1b.dataflow.v1.GetSpanRequest\x1a\x1c.dataflow.v1.GetSpanResponseb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
 _builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'dataflow.v1.dataflow_pb2', _globals)
 if not _descriptor._USE_C_DESCRIPTORS:
   DESCRIPTOR._loaded_options = None
-  _globals['_DATATYPE']._serialized_start=1364
-  _globals['_DATATYPE']._serialized_end=1546
+  _globals['_DATATYPE']._serialized_start=1469
+  _globals['_DATATYPE']._serialized_end=1651
   _globals['_RUNAGGFUNCTIONREQUEST']._serialized_start=72
   _globals['_RUNAGGFUNCTIONREQUEST']._serialized_end=176
   _globals['_RUNAGGFUNCTIONRESPONSE']._serialized_start=178
   _globals['_RUNAGGFUNCTIONRESPONSE']._serialized_end=215
-  _globals['_RUNIEFUNCTIONREQUEST']._serialized_start=217
-  _globals['_RUNIEFUNCTIONREQUEST']._serialized_end=320
-  _globals['_ROWREQUEST']._serialized_start=322
-  _globals['_ROWREQUEST']._serialized_end=347
-  _globals['_RUNIEFUNCTIONRESPONSE']._serialized_start=349
-  _globals['_RUNIEFUNCTIONRESPONSE']._serialized_end=385
-  _globals['_GETSPANREQUEST']._serialized_start=387
-  _globals['_GETSPANREQUEST']._serialized_end=443
-  _globals['_GETSPANRESPONSE']._serialized_start=445
-  _globals['_GETSPANRESPONSE']._serialized_end=476
-  _globals['_ADDROWSREQUEST']._serialized_start=478
-  _globals['_ADDROWSREQUEST']._serialized_end=577
-  _globals['_LOADFROMCSVREQUEST']._serialized_start=579
-  _globals['_LOADFROMCSVREQUEST']._serialized_end=682
-  _globals['_SAVETOCSVREQUEST']._serialized_start=684
-  _globals['_SAVETOCSVREQUEST']._serialized_end=765
-  _globals['_GETCOLLECTIONREQUEST']._serialized_start=767
-  _globals['_GETCOLLECTIONREQUEST']._serialized_end=814
-  _globals['_GETCOLLECTIONRESPONSE']._serialized_start=816
-  _globals['_GETCOLLECTIONRESPONSE']._serialized_end=852
-  _globals['_ADDROWREQUEST']._serialized_start=854
-  _globals['_ADDROWREQUEST']._serialized_end=907
-  _globals['_DELETEROWREQUEST']._serialized_start=909
-  _globals['_DELETEROWREQUEST']._serialized_end=965
-  _globals['_ADDCOLLECTIONREQUEST']._serialized_start=967
-  _globals['_ADDCOLLECTIONREQUEST']._serialized_end=1053
-  _globals['_COLLECTION']._serialized_start=1055
-  _globals['_COLLECTION']._serialized_end=1120
-  _globals['_GETCOLLECTIONSRESPONSE']._serialized_start=1122
-  _globals['_GETCOLLECTIONSRESPONSE']._serialized_end=1192
-  _globals['_DELETECOLLECTIONREQUEST']._serialized_start=1194
-  _globals['_DELETECOLLECTIONREQUEST']._serialized_end=1244
-  _globals['_RUNDATAFLOWREQUEST']._serialized_start=1246
-  _globals['_RUNDATAFLOWREQUEST']._serialized_end=1325
-  _globals['_RUNDATAFLOWRESPONSE']._serialized_start=1327
-  _globals['_RUNDATAFLOWRESPONSE']._serialized_end=1361
-  _globals['_FUNCTIONSERVICE']._serialized_start=1549
-  _globals['_FUNCTIONSERVICE']._serialized_end=1753
-  _globals['_DATAFLOWSERVICE']._serialized_start=1756
-  _globals['_DATAFLOWSERVICE']._serialized_end=2590
+  _globals['_RUNIEFUNCTIONREQUEST']._serialized_start=218
+  _globals['_RUNIEFUNCTIONREQUEST']._serialized_end=346
+  _globals['_FUNCTIONREQUEST']._serialized_start=348
+  _globals['_FUNCTIONREQUEST']._serialized_end=425
+  _globals['_ROWREQUEST']._serialized_start=427
+  _globals['_ROWREQUEST']._serialized_end=452
+  _globals['_RUNIEFUNCTIONRESPONSE']._serialized_start=454
+  _globals['_RUNIEFUNCTIONRESPONSE']._serialized_end=490
+  _globals['_GETSPANREQUEST']._serialized_start=492
+  _globals['_GETSPANREQUEST']._serialized_end=548
+  _globals['_GETSPANRESPONSE']._serialized_start=550
+  _globals['_GETSPANRESPONSE']._serialized_end=581
+  _globals['_ADDROWSREQUEST']._serialized_start=583
+  _globals['_ADDROWSREQUEST']._serialized_end=682
+  _globals['_LOADFROMCSVREQUEST']._serialized_start=684
+  _globals['_LOADFROMCSVREQUEST']._serialized_end=787
+  _globals['_SAVETOCSVREQUEST']._serialized_start=789
+  _globals['_SAVETOCSVREQUEST']._serialized_end=870
+  _globals['_GETCOLLECTIONREQUEST']._serialized_start=872
+  _globals['_GETCOLLECTIONREQUEST']._serialized_end=919
+  _globals['_GETCOLLECTIONRESPONSE']._serialized_start=921
+  _globals['_GETCOLLECTIONRESPONSE']._serialized_end=957
+  _globals['_ADDROWREQUEST']._serialized_start=959
+  _globals['_ADDROWREQUEST']._serialized_end=1012
+  _globals['_DELETEROWREQUEST']._serialized_start=1014
+  _globals['_DELETEROWREQUEST']._serialized_end=1070
+  _globals['_ADDCOLLECTIONREQUEST']._serialized_start=1072
+  _globals['_ADDCOLLECTIONREQUEST']._serialized_end=1158
+  _globals['_COLLECTION']._serialized_start=1160
+  _globals['_COLLECTION']._serialized_end=1225
+  _globals['_GETCOLLECTIONSRESPONSE']._serialized_start=1227
+  _globals['_GETCOLLECTIONSRESPONSE']._serialized_end=1297
+  _globals['_DELETECOLLECTIONREQUEST']._serialized_start=1299
+  _globals['_DELETECOLLECTIONREQUEST']._serialized_end=1349
+  _globals['_RUNDATAFLOWREQUEST']._serialized_start=1351
+  _globals['_RUNDATAFLOWREQUEST']._serialized_end=1430
+  _globals['_RUNDATAFLOWRESPONSE']._serialized_start=1432
+  _globals['_RUNDATAFLOWRESPONSE']._serialized_end=1466
+  _globals['_FUNCTIONSERVICE']._serialized_start=1654
+  _globals['_FUNCTIONSERVICE']._serialized_end=1858
+  _globals['_DATAFLOWSERVICE']._serialized_start=1861
+  _globals['_DATAFLOWSERVICE']._serialized_end=2695
 # @@protoc_insertion_point(module_scope)
diff --git a/spannerflow/grpc_server.py b/spannerflow/grpc_server.py
index f484f89..33ff120 100644
--- a/spannerflow/grpc_server.py
+++ b/spannerflow/grpc_server.py
@@ -45,7 +45,6 @@ def RunAggFunction(
                 # Extract the function_name from the first request
                 function_name = request.function_name
                 func_tuple = self._agg_functions.get(function_name)
-                print(func_tuple)
 
                 if func_tuple is None:
                     context.set_details(f"Agg Function '{function_name}' not found.")
@@ -69,9 +68,7 @@ def RunAggFunction(
             context.set_code(grpc.StatusCode.INVALID_ARGUMENT)
             return
 
-        print(rows)
         res = func(rows)
-        print(res)
 
         if len(func_out_schema) > 1:
             response_row = [
@@ -94,13 +91,15 @@ def RunIEFunction(
         func = None
         rows = []
         for request in request_iterator:
-            if request.HasField("function_name"):
+            if request.HasField("function"):
                 if function_name is not None:
-                    context.set_details("Function name already provided.")
+                    context.set_details("Function data already provided.")
                     context.set_code(grpc.StatusCode.INVALID_ARGUMENT)
                     return
                 # Extract the function_name from the first request
-                function_name = request.function_name
+                function_name = request.function.function_name
+                in_arity = request.function.in_arity
+                out_arity = request.function.out_arity
                 func_tuple = self._ie_functions.get(function_name)
 
                 if func_tuple is None:
@@ -109,11 +108,15 @@ def RunIEFunction(
                     return  # Return early after setting the error
                 func = func_tuple[1]
                 func_in_scehma = func_tuple[2]
+                if callable(func_in_scehma):
+                    func_in_scehma = func_in_scehma(in_arity)
                 func_out_schema = func_tuple[3]
+                if callable(func_out_schema):
+                    func_out_schema = func_out_schema(out_arity)
 
             elif request.HasField("row"):
                 if func is None:
-                    context.set_details("Function name must be provided before rows.")
+                    context.set_details("Function data must be provided before rows.")
                     context.set_code(grpc.StatusCode.INVALID_ARGUMENT)
                     return  # Function name must come first
                 str_arguments = [str(cell) for cell in request.row.row]
@@ -122,7 +125,7 @@ def RunIEFunction(
                 )
 
         if function_name is None or func is None:
-            context.set_details("No function name provided.")
+            context.set_details("No function data provided.")
             context.set_code(grpc.StatusCode.INVALID_ARGUMENT)
             return
 
diff --git a/spannerflow/proto/dataflow/v1/dataflow.proto b/spannerflow/proto/dataflow/v1/dataflow.proto
index 520672b..536bd1c 100644
--- a/spannerflow/proto/dataflow/v1/dataflow.proto
+++ b/spannerflow/proto/dataflow/v1/dataflow.proto
@@ -21,11 +21,17 @@ message RunAggFunctionResponse {
 
 message RunIEFunctionRequest {
     oneof message_type {
-        string function_name = 1;
+        FunctionRequest function = 1;
         RowRequest row = 2;
     }
 }
 
+message FunctionRequest {
+    string function_name = 1;
+    uint32 in_arity = 2;
+    uint32 out_arity = 3;
+}
+
 message RowRequest {
     repeated string row = 1;
 }
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index cccee52..f428fd4 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -427,6 +427,7 @@ def get_ie_map_code(
     nodes_schema_types_dict = code_metadata["nodes_schema_types_dict"]
     gr_node: dict = graph.nodes[node]
     in_arity: int = gr_node["in_arity"]
+    out_arity: int = gr_node["out_arity"]
     in_schema = gr_node["schema"][:in_arity]
     in_type_schema: list = nodes_schema_types_dict[node][:in_arity]
     out_schema = gr_node["schema"][in_arity:]
@@ -465,6 +466,8 @@ def get_ie_map_code(
                 ),
                 out_schema_len=len(gr_node["out_schema"]),
                 in_schema_len=len(gr_node["in_schema"]),
+                in_arity=in_arity,
+                out_arity=out_arity,
                 out_schema_types=nodes_schema_types_dict[node],
                 DATAFLOW_TO_RUST_TYPES=DATAFLOW_TO_RUST_TYPES,
             )
diff --git a/spannerflow/templates/ie_map.rs.jinja2 b/spannerflow/templates/ie_map.rs.jinja2
index 5f3de10..126cd79 100644
--- a/spannerflow/templates/ie_map.rs.jinja2
+++ b/spannerflow/templates/ie_map.rs.jinja2
@@ -8,7 +8,7 @@ let {{ output_node }} = {{ prev_node}}
                                     {% else %}key{% endif %}
                                     ));
                                 }
-                                match run_ie_function("{{ grpc_address }}".to_string(), "{{ function_name }}".to_string(), ie_input) {
+                                match run_ie_function("{{ grpc_address }}".to_string(), "{{ function_name }}".to_string(), ie_input, {{ in_arity }}, {{ out_arity }}) {
                                     Ok(results) => {
                                         for i in results {
                                             output.push((i, 1));
diff --git a/spannerflow/templates/rust_dataflow.rs.jinja2 b/spannerflow/templates/rust_dataflow.rs.jinja2
index 4d121a9..3cefe21 100644
--- a/spannerflow/templates/rust_dataflow.rs.jinja2
+++ b/spannerflow/templates/rust_dataflow.rs.jinja2
@@ -48,7 +48,7 @@ macro_rules! tuple_to_vec_string {
     };
 }
 
-fn run_ie_function(address: String, function_name: String, data: Vec<Vec<String>> ) -> Result<Vec<Vec<String>>, Box<dyn std::error::Error>> {
+fn run_ie_function(address: String, function_name: String, data: Vec<Vec<String>>, in_arity: u32, out_arity: u32) -> Result<Vec<Vec<String>>, Box<dyn std::error::Error>> {
     let rt = Runtime::new()?;
 
     rt.block_on(async {
@@ -57,7 +57,11 @@ fn run_ie_function(address: String, function_name: String, data: Vec<Vec<String>
 
         let mut requests: Vec<RunIeFunctionRequest> = vec![
             RunIeFunctionRequest {
-                message_type: Some(run_ie_function_request::MessageType::FunctionName(function_name)),
+                message_type: Some(run_ie_function_request::MessageType::Function(FunctionRequest {
+                    function_name: function_name.clone(),
+                    in_arity: in_arity,
+                    out_arity: out_arity,
+                })),
             },
         ];
         for row in data {

From a121d184714afd026dd837987fd999ac880ea680 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Thu, 14 Nov 2024 15:42:39 +0000
Subject: [PATCH 226/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 6ad1e11..df16584 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-23%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>250</td><td>182</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L35-L40">35&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L44-L65">44&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L69-L98">69&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L111-L121">111&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L124-L134">124&ndash;134</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L137-L138">137&ndash;138</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L144-L147">144&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L152-L153">152&ndash;153</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L156-L170">156&ndash;170</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L173-L176">173&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L179-L196">179&ndash;196</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L199-L202">199&ndash;202</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L208-L215">208&ndash;215</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L225-L233">225&ndash;233</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L237-L243">237&ndash;243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L248-L252">248&ndash;252</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L258-L264">258&ndash;264</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L268-L274">268&ndash;274</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L282-L287">282&ndash;287</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L291-L296">291&ndash;296</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L300-L306">300&ndash;306</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L312-L319">312&ndash;319</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L328">328</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L331">331</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L334">334</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L343">343</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L346">346</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L349">349</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L355-L370">355&ndash;370</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L376-L380">376&ndash;380</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>27</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L56">47&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L67">63&ndash;67</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L72-L89">72&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L125">125</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>94</td><td>85</td><td>10%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L27-L29">27&ndash;29</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L36-L86">36&ndash;86</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L93-L146">93&ndash;146</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>354</td><td>314</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L81-L104">81&ndash;104</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L109-L114">109&ndash;114</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L121-L123">121&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L128-L137">128&ndash;137</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L142-L151">142&ndash;151</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L164-L195">164&ndash;195</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L208-L220">208&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L231-L248">231&ndash;248</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L258-L259">258&ndash;259</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L270-L279">270&ndash;279</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L289-L316">289&ndash;316</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L326-L413">326&ndash;413</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L424-L471">424&ndash;471</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L476-L514">476&ndash;514</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L523-L600">523&ndash;600</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L611-L628">611&ndash;628</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L641-L692">641&ndash;692</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L697-L704">697&ndash;704</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L707-L708">707&ndash;708</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L711-L712">711&ndash;712</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L715-L742">715&ndash;742</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L745-L777">745&ndash;777</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L783-L793">783&ndash;793</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>979</b></td><td><b>755</b></td><td><b>23%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-23%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>250</td><td>182</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L35-L40">35&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L44-L65">44&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L69-L98">69&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L111-L121">111&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L124-L134">124&ndash;134</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L137-L138">137&ndash;138</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L144-L147">144&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L152-L153">152&ndash;153</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L156-L170">156&ndash;170</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L173-L176">173&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L179-L196">179&ndash;196</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L199-L202">199&ndash;202</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L208-L215">208&ndash;215</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L225-L233">225&ndash;233</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L237-L243">237&ndash;243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L248-L252">248&ndash;252</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L258-L264">258&ndash;264</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L268-L274">268&ndash;274</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L282-L287">282&ndash;287</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L291-L296">291&ndash;296</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L300-L306">300&ndash;306</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L312-L319">312&ndash;319</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L328">328</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L331">331</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L334">334</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L343">343</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L346">346</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L349">349</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L355-L370">355&ndash;370</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L376-L380">376&ndash;380</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>27</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L56">47&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L67">63&ndash;67</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L72-L89">72&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L125">125</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>97</td><td>88</td><td>9%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L27-L29">27&ndash;29</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L36-L83">36&ndash;83</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L90-L149">90&ndash;149</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>355</td><td>315</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L81-L104">81&ndash;104</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L109-L114">109&ndash;114</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L121-L123">121&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L128-L137">128&ndash;137</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L142-L151">142&ndash;151</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L164-L195">164&ndash;195</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L208-L220">208&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L231-L248">231&ndash;248</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L258-L259">258&ndash;259</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L270-L279">270&ndash;279</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L289-L316">289&ndash;316</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L326-L413">326&ndash;413</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L424-L474">424&ndash;474</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L479-L517">479&ndash;517</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L526-L603">526&ndash;603</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L614-L631">614&ndash;631</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L644-L695">644&ndash;695</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L700-L707">700&ndash;707</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L710-L711">710&ndash;711</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L714-L715">714&ndash;715</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L718-L745">718&ndash;745</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L748-L780">748&ndash;780</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L786-L796">786&ndash;796</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>983</b></td><td><b>759</b></td><td><b>23%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From fada84898901c49a0ff28ce0541d114bd442b686 Mon Sep 17 00:00:00 2001
From: Ido Tarazi <idotarazi@Ezris-Mac-Studio-3.local>
Date: Sat, 16 Nov 2024 20:16:02 +0200
Subject: [PATCH 227/277] fix aggregator bug

---
 nbs/50_rust_dataflow.ipynb                       | 12 ++++++++++--
 spannerflow/dataflow/v1/dataflow_pb2_grpc.py     |  2 +-
 spannerflow/rust_dataflow.py                     | 12 ++++++++++--
 spannerflow/templates/remote_aggregate.rs.jinja2 |  6 +++---
 4 files changed, 24 insertions(+), 8 deletions(-)

diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index 033cd1f..bfa1576 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -534,7 +534,10 @@
     "    groupby_cols = [schema[i] for i, agg_func in enumerate(agg) if agg_func is None]\n",
     "    nodes_schema_types_dict = code_metadata[\"nodes_schema_types_dict\"]\n",
     "    agg_by_cols = {\n",
-    "        schema[i]: {\"agg_func\": agg_func}\n",
+    "        schema[i]: {\n",
+    "            \"agg_func\": agg_func,\n",
+    "            \"dataflow_type\": nodes_schema_types_dict[node][i],\n",
+    "        }\n",
     "        for i, agg_func in enumerate(agg)\n",
     "        if agg_func is not None\n",
     "    }\n",
@@ -545,6 +548,7 @@
     "        agg_by_index[agg_func[\"index\"]] = {\n",
     "            \"agg_func\": agg_func[\"agg_func\"],\n",
     "            \"col_name\": key,\n",
+    "            \"dataflow_type\": agg_func[\"dataflow_type\"],\n",
     "        }\n",
     "    multi_agg = False\n",
     "    if len(agg_by_cols.values()) > 1:\n",
@@ -579,7 +583,6 @@
     "                agg_code.append(f\"{agg_var}.0 += {val} * (*cnt as i32);\")\n",
     "                agg_code.append(f\"{agg_var}.1 += *cnt as i32;\")\n",
     "            case _:\n",
-    "                # TODO: Fix python agg function\n",
     "                remote_aggregation_template = code_metadata[\n",
     "                    \"template_env\"\n",
     "                ].get_template(\"remote_aggregate.rs.jinja2\")\n",
@@ -595,6 +598,11 @@
     "                    in_schema_len=len(gr_node[\"schema\"]),\n",
     "                    out_schema_types=nodes_schema_types_dict[node],\n",
     "                    DATAFLOW_TO_RUST_TYPES=DATAFLOW_TO_RUST_TYPES,\n",
+    "                    groupby_schema=get_col_schema(groupby_cols),\n",
+    "                    groupby_len=len(groupby_cols),\n",
+    "                    agg_len=len(agg_cols),\n",
+    "                    agg_schema=get_col_schema(agg_cols),\n",
+    "                    agg_by_index=agg_by_index,\n",
     "                )\n",
     "                return code\n",
     "    agg_template = code_metadata[\"template_env\"].get_template(\"aggregate.rs.jinja2\")\n",
diff --git a/spannerflow/dataflow/v1/dataflow_pb2_grpc.py b/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
index 473672c..8254d91 100644
--- a/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
+++ b/spannerflow/dataflow/v1/dataflow_pb2_grpc.py
@@ -6,7 +6,7 @@
 from spannerflow.dataflow.v1 import dataflow_pb2 as dataflow_dot_v1_dot_dataflow__pb2
 from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
 
-GRPC_GENERATED_VERSION = '1.67.0'
+GRPC_GENERATED_VERSION = '1.67.1'
 GRPC_VERSION = grpc.__version__
 _version_not_supported = False
 
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index f428fd4..04967b0 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -332,7 +332,10 @@ def get_groupby_code(
     groupby_cols = [schema[i] for i, agg_func in enumerate(agg) if agg_func is None]
     nodes_schema_types_dict = code_metadata["nodes_schema_types_dict"]
     agg_by_cols = {
-        schema[i]: {"agg_func": agg_func}
+        schema[i]: {
+            "agg_func": agg_func,
+            "dataflow_type": nodes_schema_types_dict[node][i],
+        }
         for i, agg_func in enumerate(agg)
         if agg_func is not None
     }
@@ -343,6 +346,7 @@ def get_groupby_code(
         agg_by_index[agg_func["index"]] = {
             "agg_func": agg_func["agg_func"],
             "col_name": key,
+            "dataflow_type": agg_func["dataflow_type"],
         }
     multi_agg = False
     if len(agg_by_cols.values()) > 1:
@@ -377,7 +381,6 @@ def get_groupby_code(
                 agg_code.append(f"{agg_var}.0 += {val} * (*cnt as i32);")
                 agg_code.append(f"{agg_var}.1 += *cnt as i32;")
             case _:
-                # TODO: Fix python agg function
                 remote_aggregation_template = code_metadata[
                     "template_env"
                 ].get_template("remote_aggregate.rs.jinja2")
@@ -393,6 +396,11 @@ def get_groupby_code(
                     in_schema_len=len(gr_node["schema"]),
                     out_schema_types=nodes_schema_types_dict[node],
                     DATAFLOW_TO_RUST_TYPES=DATAFLOW_TO_RUST_TYPES,
+                    groupby_schema=get_col_schema(groupby_cols),
+                    groupby_len=len(groupby_cols),
+                    agg_len=len(agg_cols),
+                    agg_schema=get_col_schema(agg_cols),
+                    agg_by_index=agg_by_index,
                 )
                 return code
     agg_template = code_metadata["template_env"].get_template("aggregate.rs.jinja2")
diff --git a/spannerflow/templates/remote_aggregate.rs.jinja2 b/spannerflow/templates/remote_aggregate.rs.jinja2
index 65cf35d..eee0c33 100644
--- a/spannerflow/templates/remote_aggregate.rs.jinja2
+++ b/spannerflow/templates/remote_aggregate.rs.jinja2
@@ -1,10 +1,10 @@
 let {{ output_node }} = {{ prev_node}}
-                            .map(|{{ in_schema }}| (0, {{ in_schema }}))
+                            .map(|{{in_schema}}| ({{groupby_schema}}, {{agg_schema}}))
                             .reduce(|key, input, output| {
                                 let mut agg_input = vec![];
                                 for (val, cnt) in input.iter() {
                                     agg_input.push(tuple_to_vec_string!( 
-                                    {% if in_schema_len > 1 %}{% for index in range(in_schema_len) %}val.{{ index }}{% if not loop.last %}, {% endif %}{% endfor %}
+                                    {% if groupby_len > 1 %}{% for index in range(groupby_len) %}val.{{ index }}{% if not loop.last %}, {% endif %}{% endfor %}
                                     {% else %}val{% endif %}
                                     ));
                                 }
@@ -19,4 +19,4 @@ let {{ output_node }} = {{ prev_node}}
                                     }
                                 }                            
                             })
-                            .map(|(key, val)| ({% for index in range(out_schema_len) %}val[{{ index }}].clone().parse::<{{DATAFLOW_TO_RUST_TYPES[out_schema_types[index]]}}>().unwrap(){% if not loop.last %}, {% endif%}{% endfor %} ));
\ No newline at end of file
+                            .map(|(key, val)| ({% if groupby_len == 1 %}key, {% else %}{% for i in range(groupby_len) %}key.{{i}}, {% endfor %}{% endif %}{% for index in range(agg_len) %}val[{{ index }}].clone().parse::<{{DATAFLOW_TO_RUST_TYPES[agg_by_index[index]['dataflow_type']]}}>().unwrap(){% if not loop.last %}, {% endif%}{% endfor %} ));
\ No newline at end of file

From a50c7d4a58c536f75b4fc7d87a3010e32bc31015 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Sat, 16 Nov 2024 18:19:49 +0000
Subject: [PATCH 228/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index df16584..89c422c 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-23%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>250</td><td>182</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L35-L40">35&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L44-L65">44&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L69-L98">69&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L111-L121">111&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L124-L134">124&ndash;134</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L137-L138">137&ndash;138</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L144-L147">144&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L152-L153">152&ndash;153</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L156-L170">156&ndash;170</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L173-L176">173&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L179-L196">179&ndash;196</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L199-L202">199&ndash;202</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L208-L215">208&ndash;215</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L225-L233">225&ndash;233</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L237-L243">237&ndash;243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L248-L252">248&ndash;252</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L258-L264">258&ndash;264</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L268-L274">268&ndash;274</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L282-L287">282&ndash;287</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L291-L296">291&ndash;296</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L300-L306">300&ndash;306</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L312-L319">312&ndash;319</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L328">328</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L331">331</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L334">334</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L343">343</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L346">346</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L349">349</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L355-L370">355&ndash;370</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L376-L380">376&ndash;380</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>27</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L56">47&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L67">63&ndash;67</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L72-L89">72&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L125">125</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>97</td><td>88</td><td>9%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L27-L29">27&ndash;29</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L36-L83">36&ndash;83</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L90-L149">90&ndash;149</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>355</td><td>315</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L81-L104">81&ndash;104</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L109-L114">109&ndash;114</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L121-L123">121&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L128-L137">128&ndash;137</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L142-L151">142&ndash;151</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L164-L195">164&ndash;195</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L208-L220">208&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L231-L248">231&ndash;248</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L258-L259">258&ndash;259</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L270-L279">270&ndash;279</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L289-L316">289&ndash;316</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L326-L413">326&ndash;413</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L424-L474">424&ndash;474</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L479-L517">479&ndash;517</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L526-L603">526&ndash;603</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L614-L631">614&ndash;631</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L644-L695">644&ndash;695</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L700-L707">700&ndash;707</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L710-L711">710&ndash;711</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L714-L715">714&ndash;715</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L718-L745">718&ndash;745</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L748-L780">748&ndash;780</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L786-L796">786&ndash;796</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>983</b></td><td><b>759</b></td><td><b>23%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-23%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>250</td><td>182</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L35-L40">35&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L44-L65">44&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L69-L98">69&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L111-L121">111&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L124-L134">124&ndash;134</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L137-L138">137&ndash;138</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L144-L147">144&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L152-L153">152&ndash;153</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L156-L170">156&ndash;170</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L173-L176">173&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L179-L196">179&ndash;196</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L199-L202">199&ndash;202</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L208-L215">208&ndash;215</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L225-L233">225&ndash;233</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L237-L243">237&ndash;243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L248-L252">248&ndash;252</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L258-L264">258&ndash;264</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L268-L274">268&ndash;274</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L282-L287">282&ndash;287</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L291-L296">291&ndash;296</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L300-L306">300&ndash;306</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L312-L319">312&ndash;319</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L328">328</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L331">331</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L334">334</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L343">343</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L346">346</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L349">349</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L355-L370">355&ndash;370</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L376-L380">376&ndash;380</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>27</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L56">47&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L67">63&ndash;67</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L72-L89">72&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L125">125</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>97</td><td>88</td><td>9%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L27-L29">27&ndash;29</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L36-L83">36&ndash;83</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L90-L149">90&ndash;149</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>355</td><td>315</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L81-L104">81&ndash;104</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L109-L114">109&ndash;114</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L121-L123">121&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L128-L137">128&ndash;137</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L142-L151">142&ndash;151</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L164-L195">164&ndash;195</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L208-L220">208&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L231-L248">231&ndash;248</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L258-L259">258&ndash;259</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L270-L279">270&ndash;279</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L289-L316">289&ndash;316</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L326-L421">326&ndash;421</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L432-L482">432&ndash;482</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L487-L525">487&ndash;525</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L534-L611">534&ndash;611</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L622-L639">622&ndash;639</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L652-L703">652&ndash;703</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L708-L715">708&ndash;715</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L718-L719">718&ndash;719</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L722-L723">722&ndash;723</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L726-L753">726&ndash;753</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L756-L788">756&ndash;788</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L794-L804">794&ndash;804</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>983</b></td><td><b>759</b></td><td><b>23%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 869a3a1a70c5f549cdc5a6f557251647d3593880 Mon Sep 17 00:00:00 2001
From: Ido Tarazi <idotarazi@Ezris-Mac-Studio-3.local>
Date: Sat, 16 Nov 2024 21:27:26 +0200
Subject: [PATCH 229/277] Changes to Span.rs and stdIE

---
 spannerflow/rust_lib/src/span.rs             | 149 ++++++++++++++++++-
 spannerflow/rust_lib/src/std_ie_functions.rs |  69 +++++++--
 2 files changed, 196 insertions(+), 22 deletions(-)

diff --git a/spannerflow/rust_lib/src/span.rs b/spannerflow/rust_lib/src/span.rs
index 0719a5b..2cc2d4a 100644
--- a/spannerflow/rust_lib/src/span.rs
+++ b/spannerflow/rust_lib/src/span.rs
@@ -6,6 +6,7 @@ use std::str::FromStr;
 use hex;
 use regex::Regex;
 use std::sync::Arc;
+use std::path::Path;
 
 extern "C" {
     fn add_document(id: String, doc: sync::Arc<String>);
@@ -28,7 +29,7 @@ pub enum SpanParseError {
 /// A struct that represents a span of text in a document.
 #[derive(Clone, Serialize, Deserialize, Hash)]
 pub struct Span {
-    doc: Arc<str>,
+    doc: Arc<String>,
     start: usize,
     end: usize,
     name: String,
@@ -36,22 +37,30 @@ pub struct Span {
 
 impl Span {
     /// 
-    pub fn new(doc: &str, start: usize, end: usize, name: String) -> Span {
+    pub fn new(doc: Arc<String>, start: usize, end: usize, name: String) -> Span {
         let mut span_name = name;
         if span_name.is_empty() {
             span_name = small_hash(&doc[start..end], 6);
         }
         Span {
-            doc: Arc::from(doc),
+            doc,
             start,
             end,
             name: span_name,
         }
     }
 
-    fn from_path(path: &str, start: usize, end: usize) -> Span {
+    pub fn from_path(path: &str) -> Span {
         let doc_string = std::fs::read_to_string(path).unwrap();
-        Span::new(&doc_string, start, end, "".to_string())
+        let file_name = std::path::Path::new(path)
+            .file_name()
+            .unwrap()
+            .to_str()
+            .unwrap()
+            .to_string();
+        let end = doc_string.len();
+        let doc = Arc::new(doc_string);
+        Span::new(doc, 0, end, file_name)
     }
 
     fn slice(&self, start: usize, end: usize) -> Span {
@@ -77,11 +86,11 @@ impl Span {
         
     }
 
-    fn len(&self) -> usize {
+    pub fn len(&self) -> usize {
         self.end - self.start
     }
     
-    pub fn get_doc(&self) -> Arc<str> {
+    pub fn get_doc(&self) -> Arc<String> {
         self.doc.clone()
     }
 
@@ -125,7 +134,8 @@ impl FromStr for Span {
             //         Span::new(&doc, start, end, name)
             //     }
             // }
-            Ok(Span::new(&text, start, end, name))
+            let doc = Arc::new(text.clone());
+            Ok(Span::new(doc.clone(), start, end, name))
         }
         else {
             eprintln!("Invalid format for span: {}", s);
@@ -177,3 +187,126 @@ impl Ord for Span {
 pub fn from_span(span: &Span, start: usize, end: usize) -> Span {
     span.slice(start, end)
 }
+
+mod tests {
+    use super::*;
+    use std::fs::File;
+    use std::io::Write;
+
+    #[test]
+    fn test_span_new() {
+        let doc = Arc::new("Hello, world!".to_string());
+        let span = Span::new(doc.clone(), 0, 5, "greeting".to_string());
+        assert_eq!(span.get_doc(), doc);
+        assert_eq!(span.get_start(), 0);
+        assert_eq!(span.get_end(), 5);
+        assert_eq!(span.get_name(), "greeting");
+        assert_eq!(span.as_str(), "Hello");
+    }
+
+    #[test]
+    fn test_span_slice() {
+        let doc = Arc::new("Hello, world!".to_string());
+        let span = Span::new(doc.clone(), 0, 12, "greeting".to_string());
+        let sliced_span = span.slice(7, 12);
+        assert_eq!(sliced_span.get_doc(), doc);
+        assert_eq!(sliced_span.get_start(), 7);
+        assert_eq!(sliced_span.get_end(), 12);
+        assert_eq!(sliced_span.get_name(), "greeting");
+        assert_eq!(sliced_span.as_str(), "world");
+    }
+
+    #[test]
+    #[should_panic(expected = "Start index greater than end index")]
+    fn test_span_slice_invalid_indices() {
+        let doc = Arc::new("Hello, world!".to_string());
+        let span = Span::new(doc.clone(), 0, 12, "greeting".to_string());
+        span.slice(12, 7);
+    }
+
+    #[test]
+    fn test_span_len() {
+        let doc = Arc::new("Hello, world!".to_string());
+        let span = Span::new(doc.clone(), 0, 5, "greeting".to_string());
+        assert_eq!(span.len(), 5);
+    }
+
+    #[test]
+    fn test_span_from_str() {
+        let span_str = r#"[@greeting,0,5) "Hello""#;
+        let span = Span::from_str(span_str).unwrap();
+        assert_eq!(span.get_name(), "greeting");
+        assert_eq!(span.get_start(), 0);
+        assert_eq!(span.get_end(), 5);
+        assert_eq!(span.as_str(), "Hello");
+    }
+
+    #[test]
+    fn test_span_display() {
+        let doc = Arc::new("Hello, world!".to_string());
+        let span = Span::new(doc.clone(), 0, 5, "greeting".to_string());
+        assert_eq!(format!("{}", span), r#"[@greeting,0,5) "Hello""#);
+    }
+
+    #[test]
+    fn test_span_debug() {
+        let doc = Arc::new("Hello, world!".to_string());
+        let span = Span::new(doc.clone(), 0, 5, "greeting".to_string());
+        assert_eq!(format!("{:?}", span), r#"[@greeting,0,5) "Hello""#);
+    }
+
+    #[test]
+    fn test_span_partial_eq() {
+        let doc = Arc::new("Hello, world!".to_string());
+        let span1 = Span::new(doc.clone(), 0, 5, "greeting".to_string());
+        let span2 = Span::new(doc.clone(), 0, 5, "greeting".to_string());
+        assert_eq!(span1, span2);
+    }
+
+    #[test]
+    fn test_span_ord() {
+        let doc = Arc::new("Hello, world!".to_string());
+        let span1 = Span::new(doc.clone(), 0, 5, "greeting".to_string());
+        let span2 = Span::new(doc.clone(), 6, 12, "world".to_string());
+        assert!(span1 < span2);
+    }
+
+    #[test]
+    fn test_from_path() {
+        let tmp_file_path = "/tmp/test_document.txt";
+        let mut file = File::create(tmp_file_path).unwrap();
+        writeln!(file, "Hello, world!").unwrap();
+
+        let span = Span::from_path(tmp_file_path);
+        assert_eq!(span.get_name(), "test_document.txt");
+        assert_eq!(span.get_start(), 0);
+        assert_eq!(span.get_end(), 14);
+
+        let sub_span = span.slice(7, 12);
+        assert_eq!(sub_span.get_name(), "test_document.txt");
+        assert_eq!(sub_span.get_start(), 7);
+        
+        
+        std::fs::remove_file(tmp_file_path).unwrap();
+    }
+    
+    // Enable this test after implementing document registry
+    //#[test]
+    //fn test_span_from_str_with_new_document() {
+    //    let span_str = r#"[@doc1,0,13) "Hello, world!""#;
+    //    let span = Span::from_str(span_str).unwrap();
+    //    assert_eq!(span.get_name(), "doc1");
+    //    assert_eq!(span.get_start(), 0);
+    //    assert_eq!(span.get_end(), 13);
+    //    assert_eq!(span.as_str(), "Hello, world!");
+
+    //    let sub_span_str = r#"[@doc1,7,12) "world""#;
+    //    let sub_span = Span::from_str(sub_span_str).unwrap();
+    //    assert_eq!(sub_span.get_name(), "doc1");
+    //    assert_eq!(sub_span.get_start(), 7);
+    //    assert_eq!(sub_span.get_end(), 12);
+    //    assert_eq!(sub_span.as_str(), "world");
+    //}
+
+    
+}
diff --git a/spannerflow/rust_lib/src/std_ie_functions.rs b/spannerflow/rust_lib/src/std_ie_functions.rs
index 8b066b3..9183d71 100644
--- a/spannerflow/rust_lib/src/std_ie_functions.rs
+++ b/spannerflow/rust_lib/src/std_ie_functions.rs
@@ -1,5 +1,6 @@
 use regex::Regex;
 use crate::span::{from_span, Span};
+use std::sync::Arc;
 
 fn rgx(pattern: &str, text: &str, span: &Span) -> impl Iterator<Item = Vec<Span>> {
     let re = Regex::new(pattern).unwrap();
@@ -23,7 +24,10 @@ fn rgx(pattern: &str, text: &str, span: &Span) -> impl Iterator<Item = Vec<Span>
 }
 
 pub fn rgx_str_span(pattern: &str, text: &str) -> impl Iterator<Item = Vec<Span>> {
-    rgx(pattern, text, &Span::new(text, 0, text.len(), "".to_string()))
+    let doc: Arc::<String> = Arc::new(text.to_string());
+    let span = Span::new(doc.clone(), 0, text.len(), "".to_string());
+    // Add to document registry (Optional remove function and only allow rgx spans to spans)
+    rgx(pattern, text, &span)
 }
 
 pub fn rgx_span_span(pattern: &str, span: &Span) -> impl Iterator<Item = Vec<Span>> {
@@ -58,9 +62,9 @@ pub fn rgx_is_mtach_span(delim: &str, span: &Span)-> impl Iterator<Item= bool>{
 fn rgx_split(delim: &str, text: &str, intial_tag: &str, base_span: &Span)-> impl Iterator<Item= (Span, Span)>{
     let init_span: Span;
     if intial_tag.is_empty(){
-        init_span = Span::new("Start Tag", 0, "Start Tag".len(), "".to_string());
+        init_span = Span::new(Arc::<String>::new("Start Tag".to_string()), 0, "Start Tag".len(), "".to_string());
     } else {
-        init_span = Span::new(intial_tag, 0, intial_tag.len(), "".to_string());
+        init_span = Span::new(Arc::<String>::new(intial_tag.to_string()), 0, intial_tag.len(), "".to_string());
     }
 
     let mut matches = rgx_str_span(delim, text);
@@ -84,7 +88,10 @@ fn rgx_split(delim: &str, text: &str, intial_tag: &str, base_span: &Span)-> impl
 }
 
 pub fn rgx_split_str(delim: &str, text: &str, intial_tag: &str)-> impl Iterator<Item= (Span, Span)>{
-    let base_span = Span::new(text, 0, text.len(), "".to_string());
+    let doc = Arc::new(text.to_string());
+    let base_span = Span::new(doc.clone(), 0, text.len(), "".to_string());
+    // Add to document registry (Optional remove function and only allow spliting spans)
+
     rgx_split(delim, text, intial_tag, &base_span)
 }
 
@@ -92,15 +99,23 @@ pub fn rgx_split_span(delim: &str, span: &Span, intial_tag: &str)-> impl Iterato
     rgx_split(delim, &span.get_doc(), intial_tag, span)
 }
 
+pub fn read_span(text_path: &str) -> impl Iterator<Item = Span> {
+    std::iter::once(Span::from_path(text_path))
+}
+
 #[cfg(test)]
 mod tests {
     use super::*;
     use crate::span::Span;
-    
+    use std::fs::File;
+    use std::io::Write;
+    use std::fs;
+
     #[test]
     fn test_rgx_str_span(){
         let s = "aaaaa@bbbbbbaa@bb";
-        let span = Span::new(s, 0, s.len(), "".to_string());
+        let sa = Arc::new(s.to_string());
+        let span = Span::new(sa, 0, s.len(), "".to_string());
         
         assert_eq!(rgx_str_span("(?P<c>(?P<a>a*)@(?P<b>b*))", s).collect::<Vec<_>>(), 
         vec![
@@ -118,7 +133,7 @@ mod tests {
     #[test]
     fn test_rgx_span_span(){
         let s = "aaaaa@bbbbbbaa@bb";
-        let span = Span::new(s, 0, s.len(), "".to_string());
+        let span = Span::new(Arc::new(s.to_string()), 0, s.len(), "".to_string());
         
         assert_eq!(rgx_span_span("(?P<c>(?P<a>a*)@(?P<b>b*))", &span).collect::<Vec<_>>(), 
         vec![
@@ -136,8 +151,8 @@ mod tests {
     fn test_span_contained(){
         let s1: &str = "hello darkness my old friend";
         let s2: &str = "I come to talk to you again";
-        let doc1 : Span = Span::new(s1, 0, s1.len(), "doc1".to_string());
-        let doc2 : Span = Span::new(s2, 0, s2.len(), "doc2".to_string());
+        let doc1 : Span = Span::new(Arc::<String>::new(s1.to_string()), 0, s1.len(), "doc1".to_string());
+        let doc2 : Span = Span::new(Arc::<String>::new(s2.to_string()), 0, s2.len(), "doc2".to_string());
         let span1: Span = from_span(&doc1, 1, 10);
         let span2: Span = from_span(&doc1, 0, 11);
         let span3: Span = from_span(&doc1, 2, 12);
@@ -153,8 +168,8 @@ mod tests {
     fn test_deconstruct_span(){
         let s1: &str = "hello darkness my old friend";
         let s2: &str = "I come to talk to you again";
-        let doc1 : Span = Span::new(s1, 0, s1.len(), "doc1".to_string());
-        let doc2 : Span = Span::new(s2, 0, s2.len(), "doc2".to_string());
+        let doc1 : Span = Span::new(Arc::<String>::new(s1.to_string()), 0, s1.len(), "doc1".to_string());
+        let doc2 : Span = Span::new(Arc::<String>::new(s2.to_string()), 0, s2.len(), "doc2".to_string());
         let span1: Span = from_span(&doc1, 1, 10);
         let span2: Span = from_span(&doc1, 0, 11);
         let span3: Span = from_span(&doc1, 2, 12);
@@ -175,7 +190,7 @@ mod tests {
     #[test]
     fn test_rgx_is_match_span(){
         let document = "dddaaaaa@bbbbbbaa@bb";
-        let span_document= Span::new(document, 0, document.len(), "doc1".to_string());
+        let span_document= Span::new(Arc::<String>::new(document.to_string()), 0, document.len(), "doc1".to_string());
         assert_eq!(rgx_is_mtach_span("(a*)@(b*)", &span_document).collect::<Vec<_>>(), vec![true]);
         assert_eq!(rgx_is_mtach_span("(a*)@(e+)", &span_document).collect::<Vec<_>>(), vec![false]);
     }
@@ -203,7 +218,7 @@ mod tests {
 
     #[test]
     fn test_rgx_split_span() {
-        let span1 = Span::new("bbbannnnxdddaca", 0, 15, "".to_string());
+        let span1 = Span::new(Arc::new("bbbannnnxdddaca".to_string()), 0, 15, "".to_string());
         let result_1 = rgx_split_span("a|x", &span1, "Start Tag").map(|(s1, s2)| {
             (s1.as_str().to_string(), s2.as_str().to_string())
         }).collect::<Vec<_>>();
@@ -213,7 +228,7 @@ mod tests {
             ("a".to_string(), "c".to_string()),
             ("a".to_string(), "".to_string())]);
             
-        let span2 =  Span::new("abbbannnnxdddaca", 0, 16, "".to_string());
+        let span2 =  Span::new(Arc::new("abbbannnnxdddaca".to_string()), 0, 16, "".to_string());
         let result_2 = rgx_split_span("a|x", &span2, "Start Tag").map(|(s1, s2)| {
             (s1.as_str().to_string(), s2.as_str().to_string())
         }).collect::<Vec<_>>();
@@ -224,6 +239,32 @@ mod tests {
             ("a".to_string(), "".to_string())]);
     }
 
+    #[test]
+    fn test_read_span_with_file_creation() {
+        let test_file_path = "tmp/test.txt";
+        let test_content = "This is a test file content.";
+
+        // Create the file
+        let mut file = File::create(test_file_path).expect("Unable to create test file");
+        file.write_all(test_content.as_bytes()).expect("Unable to write to test file");
+
+        // Run the test
+        let span = read_span(test_file_path);
+        for s in span {
+            let result = rgx_span_span(r"(\w+)", &s);
+            assert_eq!(result.collect::<Vec<_>>(), vec![
+                vec![from_span(&s, 0, 4)],
+                vec![from_span(&s, 5, 7)],
+                vec![from_span(&s, 8, 9)],
+                vec![from_span(&s, 10, 14)],
+                vec![from_span(&s, 15, 19)],
+                vec![from_span(&s, 20, 27)]]);
+        }
+
+        // Delete the file
+        fs::remove_file(test_file_path).expect("Unable to delete test file");
+    }
+
 
 
 

From 2955d56a5a6cbb862d6c5647246df5642da8df01 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sat, 16 Nov 2024 22:15:24 +0200
Subject: [PATCH 230/277] WIP

---
 settings.ini                        |  4 ++--
 spannerflow/rust_lib/src/span.rs    | 22 ++++++++++++----------
 spannerflow/rust_server/build.rs    |  1 +
 spannerflow/rust_server/src/main.rs | 13 ++++++-------
 4 files changed, 21 insertions(+), 19 deletions(-)

diff --git a/settings.ini b/settings.ini
index 3ca991b..f575ebf 100644
--- a/settings.ini
+++ b/settings.ini
@@ -38,8 +38,8 @@ status = 3
 user = DeanLight
 
 
-requirements = grpcio~=1.67.0
-    grpcio-tools~=1.67.0
+requirements = grpcio~=1.68.0
+    grpcio-tools~=1.68.0
     aiohttp~=3.10.9
     jinja2~=3.1.4
     nbdev~=2.3.31
diff --git a/spannerflow/rust_lib/src/span.rs b/spannerflow/rust_lib/src/span.rs
index 2cc2d4a..1b4bbdd 100644
--- a/spannerflow/rust_lib/src/span.rs
+++ b/spannerflow/rust_lib/src/span.rs
@@ -8,7 +8,7 @@ use regex::Regex;
 use std::sync::Arc;
 use std::path::Path;
 
-extern "C" {
+extern "Rust" {
     fn add_document(id: String, doc: sync::Arc<String>);
     fn get_document(id: String) -> Option<sync::Arc<String>>;
 }
@@ -123,15 +123,17 @@ impl FromStr for Span {
             let text = caps.get(4).unwrap().as_str().to_string();
             println!("name: {}, start: {}, end: {} text: {}", name.clone(), start, end, text);
             // TODO: Add document registry
-            // unsafe {let document = get_document(name.clone());}
-            // match document {
-            //     Some(doc) => {
-            //         Span::new(&doc, start, end, name)
-            //     },
-            //     None => {
-            //         let doc = Arc::new(text.clone());
-            //         unsafe {add_document(name.clone(), text.clone().into());}
-            //         Span::new(&doc, start, end, name)
+            // unsafe {
+            //     let document = get_document(name.clone());
+            //     match document {
+            //         Some(doc) => {
+            //             return Ok(Span::new(doc, start, end, name));
+            //         },
+            //         None => {
+            //             let doc = Arc::new(text.clone());
+            //             add_document(name.clone(), text.clone().into());
+            //             return Ok(Span::new(doc, start, end, name));
+            //         }
             //     }
             // }
             let doc = Arc::new(text.clone());
diff --git a/spannerflow/rust_server/build.rs b/spannerflow/rust_server/build.rs
index 706136c..638342a 100644
--- a/spannerflow/rust_server/build.rs
+++ b/spannerflow/rust_server/build.rs
@@ -1,4 +1,5 @@
 fn main() -> Result<(), Box<dyn std::error::Error>> {
+    println!("cargo:rustc-link-arg=-rdynamic");
     tonic_build::compile_protos("../proto/dataflow/v1/dataflow.proto")?;
     Ok(())
 }
\ No newline at end of file
diff --git a/spannerflow/rust_server/src/main.rs b/spannerflow/rust_server/src/main.rs
index ae09cc8..fff75d2 100644
--- a/spannerflow/rust_server/src/main.rs
+++ b/spannerflow/rust_server/src/main.rs
@@ -23,19 +23,18 @@ lazy_static::lazy_static! {
     static ref COLLECTIONS: Mutex<HashMap<String, Vec<Vec<String>>>> = Mutex::new(HashMap::new());
     static ref SCHEMAS: Mutex<HashMap<String, Vec<dataflow::DataType>>> = Mutex::new(HashMap::new());
     // change id to string, value need to be Arc<string>
-    static ref DOCUMENTS: sync::Mutex<HashMap<String, sync::Arc<str>>> = sync::Mutex::new(HashMap::new());
+    static ref DOCUMENTS: sync::Mutex<HashMap<String, sync::Arc<String>>> = sync::Mutex::new(HashMap::new());
 }
 
-#[no_mangle]
 // change id to string, change to dylib - change to get/add: if exists return pointer if not, create one.
-pub fn add_document(id: String, doc: sync::Arc<str>) {
+#[no_mangle]
+pub extern "Rust" fn add_document(id: String, doc: sync::Arc<String>) {
     let mut documents = DOCUMENTS.lock().unwrap();
     documents.insert(id, doc);
 }
-
-#[no_mangle]
 // change to get_span - input id, start, end- return copy of substring of document. expose this to the API
-pub fn get_document(id: String) -> Option<sync::Arc<str>> {
+#[no_mangle]
+pub extern "Rust" fn get_document(id: String) -> Option<sync::Arc<String>> {
     let documents = DOCUMENTS.lock().unwrap();
     match documents.get(&id) {
         Some(doc) => Some(sync::Arc::clone(doc)),
@@ -516,7 +515,7 @@ async fn run_dataflow_so(so_path: String, fn_name: String) -> Result<Vec<Vec<Str
             eprintln!("Failed to load library from path {}: {:?}", so_path, e);
             Status::not_found("Failed to load shared library")
         })?;
-        let function: Symbol<unsafe extern "C" fn(&HashMap<String, Vec<Vec<String>>>) -> Vec<Vec<String>>> = match lib.get(fn_name.as_bytes()) {
+        let function: Symbol<unsafe extern "Rust" fn(&HashMap<String, Vec<Vec<String>>>) -> Vec<Vec<String>>> = match lib.get(fn_name.as_bytes()) {
             Ok(func) => func,
             Err(e) => {
                 eprintln!("Failed to get function {}: {:?}", fn_name, e);

From 9555e83b115785610f5e9cb7829fac941d97419c Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 18 Nov 2024 22:09:54 +0200
Subject: [PATCH 231/277] WIP

---
 spannerflow/rust_lib/Cargo.toml     |  1 +
 spannerflow/rust_lib/src/span.rs    | 63 ++++++++++++++---------------
 spannerflow/rust_server/Cargo.toml  |  1 +
 spannerflow/rust_server/build.rs    | 21 +++++++++-
 spannerflow/rust_server/src/main.rs | 46 ++++++++-------------
 spannerflow/rust_span/Cargo.toml    |  7 ++++
 spannerflow/rust_span/src/lib.rs    | 24 +++++++++++
 7 files changed, 99 insertions(+), 64 deletions(-)
 create mode 100644 spannerflow/rust_span/Cargo.toml
 create mode 100644 spannerflow/rust_span/src/lib.rs

diff --git a/spannerflow/rust_lib/Cargo.toml b/spannerflow/rust_lib/Cargo.toml
index 38eb4bb..6692386 100644
--- a/spannerflow/rust_lib/Cargo.toml
+++ b/spannerflow/rust_lib/Cargo.toml
@@ -21,6 +21,7 @@ hex = "0.4.3"
 futures = "0.3.31"
 ordered-float = "4.5.0"
 tokio = { version = "1.41.1", features = ["full"] }
+rust_span = { path = "../rust_span" }
 
 [build-dependencies]
 tonic-build = "0.12.3"
diff --git a/spannerflow/rust_lib/src/span.rs b/spannerflow/rust_lib/src/span.rs
index 1b4bbdd..89341e4 100644
--- a/spannerflow/rust_lib/src/span.rs
+++ b/spannerflow/rust_lib/src/span.rs
@@ -7,11 +7,8 @@ use hex;
 use regex::Regex;
 use std::sync::Arc;
 use std::path::Path;
+use rust_span::{add_document, get_document};
 
-extern "Rust" {
-    fn add_document(id: String, doc: sync::Arc<String>);
-    fn get_document(id: String) -> Option<sync::Arc<String>>;
-}
 
 fn small_hash(txt: &str, length: usize) -> String {
     let mut hasher = Sha1::new();
@@ -123,19 +120,19 @@ impl FromStr for Span {
             let text = caps.get(4).unwrap().as_str().to_string();
             println!("name: {}, start: {}, end: {} text: {}", name.clone(), start, end, text);
             // TODO: Add document registry
-            // unsafe {
-            //     let document = get_document(name.clone());
-            //     match document {
-            //         Some(doc) => {
-            //             return Ok(Span::new(doc, start, end, name));
-            //         },
-            //         None => {
-            //             let doc = Arc::new(text.clone());
-            //             add_document(name.clone(), text.clone().into());
-            //             return Ok(Span::new(doc, start, end, name));
-            //         }
-            //     }
-            // }
+            unsafe {
+                let document = get_document(name.clone());
+                match document {
+                    Some(doc) => {
+                        return Ok(Span::new(doc, start, end, name));
+                    },
+                    None => {
+                        let doc = Arc::new(text.clone());
+                        add_document(name.clone(), text.clone().into());
+                        return Ok(Span::new(doc, start, end, name));
+                    }
+                }
+            }
             let doc = Arc::new(text.clone());
             Ok(Span::new(doc.clone(), start, end, name))
         }
@@ -293,22 +290,22 @@ mod tests {
     }
     
     // Enable this test after implementing document registry
-    //#[test]
-    //fn test_span_from_str_with_new_document() {
-    //    let span_str = r#"[@doc1,0,13) "Hello, world!""#;
-    //    let span = Span::from_str(span_str).unwrap();
-    //    assert_eq!(span.get_name(), "doc1");
-    //    assert_eq!(span.get_start(), 0);
-    //    assert_eq!(span.get_end(), 13);
-    //    assert_eq!(span.as_str(), "Hello, world!");
-
-    //    let sub_span_str = r#"[@doc1,7,12) "world""#;
-    //    let sub_span = Span::from_str(sub_span_str).unwrap();
-    //    assert_eq!(sub_span.get_name(), "doc1");
-    //    assert_eq!(sub_span.get_start(), 7);
-    //    assert_eq!(sub_span.get_end(), 12);
-    //    assert_eq!(sub_span.as_str(), "world");
-    //}
+    #[test]
+    fn test_span_from_str_with_new_document() {
+       let span_str = r#"[@doc1,0,13) "Hello, world!""#;
+       let span = Span::from_str(span_str).unwrap();
+       assert_eq!(span.get_name(), "doc1");
+       assert_eq!(span.get_start(), 0);
+       assert_eq!(span.get_end(), 13);
+       assert_eq!(span.as_str(), "Hello, world!");
+
+       let sub_span_str = r#"[@doc1,7,12) "world""#;
+       let sub_span = Span::from_str(sub_span_str).unwrap();
+       assert_eq!(sub_span.get_name(), "doc1");
+       assert_eq!(sub_span.get_start(), 7);
+       assert_eq!(sub_span.get_end(), 12);
+       assert_eq!(sub_span.as_str(), "world");
+    }
 
     
 }
diff --git a/spannerflow/rust_server/Cargo.toml b/spannerflow/rust_server/Cargo.toml
index b520499..708b083 100644
--- a/spannerflow/rust_server/Cargo.toml
+++ b/spannerflow/rust_server/Cargo.toml
@@ -16,6 +16,7 @@ tokio = { version = "1.41.1", features = ["macros", "rt-multi-thread"] }
 tokio-stream = "0.1.16"
 lazy_static = "1.5.0"
 csv = "1.3.1"
+rust_span = { path = "../rust_span" }
 
 [build-dependencies]
 tonic-build = "0.12.3"
diff --git a/spannerflow/rust_server/build.rs b/spannerflow/rust_server/build.rs
index 638342a..f5025ae 100644
--- a/spannerflow/rust_server/build.rs
+++ b/spannerflow/rust_server/build.rs
@@ -1,5 +1,24 @@
+use std::process::Command;
+
+
 fn main() -> Result<(), Box<dyn std::error::Error>> {
-    println!("cargo:rustc-link-arg=-rdynamic");
+    let lib_path = "../rust_span";
+
+    let output = Command::new("cargo")
+        .arg("build")
+        .arg("--release")
+        .current_dir(lib_path)
+        .output()
+        .expect("Failed to build library");
+
+    if !output.status.success() {
+        panic!(
+            "Library build failed:\n{}",
+            String::from_utf8_lossy(&output.stderr)
+        );
+    }
+
+
     tonic_build::compile_protos("../proto/dataflow/v1/dataflow.proto")?;
     Ok(())
 }
\ No newline at end of file
diff --git a/spannerflow/rust_server/src/main.rs b/spannerflow/rust_server/src/main.rs
index fff75d2..2b8e575 100644
--- a/spannerflow/rust_server/src/main.rs
+++ b/spannerflow/rust_server/src/main.rs
@@ -1,5 +1,4 @@
 use std::collections::HashMap;
-use std::sync;
 use std::env;
 use csv;
 
@@ -13,6 +12,8 @@ use tokio_stream::StreamExt;
 
 use dataflow::dataflow_service_server::{DataflowService, DataflowServiceServer};
 use dataflow::{*};
+extern crate rust_span;
+use rust_span::get_document;
 
 
 pub mod dataflow {
@@ -23,24 +24,7 @@ lazy_static::lazy_static! {
     static ref COLLECTIONS: Mutex<HashMap<String, Vec<Vec<String>>>> = Mutex::new(HashMap::new());
     static ref SCHEMAS: Mutex<HashMap<String, Vec<dataflow::DataType>>> = Mutex::new(HashMap::new());
     // change id to string, value need to be Arc<string>
-    static ref DOCUMENTS: sync::Mutex<HashMap<String, sync::Arc<String>>> = sync::Mutex::new(HashMap::new());
-}
-
-// change id to string, change to dylib - change to get/add: if exists return pointer if not, create one.
-#[no_mangle]
-pub extern "Rust" fn add_document(id: String, doc: sync::Arc<String>) {
-    let mut documents = DOCUMENTS.lock().unwrap();
-    documents.insert(id, doc);
-}
-// change to get_span - input id, start, end- return copy of substring of document. expose this to the API
-#[no_mangle]
-pub extern "Rust" fn get_document(id: String) -> Option<sync::Arc<String>> {
-    let documents = DOCUMENTS.lock().unwrap();
-    match documents.get(&id) {
-        Some(doc) => Some(sync::Arc::clone(doc)),
-        None => None,
-    }
-}
+}    
 
 #[derive(Debug, Default)]
 pub struct MyDataflowService {}
@@ -104,18 +88,20 @@ impl DataflowService for MyDataflowService {
     ) -> Result<Response<GetSpanResponse>, Status> {
         println!("Got a request: {:?}", request);
         let req = request.into_inner();
-        let documents = DOCUMENTS.lock().unwrap();
-        if let Some(doc) = documents.get(&req.id) {
-            if req.start > req.end || req.start >= doc.len() as u32 || req.end >= doc.len() as u32 {
-                return Err(Status::invalid_argument("Invalid start or end index"));
+        
+        unsafe {
+            if let Some(doc) = get_document(req.id) {
+                if req.start > req.end || req.start >= doc.len() as u32 || req.end >= doc.len() as u32 {
+                    return Err(Status::invalid_argument("Invalid start or end index"));
+                }
+                let span = doc[req.start as usize..req.end as usize].to_string();
+                let reply = GetSpanResponse {
+                    span: span,
+                };
+                Ok(Response::new(reply))
+            } else {
+                return Err(Status::not_found("Document not found"));
             }
-            let span = doc[req.start as usize..req.end as usize].to_string();
-            let reply = GetSpanResponse {
-                span: span,
-            };
-            Ok(Response::new(reply))
-        } else {
-            return Err(Status::not_found("Document not found"));
         }
     }
 
diff --git a/spannerflow/rust_span/Cargo.toml b/spannerflow/rust_span/Cargo.toml
new file mode 100644
index 0000000..001ad62
--- /dev/null
+++ b/spannerflow/rust_span/Cargo.toml
@@ -0,0 +1,7 @@
+[package]
+name = "rust_span"
+version = "0.1.0"
+edition = "2021"
+
+[dependencies]
+lazy_static = "1.5.0"
\ No newline at end of file
diff --git a/spannerflow/rust_span/src/lib.rs b/spannerflow/rust_span/src/lib.rs
new file mode 100644
index 0000000..8f1ab39
--- /dev/null
+++ b/spannerflow/rust_span/src/lib.rs
@@ -0,0 +1,24 @@
+use std::sync;
+use std::collections::HashMap;
+
+
+lazy_static::lazy_static! {
+    // change id to string, value need to be Arc<string>
+    static ref DOCUMENTS: sync::Mutex<HashMap<String, sync::Arc<String>>> = sync::Mutex::new(HashMap::new());
+}
+
+// change id to string, change to dylib - change to get/add: if exists return pointer if not, create one.
+#[no_mangle]
+pub fn add_document(id: String, doc: sync::Arc<String>) {
+    let mut documents = DOCUMENTS.lock().unwrap();
+    documents.insert(id, doc);
+}
+// change to get_span - input id, start, end- return copy of substring of document. expose this to the API
+#[no_mangle]
+pub fn get_document(id: String) -> Option<sync::Arc<String>> {
+    let documents = DOCUMENTS.lock().unwrap();
+    match documents.get(&id) {
+        Some(doc) => Some(sync::Arc::clone(doc)),
+        None => None,
+    }
+}

From 41741ff362da0663b850b823b2c5107666bd1420 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 18 Nov 2024 23:28:31 +0200
Subject: [PATCH 232/277] WIP

---
 nbs/60_engine.ipynb                 | 36 +++++++----------------------
 spannerflow/_modidx.py              |  2 --
 spannerflow/engine.py               | 33 ++++++--------------------
 spannerflow/rust_lib/src/span.rs    | 21 ++++++++---------
 spannerflow/rust_server/src/main.rs | 22 ++++++++----------
 5 files changed, 34 insertions(+), 80 deletions(-)

diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index c26a3a3..8083149 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -33,7 +33,6 @@
     "import threading\n",
     "import time\n",
     "from concurrent import futures\n",
-    "from functools import wraps\n",
     "from pathlib import Path\n",
     "from typing import Any, Callable, Generator\n",
     "\n",
@@ -152,16 +151,20 @@
     "    ):\n",
     "        from spannerflow.rust_dataflow import RustDataflow\n",
     "\n",
-    "        port_1, port_2 = self.find_server_ports()\n",
-    "        self._config = Config(DATAFLOW_PORT=port_1, LISTEN_PORT=port_2)\n",
     "        self._ie_functions = ie_functions\n",
     "        self._agg_functions = agg_functions\n",
-    "        self._rust_dataflow = RustDataflow(config=self._config, engine=self)  # type: ignore\n",
     "        self._is_rust_server_running = False\n",
     "        self._is_python_server_running = False\n",
     "        self._rust_server_process: None | subprocess.Popen = None\n",
     "        self._python_grpc_server: None | grpc.server = None\n",
     "\n",
+    "        port_1, port_2 = self.find_server_ports()\n",
+    "        self._config = Config(DATAFLOW_PORT=port_1, LISTEN_PORT=port_2)\n",
+    "        self._rust_dataflow = RustDataflow(config=self._config, engine=self)  # type: ignore\n",
+    "        self._run_rust_server_in_background()\n",
+    "        self._run_python_server_in_background()\n",
+    "        time.sleep(1)\n",
+    "\n",
     "    def find_server_ports(self) -> tuple[int, int]:\n",
     "        port_1 = None\n",
     "        port_2 = None\n",
@@ -179,17 +182,6 @@
     "        with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as sock:\n",
     "            return sock.connect_ex((\"localhost\", port)) != 0\n",
     "\n",
-    "    @staticmethod\n",
-    "    def ensure_server_running(func):\n",
-    "        @wraps(func)\n",
-    "        def wrapper(self, *args, **kwargs):\n",
-    "            self._run_rust_server_in_background()\n",
-    "            self._run_python_server_in_background()\n",
-    "            time.sleep(1)\n",
-    "            return func(self, *args, **kwargs)\n",
-    "\n",
-    "        return wrapper\n",
-    "\n",
     "    def close(self):\n",
     "        self._stop_rust_server()\n",
     "        self._stop_python_server()\n",
@@ -243,7 +235,6 @@
     "        self._rust_server_process.terminate()\n",
     "        self._is_rust_server_running = False\n",
     "\n",
-    "    @ensure_server_running\n",
     "    def save_to_csv(\n",
     "        self, collection_name: str, file_path: Path, delimiter: str = \",\"\n",
     "    ) -> None:\n",
@@ -256,7 +247,6 @@
     "            )\n",
     "            stub.SaveToCSV(request)\n",
     "\n",
-    "    @ensure_server_running\n",
     "    def load_from_csv(\n",
     "        self,\n",
     "        collection_name: str,\n",
@@ -274,7 +264,6 @@
     "            )\n",
     "            stub.LoadFromCSV(request)\n",
     "\n",
-    "    @ensure_server_running\n",
     "    def add_row(self, collection_name: str, row: list[Any]) -> None:\n",
     "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
     "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
@@ -295,7 +284,6 @@
     "                row=dataflow_pb2.RowRequest(row=serialize_row(schema, row))  # type: ignore\n",
     "            )\n",
     "\n",
-    "    @ensure_server_running\n",
     "    def add_rows(self, collection_name: str, rows: list[list[Any]]) -> None:\n",
     "        schema = self.get_collections()[collection_name]\n",
     "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
@@ -305,7 +293,6 @@
     "            )\n",
     "            stub.AddRows(request_generator)\n",
     "\n",
-    "    @ensure_server_running\n",
     "    def delete_row(self, collection_name: str, row: list[Any]) -> None:\n",
     "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
     "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
@@ -315,7 +302,6 @@
     "            )\n",
     "            stub.DeleteRow(request)\n",
     "\n",
-    "    @ensure_server_running\n",
     "    def add_collection(\n",
     "        self,\n",
     "        collection_name: str,\n",
@@ -328,7 +314,6 @@
     "            )\n",
     "            stub.AddCollection(request)\n",
     "\n",
-    "    @ensure_server_running\n",
     "    def delete_collection(self, collection_name: str) -> None:\n",
     "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
     "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
@@ -337,7 +322,6 @@
     "            )\n",
     "            stub.DeleteCollection(request)\n",
     "\n",
-    "    @ensure_server_running\n",
     "    def get_collections(self) -> dict[str, list[str]]:\n",
     "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
     "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
@@ -349,7 +333,6 @@
     "                d[\"name\"]: d[\"schema\"] for d in MessageToDict(response)[\"collections\"]\n",
     "            }\n",
     "\n",
-    "    @ensure_server_running\n",
     "    def get_collection(self, collection_name) -> Generator[list[str], None, None]:\n",
     "        schema = self.get_collections()[collection_name]\n",
     "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
@@ -390,7 +373,6 @@
     "    def del_agg_function(self, name: str):\n",
     "        del self._agg_functions[name]\n",
     "\n",
-    "    @ensure_server_running\n",
     "    def run_dataflow(\n",
     "        self, reversed_graph: nx.DiGraph, output_csv_path: str | None = None\n",
     "    ) -> Generator[list[str], None, None]:\n",
@@ -413,14 +395,12 @@
     "                    schema_types, [str(item) for item in response.row]\n",
     "                )\n",
     "\n",
-    "    @ensure_server_running\n",
     "    def get_span(self, doc_id: str, start: int, end: int) -> Span:\n",
     "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
     "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
     "            request = dataflow_pb2.GetSpanRequest(id=doc_id, start=start, end=end)  # type: ignore\n",
     "            response = stub.GetSpan(request)\n",
-    "            return Span(doc=response.span)\n",
-    "\n"
+    "            return Span(doc=response.span)"
    ]
   },
   {
diff --git a/spannerflow/_modidx.py b/spannerflow/_modidx.py
index 95623d8..08ed971 100644
--- a/spannerflow/_modidx.py
+++ b/spannerflow/_modidx.py
@@ -38,8 +38,6 @@
                                     'spannerflow.engine.Engine.delete_collection': ( 'engine.html#engine.delete_collection',
                                                                                      'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.delete_row': ('engine.html#engine.delete_row', 'spannerflow/engine.py'),
-                                    'spannerflow.engine.Engine.ensure_server_running': ( 'engine.html#engine.ensure_server_running',
-                                                                                         'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.find_server_ports': ( 'engine.html#engine.find_server_ports',
                                                                                      'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.get_agg_function': ( 'engine.html#engine.get_agg_function',
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 468a5b7..4365fb5 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -14,7 +14,6 @@
 import threading
 import time
 from concurrent import futures
-from functools import wraps
 from pathlib import Path
 from typing import Any, Callable, Generator
 
@@ -110,16 +109,20 @@ def __init__(
     ):
         from spannerflow.rust_dataflow import RustDataflow
 
-        port_1, port_2 = self.find_server_ports()
-        self._config = Config(DATAFLOW_PORT=port_1, LISTEN_PORT=port_2)
         self._ie_functions = ie_functions
         self._agg_functions = agg_functions
-        self._rust_dataflow = RustDataflow(config=self._config, engine=self)  # type: ignore
         self._is_rust_server_running = False
         self._is_python_server_running = False
         self._rust_server_process: None | subprocess.Popen = None
         self._python_grpc_server: None | grpc.server = None
 
+        port_1, port_2 = self.find_server_ports()
+        self._config = Config(DATAFLOW_PORT=port_1, LISTEN_PORT=port_2)
+        self._rust_dataflow = RustDataflow(config=self._config, engine=self)  # type: ignore
+        self._run_rust_server_in_background()
+        self._run_python_server_in_background()
+        time.sleep(1)
+
     def find_server_ports(self) -> tuple[int, int]:
         port_1 = None
         port_2 = None
@@ -137,17 +140,6 @@ def _is_port_available(self, port: int) -> bool:
         with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as sock:
             return sock.connect_ex(("localhost", port)) != 0
 
-    @staticmethod
-    def ensure_server_running(func):
-        @wraps(func)
-        def wrapper(self, *args, **kwargs):
-            self._run_rust_server_in_background()
-            self._run_python_server_in_background()
-            time.sleep(1)
-            return func(self, *args, **kwargs)
-
-        return wrapper
-
     def close(self):
         self._stop_rust_server()
         self._stop_python_server()
@@ -201,7 +193,6 @@ def _stop_rust_server(self):
         self._rust_server_process.terminate()
         self._is_rust_server_running = False
 
-    @ensure_server_running
     def save_to_csv(
         self, collection_name: str, file_path: Path, delimiter: str = ","
     ) -> None:
@@ -214,7 +205,6 @@ def save_to_csv(
             )
             stub.SaveToCSV(request)
 
-    @ensure_server_running
     def load_from_csv(
         self,
         collection_name: str,
@@ -232,7 +222,6 @@ def load_from_csv(
             )
             stub.LoadFromCSV(request)
 
-    @ensure_server_running
     def add_row(self, collection_name: str, row: list[Any]) -> None:
         with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
@@ -253,7 +242,6 @@ def _generate_add_rows_requests(
                 row=dataflow_pb2.RowRequest(row=serialize_row(schema, row))  # type: ignore
             )
 
-    @ensure_server_running
     def add_rows(self, collection_name: str, rows: list[list[Any]]) -> None:
         schema = self.get_collections()[collection_name]
         with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
@@ -263,7 +251,6 @@ def add_rows(self, collection_name: str, rows: list[list[Any]]) -> None:
             )
             stub.AddRows(request_generator)
 
-    @ensure_server_running
     def delete_row(self, collection_name: str, row: list[Any]) -> None:
         with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
@@ -273,7 +260,6 @@ def delete_row(self, collection_name: str, row: list[Any]) -> None:
             )
             stub.DeleteRow(request)
 
-    @ensure_server_running
     def add_collection(
         self,
         collection_name: str,
@@ -286,7 +272,6 @@ def add_collection(
             )
             stub.AddCollection(request)
 
-    @ensure_server_running
     def delete_collection(self, collection_name: str) -> None:
         with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
@@ -295,7 +280,6 @@ def delete_collection(self, collection_name: str) -> None:
             )
             stub.DeleteCollection(request)
 
-    @ensure_server_running
     def get_collections(self) -> dict[str, list[str]]:
         with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
@@ -307,7 +291,6 @@ def get_collections(self) -> dict[str, list[str]]:
                 d["name"]: d["schema"] for d in MessageToDict(response)["collections"]
             }
 
-    @ensure_server_running
     def get_collection(self, collection_name) -> Generator[list[str], None, None]:
         schema = self.get_collections()[collection_name]
         with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
@@ -348,7 +331,6 @@ def get_agg_function(self, name: str):
     def del_agg_function(self, name: str):
         del self._agg_functions[name]
 
-    @ensure_server_running
     def run_dataflow(
         self, reversed_graph: nx.DiGraph, output_csv_path: str | None = None
     ) -> Generator[list[str], None, None]:
@@ -371,7 +353,6 @@ def run_dataflow(
                     schema_types, [str(item) for item in response.row]
                 )
 
-    @ensure_server_running
     def get_span(self, doc_id: str, start: int, end: int) -> Span:
         with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
diff --git a/spannerflow/rust_lib/src/span.rs b/spannerflow/rust_lib/src/span.rs
index 89341e4..17b8ce9 100644
--- a/spannerflow/rust_lib/src/span.rs
+++ b/spannerflow/rust_lib/src/span.rs
@@ -119,18 +119,15 @@ impl FromStr for Span {
             let end = caps.get(3).unwrap().as_str().parse::<usize>().unwrap();
             let text = caps.get(4).unwrap().as_str().to_string();
             println!("name: {}, start: {}, end: {} text: {}", name.clone(), start, end, text);
-            // TODO: Add document registry
-            unsafe {
-                let document = get_document(name.clone());
-                match document {
-                    Some(doc) => {
-                        return Ok(Span::new(doc, start, end, name));
-                    },
-                    None => {
-                        let doc = Arc::new(text.clone());
-                        add_document(name.clone(), text.clone().into());
-                        return Ok(Span::new(doc, start, end, name));
-                    }
+            let document = get_document(name.clone());
+            match document {
+                Some(doc) => {
+                    return Ok(Span::new(doc, start, end, name));
+                },
+                None => {
+                    let doc = Arc::new(text.clone());
+                    add_document(name.clone(), text.clone().into());
+                    return Ok(Span::new(doc, start, end, name));
                 }
             }
             let doc = Arc::new(text.clone());
diff --git a/spannerflow/rust_server/src/main.rs b/spannerflow/rust_server/src/main.rs
index 2b8e575..6f8aa3f 100644
--- a/spannerflow/rust_server/src/main.rs
+++ b/spannerflow/rust_server/src/main.rs
@@ -89,19 +89,17 @@ impl DataflowService for MyDataflowService {
         println!("Got a request: {:?}", request);
         let req = request.into_inner();
         
-        unsafe {
-            if let Some(doc) = get_document(req.id) {
-                if req.start > req.end || req.start >= doc.len() as u32 || req.end >= doc.len() as u32 {
-                    return Err(Status::invalid_argument("Invalid start or end index"));
-                }
-                let span = doc[req.start as usize..req.end as usize].to_string();
-                let reply = GetSpanResponse {
-                    span: span,
-                };
-                Ok(Response::new(reply))
-            } else {
-                return Err(Status::not_found("Document not found"));
+        if let Some(doc) = get_document(req.id) {
+            if req.start > req.end || req.start >= doc.len() as u32 || req.end >= doc.len() as u32 {
+                return Err(Status::invalid_argument("Invalid start or end index"));
             }
+            let span = doc[req.start as usize..req.end as usize].to_string();
+            let reply = GetSpanResponse {
+                span: span,
+            };
+            Ok(Response::new(reply))
+        } else {
+            return Err(Status::not_found("Document not found"));
         }
     }
 

From 4dbd34e8b9e7896c81359fe9d39cb45b99990597 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Mon, 18 Nov 2024 21:32:10 +0000
Subject: [PATCH 233/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 89c422c..6cf2e89 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-23%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>250</td><td>182</td><td>27%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L35-L40">35&ndash;40</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L44-L65">44&ndash;65</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L69-L98">69&ndash;98</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L111-L121">111&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L124-L134">124&ndash;134</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L137-L138">137&ndash;138</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L144-L147">144&ndash;147</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L152-L153">152&ndash;153</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L156-L170">156&ndash;170</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L173-L176">173&ndash;176</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L179-L196">179&ndash;196</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L199-L202">199&ndash;202</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L208-L215">208&ndash;215</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L225-L233">225&ndash;233</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L237-L243">237&ndash;243</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L248-L252">248&ndash;252</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L258-L264">258&ndash;264</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L268-L274">268&ndash;274</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L282-L287">282&ndash;287</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L291-L296">291&ndash;296</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L300-L306">300&ndash;306</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L312-L319">312&ndash;319</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L328">328</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L331">331</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L334">334</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L343">343</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L346">346</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L349">349</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L355-L370">355&ndash;370</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L376-L380">376&ndash;380</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>27</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L56">47&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L67">63&ndash;67</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L72-L89">72&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L125">125</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>97</td><td>88</td><td>9%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L27-L29">27&ndash;29</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L36-L83">36&ndash;83</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L90-L149">90&ndash;149</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>355</td><td>315</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L81-L104">81&ndash;104</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L109-L114">109&ndash;114</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L121-L123">121&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L128-L137">128&ndash;137</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L142-L151">142&ndash;151</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L164-L195">164&ndash;195</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L208-L220">208&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L231-L248">231&ndash;248</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L258-L259">258&ndash;259</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L270-L279">270&ndash;279</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L289-L316">289&ndash;316</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L326-L421">326&ndash;421</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L432-L482">432&ndash;482</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L487-L525">487&ndash;525</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L534-L611">534&ndash;611</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L622-L639">622&ndash;639</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L652-L703">652&ndash;703</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L708-L715">708&ndash;715</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L718-L719">718&ndash;719</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L722-L723">722&ndash;723</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L726-L753">726&ndash;753</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L756-L788">756&ndash;788</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L794-L804">794&ndash;804</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>983</b></td><td><b>759</b></td><td><b>23%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-21%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>232</td><td>181</td><td>22%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L34-L39">34&ndash;39</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L43-L64">43&ndash;64</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L68-L97">68&ndash;97</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L110-L124">110&ndash;124</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L127-L137">127&ndash;137</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L140-L141">140&ndash;141</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L144-L145">144&ndash;145</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L148-L162">148&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L165-L168">165&ndash;168</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L171-L188">171&ndash;188</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L191-L194">191&ndash;194</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L199-L206">199&ndash;206</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L215-L223">215&ndash;223</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L226-L232">226&ndash;232</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L237-L241">237&ndash;241</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L246-L252">246&ndash;252</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L255-L261">255&ndash;261</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L268-L273">268&ndash;273</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L276-L281">276&ndash;281</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L284-L290">284&ndash;290</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L295-L302">295&ndash;302</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L311">311</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L314">314</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L317">317</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L326">326</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L329">329</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L332">332</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L337-L352">337&ndash;352</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L357-L361">357&ndash;361</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>27</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L56">47&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L67">63&ndash;67</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L72-L89">72&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L125">125</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>97</td><td>88</td><td>9%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L27-L29">27&ndash;29</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L36-L83">36&ndash;83</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L90-L149">90&ndash;149</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>355</td><td>315</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L81-L104">81&ndash;104</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L109-L114">109&ndash;114</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L121-L123">121&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L128-L137">128&ndash;137</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L142-L151">142&ndash;151</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L164-L195">164&ndash;195</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L208-L220">208&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L231-L248">231&ndash;248</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L258-L259">258&ndash;259</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L270-L279">270&ndash;279</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L289-L316">289&ndash;316</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L326-L421">326&ndash;421</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L432-L482">432&ndash;482</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L487-L525">487&ndash;525</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L534-L611">534&ndash;611</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L622-L639">622&ndash;639</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L652-L703">652&ndash;703</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L708-L715">708&ndash;715</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L718-L719">718&ndash;719</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L722-L723">722&ndash;723</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L726-L753">726&ndash;753</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L756-L788">756&ndash;788</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L794-L804">794&ndash;804</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>965</b></td><td><b>758</b></td><td><b>21%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From 908dc41f5981f520a112325ecae52947bd23b5c5 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Fri, 22 Nov 2024 14:50:37 +0200
Subject: [PATCH 234/277] WIP

---
 spannerflow/rust_lib/Cargo.toml               |   4 -
 spannerflow/rust_lib/src/span.rs              | 308 ------------------
 spannerflow/rust_lib/src/std_ie_functions.rs  |   8 +-
 spannerflow/rust_server/src/main.rs           |   9 +-
 spannerflow/rust_span/Cargo.toml              |   7 +-
 spannerflow/rust_span/src/lib.rs              | 307 ++++++++++++++++-
 spannerflow/templates/rust_dataflow.rs.jinja2 |   9 +-
 7 files changed, 326 insertions(+), 326 deletions(-)
 delete mode 100644 spannerflow/rust_lib/src/span.rs

diff --git a/spannerflow/rust_lib/Cargo.toml b/spannerflow/rust_lib/Cargo.toml
index 6692386..68e5475 100644
--- a/spannerflow/rust_lib/Cargo.toml
+++ b/spannerflow/rust_lib/Cargo.toml
@@ -13,11 +13,7 @@ differential-dataflow = "0.13.1"
 prost = "0.13.3"
 prost-types = "0.13.3"
 tonic = "0.12.3"
-serde = { version = "1.0.215", features = ["derive", "rc"] }
-serde_derive = "1.0.215"
 regex = "1.11.1"
-sha1 = "0.10.6"
-hex = "0.4.3"
 futures = "0.3.31"
 ordered-float = "4.5.0"
 tokio = { version = "1.41.1", features = ["full"] }
diff --git a/spannerflow/rust_lib/src/span.rs b/spannerflow/rust_lib/src/span.rs
deleted file mode 100644
index 17b8ce9..0000000
--- a/spannerflow/rust_lib/src/span.rs
+++ /dev/null
@@ -1,308 +0,0 @@
-use sha1::{Sha1, Digest};
-use std::cmp::Ordering;
-use std::hash::{Hash, Hasher};
-use std::sync;
-use std::str::FromStr;
-use hex;
-use regex::Regex;
-use std::sync::Arc;
-use std::path::Path;
-use rust_span::{add_document, get_document};
-
-
-fn small_hash(txt: &str, length: usize) -> String {
-    let mut hasher = Sha1::new();
-    hasher.update(txt.as_bytes());
-    let results = hasher.finalize();
-    hex::encode(results)[..length].to_string()
-}
-
-#[derive(Debug)]
-pub enum SpanParseError {
-    InvalidFormat,
-    ParseIntError,
-}
-
-/// A struct that represents a span of text in a document.
-#[derive(Clone, Serialize, Deserialize, Hash)]
-pub struct Span {
-    doc: Arc<String>,
-    start: usize,
-    end: usize,
-    name: String,
-}
-
-impl Span {
-    /// 
-    pub fn new(doc: Arc<String>, start: usize, end: usize, name: String) -> Span {
-        let mut span_name = name;
-        if span_name.is_empty() {
-            span_name = small_hash(&doc[start..end], 6);
-        }
-        Span {
-            doc,
-            start,
-            end,
-            name: span_name,
-        }
-    }
-
-    pub fn from_path(path: &str) -> Span {
-        let doc_string = std::fs::read_to_string(path).unwrap();
-        let file_name = std::path::Path::new(path)
-            .file_name()
-            .unwrap()
-            .to_str()
-            .unwrap()
-            .to_string();
-        let end = doc_string.len();
-        let doc = Arc::new(doc_string);
-        Span::new(doc, 0, end, file_name)
-    }
-
-    fn slice(&self, start: usize, end: usize) -> Span {
-        if start > end {
-            panic!(
-                "Start index greater than end index, got start: {}, end: {}",
-                start, end
-            );
-        }
-        if end > self.doc.len() {
-            panic!(
-                "End index greater than length of span, got end: {}, length: {}",
-                end, self.doc.len()
-            );
-        }
-
-        Span {
-            doc: self.doc.clone(),
-            start: self.start + start,
-            end: self.start + end,
-            name: self.name.clone(),
-        }
-        
-    }
-
-    pub fn len(&self) -> usize {
-        self.end - self.start
-    }
-    
-    pub fn get_doc(&self) -> Arc<String> {
-        self.doc.clone()
-    }
-
-    pub fn get_start(&self) -> usize {
-        self.start
-    }
-
-    pub fn get_end(&self) -> usize {
-        self.end
-    }
-
-    pub fn get_name(&self) -> String {
-        self.name.clone()
-    }
-
-    pub fn as_str(&self) -> &str {
-        &self.doc[self.start..self.end]
-    }
-}
-
-impl FromStr for Span {
-    type Err = SpanParseError;
-
-    fn from_str(s: &str) -> Result<Self, Self::Err>  {
-        let re = Regex::new(r#"\[@(\w+),(\d+),(\d+)\) "(.+)""#).unwrap();
-        if let Some(caps) = re.captures(s) {
-            let name = caps.get(1).unwrap().as_str().to_string();
-            let start = caps.get(2).unwrap().as_str().parse::<usize>().unwrap();
-            let end = caps.get(3).unwrap().as_str().parse::<usize>().unwrap();
-            let text = caps.get(4).unwrap().as_str().to_string();
-            println!("name: {}, start: {}, end: {} text: {}", name.clone(), start, end, text);
-            let document = get_document(name.clone());
-            match document {
-                Some(doc) => {
-                    return Ok(Span::new(doc, start, end, name));
-                },
-                None => {
-                    let doc = Arc::new(text.clone());
-                    add_document(name.clone(), text.clone().into());
-                    return Ok(Span::new(doc, start, end, name));
-                }
-            }
-            let doc = Arc::new(text.clone());
-            Ok(Span::new(doc.clone(), start, end, name))
-        }
-        else {
-            eprintln!("Invalid format for span: {}", s);
-            Err(SpanParseError::InvalidFormat)
-        }
-        // regex extraction of span paramters.
-        // check if documentid exists in documet registry
-        // if not add document to registry
-        // return span with arc<string> to the document      
-    }
-}
-
-impl std::fmt::Debug for Span{
-    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
-        write!(f, "[@{},{},{}) \"{}\"", self.name, self.start, self.end, &self.doc[self.start..self.end])
-    }
-}
-
-impl std::fmt::Display for Span {
-    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
-        write!(f, "[@{},{},{}) \"{}\"", self.name, self.start, self.end, &self.doc[self.start..self.end])
-    }
-}
-
-impl<'a> PartialEq for Span {
-    fn eq(&self, other: &Self) -> bool {
-        self.start == other.start && self.end == other.end && self.name == other.name
-    }
-}
-
-impl<'a> Eq for Span {}
-
-impl PartialOrd for Span {
-    fn partial_cmp(&self, other: &Self) -> Option<Ordering> {
-        Some(self.cmp(other))
-    }
-}
-
-/// Ord implementation for Span, needed for dataflow to work
-impl Ord for Span {
-    fn cmp(&self, other: &Self) -> Ordering {
-        self.doc.cmp(&other.doc)
-            .then_with(|| self.start.cmp(&other.start))
-            .then_with(|| self.end.cmp(&other.end))
-    }
-}
-
-/// Create a new span from an existing span
-pub fn from_span(span: &Span, start: usize, end: usize) -> Span {
-    span.slice(start, end)
-}
-
-mod tests {
-    use super::*;
-    use std::fs::File;
-    use std::io::Write;
-
-    #[test]
-    fn test_span_new() {
-        let doc = Arc::new("Hello, world!".to_string());
-        let span = Span::new(doc.clone(), 0, 5, "greeting".to_string());
-        assert_eq!(span.get_doc(), doc);
-        assert_eq!(span.get_start(), 0);
-        assert_eq!(span.get_end(), 5);
-        assert_eq!(span.get_name(), "greeting");
-        assert_eq!(span.as_str(), "Hello");
-    }
-
-    #[test]
-    fn test_span_slice() {
-        let doc = Arc::new("Hello, world!".to_string());
-        let span = Span::new(doc.clone(), 0, 12, "greeting".to_string());
-        let sliced_span = span.slice(7, 12);
-        assert_eq!(sliced_span.get_doc(), doc);
-        assert_eq!(sliced_span.get_start(), 7);
-        assert_eq!(sliced_span.get_end(), 12);
-        assert_eq!(sliced_span.get_name(), "greeting");
-        assert_eq!(sliced_span.as_str(), "world");
-    }
-
-    #[test]
-    #[should_panic(expected = "Start index greater than end index")]
-    fn test_span_slice_invalid_indices() {
-        let doc = Arc::new("Hello, world!".to_string());
-        let span = Span::new(doc.clone(), 0, 12, "greeting".to_string());
-        span.slice(12, 7);
-    }
-
-    #[test]
-    fn test_span_len() {
-        let doc = Arc::new("Hello, world!".to_string());
-        let span = Span::new(doc.clone(), 0, 5, "greeting".to_string());
-        assert_eq!(span.len(), 5);
-    }
-
-    #[test]
-    fn test_span_from_str() {
-        let span_str = r#"[@greeting,0,5) "Hello""#;
-        let span = Span::from_str(span_str).unwrap();
-        assert_eq!(span.get_name(), "greeting");
-        assert_eq!(span.get_start(), 0);
-        assert_eq!(span.get_end(), 5);
-        assert_eq!(span.as_str(), "Hello");
-    }
-
-    #[test]
-    fn test_span_display() {
-        let doc = Arc::new("Hello, world!".to_string());
-        let span = Span::new(doc.clone(), 0, 5, "greeting".to_string());
-        assert_eq!(format!("{}", span), r#"[@greeting,0,5) "Hello""#);
-    }
-
-    #[test]
-    fn test_span_debug() {
-        let doc = Arc::new("Hello, world!".to_string());
-        let span = Span::new(doc.clone(), 0, 5, "greeting".to_string());
-        assert_eq!(format!("{:?}", span), r#"[@greeting,0,5) "Hello""#);
-    }
-
-    #[test]
-    fn test_span_partial_eq() {
-        let doc = Arc::new("Hello, world!".to_string());
-        let span1 = Span::new(doc.clone(), 0, 5, "greeting".to_string());
-        let span2 = Span::new(doc.clone(), 0, 5, "greeting".to_string());
-        assert_eq!(span1, span2);
-    }
-
-    #[test]
-    fn test_span_ord() {
-        let doc = Arc::new("Hello, world!".to_string());
-        let span1 = Span::new(doc.clone(), 0, 5, "greeting".to_string());
-        let span2 = Span::new(doc.clone(), 6, 12, "world".to_string());
-        assert!(span1 < span2);
-    }
-
-    #[test]
-    fn test_from_path() {
-        let tmp_file_path = "/tmp/test_document.txt";
-        let mut file = File::create(tmp_file_path).unwrap();
-        writeln!(file, "Hello, world!").unwrap();
-
-        let span = Span::from_path(tmp_file_path);
-        assert_eq!(span.get_name(), "test_document.txt");
-        assert_eq!(span.get_start(), 0);
-        assert_eq!(span.get_end(), 14);
-
-        let sub_span = span.slice(7, 12);
-        assert_eq!(sub_span.get_name(), "test_document.txt");
-        assert_eq!(sub_span.get_start(), 7);
-        
-        
-        std::fs::remove_file(tmp_file_path).unwrap();
-    }
-    
-    // Enable this test after implementing document registry
-    #[test]
-    fn test_span_from_str_with_new_document() {
-       let span_str = r#"[@doc1,0,13) "Hello, world!""#;
-       let span = Span::from_str(span_str).unwrap();
-       assert_eq!(span.get_name(), "doc1");
-       assert_eq!(span.get_start(), 0);
-       assert_eq!(span.get_end(), 13);
-       assert_eq!(span.as_str(), "Hello, world!");
-
-       let sub_span_str = r#"[@doc1,7,12) "world""#;
-       let sub_span = Span::from_str(sub_span_str).unwrap();
-       assert_eq!(sub_span.get_name(), "doc1");
-       assert_eq!(sub_span.get_start(), 7);
-       assert_eq!(sub_span.get_end(), 12);
-       assert_eq!(sub_span.as_str(), "world");
-    }
-
-    
-}
diff --git a/spannerflow/rust_lib/src/std_ie_functions.rs b/spannerflow/rust_lib/src/std_ie_functions.rs
index 9183d71..d17b65c 100644
--- a/spannerflow/rust_lib/src/std_ie_functions.rs
+++ b/spannerflow/rust_lib/src/std_ie_functions.rs
@@ -1,6 +1,7 @@
-use regex::Regex;
-use crate::span::{from_span, Span};
 use std::sync::Arc;
+use regex::Regex;
+extern crate rust_span;
+use rust_span::{from_span, Span};
 
 fn rgx(pattern: &str, text: &str, span: &Span) -> impl Iterator<Item = Vec<Span>> {
     let re = Regex::new(pattern).unwrap();
@@ -106,7 +107,8 @@ pub fn read_span(text_path: &str) -> impl Iterator<Item = Span> {
 #[cfg(test)]
 mod tests {
     use super::*;
-    use crate::span::Span;
+    extern crate rust_span;
+    use rust_span::Span;
     use std::fs::File;
     use std::io::Write;
     use std::fs;
diff --git a/spannerflow/rust_server/src/main.rs b/spannerflow/rust_server/src/main.rs
index 6f8aa3f..1e87d09 100644
--- a/spannerflow/rust_server/src/main.rs
+++ b/spannerflow/rust_server/src/main.rs
@@ -13,7 +13,7 @@ use tokio_stream::StreamExt;
 use dataflow::dataflow_service_server::{DataflowService, DataflowServiceServer};
 use dataflow::{*};
 extern crate rust_span;
-use rust_span::get_document;
+use rust_span::{Span, get_document};
 
 
 pub mod dataflow {
@@ -64,7 +64,9 @@ fn validate_schema(schema: &Vec<dataflow::DataType>, row: &Vec<String>) -> bool
                 return false;
             }
             dataflow::DataType::Span => {
-                // TODO: Implement Span validation
+                if value.parse::<Span>().is_err() {
+                    return false;
+                }
                 return true;
             }
             dataflow::DataType::Custom => {
@@ -90,7 +92,8 @@ impl DataflowService for MyDataflowService {
         let req = request.into_inner();
         
         if let Some(doc) = get_document(req.id) {
-            if req.start > req.end || req.start >= doc.len() as u32 || req.end >= doc.len() as u32 {
+            println!("Got a document len: {:?}", doc.len());
+            if req.start > req.end || req.start >= doc.len() as u32 || req.end > doc.len() as u32 {
                 return Err(Status::invalid_argument("Invalid start or end index"));
             }
             let span = doc[req.start as usize..req.end as usize].to_string();
diff --git a/spannerflow/rust_span/Cargo.toml b/spannerflow/rust_span/Cargo.toml
index 001ad62..1012a64 100644
--- a/spannerflow/rust_span/Cargo.toml
+++ b/spannerflow/rust_span/Cargo.toml
@@ -4,4 +4,9 @@ version = "0.1.0"
 edition = "2021"
 
 [dependencies]
-lazy_static = "1.5.0"
\ No newline at end of file
+lazy_static = "1.5.0"
+regex = "1.11.1"
+sha1 = "0.10.6"
+hex = "0.4.3"
+serde = { version = "1.0.215", features = ["derive", "rc"] }
+serde_derive = "1.0.215"
\ No newline at end of file
diff --git a/spannerflow/rust_span/src/lib.rs b/spannerflow/rust_span/src/lib.rs
index 8f1ab39..4ade51a 100644
--- a/spannerflow/rust_span/src/lib.rs
+++ b/spannerflow/rust_span/src/lib.rs
@@ -1,6 +1,16 @@
-use std::sync;
 use std::collections::HashMap;
+use std::cmp::Ordering;
+use std::hash::Hash;
+use std::sync;
+use std::sync::Arc;
+use std::str::FromStr;
+use sha1::{Sha1, Digest};
+use hex;
+use regex::Regex;
 
+#[macro_use]
+extern crate serde_derive;
+extern crate serde;
 
 lazy_static::lazy_static! {
     // change id to string, value need to be Arc<string>
@@ -11,14 +21,309 @@ lazy_static::lazy_static! {
 #[no_mangle]
 pub fn add_document(id: String, doc: sync::Arc<String>) {
     let mut documents = DOCUMENTS.lock().unwrap();
+    println!("Adding document: {}", documents.len());
     documents.insert(id, doc);
 }
 // change to get_span - input id, start, end- return copy of substring of document. expose this to the API
 #[no_mangle]
 pub fn get_document(id: String) -> Option<sync::Arc<String>> {
     let documents = DOCUMENTS.lock().unwrap();
+    println!("getting document: {}", documents.len());
     match documents.get(&id) {
         Some(doc) => Some(sync::Arc::clone(doc)),
         None => None,
     }
 }
+
+
+fn small_hash(txt: &str, length: usize) -> String {
+    let mut hasher = Sha1::new();
+    hasher.update(txt.as_bytes());
+    let results = hasher.finalize();
+    hex::encode(results)[..length].to_string()
+}
+
+#[derive(Debug)]
+pub enum SpanParseError {
+    InvalidFormat,
+    ParseIntError,
+}
+
+/// A struct that represents a span of text in a document.
+#[derive(Clone, Serialize, Deserialize, Hash)]
+pub struct Span {
+    doc: Arc<String>,
+    start: usize,
+    end: usize,
+    name: String,
+}
+
+impl Span {
+    /// 
+    pub fn new(doc: Arc<String>, start: usize, end: usize, name: String) -> Span {
+        let mut span_name = name;
+        if span_name.is_empty() {
+            span_name = small_hash(&doc[start..end], 6);
+        }
+        Span {
+            doc,
+            start,
+            end,
+            name: span_name,
+        }
+    }
+
+    pub fn from_path(path: &str) -> Span {
+        let doc_string = std::fs::read_to_string(path).unwrap();
+        let file_name = std::path::Path::new(path)
+            .file_name()
+            .unwrap()
+            .to_str()
+            .unwrap()
+            .to_string();
+        let end = doc_string.len();
+        let doc = Arc::new(doc_string);
+        Span::new(doc, 0, end, file_name)
+    }
+
+    fn slice(&self, start: usize, end: usize) -> Span {
+        if start > end {
+            panic!(
+                "Start index greater than end index, got start: {}, end: {}",
+                start, end
+            );
+        }
+        if end > self.doc.len() {
+            panic!(
+                "End index greater than length of span, got end: {}, length: {}",
+                end, self.doc.len()
+            );
+        }
+
+        Span {
+            doc: self.doc.clone(),
+            start: self.start + start,
+            end: self.start + end,
+            name: self.name.clone(),
+        }
+        
+    }
+
+    pub fn len(&self) -> usize {
+        self.end - self.start
+    }
+    
+    pub fn get_doc(&self) -> Arc<String> {
+        self.doc.clone()
+    }
+
+    pub fn get_start(&self) -> usize {
+        self.start
+    }
+
+    pub fn get_end(&self) -> usize {
+        self.end
+    }
+
+    pub fn get_name(&self) -> String {
+        self.name.clone()
+    }
+
+    pub fn as_str(&self) -> &str {
+        &self.doc[self.start..self.end]
+    }
+}
+
+impl FromStr for Span {
+    type Err = SpanParseError;
+
+    fn from_str(s: &str) -> Result<Self, Self::Err>  {
+        let re = Regex::new(r#"\[@(\w+),(\d+),(\d+)\) "(.+)""#).unwrap();
+        if let Some(caps) = re.captures(s) {
+            let name = caps.get(1).unwrap().as_str().to_string();
+            let start = caps.get(2).unwrap().as_str().parse::<usize>().unwrap();
+            let end = caps.get(3).unwrap().as_str().parse::<usize>().unwrap();
+            let text = caps.get(4).unwrap().as_str().to_string();
+            println!("name: {}, start: {}, end: {} text: {}", name.clone(), start, end, text);
+            let document = get_document(name.clone());
+            match document {
+                Some(doc) => {
+                    println!("old document: {}", name);
+                    return Ok(Span::new(doc, start, end, name));
+                },
+                None => {
+                    let doc = Arc::new(text.clone());
+                    println!("New document: {}", name);
+                    add_document(name.clone(), text.clone().into());
+                    return Ok(Span::new(doc, start, end, name));
+                }
+            }
+        }
+        else {
+            eprintln!("Invalid format for span: {}", s);
+            Err(SpanParseError::InvalidFormat)
+        }
+        // regex extraction of span paramters.
+        // check if documentid exists in documet registry
+        // if not add document to registry
+        // return span with arc<string> to the document      
+    }
+}
+
+impl std::fmt::Debug for Span{
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        write!(f, "[@{},{},{}) \"{}\"", self.name, self.start, self.end, &self.doc[self.start..self.end])
+    }
+}
+
+impl std::fmt::Display for Span {
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        write!(f, "[@{},{},{}) \"{}\"", self.name, self.start, self.end, &self.doc[self.start..self.end])
+    }
+}
+
+impl<'a> PartialEq for Span {
+    fn eq(&self, other: &Self) -> bool {
+        self.start == other.start && self.end == other.end && self.name == other.name
+    }
+}
+
+impl<'a> Eq for Span {}
+
+impl PartialOrd for Span {
+    fn partial_cmp(&self, other: &Self) -> Option<Ordering> {
+        Some(self.cmp(other))
+    }
+}
+
+/// Ord implementation for Span, needed for dataflow to work
+impl Ord for Span {
+    fn cmp(&self, other: &Self) -> Ordering {
+        self.doc.cmp(&other.doc)
+            .then_with(|| self.start.cmp(&other.start))
+            .then_with(|| self.end.cmp(&other.end))
+    }
+}
+
+/// Create a new span from an existing span
+pub fn from_span(span: &Span, start: usize, end: usize) -> Span {
+    span.slice(start, end)
+}
+
+mod tests {
+
+    #[test]
+    fn test_span_new() {
+        let doc = Arc::new("Hello, world!".to_string());
+        let span = Span::new(doc.clone(), 0, 5, "greeting".to_string());
+        assert_eq!(span.get_doc(), doc);
+        assert_eq!(span.get_start(), 0);
+        assert_eq!(span.get_end(), 5);
+        assert_eq!(span.get_name(), "greeting");
+        assert_eq!(span.as_str(), "Hello");
+    }
+
+    #[test]
+    fn test_span_slice() {
+        let doc = Arc::new("Hello, world!".to_string());
+        let span = Span::new(doc.clone(), 0, 12, "greeting".to_string());
+        let sliced_span = span.slice(7, 12);
+        assert_eq!(sliced_span.get_doc(), doc);
+        assert_eq!(sliced_span.get_start(), 7);
+        assert_eq!(sliced_span.get_end(), 12);
+        assert_eq!(sliced_span.get_name(), "greeting");
+        assert_eq!(sliced_span.as_str(), "world");
+    }
+
+    #[test]
+    #[should_panic(expected = "Start index greater than end index")]
+    fn test_span_slice_invalid_indices() {
+        let doc = Arc::new("Hello, world!".to_string());
+        let span = Span::new(doc.clone(), 0, 12, "greeting".to_string());
+        span.slice(12, 7);
+    }
+
+    #[test]
+    fn test_span_len() {
+        let doc = Arc::new("Hello, world!".to_string());
+        let span = Span::new(doc.clone(), 0, 5, "greeting".to_string());
+        assert_eq!(span.len(), 5);
+    }
+
+    #[test]
+    fn test_span_from_str() {
+        let span_str = r#"[@greeting,0,5) "Hello""#;
+        let span = Span::from_str(span_str).unwrap();
+        assert_eq!(span.get_name(), "greeting");
+        assert_eq!(span.get_start(), 0);
+        assert_eq!(span.get_end(), 5);
+        assert_eq!(span.as_str(), "Hello");
+    }
+
+    #[test]
+    fn test_span_display() {
+        let doc = Arc::new("Hello, world!".to_string());
+        let span = Span::new(doc.clone(), 0, 5, "greeting".to_string());
+        assert_eq!(format!("{}", span), r#"[@greeting,0,5) "Hello""#);
+    }
+
+    #[test]
+    fn test_span_debug() {
+        let doc = Arc::new("Hello, world!".to_string());
+        let span = Span::new(doc.clone(), 0, 5, "greeting".to_string());
+        assert_eq!(format!("{:?}", span), r#"[@greeting,0,5) "Hello""#);
+    }
+
+    #[test]
+    fn test_span_partial_eq() {
+        let doc = Arc::new("Hello, world!".to_string());
+        let span1 = Span::new(doc.clone(), 0, 5, "greeting".to_string());
+        let span2 = Span::new(doc.clone(), 0, 5, "greeting".to_string());
+        assert_eq!(span1, span2);
+    }
+
+    #[test]
+    fn test_span_ord() {
+        let doc = Arc::new("Hello, world!".to_string());
+        let span1 = Span::new(doc.clone(), 0, 5, "greeting".to_string());
+        let span2 = Span::new(doc.clone(), 6, 12, "world".to_string());
+        assert!(span1 < span2);
+    }
+
+    #[test]
+    fn test_from_path() {
+        let tmp_file_path = "/tmp/test_document.txt";
+        let mut file = File::create(tmp_file_path).unwrap();
+        writeln!(file, "Hello, world!").unwrap();
+
+        let span = Span::from_path(tmp_file_path);
+        assert_eq!(span.get_name(), "test_document.txt");
+        assert_eq!(span.get_start(), 0);
+        assert_eq!(span.get_end(), 14);
+
+        let sub_span = span.slice(7, 12);
+        assert_eq!(sub_span.get_name(), "test_document.txt");
+        assert_eq!(sub_span.get_start(), 7);
+        
+        
+        std::fs::remove_file(tmp_file_path).unwrap();
+    }
+    
+    // Enable this test after implementing document registry
+    #[test]
+    fn test_span_from_str_with_new_document() {
+       let span_str = r#"[@doc1,0,13) "Hello, world!""#;
+       let span = Span::from_str(span_str).unwrap();
+       assert_eq!(span.get_name(), "doc1");
+       assert_eq!(span.get_start(), 0);
+       assert_eq!(span.get_end(), 13);
+       assert_eq!(span.as_str(), "Hello, world!");
+
+       let sub_span_str = r#"[@doc1,7,12) "world""#;
+       let sub_span = Span::from_str(sub_span_str).unwrap();
+       assert_eq!(sub_span.get_name(), "doc1");
+       assert_eq!(sub_span.get_start(), 7);
+       assert_eq!(sub_span.get_end(), 12);
+       assert_eq!(sub_span.as_str(), "world");
+    }
+}
diff --git a/spannerflow/templates/rust_dataflow.rs.jinja2 b/spannerflow/templates/rust_dataflow.rs.jinja2
index 3cefe21..64c7bb8 100644
--- a/spannerflow/templates/rust_dataflow.rs.jinja2
+++ b/spannerflow/templates/rust_dataflow.rs.jinja2
@@ -23,14 +23,11 @@ pub mod dataflow {
     tonic::include_proto!("dataflow.v1");
 }
 
-#[macro_use]
-extern crate serde_derive;
-extern crate serde;
-
-mod span;
 mod std_ie_functions;
-use span::*;
 use std_ie_functions::*;
+extern crate rust_span;
+use rust_span::*;
+
 
 macro_rules! tuple_to_vec_string {
     // Base case: empty tuple

From 551bef156d654fe2bab10e789bb46f955838d6d8 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Tue, 26 Nov 2024 18:26:53 +0200
Subject: [PATCH 235/277] feat: building as workspace

---
 nbs/50_rust_dataflow.ipynb         | 15 ++++++++-------
 spannerflow/Cargo.toml             | 29 +++++++++++++++++++++++++++++
 spannerflow/rust_dataflow.py       | 15 ++++++++-------
 spannerflow/rust_lib/Cargo.toml    | 21 +++++++++------------
 spannerflow/rust_lib/build.rs      |  1 +
 spannerflow/rust_server/Cargo.toml | 21 +++++++++------------
 spannerflow/rust_server/build.rs   |  2 +-
 spannerflow/rust_span/Cargo.toml   | 15 +++++++++------
 8 files changed, 74 insertions(+), 45 deletions(-)
 create mode 100644 spannerflow/Cargo.toml

diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index bfa1576..6e7ce1d 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -1023,9 +1023,7 @@
     "        self._query_id += 1\n",
     "        self.create_rust_file(timestamp, graph)\n",
     "        self.build_rust(\n",
-    "            self._config.RUST_SERVER_LIB_DIR_PATH.joinpath(\n",
-    "                self._cargo_file_name\n",
-    "            ).absolute(),\n",
+    "            self._config.PACKAGE_ROOT.joinpath(self._cargo_file_name).absolute(),\n",
     "            self._config.RUST_SO_BUILD_LOG_PATH,\n",
     "        )\n",
     "        # Determine file extension based on the platform\n",
@@ -1041,9 +1039,7 @@
     "            lib_filename = f\"{crate_name}{extension}\"\n",
     "        else:\n",
     "            raise RuntimeError(\"Unsupported OS\")\n",
-    "        lib_path = self._config.RUST_SERVER_LIB_DIR_PATH.joinpath(\n",
-    "            \"target\", \"release\", lib_filename\n",
-    "        )\n",
+    "        lib_path = self._config.PACKAGE_ROOT.joinpath(\"target\", \"debug\", lib_filename)\n",
     "        new_lib_path = self._config.GENERATED_RUST_PROJECT_PATH.joinpath(\n",
     "            f\"{timestamp}{extension}\"\n",
     "        )\n",
@@ -1057,17 +1053,22 @@
     "        command = [\n",
     "            \"cargo\",\n",
     "            \"build\",\n",
-    "            \"--release\",\n",
     "            \"--manifest-path\",\n",
     "            str(cargo_toml_path),\n",
+    "            \"-p\",\n",
+    "            \"spannerflow\",\n",
     "        ]\n",
     "\n",
     "        self._config.LOGS_DIR.mkdir(parents=True, exist_ok=True)\n",
+    "        env = os.environ.copy()\n",
+    "        # RUSTFLAGS=\"-C prefer-dynamic -C link-arg=-Wl,-rpath,@loader_path/../lib\" cargo build\n",
+    "        env[\"RUSTFLAGS\"] = \"-C prefer-dynamic\"\n",
     "        with open(log_path, \"a\") as log_file:\n",
     "            subprocess.run(\n",
     "                command,\n",
     "                cwd=str(cargo_toml_path.parent),\n",
     "                check=True,\n",
+    "                env=env,\n",
     "                stderr=log_file,\n",
     "                stdout=log_file,\n",
     "            )"
diff --git a/spannerflow/Cargo.toml b/spannerflow/Cargo.toml
new file mode 100644
index 0000000..8e08c3c
--- /dev/null
+++ b/spannerflow/Cargo.toml
@@ -0,0 +1,29 @@
+[workspace]
+resolver = "2"
+members = [
+    "rust_span",
+    "rust_server",
+    "rust_lib"
+]
+
+[workspace.dependencies]
+csv = "1.3.1"
+differential-dataflow = "0.13.1"
+futures = "0.3.31"
+hex = "0.4.3"
+lazy_static = "1.5.0"
+libloading = "0.8.5"
+ordered-float = "4.5.0"
+prost = "0.13.3"
+prost-types = "0.13.3"
+regex = "1.11.1"
+serde = { version = "1.0.215", features = ["derive", "rc"] }
+serde_derive = "1.0.215"
+sha1 = "0.10.6"
+timely = "0.14.0" 
+tokio = { version = "1.41.1", features = ["full"] }
+tokio-stream = "0.1.16"
+tonic = "0.12.3"
+
+[workspace.metadata.marker.lints]
+marker_lints = "0.5.0"
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 04967b0..a16dff7 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -760,9 +760,7 @@ def build_so(self, graph: nx.DiGraph) -> tuple[Path, str]:
         self._query_id += 1
         self.create_rust_file(timestamp, graph)
         self.build_rust(
-            self._config.RUST_SERVER_LIB_DIR_PATH.joinpath(
-                self._cargo_file_name
-            ).absolute(),
+            self._config.PACKAGE_ROOT.joinpath(self._cargo_file_name).absolute(),
             self._config.RUST_SO_BUILD_LOG_PATH,
         )
         # Determine file extension based on the platform
@@ -778,9 +776,7 @@ def build_so(self, graph: nx.DiGraph) -> tuple[Path, str]:
             lib_filename = f"{crate_name}{extension}"
         else:
             raise RuntimeError("Unsupported OS")
-        lib_path = self._config.RUST_SERVER_LIB_DIR_PATH.joinpath(
-            "target", "release", lib_filename
-        )
+        lib_path = self._config.PACKAGE_ROOT.joinpath("target", "debug", lib_filename)
         new_lib_path = self._config.GENERATED_RUST_PROJECT_PATH.joinpath(
             f"{timestamp}{extension}"
         )
@@ -794,17 +790,22 @@ def build_rust(self, cargo_toml_path: Path, log_path: Path) -> None:
         command = [
             "cargo",
             "build",
-            "--release",
             "--manifest-path",
             str(cargo_toml_path),
+            "-p",
+            "spannerflow",
         ]
 
         self._config.LOGS_DIR.mkdir(parents=True, exist_ok=True)
+        env = os.environ.copy()
+        # RUSTFLAGS="-C prefer-dynamic -C link-arg=-Wl,-rpath,@loader_path/../lib" cargo build
+        env["RUSTFLAGS"] = "-C prefer-dynamic"
         with open(log_path, "a") as log_file:
             subprocess.run(
                 command,
                 cwd=str(cargo_toml_path.parent),
                 check=True,
+                env=env,
                 stderr=log_file,
                 stdout=log_file,
             )
diff --git a/spannerflow/rust_lib/Cargo.toml b/spannerflow/rust_lib/Cargo.toml
index 68e5475..59d06c5 100644
--- a/spannerflow/rust_lib/Cargo.toml
+++ b/spannerflow/rust_lib/Cargo.toml
@@ -8,19 +8,16 @@ crate-type = ["dylib"]
 path = "src/latest.rs"
 
 [dependencies]
-timely = "0.14.0" 
-differential-dataflow = "0.13.1"
-prost = "0.13.3"
-prost-types = "0.13.3"
-tonic = "0.12.3"
-regex = "1.11.1"
-futures = "0.3.31"
-ordered-float = "4.5.0"
-tokio = { version = "1.41.1", features = ["full"] }
+timely = { workspace = true }
+differential-dataflow = { workspace = true }
+prost = { workspace = true }
+prost-types = { workspace = true }
+tonic = { workspace = true }
+regex = { workspace = true }
+futures = { workspace = true }
+ordered-float = { workspace = true }
+tokio = { workspace = true }
 rust_span = { path = "../rust_span" }
 
 [build-dependencies]
 tonic-build = "0.12.3"
-
-
-[workspace]
\ No newline at end of file
diff --git a/spannerflow/rust_lib/build.rs b/spannerflow/rust_lib/build.rs
index 706136c..628f6b8 100644
--- a/spannerflow/rust_lib/build.rs
+++ b/spannerflow/rust_lib/build.rs
@@ -1,4 +1,5 @@
 fn main() -> Result<(), Box<dyn std::error::Error>> {
+    println!("cargo:rustc-link-search=all=/Users/ofer/code/technion/spannerflow/rust_server/target/debug/deps");
     tonic_build::compile_protos("../proto/dataflow/v1/dataflow.proto")?;
     Ok(())
 }
\ No newline at end of file
diff --git a/spannerflow/rust_server/Cargo.toml b/spannerflow/rust_server/Cargo.toml
index 708b083..ae5baea 100644
--- a/spannerflow/rust_server/Cargo.toml
+++ b/spannerflow/rust_server/Cargo.toml
@@ -8,18 +8,15 @@ name = "rust_grpc_server"
 path = "src/main.rs"
 
 [dependencies]
-libloading = "0.8.5"
-tonic = "0.12.3"
-prost = "0.13.3"
-prost-types = "0.13.3"
-tokio = { version = "1.41.1", features = ["macros", "rt-multi-thread"] }
-tokio-stream = "0.1.16"
-lazy_static = "1.5.0"
-csv = "1.3.1"
+libloading = { workspace = true}
+tonic = { workspace = true}
+prost = { workspace = true}
+prost-types = { workspace = true}
+tokio = { workspace = true }
+tokio-stream = { workspace = true}
+lazy_static = { workspace = true}
+csv = { workspace = true}
 rust_span = { path = "../rust_span" }
 
 [build-dependencies]
-tonic-build = "0.12.3"
-
-[workspace.metadata.marker.lints]
-marker_lints = "0.5.0"
+tonic-build = "0.12.3"
\ No newline at end of file
diff --git a/spannerflow/rust_server/build.rs b/spannerflow/rust_server/build.rs
index f5025ae..5d53313 100644
--- a/spannerflow/rust_server/build.rs
+++ b/spannerflow/rust_server/build.rs
@@ -18,7 +18,7 @@ fn main() -> Result<(), Box<dyn std::error::Error>> {
         );
     }
 
-
+    println!("cargo:rustc-link-search=all=/Users/ofer/code/technion/spannerflow/rust_server/target/debug/deps");
     tonic_build::compile_protos("../proto/dataflow/v1/dataflow.proto")?;
     Ok(())
 }
\ No newline at end of file
diff --git a/spannerflow/rust_span/Cargo.toml b/spannerflow/rust_span/Cargo.toml
index 1012a64..b70c73e 100644
--- a/spannerflow/rust_span/Cargo.toml
+++ b/spannerflow/rust_span/Cargo.toml
@@ -3,10 +3,13 @@ name = "rust_span"
 version = "0.1.0"
 edition = "2021"
 
+[lib]
+crate-type = ["dylib"]
+
 [dependencies]
-lazy_static = "1.5.0"
-regex = "1.11.1"
-sha1 = "0.10.6"
-hex = "0.4.3"
-serde = { version = "1.0.215", features = ["derive", "rc"] }
-serde_derive = "1.0.215"
\ No newline at end of file
+lazy_static = { workspace = true }
+regex = { workspace = true }
+sha1 = { workspace = true }
+hex = { workspace = true }
+serde = { workspace = true }
+serde_derive = { workspace = true }
\ No newline at end of file

From 599c507e1cc184addbb8c6efb7290c2114edefa9 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Fri, 29 Nov 2024 14:48:51 +0200
Subject: [PATCH 236/277] WIP

---
 nbs/50_rust_dataflow.ipynb       |  1 -
 spannerflow/rust_dataflow.py     |  1 -
 spannerflow/rust_server/build.rs | 23 +++++++----------------
 3 files changed, 7 insertions(+), 18 deletions(-)

diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index 6e7ce1d..6ef0e3e 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -1061,7 +1061,6 @@
     "\n",
     "        self._config.LOGS_DIR.mkdir(parents=True, exist_ok=True)\n",
     "        env = os.environ.copy()\n",
-    "        # RUSTFLAGS=\"-C prefer-dynamic -C link-arg=-Wl,-rpath,@loader_path/../lib\" cargo build\n",
     "        env[\"RUSTFLAGS\"] = \"-C prefer-dynamic\"\n",
     "        with open(log_path, \"a\") as log_file:\n",
     "            subprocess.run(\n",
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index a16dff7..a1de027 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -798,7 +798,6 @@ def build_rust(self, cargo_toml_path: Path, log_path: Path) -> None:
 
         self._config.LOGS_DIR.mkdir(parents=True, exist_ok=True)
         env = os.environ.copy()
-        # RUSTFLAGS="-C prefer-dynamic -C link-arg=-Wl,-rpath,@loader_path/../lib" cargo build
         env["RUSTFLAGS"] = "-C prefer-dynamic"
         with open(log_path, "a") as log_file:
             subprocess.run(
diff --git a/spannerflow/rust_server/build.rs b/spannerflow/rust_server/build.rs
index 5d53313..4fdd5da 100644
--- a/spannerflow/rust_server/build.rs
+++ b/spannerflow/rust_server/build.rs
@@ -1,24 +1,15 @@
 use std::process::Command;
 
-
 fn main() -> Result<(), Box<dyn std::error::Error>> {
-    let lib_path = "../rust_span";
-
-    let output = Command::new("cargo")
-        .arg("build")
-        .arg("--release")
-        .current_dir(lib_path)
+    let sysroot = Command::new("rustc")
+        .arg("--print")
+        .arg("sysroot")
         .output()
-        .expect("Failed to build library");
-
-    if !output.status.success() {
-        panic!(
-            "Library build failed:\n{}",
-            String::from_utf8_lossy(&output.stderr)
-        );
-    }
+        .expect("Failed to get rustc sysroot")
+        .stdout;
+    let sysroot = String::from_utf8_lossy(&sysroot).trim().to_string();
 
-    println!("cargo:rustc-link-search=all=/Users/ofer/code/technion/spannerflow/rust_server/target/debug/deps");
+    println!("cargo:rustc-link-arg=-Wl,-rpath,{}/lib", sysroot);
     tonic_build::compile_protos("../proto/dataflow/v1/dataflow.proto")?;
     Ok(())
 }
\ No newline at end of file

From 428715ad90d804665a40463ecda740166951cca0 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Fri, 29 Nov 2024 12:52:54 +0000
Subject: [PATCH 237/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 6cf2e89..bc24683 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-21%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>232</td><td>181</td><td>22%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L34-L39">34&ndash;39</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L43-L64">43&ndash;64</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L68-L97">68&ndash;97</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L110-L124">110&ndash;124</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L127-L137">127&ndash;137</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L140-L141">140&ndash;141</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L144-L145">144&ndash;145</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L148-L162">148&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L165-L168">165&ndash;168</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L171-L188">171&ndash;188</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L191-L194">191&ndash;194</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L199-L206">199&ndash;206</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L215-L223">215&ndash;223</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L226-L232">226&ndash;232</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L237-L241">237&ndash;241</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L246-L252">246&ndash;252</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L255-L261">255&ndash;261</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L268-L273">268&ndash;273</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L276-L281">276&ndash;281</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L284-L290">284&ndash;290</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L295-L302">295&ndash;302</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L311">311</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L314">314</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L317">317</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L326">326</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L329">329</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L332">332</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L337-L352">337&ndash;352</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L357-L361">357&ndash;361</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>27</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L56">47&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L67">63&ndash;67</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L72-L89">72&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L125">125</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>97</td><td>88</td><td>9%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L27-L29">27&ndash;29</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L36-L83">36&ndash;83</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L90-L149">90&ndash;149</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>355</td><td>315</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L81-L104">81&ndash;104</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L109-L114">109&ndash;114</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L121-L123">121&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L128-L137">128&ndash;137</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L142-L151">142&ndash;151</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L164-L195">164&ndash;195</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L208-L220">208&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L231-L248">231&ndash;248</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L258-L259">258&ndash;259</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L270-L279">270&ndash;279</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L289-L316">289&ndash;316</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L326-L421">326&ndash;421</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L432-L482">432&ndash;482</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L487-L525">487&ndash;525</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L534-L611">534&ndash;611</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L622-L639">622&ndash;639</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L652-L703">652&ndash;703</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L708-L715">708&ndash;715</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L718-L719">718&ndash;719</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L722-L723">722&ndash;723</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L726-L753">726&ndash;753</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L756-L788">756&ndash;788</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L794-L804">794&ndash;804</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>965</b></td><td><b>758</b></td><td><b>21%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-21%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>232</td><td>181</td><td>22%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L34-L39">34&ndash;39</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L43-L64">43&ndash;64</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L68-L97">68&ndash;97</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L110-L124">110&ndash;124</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L127-L137">127&ndash;137</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L140-L141">140&ndash;141</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L144-L145">144&ndash;145</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L148-L162">148&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L165-L168">165&ndash;168</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L171-L188">171&ndash;188</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L191-L194">191&ndash;194</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L199-L206">199&ndash;206</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L215-L223">215&ndash;223</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L226-L232">226&ndash;232</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L237-L241">237&ndash;241</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L246-L252">246&ndash;252</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L255-L261">255&ndash;261</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L268-L273">268&ndash;273</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L276-L281">276&ndash;281</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L284-L290">284&ndash;290</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L295-L302">295&ndash;302</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L311">311</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L314">314</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L317">317</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L326">326</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L329">329</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L332">332</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L337-L352">337&ndash;352</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L357-L361">357&ndash;361</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>27</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L56">47&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L67">63&ndash;67</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L72-L89">72&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L125">125</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>97</td><td>88</td><td>9%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L27-L29">27&ndash;29</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L36-L83">36&ndash;83</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L90-L149">90&ndash;149</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>357</td><td>317</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L81-L104">81&ndash;104</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L109-L114">109&ndash;114</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L121-L123">121&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L128-L137">128&ndash;137</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L142-L151">142&ndash;151</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L164-L195">164&ndash;195</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L208-L220">208&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L231-L248">231&ndash;248</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L258-L259">258&ndash;259</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L270-L279">270&ndash;279</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L289-L316">289&ndash;316</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L326-L421">326&ndash;421</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L432-L482">432&ndash;482</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L487-L525">487&ndash;525</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L534-L611">534&ndash;611</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L622-L639">622&ndash;639</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L652-L703">652&ndash;703</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L708-L715">708&ndash;715</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L718-L719">718&ndash;719</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L722-L723">722&ndash;723</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L726-L753">726&ndash;753</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L756-L784">756&ndash;784</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L790-L803">790&ndash;803</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>967</b></td><td><b>760</b></td><td><b>21%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From e547a9e77164adea3173572c0fac4526e3e4585f Mon Sep 17 00:00:00 2001
From: Ido Tarazi <itarazi@thousandeyes.com>
Date: Sat, 30 Nov 2024 12:32:37 +0200
Subject: [PATCH 238/277] fix span serialization

---
 nbs/15_span.ipynb                | 318 ++++++++++++++++++++++++++++++-
 nbs/60_engine.ipynb              |  40 +++-
 spannerflow/_modidx.py           |   1 +
 spannerflow/engine.py            |   4 +-
 spannerflow/rust_lib/__init__.py |   0
 spannerflow/span.py              |   8 +
 6 files changed, 359 insertions(+), 12 deletions(-)
 create mode 100644 spannerflow/rust_lib/__init__.py

diff --git a/nbs/15_span.ipynb b/nbs/15_span.ipynb
index 97e1c88..0a1655b 100644
--- a/nbs/15_span.ipynb
+++ b/nbs/15_span.ipynb
@@ -193,6 +193,14 @@
     "            doc=self.name, start=self.start, end=self.end, text=text\n",
     "        )\n",
     "\n",
+    "    def serialize(self):\n",
+    "        return SPAN_REPR_FORMAT.format(\n",
+    "            doc=self.name,\n",
+    "            start=self.start,\n",
+    "            end=self.end,\n",
+    "            text=self.doc[self.start : self.end],\n",
+    "        )\n",
+    "\n",
     "    def __len__(self):\n",
     "        return self.end - self.start\n",
     "\n",
@@ -250,7 +258,64 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>span</th>\n",
+       "      <th>num</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>(h, e, l, l, o)</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>(w, o, r, l, d)</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>(w, o, r, l, d)</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              span  num\n",
+       "0  (h, e, l, l, o)    1\n",
+       "1  (w, o, r, l, d)    2\n",
+       "2  (w, o, r, l, d)    3"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "doc = \"world\"\n",
     "df = pd.DataFrame(\n",
@@ -268,7 +333,64 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>span</th>\n",
+       "      <th>num</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>hello</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>world</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>world</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    span  num\n",
+       "0  hello    1\n",
+       "1  world    2\n",
+       "2  world    3"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "doc = \"world\"\n",
     "df = pd.DataFrame(\n",
@@ -286,7 +408,60 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>num</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>span</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>hello</th>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>world</th>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       num\n",
+       "span      \n",
+       "hello    1\n",
+       "world    5"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "# TODO from here, ok so We need union types and to make the span class print prettily\n",
     "df.groupby(\"span\").sum()"
@@ -306,7 +481,17 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[@doc,0,14) \"hello strange...\""
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "s = Span(string, 0, len(string), name=\"doc\")\n",
     "display(s)  # type: ignore"
@@ -316,7 +501,50 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>span</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>(h, e, l, l, o,  , s, t, r, a, n, g, e, r)</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                         span\n",
+       "0  (h, e, l, l, o,  , s, t, r, a, n, g, e, r)"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "pd.DataFrame({\"span\": [s]})"
    ]
@@ -325,7 +553,50 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>span</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[@doc,0,14) \"hello strange...\"</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                             span\n",
+       "0  [@doc,0,14) \"hello strange...\""
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "df = pd.DataFrame({\"span\": [s]}).map(repr)\n",
     "df"
@@ -335,7 +606,17 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[@c22b5f,0,2) \"h...\""
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "s2 = Span(short_string)\n",
     "display(s2)  # type: ignore"
@@ -358,7 +639,28 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "ValueError",
+     "evalue": "Unexpected format in '/Users/itarazi/Documents/Technion/spanner/spannerflow/spannerflow/rust_lib/.env/lib/python3.12/site-packages/nbdev/sync.py' at cell:\n```\n# %% ../nbs/api/06_sync.ipynb\nfrom .imports import *\nfrom .config import *\nfrom .maker import *\nfrom .process import *\nfrom .process import _partition_cell\nfrom .export import *\nfrom .doclinks import _iter_py_cells\n\nfrom execnb.nbio import *\nfrom fastcore.script import *\nfrom fastcore.xtras import *\n\nimport ast\nimport importlib.\n```\nThe expected format is: '# %% {nb_path} {cell_idx}'.",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
+      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.13/site-packages/nbdev/doclinks.py:60\u001b[0m, in \u001b[0;36m_iter_py_cells\u001b[0;34m(p)\u001b[0m\n\u001b[1;32m     59\u001b[0m     nb \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m.\u001b[39mjoin(nb)\n\u001b[0;32m---> 60\u001b[0m     idx \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mint\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43midx\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     61\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",
+      "\u001b[0;31mValueError\u001b[0m: invalid literal for int() with base 10: '../nbs/api/06_sync.ipynb'",
+      "\nDuring handling of the above exception, another exception occurred:\n",
+      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[17], line 4\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# |hide\u001b[39;00m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnbdev\u001b[39;00m\n\u001b[0;32m----> 4\u001b[0m \u001b[43mnbdev\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnbdev_export\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.13/site-packages/fastcore/script.py:112\u001b[0m, in \u001b[0;36mcall_parse.<locals>._f\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    109\u001b[0m \u001b[38;5;129m@wraps\u001b[39m(func)\n\u001b[1;32m    110\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_f\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m    111\u001b[0m     mod \u001b[38;5;241m=\u001b[39m inspect\u001b[38;5;241m.\u001b[39mgetmodule(inspect\u001b[38;5;241m.\u001b[39mcurrentframe()\u001b[38;5;241m.\u001b[39mf_back)\n\u001b[0;32m--> 112\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m mod: \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    113\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m SCRIPT_INFO\u001b[38;5;241m.\u001b[39mfunc \u001b[38;5;129;01mand\u001b[39;00m mod\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;241m==\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m__main__\u001b[39m\u001b[38;5;124m\"\u001b[39m: SCRIPT_INFO\u001b[38;5;241m.\u001b[39mfunc \u001b[38;5;241m=\u001b[39m func\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\n\u001b[1;32m    114\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(sys\u001b[38;5;241m.\u001b[39margv)\u001b[38;5;241m>\u001b[39m\u001b[38;5;241m1\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m sys\u001b[38;5;241m.\u001b[39margv[\u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m==\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m: sys\u001b[38;5;241m.\u001b[39margv\u001b[38;5;241m.\u001b[39mpop(\u001b[38;5;241m1\u001b[39m)\n",
+      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.13/site-packages/nbdev/doclinks.py:154\u001b[0m, in \u001b[0;36mnbdev_export\u001b[0;34m(path, procs, **kwargs)\u001b[0m\n\u001b[1;32m    152\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m f \u001b[38;5;129;01min\u001b[39;00m files: nb_export(f, procs\u001b[38;5;241m=\u001b[39mprocs)\n\u001b[1;32m    153\u001b[0m add_init(get_config()\u001b[38;5;241m.\u001b[39mlib_path)\n\u001b[0;32m--> 154\u001b[0m \u001b[43m_build_modidx\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.13/site-packages/nbdev/doclinks.py:111\u001b[0m, in \u001b[0;36m_build_modidx\u001b[0;34m(dest, nbs_path, skip_exists)\u001b[0m\n\u001b[1;32m    109\u001b[0m code_root \u001b[38;5;241m=\u001b[39m dest\u001b[38;5;241m.\u001b[39mparent\u001b[38;5;241m.\u001b[39mresolve()\n\u001b[1;32m    110\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m file \u001b[38;5;129;01min\u001b[39;00m globtastic(dest, file_glob\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m*.py\u001b[39m\u001b[38;5;124m\"\u001b[39m, skip_file_re\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m^_\u001b[39m\u001b[38;5;124m'\u001b[39m, skip_folder_re\u001b[38;5;241m=\u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124m.ipynb_checkpoints\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m--> 111\u001b[0m     res[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msyms\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mupdate(\u001b[43m_get_modidx\u001b[49m\u001b[43m(\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdest\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mparent\u001b[49m\u001b[38;5;241;43m/\u001b[39;49m\u001b[43mfile\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mresolve\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcode_root\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnbs_path\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnbs_path\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[1;32m    112\u001b[0m idxfile\u001b[38;5;241m.\u001b[39mwrite_text(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m# Autogenerated by nbdev\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124md = \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m+\u001b[39mpformat(res, width\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m140\u001b[39m, indent\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m2\u001b[39m, compact\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\u001b[38;5;241m+\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m'\u001b[39m)\n",
+      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.13/site-packages/nbdev/doclinks.py:82\u001b[0m, in \u001b[0;36m_get_modidx\u001b[0;34m(py_path, code_root, nbs_path)\u001b[0m\n\u001b[1;32m     80\u001b[0m _def_types \u001b[38;5;241m=\u001b[39m ast\u001b[38;5;241m.\u001b[39mFunctionDef,ast\u001b[38;5;241m.\u001b[39mAsyncFunctionDef,ast\u001b[38;5;241m.\u001b[39mClassDef\n\u001b[1;32m     81\u001b[0m d \u001b[38;5;241m=\u001b[39m {}\n\u001b[0;32m---> 82\u001b[0m \u001b[43m\u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mcell\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m_iter_py_cells\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpy_path\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m     83\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mauto\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mcell\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnb\u001b[49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mcontinue\u001b[39;49;00m\n\u001b[1;32m     84\u001b[0m \u001b[43m    \u001b[49m\u001b[43mloc\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43m_nbpath2html\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcell\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnb_path\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrelative_to\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnbs_path\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.13/site-packages/nbdev/doclinks.py:64\u001b[0m, in \u001b[0;36m_iter_py_cells\u001b[0;34m(p)\u001b[0m\n\u001b[1;32m     62\u001b[0m         nb \u001b[38;5;241m=\u001b[39m top\n\u001b[1;32m     63\u001b[0m         idx \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m---> 64\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m: \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUnexpected format in \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mp\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m at cell:\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m```\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m# %% \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mcell\u001b[38;5;241m.\u001b[39mstrip()\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m```\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     65\u001b[0m                                     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe expected format is: \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m# \u001b[39m\u001b[38;5;132;01m%%\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m{nb_path}\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m{cell_idx}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m     66\u001b[0m nb_path \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01mif\u001b[39;00m nb\u001b[38;5;241m==\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mauto\u001b[39m\u001b[38;5;124m'\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m (p\u001b[38;5;241m.\u001b[39mparent\u001b[38;5;241m/\u001b[39mnb)\u001b[38;5;241m.\u001b[39mresolve()  \u001b[38;5;66;03m# NB paths are stored relative to .py file\u001b[39;00m\n\u001b[1;32m     67\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m code\u001b[38;5;241m.\u001b[39mendswith(\u001b[38;5;124m'\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m'\u001b[39m): code\u001b[38;5;241m=\u001b[39mcode[:\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m]\n",
+      "\u001b[0;31mValueError\u001b[0m: Unexpected format in '/Users/itarazi/Documents/Technion/spanner/spannerflow/spannerflow/rust_lib/.env/lib/python3.12/site-packages/nbdev/sync.py' at cell:\n```\n# %% ../nbs/api/06_sync.ipynb\nfrom .imports import *\nfrom .config import *\nfrom .maker import *\nfrom .process import *\nfrom .process import _partition_cell\nfrom .export import *\nfrom .doclinks import _iter_py_cells\n\nfrom execnb.nbio import *\nfrom fastcore.script import *\nfrom fastcore.xtras import *\n\nimport ast\nimport importlib.\n```\nThe expected format is: '# %% {nb_path} {cell_idx}'."
+     ]
+    }
+   ],
    "source": [
     "# |hide\n",
     "import nbdev\n",
diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index 8083149..b9ba056 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -111,9 +111,11 @@
     "                    raise ValueError(f\"Expected bool, got {type(value)}\")\n",
     "                new_row.append(str(value).lower())\n",
     "            case dataflow_pb2.DataType.DATA_TYPE_SPAN:  # type: ignore\n",
+    "                if isinstance(value, str):\n",
+    "                    value = Span(value)\n",
     "                if not isinstance(value, Span):\n",
     "                    raise ValueError(f\"Expected Span, got {type(value)}\")\n",
-    "                new_row.append(repr(value))\n",
+    "                new_row.append(value.serialize())\n",
     "            case dataflow_pb2.DataType.DATA_TYPE_INT64:  # type: ignore\n",
     "                if not isinstance(value, (int, np.int64)):\n",
     "                    raise ValueError(f\"Expected int/numpy.int64, got {type(value)}\")\n",
@@ -407,7 +409,18 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'\\ndef get_span(docid, start, end):\\n    e = get_current_engine() // get the current engine from singleton\\n    e.get_span(docid, start, end)\\n'"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "\"\"\"\n",
     "def get_span(docid, start, end):\n",
@@ -472,7 +485,28 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "ValueError",
+     "evalue": "Unexpected format in '/Users/itarazi/Documents/Technion/spanner/spannerflow/spannerflow/rust_lib/.env/lib/python3.12/site-packages/nbdev/sync.py' at cell:\n```\n# %% ../nbs/api/06_sync.ipynb\nfrom .imports import *\nfrom .config import *\nfrom .maker import *\nfrom .process import *\nfrom .process import _partition_cell\nfrom .export import *\nfrom .doclinks import _iter_py_cells\n\nfrom execnb.nbio import *\nfrom fastcore.script import *\nfrom fastcore.xtras import *\n\nimport ast\nimport importlib.\n```\nThe expected format is: '# %% {nb_path} {cell_idx}'.",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
+      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.12/site-packages/nbdev/doclinks.py:60\u001b[0m, in \u001b[0;36m_iter_py_cells\u001b[0;34m(p)\u001b[0m\n\u001b[1;32m     59\u001b[0m     nb \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m.\u001b[39mjoin(nb)\n\u001b[0;32m---> 60\u001b[0m     idx \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mint\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43midx\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     61\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",
+      "\u001b[0;31mValueError\u001b[0m: invalid literal for int() with base 10: '../nbs/api/06_sync.ipynb'",
+      "\nDuring handling of the above exception, another exception occurred:\n",
+      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[7], line 4\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# | hide\u001b[39;00m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnbdev\u001b[39;00m\n\u001b[0;32m----> 4\u001b[0m \u001b[43mnbdev\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnbdev_export\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.12/site-packages/fastcore/script.py:112\u001b[0m, in \u001b[0;36mcall_parse.<locals>._f\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    109\u001b[0m \u001b[38;5;129m@wraps\u001b[39m(func)\n\u001b[1;32m    110\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_f\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m    111\u001b[0m     mod \u001b[38;5;241m=\u001b[39m inspect\u001b[38;5;241m.\u001b[39mgetmodule(inspect\u001b[38;5;241m.\u001b[39mcurrentframe()\u001b[38;5;241m.\u001b[39mf_back)\n\u001b[0;32m--> 112\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m mod: \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    113\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m SCRIPT_INFO\u001b[38;5;241m.\u001b[39mfunc \u001b[38;5;129;01mand\u001b[39;00m mod\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;241m==\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m__main__\u001b[39m\u001b[38;5;124m\"\u001b[39m: SCRIPT_INFO\u001b[38;5;241m.\u001b[39mfunc \u001b[38;5;241m=\u001b[39m func\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\n\u001b[1;32m    114\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(sys\u001b[38;5;241m.\u001b[39margv)\u001b[38;5;241m>\u001b[39m\u001b[38;5;241m1\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m sys\u001b[38;5;241m.\u001b[39margv[\u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m==\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m: sys\u001b[38;5;241m.\u001b[39margv\u001b[38;5;241m.\u001b[39mpop(\u001b[38;5;241m1\u001b[39m)\n",
+      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.12/site-packages/nbdev/doclinks.py:154\u001b[0m, in \u001b[0;36mnbdev_export\u001b[0;34m(path, procs, **kwargs)\u001b[0m\n\u001b[1;32m    152\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m f \u001b[38;5;129;01min\u001b[39;00m files: nb_export(f, procs\u001b[38;5;241m=\u001b[39mprocs)\n\u001b[1;32m    153\u001b[0m add_init(get_config()\u001b[38;5;241m.\u001b[39mlib_path)\n\u001b[0;32m--> 154\u001b[0m \u001b[43m_build_modidx\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.12/site-packages/nbdev/doclinks.py:111\u001b[0m, in \u001b[0;36m_build_modidx\u001b[0;34m(dest, nbs_path, skip_exists)\u001b[0m\n\u001b[1;32m    109\u001b[0m code_root \u001b[38;5;241m=\u001b[39m dest\u001b[38;5;241m.\u001b[39mparent\u001b[38;5;241m.\u001b[39mresolve()\n\u001b[1;32m    110\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m file \u001b[38;5;129;01min\u001b[39;00m globtastic(dest, file_glob\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m*.py\u001b[39m\u001b[38;5;124m\"\u001b[39m, skip_file_re\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m^_\u001b[39m\u001b[38;5;124m'\u001b[39m, skip_folder_re\u001b[38;5;241m=\u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124m.ipynb_checkpoints\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m--> 111\u001b[0m     res[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msyms\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mupdate(\u001b[43m_get_modidx\u001b[49m\u001b[43m(\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdest\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mparent\u001b[49m\u001b[38;5;241;43m/\u001b[39;49m\u001b[43mfile\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mresolve\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcode_root\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnbs_path\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnbs_path\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[1;32m    112\u001b[0m idxfile\u001b[38;5;241m.\u001b[39mwrite_text(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m# Autogenerated by nbdev\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124md = \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m+\u001b[39mpformat(res, width\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m140\u001b[39m, indent\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m2\u001b[39m, compact\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\u001b[38;5;241m+\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m'\u001b[39m)\n",
+      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.12/site-packages/nbdev/doclinks.py:82\u001b[0m, in \u001b[0;36m_get_modidx\u001b[0;34m(py_path, code_root, nbs_path)\u001b[0m\n\u001b[1;32m     80\u001b[0m _def_types \u001b[38;5;241m=\u001b[39m ast\u001b[38;5;241m.\u001b[39mFunctionDef,ast\u001b[38;5;241m.\u001b[39mAsyncFunctionDef,ast\u001b[38;5;241m.\u001b[39mClassDef\n\u001b[1;32m     81\u001b[0m d \u001b[38;5;241m=\u001b[39m {}\n\u001b[0;32m---> 82\u001b[0m \u001b[43m\u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mcell\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m_iter_py_cells\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpy_path\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m     83\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mauto\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mcell\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnb\u001b[49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mcontinue\u001b[39;49;00m\n\u001b[1;32m     84\u001b[0m \u001b[43m    \u001b[49m\u001b[43mloc\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43m_nbpath2html\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcell\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnb_path\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrelative_to\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnbs_path\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.12/site-packages/nbdev/doclinks.py:64\u001b[0m, in \u001b[0;36m_iter_py_cells\u001b[0;34m(p)\u001b[0m\n\u001b[1;32m     62\u001b[0m         nb \u001b[38;5;241m=\u001b[39m top\n\u001b[1;32m     63\u001b[0m         idx \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m---> 64\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m: \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUnexpected format in \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mp\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m at cell:\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m```\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m# %% \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mcell\u001b[38;5;241m.\u001b[39mstrip()\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m```\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     65\u001b[0m                                     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe expected format is: \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m# \u001b[39m\u001b[38;5;132;01m%%\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m{nb_path}\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m{cell_idx}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m     66\u001b[0m nb_path \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01mif\u001b[39;00m nb\u001b[38;5;241m==\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mauto\u001b[39m\u001b[38;5;124m'\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m (p\u001b[38;5;241m.\u001b[39mparent\u001b[38;5;241m/\u001b[39mnb)\u001b[38;5;241m.\u001b[39mresolve()  \u001b[38;5;66;03m# NB paths are stored relative to .py file\u001b[39;00m\n\u001b[1;32m     67\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m code\u001b[38;5;241m.\u001b[39mendswith(\u001b[38;5;124m'\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m'\u001b[39m): code\u001b[38;5;241m=\u001b[39mcode[:\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m]\n",
+      "\u001b[0;31mValueError\u001b[0m: Unexpected format in '/Users/itarazi/Documents/Technion/spanner/spannerflow/spannerflow/rust_lib/.env/lib/python3.12/site-packages/nbdev/sync.py' at cell:\n```\n# %% ../nbs/api/06_sync.ipynb\nfrom .imports import *\nfrom .config import *\nfrom .maker import *\nfrom .process import *\nfrom .process import _partition_cell\nfrom .export import *\nfrom .doclinks import _iter_py_cells\n\nfrom execnb.nbio import *\nfrom fastcore.script import *\nfrom fastcore.xtras import *\n\nimport ast\nimport importlib.\n```\nThe expected format is: '# %% {nb_path} {cell_idx}'."
+     ]
+    }
+   ],
    "source": [
     "# | hide\n",
     "import nbdev\n",
diff --git a/spannerflow/_modidx.py b/spannerflow/_modidx.py
index 08ed971..4da47a5 100644
--- a/spannerflow/_modidx.py
+++ b/spannerflow/_modidx.py
@@ -164,6 +164,7 @@
                                   'spannerflow.span.Span.as_str': ('span.html#span.as_str', 'spannerflow/span.py'),
                                   'spannerflow.span.Span.as_tuple': ('span.html#span.as_tuple', 'spannerflow/span.py'),
                                   'spannerflow.span.Span.from_val': ('span.html#span.from_val', 'spannerflow/span.py'),
+                                  'spannerflow.span.Span.serialize': ('span.html#span.serialize', 'spannerflow/span.py'),
                                   'spannerflow.span.Span.slice': ('span.html#span.slice', 'spannerflow/span.py'),
                                   'spannerflow.span.get_span_repr_format': ('span.html#get_span_repr_format', 'spannerflow/span.py'),
                                   'spannerflow.span.ie': ('span.html#ie', 'spannerflow/span.py'),
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 4365fb5..ba53ac0 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -85,9 +85,11 @@ def serialize_row(schema: list[str], row: list[Any]) -> list[str]:
                     raise ValueError(f"Expected bool, got {type(value)}")
                 new_row.append(str(value).lower())
             case dataflow_pb2.DataType.DATA_TYPE_SPAN:  # type: ignore
+                if isinstance(value, str):
+                    value = Span(value)
                 if not isinstance(value, Span):
                     raise ValueError(f"Expected Span, got {type(value)}")
-                new_row.append(repr(value))
+                new_row.append(value.serialize())
             case dataflow_pb2.DataType.DATA_TYPE_INT64:  # type: ignore
                 if not isinstance(value, (int, np.int64)):
                     raise ValueError(f"Expected int/numpy.int64, got {type(value)}")
diff --git a/spannerflow/rust_lib/__init__.py b/spannerflow/rust_lib/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/spannerflow/span.py b/spannerflow/span.py
index 2a576ea..8178244 100644
--- a/spannerflow/span.py
+++ b/spannerflow/span.py
@@ -132,6 +132,14 @@ def __repr__(self):
             doc=self.name, start=self.start, end=self.end, text=text
         )
 
+    def serialize(self):
+        return SPAN_REPR_FORMAT.format(
+            doc=self.name,
+            start=self.start,
+            end=self.end,
+            text=self.doc[self.start : self.end],
+        )
+
     def __len__(self):
         return self.end - self.start
 

From f56416612d5013b7c2af4b8df030b67d4f9f6a80 Mon Sep 17 00:00:00 2001
From: Ido Tarazi <itarazi@thousandeyes.com>
Date: Sat, 30 Nov 2024 12:32:37 +0200
Subject: [PATCH 239/277] fix span serialization

---
 nbs/15_span.ipynb                | 307 ++++++++++++++++++++++++++++++-
 nbs/40_grpc_server.ipynb         |  16 +-
 nbs/60_engine.ipynb              |  27 +--
 spannerflow/_modidx.py           |   3 +-
 spannerflow/engine.py            |  18 +-
 spannerflow/grpc_server.py       |  14 +-
 spannerflow/rust_lib/__init__.py |   0
 spannerflow/span.py              |  20 ++
 8 files changed, 365 insertions(+), 40 deletions(-)
 create mode 100644 spannerflow/rust_lib/__init__.py

diff --git a/nbs/15_span.ipynb b/nbs/15_span.ipynb
index 97e1c88..2725158 100644
--- a/nbs/15_span.ipynb
+++ b/nbs/15_span.ipynb
@@ -36,6 +36,7 @@
    "source": [
     "# | export\n",
     "import hashlib\n",
+    "import re\n",
     "from collections import UserString\n",
     "from pathlib import Path\n",
     "\n",
@@ -193,6 +194,14 @@
     "            doc=self.name, start=self.start, end=self.end, text=text\n",
     "        )\n",
     "\n",
+    "    def serialize(self):\n",
+    "        return SPAN_REPR_FORMAT.format(\n",
+    "            doc=self.name,\n",
+    "            start=self.start,\n",
+    "            end=self.end,\n",
+    "            text=self.doc[self.start : self.end],\n",
+    "        )\n",
+    "\n",
     "    def __len__(self):\n",
     "        return self.end - self.start\n",
     "\n",
@@ -232,6 +241,17 @@
     "            return Span(doc=val[0], start=val[1], end=val[2])\n",
     "        raise ValueError(\"Invalid value to create Vector from: {}\".format(val))\n",
     "\n",
+    "    @staticmethod\n",
+    "    def deserialize_span(span_str: str):\n",
+    "        SPAN_PATTERN = (\n",
+    "            r\"^\\[@(?P<doc_id>.*),(?P<start>\\d+),(?P<end>\\d+)\\) \\\"(?P<text>.*)\\\"$\"\n",
+    "        )\n",
+    "        matches = re.match(SPAN_PATTERN, span_str)\n",
+    "        if matches is None:\n",
+    "            raise ValueError(f\"Invalid span string: {span_str}\")\n",
+    "        res = matches.groupdict()\n",
+    "        return Span(res[\"text\"], int(res[\"start\"]), int(res[\"end\"]), res[\"doc_id\"])\n",
+    "\n",
     "\n",
     "def ie(s: Span) -> tuple[int, int]:\n",
     "    return s.start, s.end"
@@ -250,7 +270,64 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>span</th>\n",
+       "      <th>num</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>(h, e, l, l, o)</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>(w, o, r, l, d)</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>(w, o, r, l, d)</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              span  num\n",
+       "0  (h, e, l, l, o)    1\n",
+       "1  (w, o, r, l, d)    2\n",
+       "2  (w, o, r, l, d)    3"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "doc = \"world\"\n",
     "df = pd.DataFrame(\n",
@@ -268,7 +345,64 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>span</th>\n",
+       "      <th>num</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>hello</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>world</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>world</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    span  num\n",
+       "0  hello    1\n",
+       "1  world    2\n",
+       "2  world    3"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "doc = \"world\"\n",
     "df = pd.DataFrame(\n",
@@ -286,7 +420,60 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>num</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>span</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>hello</th>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>world</th>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       num\n",
+       "span      \n",
+       "hello    1\n",
+       "world    5"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "# TODO from here, ok so We need union types and to make the span class print prettily\n",
     "df.groupby(\"span\").sum()"
@@ -306,7 +493,17 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[@doc,0,14) \"hello stra...\""
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "s = Span(string, 0, len(string), name=\"doc\")\n",
     "display(s)  # type: ignore"
@@ -316,7 +513,50 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>span</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>(h, e, l, l, o,  , s, t, r, a, n, g, e, r)</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                         span\n",
+       "0  (h, e, l, l, o,  , s, t, r, a, n, g, e, r)"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "pd.DataFrame({\"span\": [s]})"
    ]
@@ -325,7 +565,50 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>span</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[@doc,0,14) \"hello stra...\"</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                          span\n",
+       "0  [@doc,0,14) \"hello stra...\""
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "df = pd.DataFrame({\"span\": [s]}).map(repr)\n",
     "df"
@@ -335,7 +618,17 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[@c22b5f,0,2) \"hi\""
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "s2 = Span(short_string)\n",
     "display(s2)  # type: ignore"
diff --git a/nbs/40_grpc_server.ipynb b/nbs/40_grpc_server.ipynb
index 74d54a7..7b4c6a5 100644
--- a/nbs/40_grpc_server.ipynb
+++ b/nbs/40_grpc_server.ipynb
@@ -47,6 +47,8 @@
    "outputs": [],
    "source": [
     "# | export\n",
+    "\n",
+    "\n",
     "class FunctionService(dataflow_pb2_grpc.FunctionServiceServicer):\n",
     "    def __init__(\n",
     "        self,\n",
@@ -152,10 +154,16 @@
     "                    context.set_details(\"Function data must be provided before rows.\")\n",
     "                    context.set_code(grpc.StatusCode.INVALID_ARGUMENT)\n",
     "                    return  # Function name must come first\n",
+    "                row = []\n",
     "                str_arguments = [str(cell) for cell in request.row.row]\n",
-    "                rows.append(\n",
-    "                    [func_in_scehma[i](cell) for i, cell in enumerate(str_arguments)]\n",
-    "                )\n",
+    "\n",
+    "                for i, cell in enumerate(str_arguments):\n",
+    "                    arg_type = func_in_scehma[i]\n",
+    "                    if arg_type is Span:\n",
+    "                        row.append(Span.deserialize_span(cell))\n",
+    "                    else:\n",
+    "                        row.append(arg_type(cell))\n",
+    "                rows.append(row)\n",
     "\n",
     "        if function_name is None or func is None:\n",
     "            context.set_details(\"No function data provided.\")\n",
@@ -172,7 +180,7 @@
     "                    if func_out_schema[i] is bool:\n",
     "                        response_row.append(str(cell).lower())\n",
     "                    elif func_out_schema[i] is Span:\n",
-    "                        response_row.append(repr(cell))\n",
+    "                        response_row.append(cell.serialize())  # type: ignore\n",
     "                    else:\n",
     "                        response_row.append(str(cell))\n",
     "\n",
diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index 8083149..74620f5 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -27,7 +27,6 @@
     "# | export\n",
     "import math\n",
     "import os\n",
-    "import re\n",
     "import socket\n",
     "import subprocess\n",
     "import threading\n",
@@ -56,13 +55,6 @@
    "outputs": [],
    "source": [
     "# | export\n",
-    "def deserialize_span(span_str: str) -> Span:\n",
-    "    SPAN_PATTERN = r\"^\\[@(?P<doc_id>.*),(?P<start>\\d+),(?P<end>\\d+)\\) \\\"(?P<text>.*)\\\"$\"\n",
-    "    matches = re.match(SPAN_PATTERN, span_str)\n",
-    "    if matches is None:\n",
-    "        raise ValueError(f\"Invalid span string: {span_str}\")\n",
-    "    res = matches.groupdict()\n",
-    "    return Span(res[\"text\"], int(res[\"start\"]), int(res[\"end\"]), res[\"doc_id\"])\n",
     "\n",
     "\n",
     "def deserialize_row(schema: list[str], row: list[str]) -> list[Any]:\n",
@@ -82,7 +74,7 @@
     "                    raise ValueError(f\"Expected bool, got {value}\")\n",
     "                new_row.append(value.lower() == \"true\")\n",
     "            case dataflow_pb2.DataType.DATA_TYPE_SPAN:  # type: ignore\n",
-    "                new_row.append(deserialize_span(value))\n",
+    "                new_row.append(Span.deserialize_span(value))\n",
     "            case dataflow_pb2.DataType.DATA_TYPE_INT64:  # type: ignore\n",
     "                new_row.append(np.int64(value))\n",
     "            case _:\n",
@@ -111,9 +103,11 @@
     "                    raise ValueError(f\"Expected bool, got {type(value)}\")\n",
     "                new_row.append(str(value).lower())\n",
     "            case dataflow_pb2.DataType.DATA_TYPE_SPAN:  # type: ignore\n",
+    "                if isinstance(value, str):\n",
+    "                    value = Span(value)\n",
     "                if not isinstance(value, Span):\n",
     "                    raise ValueError(f\"Expected Span, got {type(value)}\")\n",
-    "                new_row.append(repr(value))\n",
+    "                new_row.append(value.serialize())\n",
     "            case dataflow_pb2.DataType.DATA_TYPE_INT64:  # type: ignore\n",
     "                if not isinstance(value, (int, np.int64)):\n",
     "                    raise ValueError(f\"Expected int/numpy.int64, got {type(value)}\")\n",
@@ -407,7 +401,18 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'\\ndef get_span(docid, start, end):\\n    e = get_current_engine() // get the current engine from singleton\\n    e.get_span(docid, start, end)\\n'"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "\"\"\"\n",
     "def get_span(docid, start, end):\n",
diff --git a/spannerflow/_modidx.py b/spannerflow/_modidx.py
index 08ed971..23b2d6e 100644
--- a/spannerflow/_modidx.py
+++ b/spannerflow/_modidx.py
@@ -58,7 +58,6 @@
                                     'spannerflow.engine.Engine.set_ie_function': ( 'engine.html#engine.set_ie_function',
                                                                                    'spannerflow/engine.py'),
                                     'spannerflow.engine.deserialize_row': ('engine.html#deserialize_row', 'spannerflow/engine.py'),
-                                    'spannerflow.engine.deserialize_span': ('engine.html#deserialize_span', 'spannerflow/engine.py'),
                                     'spannerflow.engine.serialize_row': ('engine.html#serialize_row', 'spannerflow/engine.py')},
             'spannerflow.graph_utils': { 'spannerflow.graph_utils.change_node_key': ( 'graph_utils.html#change_node_key',
                                                                                       'spannerflow/graph_utils.py'),
@@ -163,7 +162,9 @@
                                   'spannerflow.span.Span.__str__': ('span.html#span.__str__', 'spannerflow/span.py'),
                                   'spannerflow.span.Span.as_str': ('span.html#span.as_str', 'spannerflow/span.py'),
                                   'spannerflow.span.Span.as_tuple': ('span.html#span.as_tuple', 'spannerflow/span.py'),
+                                  'spannerflow.span.Span.deserialize_span': ('span.html#span.deserialize_span', 'spannerflow/span.py'),
                                   'spannerflow.span.Span.from_val': ('span.html#span.from_val', 'spannerflow/span.py'),
+                                  'spannerflow.span.Span.serialize': ('span.html#span.serialize', 'spannerflow/span.py'),
                                   'spannerflow.span.Span.slice': ('span.html#span.slice', 'spannerflow/span.py'),
                                   'spannerflow.span.get_span_repr_format': ('span.html#get_span_repr_format', 'spannerflow/span.py'),
                                   'spannerflow.span.ie': ('span.html#ie', 'spannerflow/span.py'),
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 4365fb5..16786f6 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -3,12 +3,11 @@
 # AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/60_engine.ipynb.
 
 # %% auto 0
-__all__ = ['deserialize_span', 'deserialize_row', 'serialize_row', 'Engine']
+__all__ = ['deserialize_row', 'serialize_row', 'Engine']
 
 # %% ../nbs/60_engine.ipynb 2
 import math
 import os
-import re
 import socket
 import subprocess
 import threading
@@ -30,15 +29,6 @@
 from .span import Span
 
 # %% ../nbs/60_engine.ipynb 3
-def deserialize_span(span_str: str) -> Span:
-    SPAN_PATTERN = r"^\[@(?P<doc_id>.*),(?P<start>\d+),(?P<end>\d+)\) \"(?P<text>.*)\"$"
-    matches = re.match(SPAN_PATTERN, span_str)
-    if matches is None:
-        raise ValueError(f"Invalid span string: {span_str}")
-    res = matches.groupdict()
-    return Span(res["text"], int(res["start"]), int(res["end"]), res["doc_id"])
-
-
 def deserialize_row(schema: list[str], row: list[str]) -> list[Any]:
     new_row: list[Any] = list()
     for col_type, value in zip(schema, row):
@@ -56,7 +46,7 @@ def deserialize_row(schema: list[str], row: list[str]) -> list[Any]:
                     raise ValueError(f"Expected bool, got {value}")
                 new_row.append(value.lower() == "true")
             case dataflow_pb2.DataType.DATA_TYPE_SPAN:  # type: ignore
-                new_row.append(deserialize_span(value))
+                new_row.append(Span.deserialize_span(value))
             case dataflow_pb2.DataType.DATA_TYPE_INT64:  # type: ignore
                 new_row.append(np.int64(value))
             case _:
@@ -85,9 +75,11 @@ def serialize_row(schema: list[str], row: list[Any]) -> list[str]:
                     raise ValueError(f"Expected bool, got {type(value)}")
                 new_row.append(str(value).lower())
             case dataflow_pb2.DataType.DATA_TYPE_SPAN:  # type: ignore
+                if isinstance(value, str):
+                    value = Span(value)
                 if not isinstance(value, Span):
                     raise ValueError(f"Expected Span, got {type(value)}")
-                new_row.append(repr(value))
+                new_row.append(value.serialize())
             case dataflow_pb2.DataType.DATA_TYPE_INT64:  # type: ignore
                 if not isinstance(value, (int, np.int64)):
                     raise ValueError(f"Expected int/numpy.int64, got {type(value)}")
diff --git a/spannerflow/grpc_server.py b/spannerflow/grpc_server.py
index 33ff120..01e16ec 100644
--- a/spannerflow/grpc_server.py
+++ b/spannerflow/grpc_server.py
@@ -119,10 +119,16 @@ def RunIEFunction(
                     context.set_details("Function data must be provided before rows.")
                     context.set_code(grpc.StatusCode.INVALID_ARGUMENT)
                     return  # Function name must come first
+                row = []
                 str_arguments = [str(cell) for cell in request.row.row]
-                rows.append(
-                    [func_in_scehma[i](cell) for i, cell in enumerate(str_arguments)]
-                )
+
+                for i, cell in enumerate(str_arguments):
+                    arg_type = func_in_scehma[i]
+                    if arg_type is Span:
+                        row.append(Span.deserialize_span(cell))
+                    else:
+                        row.append(arg_type(cell))
+                rows.append(row)
 
         if function_name is None or func is None:
             context.set_details("No function data provided.")
@@ -139,7 +145,7 @@ def RunIEFunction(
                     if func_out_schema[i] is bool:
                         response_row.append(str(cell).lower())
                     elif func_out_schema[i] is Span:
-                        response_row.append(repr(cell))
+                        response_row.append(cell.serialize())  # type: ignore
                     else:
                         response_row.append(str(cell))
 
diff --git a/spannerflow/rust_lib/__init__.py b/spannerflow/rust_lib/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/spannerflow/span.py b/spannerflow/span.py
index 2a576ea..ee18de2 100644
--- a/spannerflow/span.py
+++ b/spannerflow/span.py
@@ -7,6 +7,7 @@
 
 # %% ../nbs/15_span.ipynb 3
 import hashlib
+import re
 from collections import UserString
 from pathlib import Path
 
@@ -132,6 +133,14 @@ def __repr__(self):
             doc=self.name, start=self.start, end=self.end, text=text
         )
 
+    def serialize(self):
+        return SPAN_REPR_FORMAT.format(
+            doc=self.name,
+            start=self.start,
+            end=self.end,
+            text=self.doc[self.start : self.end],
+        )
+
     def __len__(self):
         return self.end - self.start
 
@@ -171,6 +180,17 @@ def from_val(cls, val):
             return Span(doc=val[0], start=val[1], end=val[2])
         raise ValueError("Invalid value to create Vector from: {}".format(val))
 
+    @staticmethod
+    def deserialize_span(span_str: str):
+        SPAN_PATTERN = (
+            r"^\[@(?P<doc_id>.*),(?P<start>\d+),(?P<end>\d+)\) \"(?P<text>.*)\"$"
+        )
+        matches = re.match(SPAN_PATTERN, span_str)
+        if matches is None:
+            raise ValueError(f"Invalid span string: {span_str}")
+        res = matches.groupdict()
+        return Span(res["text"], int(res["start"]), int(res["end"]), res["doc_id"])
+
 
 def ie(s: Span) -> tuple[int, int]:
     return s.start, s.end

From d60ee9c8cf3b6e35080461c0f149e760d88008f6 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Sun, 1 Dec 2024 18:09:32 +0000
Subject: [PATCH 240/277] Update coverage on Readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index bc24683..9898b81 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ This file will become your README and also the index of your
 documentation.
 
 <!-- Pytest Coverage Comment:Begin -->
-<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-21%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>232</td><td>181</td><td>22%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L34-L39">34&ndash;39</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L43-L64">43&ndash;64</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L68-L97">68&ndash;97</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L110-L124">110&ndash;124</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L127-L137">127&ndash;137</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L140-L141">140&ndash;141</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L144-L145">144&ndash;145</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L148-L162">148&ndash;162</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L165-L168">165&ndash;168</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L171-L188">171&ndash;188</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L191-L194">191&ndash;194</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L199-L206">199&ndash;206</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L215-L223">215&ndash;223</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L226-L232">226&ndash;232</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L237-L241">237&ndash;241</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L246-L252">246&ndash;252</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L255-L261">255&ndash;261</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L268-L273">268&ndash;273</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L276-L281">276&ndash;281</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L284-L290">284&ndash;290</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L295-L302">295&ndash;302</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L311">311</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L314">314</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L317">317</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L326">326</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L329">329</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L332">332</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L337-L352">337&ndash;352</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L357-L361">357&ndash;361</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>27</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L56">47&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L67">63&ndash;67</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L72-L89">72&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L125">125</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>97</td><td>88</td><td>9%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L27-L29">27&ndash;29</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L36-L83">36&ndash;83</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L90-L149">90&ndash;149</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>357</td><td>317</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L81-L104">81&ndash;104</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L109-L114">109&ndash;114</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L121-L123">121&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L128-L137">128&ndash;137</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L142-L151">142&ndash;151</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L164-L195">164&ndash;195</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L208-L220">208&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L231-L248">231&ndash;248</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L258-L259">258&ndash;259</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L270-L279">270&ndash;279</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L289-L316">289&ndash;316</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L326-L421">326&ndash;421</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L432-L482">432&ndash;482</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L487-L525">487&ndash;525</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L534-L611">534&ndash;611</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L622-L639">622&ndash;639</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L652-L703">652&ndash;703</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L708-L715">708&ndash;715</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L718-L719">718&ndash;719</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L722-L723">722&ndash;723</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L726-L753">726&ndash;753</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L756-L784">756&ndash;784</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L790-L803">790&ndash;803</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>88</td><td>62</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L28">28</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L44-L47">44&ndash;47</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L57">57</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L71-L96">71&ndash;96</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L99-L101">99&ndash;101</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L104-L120">104&ndash;120</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L127-L131">127&ndash;131</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L136">136</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L139">139</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L142">142</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L146">146</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L149">149</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L152-L161">152&ndash;161</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L164">164</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L168-L172">168&ndash;172</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L176">176</a></td></tr><tr><td><b>TOTAL</b></td><td><b>967</b></td><td><b>760</b></td><td><b>21%</b></td><td>&nbsp;</td></tr></tbody></table></details>
+<a href="https://github.com/DeanLight/spannerflow/blob/main/README.md"><img alt="Coverage" src="https://img.shields.io/badge/Coverage-21%25-red.svg" /></a><details><summary>Coverage Report </summary><table><tr><th>File</th><th>Stmts</th><th>Miss</th><th>Cover</th><th>Missing</th></tr><tbody><tr><td colspan="5"><b>spannerflow</b></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py">config.py</a></td><td>26</td><td>2</td><td>92%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L35">35</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/config.py#L39">39</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py">engine.py</a></td><td>226</td><td>177</td><td>22%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L33-L54">33&ndash;54</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L58-L89">58&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L102-L116">102&ndash;116</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L119-L129">119&ndash;129</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L132-L133">132&ndash;133</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L136-L137">136&ndash;137</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L140-L154">140&ndash;154</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L157-L160">157&ndash;160</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L163-L180">163&ndash;180</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L183-L186">183&ndash;186</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L191-L198">191&ndash;198</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L207-L215">207&ndash;215</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L218-L224">218&ndash;224</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L229-L233">229&ndash;233</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L238-L244">238&ndash;244</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L247-L253">247&ndash;253</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L260-L265">260&ndash;265</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L268-L273">268&ndash;273</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L276-L282">276&ndash;282</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L287-L294">287&ndash;294</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L303">303</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L306">306</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L309">309</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L318">318</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L321">321</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L324">324</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L329-L344">329&ndash;344</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/engine.py#L349-L353">349&ndash;353</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py">graph_utils.py</a></td><td>80</td><td>27</td><td>66%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L47-L56">47&ndash;56</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L63-L67">63&ndash;67</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L72-L89">72&ndash;89</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/graph_utils.py#L125">125</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py">grpc_server.py</a></td><td>103</td><td>94</td><td>9%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L27-L29">27&ndash;29</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L36-L83">36&ndash;83</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/grpc_server.py#L90-L155">90&ndash;155</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py">installations.py</a></td><td>83</td><td>83</td><td>0%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/installations.py#L6-L140">6&ndash;140</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py">rust_dataflow.py</a></td><td>357</td><td>317</td><td>11%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L81-L104">81&ndash;104</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L109-L114">109&ndash;114</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L121-L123">121&ndash;123</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L128-L137">128&ndash;137</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L142-L151">142&ndash;151</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L164-L195">164&ndash;195</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L208-L220">208&ndash;220</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L231-L248">231&ndash;248</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L258-L259">258&ndash;259</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L270-L279">270&ndash;279</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L289-L316">289&ndash;316</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L326-L421">326&ndash;421</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L432-L482">432&ndash;482</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L487-L525">487&ndash;525</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L534-L611">534&ndash;611</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L622-L639">622&ndash;639</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L652-L703">652&ndash;703</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L708-L715">708&ndash;715</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L718-L719">718&ndash;719</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L722-L723">722&ndash;723</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L726-L753">726&ndash;753</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L756-L784">756&ndash;784</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/rust_dataflow.py#L790-L803">790&ndash;803</a></td></tr><tr><td>&nbsp; &nbsp;<a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py">span.py</a></td><td>99</td><td>69</td><td>30%</td><td><a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L29">29</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L45-L48">45&ndash;48</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L58">58</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L72-L97">72&ndash;97</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L100-L102">100&ndash;102</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L105-L121">105&ndash;121</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L128-L132">128&ndash;132</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L137">137</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L145">145</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L148">148</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L151">151</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L155">155</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L158">158</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L161-L170">161&ndash;170</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L173">173</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L177-L181">177&ndash;181</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L185-L192">185&ndash;192</a>, <a href="https://github.com/DeanLight/spannerflow/blob/main/spannerflow/span.py#L196">196</a></td></tr><tr><td><b>TOTAL</b></td><td><b>978</b></td><td><b>769</b></td><td><b>21%</b></td><td>&nbsp;</td></tr></tbody></table></details>
 <!-- Pytest Coverage Comment:End -->
 
 ## Developer Guide

From e5a8491df39999f417ffb2616260f0842dbaac1d Mon Sep 17 00:00:00 2001
From: Ido Tarazi <itarazi@thousandeyes.com>
Date: Sat, 7 Dec 2024 10:44:33 +0200
Subject: [PATCH 241/277] bug fixes for rewriting code section

---
 nbs/15_span.ipynb                            | 44 +++++++++++++--
 nbs/50_rust_dataflow.ipynb                   | 57 +++++++++++++-------
 nbs/60_engine.ipynb                          | 34 ++++--------
 spannerflow/engine.py                        | 10 +++-
 spannerflow/rust_dataflow.py                 | 29 +++++++---
 spannerflow/rust_lib/src/std_ie_functions.rs | 14 ++---
 spannerflow/rust_span/src/lib.rs             | 22 +++++++-
 spannerflow/span.py                          | 33 ++++++++++--
 8 files changed, 174 insertions(+), 69 deletions(-)

diff --git a/nbs/15_span.ipynb b/nbs/15_span.ipynb
index 74a07b1..5976c65 100644
--- a/nbs/15_span.ipynb
+++ b/nbs/15_span.ipynb
@@ -21,7 +21,16 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The autoreload extension is already loaded. To reload it, use:\n",
+      "  %reload_ext autoreload\n"
+     ]
+    }
+   ],
    "source": [
     "# | hide\n",
     "%load_ext autoreload\n",
@@ -129,7 +138,22 @@
     "\n",
     "\n",
     "class Span(UserString):\n",
-    "    def __init__(self, doc, start=None, end=None, name=None):\n",
+    "    def __init__(\n",
+    "        self,\n",
+    "        doc,\n",
+    "        start=None,\n",
+    "        end=None,\n",
+    "        name=None,\n",
+    "        from_registry: bool = False,\n",
+    "        doc_start: int = 0,\n",
+    "        doc_end: int | None = None,\n",
+    "    ):\n",
+    "\n",
+    "        self.from_registry = from_registry\n",
+    "        if self.from_registry:\n",
+    "            self.doc_start = doc_start\n",
+    "            self.doc_end = doc_end\n",
+    "\n",
     "        if isinstance(doc, Span):\n",
     "            # father = doc\n",
     "            sub_span = doc.slice(start, end)\n",
@@ -187,7 +211,7 @@
     "\n",
     "    def __repr__(self):\n",
     "        f_string, head_num = get_span_repr_format()\n",
-    "        text = self.doc[self.start : self.end]\n",
+    "        text = self.as_str()\n",
     "        if len(text) > head_num:\n",
     "            text = text[:head_num] + \"...\"\n",
     "        return SPAN_REPR_FORMAT.format(\n",
@@ -199,7 +223,7 @@
     "            doc=self.name,\n",
     "            start=self.start,\n",
     "            end=self.end,\n",
-    "            text=self.doc[self.start : self.end],\n",
+    "            text=self.as_str(),\n",
     "        )\n",
     "\n",
     "    def __len__(self):\n",
@@ -209,6 +233,8 @@
     "        return self.as_str()\n",
     "\n",
     "    def as_str(self):\n",
+    "        if self.from_registry:\n",
+    "            return self.doc[self.doc_start - self.start : self.doc_end - self.start]\n",
     "        return self.doc[self.start : self.end]\n",
     "\n",
     "    # # used for sorting `Span`s in dataframes\n",
@@ -250,7 +276,15 @@
     "        if matches is None:\n",
     "            raise ValueError(f\"Invalid span string: {span_str}\")\n",
     "        res = matches.groupdict()\n",
-    "        return Span(res[\"text\"], int(res[\"start\"]), int(res[\"end\"]), res[\"doc_id\"])\n",
+    "        return Span(\n",
+    "            res[\"text\"],\n",
+    "            int(res[\"start\"]),\n",
+    "            int(res[\"end\"]),\n",
+    "            res[\"doc_id\"],\n",
+    "            from_registry=True,\n",
+    "            doc_start=int(res[\"start\"]),\n",
+    "            doc_end=int(res[\"end\"]),\n",
+    "        )\n",
     "\n",
     "\n",
     "def ie(s: Span) -> tuple[int, int]:\n",
diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index 6ef0e3e..9b3044e 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -98,7 +98,9 @@
     "    \"span_contained\": {(\"DATA_TYPE_SPAN\", \"DATA_TYPE_SPAN\"): \"span_contained\"},\n",
     "    \"rgx_split\": {\n",
     "        (\"DATA_TYPE_STRING\", \"DATA_TYPE_STRING\"): \"rgx_split_str\",\n",
+    "        (\"DATA_TYPE_STRING\", \"DATA_TYPE_STRING\", \"DATA_TYPE_STRING\"): \"rgx_split_str\",\n",
     "        (\"DATA_TYPE_STRING\", \"DATA_TYPE_SPAN\"): \"rgx_split_span\",\n",
+    "        (\"DATA_TYPE_STRING\", \"DATA_TYPE_SPAN\", \"DATA_TYPE_STRING\"): \"rgx_split_span\",\n",
     "    },\n",
     "}"
    ]
@@ -274,16 +276,15 @@
     "join_sub_graph.nodes[4][\"schema\"] = [\"X\", \"Y\", \"W\", \"Z\"]\n",
     "assert (\n",
     "    get_join_code(join_sub_graph, 4, {}).strip().replace(\"  \", \"\").replace(\"\\n\", \"\")\n",
-    "    == \"let node_4 = node_1.map(|(X, Y)| (0, (X, Y))).join(&node_3.map(|(W, Z)| (0, (W, Z)))).map(|(_, ((X, Y), (W, Z)))| ((X, Y, W, Z)));\"\n",
+    "    == \"let node_4 = node_1.map(|(X, Y)| (0, (Y, X))).join(&node_3.map(|(W, Z)| (0, (Z, W)))).map(|(_, ((Y, X), (Z, W)))| ((X, Y, W, Z)));\"\n",
     ")\n",
     "\n",
     "# test empty schema join (true or false)\n",
     "join_sub_graph.nodes[3][\"schema\"] = []\n",
     "join_sub_graph.nodes[4][\"schema\"] = [\"X\", \"Y\"]\n",
-    "get_join_code(join_sub_graph, 4, {}).strip().replace(\"  \", \"\").replace(\"\\n\", \"\")\n",
     "assert (\n",
     "    get_join_code(join_sub_graph, 4, {}).strip().replace(\"  \", \"\").replace(\"\\n\", \"\")\n",
-    "    == \"let node_4 = node_1.map(|(X, Y)| (0, (X, Y))).join(&node_3.map(|_| (0, 0))).map(|(_, ((X, Y), _))| ((X, Y)));\"\n",
+    "    == \"let node_4 = node_1.map(|(X, Y)| (0, (Y, X))).join(&node_3.map(|_| (0, 0))).map(|(_, ((Y, X), _))| ((X, Y)));\"\n",
     ")"
    ]
   },
@@ -294,8 +295,6 @@
    "outputs": [],
    "source": [
     "# | export\n",
-    "\n",
-    "\n",
     "def get_union_code(\n",
     "    graph: nx.DiGraph,\n",
     "    node: str | int,\n",
@@ -310,20 +309,34 @@
     "        for pred in graph.pred[node]\n",
     "        if \"reduced\" not in graph.get_edge_data(pred, node)\n",
     "    ]\n",
+    "    var_decl = f\"let{' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str}\"\n",
     "    if not preds:\n",
-    "        return f\"let{' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = scope.new_collection_from(vec![]).1;\"\n",
+    "        return f\"{var_decl} = scope.new_collection_from(vec![]).1;\"\n",
     "    prev_node1_str = get_node_str(preds[0], anchor=anchor, in_iterate=in_iterate)\n",
     "    if len(preds) == 1:\n",
-    "        return f\"let {' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.clone();\"\n",
-    "    prev_node2_str = get_node_str(preds[1], anchor=anchor, in_iterate=in_iterate)\n",
-    "    return f\"let{' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.concat(&{prev_node2_str}).distinct();\""
+    "        return f\"{var_decl} = {prev_node1_str}.clone();\"\n",
+    "\n",
+    "    uninion_code = prev_node1_str\n",
+    "    for i in range(1, len(preds)):\n",
+    "        prev_node_i_str = get_node_str(preds[i], anchor=anchor, in_iterate=in_iterate)\n",
+    "        uninion_code = f\"{uninion_code}.concat(&{prev_node_i_str})\"\n",
+    "\n",
+    "    return f\"{var_decl} = {uninion_code}.distinct();\""
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "let mut node_A = node_2.concat(&node_5).distinct();\n"
+     ]
+    }
+   ],
    "source": [
     "# test union code\n",
     "union_graph = nx.DiGraph()\n",
@@ -335,12 +348,15 @@
     "    ]\n",
     ")\n",
     "union_graph.add_edges_from([(2, \"A\"), (5, \"A\")])\n",
+    "print(get_union_code(union_graph, \"A\", {}))\n",
     "assert (\n",
-    "    get_union_code(union_graph, \"A\", {}) == \"let mut node_A = node_2.concat(&node_5);\"\n",
+    "    get_union_code(union_graph, \"A\", {})\n",
+    "    == \"let mut node_A = node_2.concat(&node_5).distinct();\"\n",
     ")\n",
     "union_graph.nodes[5][\"schema\"] = [\"Y\", \"Z\"]\n",
     "assert (\n",
-    "    get_union_code(union_graph, \"A\", {}) == \"let mut node_A = node_2.concat(&node_5);\"\n",
+    "    get_union_code(union_graph, \"A\", {})\n",
+    "    == \"let mut node_A = node_2.concat(&node_5).distinct();\"\n",
     ")\n",
     "\n",
     "single_union_graph = nx.DiGraph()\n",
@@ -351,9 +367,7 @@
     "    ]\n",
     ")\n",
     "single_union_graph.add_edges_from([(2, \"A\")])\n",
-    "assert (\n",
-    "    get_union_code(single_union_graph, \"A\", {}) == \"let  mut node_A = node_2.clone();\"\n",
-    ")"
+    "assert get_union_code(single_union_graph, \"A\", {}) == \"let mut node_A = node_2.clone();\""
    ]
   },
   {
@@ -657,6 +671,15 @@
     "            code = f\"let {node_str} = {prev_node_str}.flat_map(|{get_col_schema(in_schema)}| {{ \\n \\\n",
     "                {func_name}({', '.join([f'&{col}' for col in in_schema])}).map(move |vec| ({', '.join([f'{col}.clone()' for col in in_schema]+[f'vec[{i}].clone()' for i in range(gr_node[\"out_arity\"])])})) \\n \\\n",
     "            }});\"\n",
+    "        case \"rgx_split\":\n",
+    "            func_name = STD_IE_FUNCTIONS[\"rgx_split\"][tuple(in_type_schema)]\n",
+    "            func_args = \", \".join([f\"&{col}\" for col in in_schema])\n",
+    "            if in_arity == 2:\n",
+    "                func_args += ', \"Start Tag\"'\n",
+    "            code = f\"let {node_str} = {prev_node_str}.flat_map(|{get_col_schema(in_schema)}| {{ \\n \\\n",
+    "                {func_name}({func_args}).map(move |{get_col_schema(out_schema)}| ({', '.join([f'{col}.clone()' for col in in_schema]+out_schema)})) \\n \\\n",
+    "            }});\"\n",
+    "\n",
     "        case (\n",
     "            \"as_str\"\n",
     "            | \"rgx_split\"\n",
@@ -713,9 +736,7 @@
     "                for pred in graph.pred[node]\n",
     "                if \"reduced\" not in graph.get_edge_data(pred, node)\n",
     "            ]\n",
-    "            if len(preds) not in (0, 1, 2) or (\n",
-    "                len(preds) == 0 and not gr_node.get(\"anchor\", False)\n",
-    "            ):\n",
+    "            if len(preds) == 0 and not gr_node.get(\"anchor\", False):\n",
     "                raise ValueError(\n",
     "                    \"Union node has invalid number of predecessors: \",\n",
     "                    (len(preds), node),\n",
diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index 4d7ad59..de2c910 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -394,31 +394,15 @@
     "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
     "            request = dataflow_pb2.GetSpanRequest(id=doc_id, start=start, end=end)  # type: ignore\n",
     "            response = stub.GetSpan(request)\n",
-    "            return Span(doc=response.span)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'\\ndef get_span(docid, start, end):\\n    e = get_current_engine() // get the current engine from singleton\\n    e.get_span(docid, start, end)\\n'"
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "\"\"\"\n",
-    "def get_span(docid, start, end):\n",
-    "    e = get_current_engine() // get the current engine from singleton\n",
-    "    e.get_span(docid, start, end)\n",
-    "\"\"\""
+    "            return Span(\n",
+    "                doc=response.span,\n",
+    "                start=start,\n",
+    "                end=end,\n",
+    "                name=doc_id,\n",
+    "                from_registry=True,\n",
+    "                doc_start=start,\n",
+    "                doc_end=end,\n",
+    "            )"
    ]
   },
   {
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 16786f6..b039ec3 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -350,4 +350,12 @@ def get_span(self, doc_id: str, start: int, end: int) -> Span:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
             request = dataflow_pb2.GetSpanRequest(id=doc_id, start=start, end=end)  # type: ignore
             response = stub.GetSpan(request)
-            return Span(doc=response.span)
+            return Span(
+                doc=response.span,
+                start=start,
+                end=end,
+                name=doc_id,
+                from_registry=True,
+                doc_start=start,
+                doc_end=end,
+            )
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index a1de027..7a29062 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -69,7 +69,9 @@
     "span_contained": {("DATA_TYPE_SPAN", "DATA_TYPE_SPAN"): "span_contained"},
     "rgx_split": {
         ("DATA_TYPE_STRING", "DATA_TYPE_STRING"): "rgx_split_str",
+        ("DATA_TYPE_STRING", "DATA_TYPE_STRING", "DATA_TYPE_STRING"): "rgx_split_str",
         ("DATA_TYPE_STRING", "DATA_TYPE_SPAN"): "rgx_split_span",
+        ("DATA_TYPE_STRING", "DATA_TYPE_SPAN", "DATA_TYPE_STRING"): "rgx_split_span",
     },
 }
 
@@ -211,13 +213,19 @@ def get_union_code(
         for pred in graph.pred[node]
         if "reduced" not in graph.get_edge_data(pred, node)
     ]
+    var_decl = f"let{' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str}"
     if not preds:
-        return f"let{' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = scope.new_collection_from(vec![]).1;"
+        return f"{var_decl} = scope.new_collection_from(vec![]).1;"
     prev_node1_str = get_node_str(preds[0], anchor=anchor, in_iterate=in_iterate)
     if len(preds) == 1:
-        return f"let {' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.clone();"
-    prev_node2_str = get_node_str(preds[1], anchor=anchor, in_iterate=in_iterate)
-    return f"let{' mut' if not in_iterate and node_str == 'node_' + str(node) else ''} {node_str} = {prev_node1_str}.concat(&{prev_node2_str}).distinct();"
+        return f"{var_decl} = {prev_node1_str}.clone();"
+
+    uninion_code = prev_node1_str
+    for i in range(1, len(preds)):
+        prev_node_i_str = get_node_str(preds[i], anchor=anchor, in_iterate=in_iterate)
+        uninion_code = f"{uninion_code}.concat(&{prev_node_i_str})"
+
+    return f"{var_decl} = {uninion_code}.distinct();"
 
 # %% ../nbs/50_rust_dataflow.ipynb 10
 def get_project_code(
@@ -446,6 +454,15 @@ def get_ie_map_code(
             code = f"let {node_str} = {prev_node_str}.flat_map(|{get_col_schema(in_schema)}| {{ \n \
                 {func_name}({', '.join([f'&{col}' for col in in_schema])}).map(move |vec| ({', '.join([f'{col}.clone()' for col in in_schema]+[f'vec[{i}].clone()' for i in range(gr_node["out_arity"])])})) \n \
             }});"
+        case "rgx_split":
+            func_name = STD_IE_FUNCTIONS["rgx_split"][tuple(in_type_schema)]
+            func_args = ", ".join([f"&{col}" for col in in_schema])
+            if in_arity == 2:
+                func_args += ', "Start Tag"'
+            code = f"let {node_str} = {prev_node_str}.flat_map(|{get_col_schema(in_schema)}| {{ \n \
+                {func_name}({func_args}).map(move |{get_col_schema(out_schema)}| ({', '.join([f'{col}.clone()' for col in in_schema]+out_schema)})) \n \
+            }});"
+
         case (
             "as_str"
             | "rgx_split"
@@ -493,9 +510,7 @@ def validate_node(graph: nx.DiGraph, node: str | int) -> None:
                 for pred in graph.pred[node]
                 if "reduced" not in graph.get_edge_data(pred, node)
             ]
-            if len(preds) not in (0, 1, 2) or (
-                len(preds) == 0 and not gr_node.get("anchor", False)
-            ):
+            if len(preds) == 0 and not gr_node.get("anchor", False):
                 raise ValueError(
                     "Union node has invalid number of predecessors: ",
                     (len(preds), node),
diff --git a/spannerflow/rust_lib/src/std_ie_functions.rs b/spannerflow/rust_lib/src/std_ie_functions.rs
index d17b65c..4ce019c 100644
--- a/spannerflow/rust_lib/src/std_ie_functions.rs
+++ b/spannerflow/rust_lib/src/std_ie_functions.rs
@@ -52,12 +52,12 @@ pub fn deconstruct_span(span: &Span) -> impl Iterator<Item= (String, i32, i32)>{
     return std::iter::once((span.get_name(), span.get_start() as i32, span.get_end() as i32));
 }
 
-pub fn rgx_is_mtach_str(delim: &str, text: &str)-> impl Iterator<Item= bool>{
+pub fn rgx_is_match_str(delim: &str, text: &str)-> impl Iterator<Item= bool>{
     return std::iter::once(Regex::new(delim).unwrap().is_match(text));
 }
 
-pub fn rgx_is_mtach_span(delim: &str, span: &Span)-> impl Iterator<Item= bool>{
-    return rgx_is_mtach_str(delim, span.as_str());
+pub fn rgx_is_match_span(delim: &str, span: &Span)-> impl Iterator<Item= bool>{
+    return rgx_is_match_str(delim, span.as_str());
 }
 
 fn rgx_split(delim: &str, text: &str, intial_tag: &str, base_span: &Span)-> impl Iterator<Item= (Span, Span)>{
@@ -185,16 +185,16 @@ mod tests {
 
     #[test]
     fn test_rgx_is_match_str(){
-        assert_eq!(rgx_is_mtach_str("(a*)@(b*)", "dddaaaaa@bbbbbbaa@bb").collect::<Vec<_>>(), vec![true]);
-        assert_eq!(rgx_is_mtach_str("(a*)@(e+)", "dddaaaaa@bbbbbbaa@bb").collect::<Vec<_>>(), vec![false]);
+        assert_eq!(rgx_is_match_str("(a*)@(b*)", "dddaaaaa@bbbbbbaa@bb").collect::<Vec<_>>(), vec![true]);
+        assert_eq!(rgx_is_match_str("(a*)@(e+)", "dddaaaaa@bbbbbbaa@bb").collect::<Vec<_>>(), vec![false]);
     }
 
     #[test]
     fn test_rgx_is_match_span(){
         let document = "dddaaaaa@bbbbbbaa@bb";
         let span_document= Span::new(Arc::<String>::new(document.to_string()), 0, document.len(), "doc1".to_string());
-        assert_eq!(rgx_is_mtach_span("(a*)@(b*)", &span_document).collect::<Vec<_>>(), vec![true]);
-        assert_eq!(rgx_is_mtach_span("(a*)@(e+)", &span_document).collect::<Vec<_>>(), vec![false]);
+        assert_eq!(rgx_is_match_span("(a*)@(b*)", &span_document).collect::<Vec<_>>(), vec![true]);
+        assert_eq!(rgx_is_match_span("(a*)@(e+)", &span_document).collect::<Vec<_>>(), vec![false]);
     }
     
     #[test]
diff --git a/spannerflow/rust_span/src/lib.rs b/spannerflow/rust_span/src/lib.rs
index 4ade51a..61e0382 100644
--- a/spannerflow/rust_span/src/lib.rs
+++ b/spannerflow/rust_span/src/lib.rs
@@ -148,12 +148,10 @@ impl FromStr for Span {
             let document = get_document(name.clone());
             match document {
                 Some(doc) => {
-                    println!("old document: {}", name);
                     return Ok(Span::new(doc, start, end, name));
                 },
                 None => {
                     let doc = Arc::new(text.clone());
-                    println!("New document: {}", name);
                     add_document(name.clone(), text.clone().into());
                     return Ok(Span::new(doc, start, end, name));
                 }
@@ -211,6 +209,9 @@ pub fn from_span(span: &Span, start: usize, end: usize) -> Span {
 }
 
 mod tests {
+    use super::*;
+    use std::fs::File;
+    use std::io::Write;
 
     #[test]
     fn test_span_new() {
@@ -326,4 +327,21 @@ mod tests {
        assert_eq!(sub_span.get_end(), 12);
        assert_eq!(sub_span.as_str(), "world");
     }
+
+    #[test]
+    fn test_doc_registry_add_document() {
+        let doc = Arc::new("Hello, world!".to_string());
+        add_document("doc1".to_string(), doc.clone());
+        let doc_from_registry = get_document("doc1".to_string()).unwrap();
+        assert_eq!(doc, doc_from_registry);
+    }
+
+    #[test]
+    fn test_doc_registry_slice(){
+        let doc = Arc::new("patient was screened for cov-19. results came back positive.".to_string());
+        add_document("doc2".to_string(), doc.clone());
+        let doc_from_registry = get_document("doc2".to_string()).unwrap();
+        let span = Span::new(doc_from_registry.clone(), 8, 11, "doc2".to_string());
+        assert_eq!(span.as_str(), "was");  
+    }
 }
diff --git a/spannerflow/span.py b/spannerflow/span.py
index ee18de2..d9d8784 100644
--- a/spannerflow/span.py
+++ b/spannerflow/span.py
@@ -68,7 +68,22 @@ def get_span_repr_format() -> tuple[str, int | None]:
 
 
 class Span(UserString):
-    def __init__(self, doc, start=None, end=None, name=None):
+    def __init__(
+        self,
+        doc,
+        start=None,
+        end=None,
+        name=None,
+        from_registry: bool = False,
+        doc_start: int = 0,
+        doc_end: int | None = None,
+    ):
+
+        self.from_registry = from_registry
+        if self.from_registry:
+            self.doc_start = doc_start
+            self.doc_end = doc_end
+
         if isinstance(doc, Span):
             # father = doc
             sub_span = doc.slice(start, end)
@@ -126,7 +141,7 @@ def slice(self, start=None, end=None):
 
     def __repr__(self):
         f_string, head_num = get_span_repr_format()
-        text = self.doc[self.start : self.end]
+        text = self.as_str()
         if len(text) > head_num:
             text = text[:head_num] + "..."
         return SPAN_REPR_FORMAT.format(
@@ -138,7 +153,7 @@ def serialize(self):
             doc=self.name,
             start=self.start,
             end=self.end,
-            text=self.doc[self.start : self.end],
+            text=self.as_str(),
         )
 
     def __len__(self):
@@ -148,6 +163,8 @@ def __str__(self):
         return self.as_str()
 
     def as_str(self):
+        if self.from_registry:
+            return self.doc[self.doc_start - self.start : self.doc_end - self.start]
         return self.doc[self.start : self.end]
 
     # # used for sorting `Span`s in dataframes
@@ -189,7 +206,15 @@ def deserialize_span(span_str: str):
         if matches is None:
             raise ValueError(f"Invalid span string: {span_str}")
         res = matches.groupdict()
-        return Span(res["text"], int(res["start"]), int(res["end"]), res["doc_id"])
+        return Span(
+            res["text"],
+            int(res["start"]),
+            int(res["end"]),
+            res["doc_id"],
+            from_registry=True,
+            doc_start=int(res["start"]),
+            doc_end=int(res["end"]),
+        )
 
 
 def ie(s: Span) -> tuple[int, int]:

From a180645dd01dad9fe8009c20192b251e06dd4d4a Mon Sep 17 00:00:00 2001
From: Ido Tarazi <itarazi@thousandeyes.com>
Date: Sat, 7 Dec 2024 14:12:44 +0200
Subject: [PATCH 242/277] changed rgx crate

---
 spannerflow/Cargo.toml                        |  2 +-
 spannerflow/rust_lib/Cargo.toml               |  2 +-
 spannerflow/rust_lib/src/std_ie_functions.rs  | 24 ++++++++++++-------
 spannerflow/rust_span/Cargo.toml              |  2 +-
 spannerflow/rust_span/src/lib.rs              | 10 ++++----
 .../templates/remote_aggregate.rs.jinja2      |  2 +-
 6 files changed, 25 insertions(+), 17 deletions(-)

diff --git a/spannerflow/Cargo.toml b/spannerflow/Cargo.toml
index 8e08c3c..9ca7438 100644
--- a/spannerflow/Cargo.toml
+++ b/spannerflow/Cargo.toml
@@ -16,7 +16,7 @@ libloading = "0.8.5"
 ordered-float = "4.5.0"
 prost = "0.13.3"
 prost-types = "0.13.3"
-regex = "1.11.1"
+fancy-regex = "0.14.0"
 serde = { version = "1.0.215", features = ["derive", "rc"] }
 serde_derive = "1.0.215"
 sha1 = "0.10.6"
diff --git a/spannerflow/rust_lib/Cargo.toml b/spannerflow/rust_lib/Cargo.toml
index 59d06c5..a208b12 100644
--- a/spannerflow/rust_lib/Cargo.toml
+++ b/spannerflow/rust_lib/Cargo.toml
@@ -13,7 +13,7 @@ differential-dataflow = { workspace = true }
 prost = { workspace = true }
 prost-types = { workspace = true }
 tonic = { workspace = true }
-regex = { workspace = true }
+fancy-regex = { workspace = true }
 futures = { workspace = true }
 ordered-float = { workspace = true }
 tokio = { workspace = true }
diff --git a/spannerflow/rust_lib/src/std_ie_functions.rs b/spannerflow/rust_lib/src/std_ie_functions.rs
index 4ce019c..0a94308 100644
--- a/spannerflow/rust_lib/src/std_ie_functions.rs
+++ b/spannerflow/rust_lib/src/std_ie_functions.rs
@@ -1,29 +1,37 @@
 use std::sync::Arc;
-use regex::Regex;
+use fancy_regex::Regex;
 extern crate rust_span;
 use rust_span::{from_span, Span};
 
 fn rgx(pattern: &str, text: &str, span: &Span) -> impl Iterator<Item = Vec<Span>> {
     let re = Regex::new(pattern).unwrap();
-    
     let mut outer_vec = Vec::new();
-    for caps in re.captures_iter(text) {
+    let mut start = 0;
+
+    // Use a loop to manually iterate over matches
+    while let Ok(Some(caps)) = re.captures_from_pos(text, start) {
         let mut inner_vec = Vec::new();
         if caps.len() == 1 {
             if let Some(m) = caps.get(0) {
-                inner_vec.push(from_span(&span, m.start(), m.end()));
+            inner_vec.push(from_span(&span, m.start(), m.end()));
+            start = m.end(); // Move to the end of the current match
             }
-        }
-        for i in 1..caps.len() {
+        } else {
+            for i in 1..caps.len() {
             if let Some(m) = caps.get(i) {
                 inner_vec.push(from_span(&span, m.start(), m.end()));
             }
+            }
+            if let Some(m) = caps.get(0) {
+            start = m.end(); // Move to the end of the current match
+            }
         }
         outer_vec.push(inner_vec);
     }
     outer_vec.into_iter()
 }
 
+
 pub fn rgx_str_span(pattern: &str, text: &str) -> impl Iterator<Item = Vec<Span>> {
     let doc: Arc::<String> = Arc::new(text.to_string());
     let span = Span::new(doc.clone(), 0, text.len(), "".to_string());
@@ -53,7 +61,7 @@ pub fn deconstruct_span(span: &Span) -> impl Iterator<Item= (String, i32, i32)>{
 }
 
 pub fn rgx_is_match_str(delim: &str, text: &str)-> impl Iterator<Item= bool>{
-    return std::iter::once(Regex::new(delim).unwrap().is_match(text));
+    return std::iter::once(Regex::new(delim).unwrap().is_match(text).unwrap_or(false));
 }
 
 pub fn rgx_is_match_span(delim: &str, span: &Span)-> impl Iterator<Item= bool>{
@@ -243,7 +251,7 @@ mod tests {
 
     #[test]
     fn test_read_span_with_file_creation() {
-        let test_file_path = "tmp/test.txt";
+        let test_file_path = "test.txt";
         let test_content = "This is a test file content.";
 
         // Create the file
diff --git a/spannerflow/rust_span/Cargo.toml b/spannerflow/rust_span/Cargo.toml
index b70c73e..eb08668 100644
--- a/spannerflow/rust_span/Cargo.toml
+++ b/spannerflow/rust_span/Cargo.toml
@@ -8,7 +8,7 @@ crate-type = ["dylib"]
 
 [dependencies]
 lazy_static = { workspace = true }
-regex = { workspace = true }
+fancy-regex = { workspace = true }
 sha1 = { workspace = true }
 hex = { workspace = true }
 serde = { workspace = true }
diff --git a/spannerflow/rust_span/src/lib.rs b/spannerflow/rust_span/src/lib.rs
index 61e0382..1e7344d 100644
--- a/spannerflow/rust_span/src/lib.rs
+++ b/spannerflow/rust_span/src/lib.rs
@@ -6,7 +6,7 @@ use std::sync::Arc;
 use std::str::FromStr;
 use sha1::{Sha1, Digest};
 use hex;
-use regex::Regex;
+use fancy_regex::Regex;
 
 #[macro_use]
 extern crate serde_derive;
@@ -21,14 +21,14 @@ lazy_static::lazy_static! {
 #[no_mangle]
 pub fn add_document(id: String, doc: sync::Arc<String>) {
     let mut documents = DOCUMENTS.lock().unwrap();
-    println!("Adding document: {}", documents.len());
+    //println!("Adding document: {}", documents.len());
     documents.insert(id, doc);
 }
 // change to get_span - input id, start, end- return copy of substring of document. expose this to the API
 #[no_mangle]
 pub fn get_document(id: String) -> Option<sync::Arc<String>> {
     let documents = DOCUMENTS.lock().unwrap();
-    println!("getting document: {}", documents.len());
+    //println!("getting document: {}", documents.len());
     match documents.get(&id) {
         Some(doc) => Some(sync::Arc::clone(doc)),
         None => None,
@@ -139,12 +139,12 @@ impl FromStr for Span {
 
     fn from_str(s: &str) -> Result<Self, Self::Err>  {
         let re = Regex::new(r#"\[@(\w+),(\d+),(\d+)\) "(.+)""#).unwrap();
-        if let Some(caps) = re.captures(s) {
+        if let Ok(Some(caps)) = re.captures(s) {
             let name = caps.get(1).unwrap().as_str().to_string();
             let start = caps.get(2).unwrap().as_str().parse::<usize>().unwrap();
             let end = caps.get(3).unwrap().as_str().parse::<usize>().unwrap();
             let text = caps.get(4).unwrap().as_str().to_string();
-            println!("name: {}, start: {}, end: {} text: {}", name.clone(), start, end, text);
+            // println!("name: {}, start: {}, end: {} text: {}", name.clone(), start, end, text);
             let document = get_document(name.clone());
             match document {
                 Some(doc) => {
diff --git a/spannerflow/templates/remote_aggregate.rs.jinja2 b/spannerflow/templates/remote_aggregate.rs.jinja2
index eee0c33..d43b4d0 100644
--- a/spannerflow/templates/remote_aggregate.rs.jinja2
+++ b/spannerflow/templates/remote_aggregate.rs.jinja2
@@ -4,7 +4,7 @@ let {{ output_node }} = {{ prev_node}}
                                 let mut agg_input = vec![];
                                 for (val, cnt) in input.iter() {
                                     agg_input.push(tuple_to_vec_string!( 
-                                    {% if groupby_len > 1 %}{% for index in range(groupby_len) %}val.{{ index }}{% if not loop.last %}, {% endif %}{% endfor %}
+                                    {% if agg_len > 1 %}{% for index in range(agg_len) %}val.{{ index }}{% if not loop.last %}, {% endif %}{% endfor %}
                                     {% else %}val{% endif %}
                                     ));
                                 }

From 0f1f7abbe49f9af41694650cdecbac920e7aec99 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Tue, 10 Dec 2024 15:26:30 +0200
Subject: [PATCH 243/277] WIP

---
 nbs/60_engine.ipynb                           |  2 +-
 spannerflow/Cargo.toml                        |  2 ++
 spannerflow/engine.py                         |  2 +-
 spannerflow/rust_lib/Cargo.toml               |  1 +
 spannerflow/templates/rust_dataflow.rs.jinja2 | 14 +++++++++++---
 5 files changed, 16 insertions(+), 5 deletions(-)

diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index de2c910..660157d 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -211,7 +211,7 @@
     "                env = os.environ.copy()\n",
     "                env[\"BIND_PORT\"] = str(self._config.DATAFLOW_PORT)\n",
     "                self._rust_server_process = subprocess.Popen(\n",
-    "                    [str(server_path)],\n",
+    "                    [str(server_path), \"-w\", \"4\"],\n",
     "                    stdout=log_file,\n",
     "                    stderr=log_file,\n",
     "                    env=env,\n",
diff --git a/spannerflow/Cargo.toml b/spannerflow/Cargo.toml
index 9ca7438..16d76cc 100644
--- a/spannerflow/Cargo.toml
+++ b/spannerflow/Cargo.toml
@@ -24,6 +24,8 @@ timely = "0.14.0"
 tokio = { version = "1.41.1", features = ["full"] }
 tokio-stream = "0.1.16"
 tonic = "0.12.3"
+chrono = "0.4"
+
 
 [workspace.metadata.marker.lints]
 marker_lints = "0.5.0"
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index b039ec3..15fac37 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -167,7 +167,7 @@ def inner() -> None:
                 env = os.environ.copy()
                 env["BIND_PORT"] = str(self._config.DATAFLOW_PORT)
                 self._rust_server_process = subprocess.Popen(
-                    [str(server_path)],
+                    [str(server_path), "-w", "4"],
                     stdout=log_file,
                     stderr=log_file,
                     env=env,
diff --git a/spannerflow/rust_lib/Cargo.toml b/spannerflow/rust_lib/Cargo.toml
index a208b12..d4a3c19 100644
--- a/spannerflow/rust_lib/Cargo.toml
+++ b/spannerflow/rust_lib/Cargo.toml
@@ -17,6 +17,7 @@ fancy-regex = { workspace = true }
 futures = { workspace = true }
 ordered-float = { workspace = true }
 tokio = { workspace = true }
+chrono = { workspace = true }
 rust_span = { path = "../rust_span" }
 
 [build-dependencies]
diff --git a/spannerflow/templates/rust_dataflow.rs.jinja2 b/spannerflow/templates/rust_dataflow.rs.jinja2
index 64c7bb8..5240c85 100644
--- a/spannerflow/templates/rust_dataflow.rs.jinja2
+++ b/spannerflow/templates/rust_dataflow.rs.jinja2
@@ -13,7 +13,7 @@ use tonic::Request;
 use ordered_float::OrderedFloat;
 
 use futures::stream::{self};
-
+use chrono::Local;
 use tokio::runtime::Runtime;
 
 use dataflow::function_service_client::FunctionServiceClient;
@@ -75,7 +75,6 @@ fn run_ie_function(address: String, function_name: String, data: Vec<Vec<String>
 
         while let Some(response) = response_stream.message().await? {       
             let  response_row = response.row.clone();
-            println!("RESPONSE: {:?}", response_row);     
             output.push(response_row);
         }
 
@@ -110,7 +109,6 @@ fn run_agg_function(address: String, function_name: String, data: Vec<Vec<String
 
         while let Some(response) = response_stream.message().await? {       
             let  response_row = response.row.clone();
-            println!("RESPONSE: {:?}", response_row);     
             output.push(response_row);
         }
 
@@ -120,6 +118,8 @@ fn run_agg_function(address: String, function_name: String, data: Vec<Vec<String
 
 #[no_mangle]
 pub extern "C" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<String>>>) -> Vec<Vec<String>>{
+    let mut now = Local::now();
+    println!("{} Started Running", now);
     {% for key,value in sources.items() %}
         {% if value["op"] == "get_rel" %}let collection_{{ value['name'] }} = collections.get("{{ value['name'] }}").unwrap().clone();{% endif %}
     {% endfor %}
@@ -127,6 +127,12 @@ pub extern "C" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<Strin
         let result = Arc::clone(&output);
 
         let _ = timely::execute_from_args(std::env::args(), move |worker| {
+
+        let worker_index = worker.index(); // Current worker's index
+        let total_workers = worker.peers(); // Total number of workers (threads)
+        
+        println!("Worker {} of {}", worker_index, total_workers);
+
         {% for key,value in sources.items() %}
             let mut input_{{value['name']}}: InputSession::<usize, ({% for element in value['schema'] %}{{ element }}{% if not loop.last %}, {% endif %}{% endfor %}), isize> = InputSession::new();
         {% endfor %}
@@ -156,5 +162,7 @@ pub extern "C" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<Strin
             {% endif %}
             {% endfor %}
         });
+        now = Local::now();
+        println!("{} Finished Running", now);
         return output.lock().unwrap().clone();
 }

From bfa61b4f0f4fb76e25f0898401f2bd4efe8a338e Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 16 Dec 2024 02:16:05 +0200
Subject: [PATCH 244/277] logging

---
 nbs/60_engine.ipynb                           |  2 +
 spannerflow/Cargo.toml                        |  6 +-
 spannerflow/engine.py                         |  2 +
 spannerflow/rust_lib/Cargo.toml               |  3 +-
 spannerflow/rust_lib/src/std_ie_functions.rs  |  2 +-
 spannerflow/rust_server/Cargo.toml            |  2 +
 spannerflow/rust_server/src/main.rs           | 93 +++++++++++--------
 spannerflow/templates/ie_map.rs.jinja2        |  2 +-
 .../templates/remote_aggregate.rs.jinja2      |  2 +-
 spannerflow/templates/rust_dataflow.rs.jinja2 | 11 +--
 10 files changed, 70 insertions(+), 55 deletions(-)

diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index 660157d..bd13622 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -210,6 +210,8 @@
     "            with open(self._config.RUST_SERVER_LOG_PATH, \"a\") as log_file:\n",
     "                env = os.environ.copy()\n",
     "                env[\"BIND_PORT\"] = str(self._config.DATAFLOW_PORT)\n",
+    "                env[\"RUST_LOG\"] = \"info\"\n",
+    "                env[\"RUST_LOG_STYLE\"] = \"never\"\n",
     "                self._rust_server_process = subprocess.Popen(\n",
     "                    [str(server_path), \"-w\", \"4\"],\n",
     "                    stdout=log_file,\n",
diff --git a/spannerflow/Cargo.toml b/spannerflow/Cargo.toml
index 16d76cc..747735d 100644
--- a/spannerflow/Cargo.toml
+++ b/spannerflow/Cargo.toml
@@ -17,15 +17,15 @@ ordered-float = "4.5.0"
 prost = "0.13.3"
 prost-types = "0.13.3"
 fancy-regex = "0.14.0"
-serde = { version = "1.0.215", features = ["derive", "rc"] }
+serde = { version = "1.0.216", features = ["derive", "rc"] }
 serde_derive = "1.0.215"
 sha1 = "0.10.6"
 timely = "0.14.0" 
 tokio = { version = "1.41.1", features = ["full"] }
 tokio-stream = "0.1.16"
 tonic = "0.12.3"
-chrono = "0.4"
-
+log = "0.4.22"
+env_logger = "0.11.5"
 
 [workspace.metadata.marker.lints]
 marker_lints = "0.5.0"
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 15fac37..0c3bb7a 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -166,6 +166,8 @@ def inner() -> None:
             with open(self._config.RUST_SERVER_LOG_PATH, "a") as log_file:
                 env = os.environ.copy()
                 env["BIND_PORT"] = str(self._config.DATAFLOW_PORT)
+                env["RUST_LOG"] = "info"
+                env["RUST_LOG_STYLE"] = "never"
                 self._rust_server_process = subprocess.Popen(
                     [str(server_path), "-w", "4"],
                     stdout=log_file,
diff --git a/spannerflow/rust_lib/Cargo.toml b/spannerflow/rust_lib/Cargo.toml
index d4a3c19..cac37aa 100644
--- a/spannerflow/rust_lib/Cargo.toml
+++ b/spannerflow/rust_lib/Cargo.toml
@@ -17,8 +17,9 @@ fancy-regex = { workspace = true }
 futures = { workspace = true }
 ordered-float = { workspace = true }
 tokio = { workspace = true }
-chrono = { workspace = true }
 rust_span = { path = "../rust_span" }
+log = { workspace = true }
+env_logger = { workspace = true }
 
 [build-dependencies]
 tonic-build = "0.12.3"
diff --git a/spannerflow/rust_lib/src/std_ie_functions.rs b/spannerflow/rust_lib/src/std_ie_functions.rs
index 0a94308..84d2236 100644
--- a/spannerflow/rust_lib/src/std_ie_functions.rs
+++ b/spannerflow/rust_lib/src/std_ie_functions.rs
@@ -48,7 +48,7 @@ pub fn span_as_str(span: &Span) -> impl Iterator<Item = String> {
 }
 
 pub fn span_contained(span1: &Span, span2: &Span) -> impl Iterator<Item= bool> {
-    if span1.get_doc() == span2.get_doc() && span1.get_start() >= span2.get_start() && span1.get_end() <= span2.get_end() {
+    if span1.get_name() == span2.get_name() && span1.get_start() >= span2.get_start() && span1.get_end() <= span2.get_end() {
         return std::iter::once(true);
     }
     else{
diff --git a/spannerflow/rust_server/Cargo.toml b/spannerflow/rust_server/Cargo.toml
index ae5baea..ee4b379 100644
--- a/spannerflow/rust_server/Cargo.toml
+++ b/spannerflow/rust_server/Cargo.toml
@@ -17,6 +17,8 @@ tokio-stream = { workspace = true}
 lazy_static = { workspace = true}
 csv = { workspace = true}
 rust_span = { path = "../rust_span" }
+log = { workspace = true }
+env_logger = { workspace = true }
 
 [build-dependencies]
 tonic-build = "0.12.3"
\ No newline at end of file
diff --git a/spannerflow/rust_server/src/main.rs b/spannerflow/rust_server/src/main.rs
index 1e87d09..94174ee 100644
--- a/spannerflow/rust_server/src/main.rs
+++ b/spannerflow/rust_server/src/main.rs
@@ -2,6 +2,7 @@ use std::collections::HashMap;
 use std::env;
 use csv;
 
+use log::{debug, error, log_enabled, info, Level};
 
 use libloading::{Library, Symbol};
 
@@ -15,7 +16,6 @@ use dataflow::{*};
 extern crate rust_span;
 use rust_span::{Span, get_document};
 
-
 pub mod dataflow {
     tonic::include_proto!("dataflow.v1");
 }
@@ -77,22 +77,22 @@ fn validate_schema(schema: &Vec<dataflow::DataType>, row: &Vec<String>) -> bool
     true
 }
 
-
 #[tonic::async_trait]
 impl DataflowService for MyDataflowService {
     
     type GetCollectionStream = tokio_stream::Iter<std::vec::IntoIter<Result<GetCollectionResponse, tonic::Status>>>;
     type RunDataflowStream = tokio_stream::Iter<std::vec::IntoIter<Result<RunDataflowResponse, tonic::Status>>>;
-    
+
     async fn get_span(
         &self,
         request: Request<GetSpanRequest>,
     ) -> Result<Response<GetSpanResponse>, Status> {
-        println!("Got a request: {:?}", request);
+        info!("Got a request: {:?}", request);
+
         let req = request.into_inner();
         
         if let Some(doc) = get_document(req.id) {
-            println!("Got a document len: {:?}", doc.len());
+            log::debug!("Got a document len: {:?}", doc.len());
             if req.start > req.end || req.start >= doc.len() as u32 || req.end > doc.len() as u32 {
                 return Err(Status::invalid_argument("Invalid start or end index"));
             }
@@ -100,7 +100,9 @@ impl DataflowService for MyDataflowService {
             let reply = GetSpanResponse {
                 span: span,
             };
-            Ok(Response::new(reply))
+            let response = Response::new(reply);
+            info!("{:?}", response);
+            Ok(response)
         } else {
             return Err(Status::not_found("Document not found"));
         }
@@ -110,7 +112,8 @@ impl DataflowService for MyDataflowService {
         &self,
         request: Request<tonic::Streaming<AddRowsRequest>>,
     ) -> Result<Response<()>, Status> {
-        println!("Got a streaming request: {:?}", request);
+        info!("Got a streaming request: {:?}", request);
+
         
         let mut stream = request.into_inner();  // Extract the stream
         let mut collection_name: Option<String> = None;
@@ -122,31 +125,28 @@ impl DataflowService for MyDataflowService {
         while let Some(req) = stream.next().await {
             match req {
                 Ok(message) => {
-                    println!("Received message: {:?}", message); // Debug log
                     if let Some(collection) = message.message_type {
                         match collection {
                             // Handle the collection name variant
                             dataflow::add_rows_request::MessageType::CollectionName(name) => {
-                                println!("Received collection name: {}", name); // Debug log
                                 collection_name = Some(name);
                             }
                             // Handle the row variant
                             dataflow::add_rows_request::MessageType::Row(row) => {
-                                println!("Received row: {:?}", row); // Debug log
                                 if let Some(ref name) = collection_name {
                                     if let Some(coll) = collections.get_mut(name) {
                                         if validate_schema(schemas.get(name).unwrap(), &row.row) {
                                             coll.push(row.row.clone());
                                         } else {
-                                            eprintln!("Invalid row schema for collection: {}", name);
+                                            error!("Invalid row schema for collection: {}", name);
                                             return Err(Status::invalid_argument("Invalid row schema"));
                                         }
                                     } else {
-                                        eprintln!("Collection not found: {}", name);
+                                        error!("Collection not found: {}", name);
                                         return Err(Status::not_found("Collection not found"));
                                     }
                                 } else {
-                                    eprintln!("Collection name not found");
+                                    error!("Collection name not found");
                                     return Err(Status::invalid_argument("Collection name not found"));
                                 }
                             }
@@ -154,7 +154,7 @@ impl DataflowService for MyDataflowService {
                     }
                 }
                 Err(e) => {
-                    eprintln!("Error receiving stream: {:?}", e);
+                    error!("Error receiving stream: {:?}", e);
                     return Err(Status::internal("Failed to receive stream"));
                 }
             }
@@ -168,7 +168,8 @@ impl DataflowService for MyDataflowService {
         &self,
         request: Request<SaveToCsvRequest>,
     ) -> Result<Response<()>, Status> {
-        println!("Got a request: {:?}", request);
+        info!("Got a request: {:?}", request);
+
         let req = request.into_inner();
         let mut delimiter = b',';
         if req.delimiter.len() > 1 {
@@ -182,7 +183,7 @@ impl DataflowService for MyDataflowService {
             let mut wtr = csv::WriterBuilder::new()
                 .delimiter(delimiter)
                 .from_path(req.file_path).map_err(|e| {
-                    eprintln!("Failed to create CSV writer: {:?}", e);
+                    error!("Failed to create CSV writer: {:?}", e);
                     Status::internal("Failed to create CSV writer")
                 })?;
             if let Some(schema) = SCHEMAS.lock().await.get(&req.collection_name) {
@@ -191,18 +192,18 @@ impl DataflowService for MyDataflowService {
                     csv_row.push(data_type.as_str_name());
                 }
                 wtr.write_record(csv_row).map_err(|e| {
-                    eprintln!("Failed to write schema to CSV: {:?}", e);
+                    error!("Failed to write schema to CSV: {:?}", e);
                     Status::internal("Failed to write schema to CSV")
                 })?;
             }
             for row in vec {
                 wtr.write_record(row).map_err(|e| {
-                    eprintln!("Failed to write record to CSV: {:?}", e);
+                    error!("Failed to write record to CSV: {:?}", e);
                     Status::internal("Failed to write record to CSV")
                 })?;
             }
             wtr.flush().map_err(|e| {
-                eprintln!("Failed to flush CSV writer: {:?}", e);
+                error!("Failed to flush CSV writer: {:?}", e);
                 Status::internal("Failed to flush CSV writer")
             })?;
         } else {
@@ -217,7 +218,8 @@ impl DataflowService for MyDataflowService {
         &self,
         request: Request<LoadFromCsvRequest>,
     ) -> Result<Response<()>, Status> {
-        println!("Got a request: {:?}", request);
+        info!("Got a request: {:?}", request);
+
         let req = request.into_inner();
         let mut delimiter = b',';
         if req.delimiter.len() > 1 {
@@ -234,7 +236,7 @@ impl DataflowService for MyDataflowService {
         let mut rdr = csv::ReaderBuilder::new()
             .delimiter(delimiter)
             .from_path(req.file_path).map_err(|e| {
-                eprintln!("Failed to create CSV reader: {:?}", e);
+                error!("Failed to create CSV reader: {:?}", e);
                 Status::internal("Failed to create CSV reader")
             })?;
         let mut schema = Vec::new();
@@ -248,12 +250,12 @@ impl DataflowService for MyDataflowService {
                             schema.push(data_type);
                         } else {
                             // Handle the case where from_str_name returns None
-                            eprintln!("Unknown data type in header: {}", field);
+                            error!("Unknown data type in header: {}", field);
                         }
                     }
                 }
                 Err(e) => {
-                    eprintln!("Failed to read CSV headers: {}", e);
+                    error!("Failed to read CSV headers: {}", e);
                     return Err(Status::internal("Failed to read CSV headers"));
                 }
             }
@@ -264,7 +266,7 @@ impl DataflowService for MyDataflowService {
         let collection = collections.get_mut(&req.collection_name).unwrap();
         if !req.has_header {
             let record = rdr.headers().map_err(|e| {
-                eprintln!("Failed to read header from CSV: {:?}", e);
+                error!("Failed to read header from CSV: {:?}", e);
                 Status::internal("Failed to read header from CSV")
             })?;
             let row: Vec<String> = record.iter().map(|s| s.to_string()).collect();
@@ -272,7 +274,7 @@ impl DataflowService for MyDataflowService {
         }
         for result in rdr.records() {
             let record = result.map_err(|e| {
-                eprintln!("Failed to read record from CSV: {:?}", e);
+                error!("Failed to read record from CSV: {:?}", e);
                 Status::internal("Failed to read record from CSV")
             })?;
             let row: Vec<String> = record.iter().map(|s| s.to_string()).collect();
@@ -287,7 +289,8 @@ impl DataflowService for MyDataflowService {
         &self,
         request: Request<GetCollectionRequest>,
     ) -> Result<Response<Self::GetCollectionStream>, Status> {
-        println!("Got a request: {:?}", request);
+        info!("Got a request: {:?}", request);
+
         let req = request.into_inner();
 
         let collections = COLLECTIONS.lock().await;
@@ -295,7 +298,7 @@ impl DataflowService for MyDataflowService {
             let responses: Vec<Result<GetCollectionResponse, Status>> = vec.iter().cloned().map(|row| {
                 Ok(GetCollectionResponse { row: row })
             }).collect();
-
+            info!("{:?}", responses);
             let stream = iter(responses);
 
             let response_stream = tonic::Response::new(stream);
@@ -309,7 +312,8 @@ impl DataflowService for MyDataflowService {
         &self,
         request: Request<()>,
     ) -> Result<Response<GetCollectionsResponse>, Status> {
-        println!("Got a request: {:?}", request);
+        info!("Got a request: {:?}", request);
+
     
         let collections = COLLECTIONS.lock().await;
         let mut response_collections: Vec<dataflow::Collection> = Vec::new();
@@ -330,15 +334,17 @@ impl DataflowService for MyDataflowService {
         let reply = GetCollectionsResponse {
             collections: response_collections,
         };
-    
-        Ok(Response::new(reply))
+        let response = Response::new(reply);
+        info!("{:?}", response);
+        Ok(response)
     }
 
     async fn add_row(
         &self,
         request: Request<AddRowRequest>,
     ) -> Result<Response<()>, Status> {
-        println!("Got a request: {:?}", request);
+        info!("Got a request: {:?}", request);
+
         let req = request.into_inner();
         let mut collections = COLLECTIONS.lock().await;
         
@@ -364,7 +370,8 @@ impl DataflowService for MyDataflowService {
         &self,
         request: Request<DeleteRowRequest>,
     ) -> Result<Response<()>, Status> {
-        println!("Got a request: {:?}", request);
+        info!("Got a request: {:?}", request);
+
         let req = request.into_inner(); 
 
         let mut collections = COLLECTIONS.lock().await;
@@ -390,7 +397,8 @@ impl DataflowService for MyDataflowService {
         &self,
         request: Request<AddCollectionRequest>,
     ) -> Result<Response<()>, Status> {
-        println!("Got a request: {:?}", request);
+        info!("Got a request: {:?}", request);
+
 
         let reply: () = ();
         let req = request.into_inner();
@@ -420,7 +428,8 @@ impl DataflowService for MyDataflowService {
         &self,
         request: Request<DeleteCollectionRequest>,
     ) -> Result<Response<()>, Status> {
-        println!("Got a request: {:?}", request);
+        info!("Got a request: {:?}", request);
+
         let req = request.into_inner();
         
         let mut collections = COLLECTIONS.lock().await;
@@ -440,7 +449,8 @@ impl DataflowService for MyDataflowService {
         &self,
         request: Request<RunDataflowRequest>,
     ) -> Result<Response<Self::RunDataflowStream>, Status> {
-        println!("Got a request: {:?}", request);
+        info!("Got a request: {:?}", request);
+
         let req = request.into_inner();
         
         if let Ok(vec) = run_dataflow_so(req.so_path, req.fn_name).await {
@@ -448,17 +458,17 @@ impl DataflowService for MyDataflowService {
                 let mut wtr = csv::WriterBuilder::new()
                     .delimiter(b',')
                     .from_path(req.output_csv_path).map_err(|e| {
-                        eprintln!("Failed to create CSV writer: {:?}", e);
+                        error!("Failed to create CSV writer: {:?}", e);
                         Status::internal("Failed to create CSV writer")
                     })?;
                 for row in vec.iter() {
                     wtr.write_record(row).map_err(|e| {
-                        eprintln!("Failed to write record to CSV: {:?}", e);
+                        error!("Failed to write record to CSV: {:?}", e);
                         Status::internal("Failed to write record to CSV")
                     })?;
                 }
                 wtr.flush().map_err(|e| {
-                    eprintln!("Failed to flush CSV writer: {:?}", e);
+                    error!("Failed to flush CSV writer: {:?}", e);
                     Status::internal("Failed to flush CSV writer")
                 })?;
                 return Ok(Response::new(tokio_stream::iter(vec![])));
@@ -468,7 +478,7 @@ impl DataflowService for MyDataflowService {
                     Ok(RunDataflowResponse { row: row })
                 }).collect();
         
-
+                info!("{:?}", responses);
                 let stream = iter(responses);
                 let response_stream = tonic::Response::new(stream);
                 return Ok(response_stream);
@@ -482,6 +492,7 @@ impl DataflowService for MyDataflowService {
 
 #[tokio::main]
 async fn main() -> Result<(), Box<dyn std::error::Error>> {
+    env_logger::init();
     let bind_ip = env::var("BIND_IP").unwrap_or_else(|_| "127.0.0.1".to_string());
     let bind_port = env::var("BIND_PORT").unwrap_or_else(|_| "50051".to_string());
     let addr_string = format!("{}:{}", bind_ip, bind_port);
@@ -499,13 +510,13 @@ async fn main() -> Result<(), Box<dyn std::error::Error>> {
 async fn run_dataflow_so(so_path: String, fn_name: String) -> Result<Vec<Vec<String>>, Status> {
     unsafe {
         let lib = Library::new(&so_path).map_err(|e| {
-            eprintln!("Failed to load library from path {}: {:?}", so_path, e);
+            error!("Failed to load library from path {}: {:?}", so_path, e);
             Status::not_found("Failed to load shared library")
         })?;
         let function: Symbol<unsafe extern "Rust" fn(&HashMap<String, Vec<Vec<String>>>) -> Vec<Vec<String>>> = match lib.get(fn_name.as_bytes()) {
             Ok(func) => func,
             Err(e) => {
-                eprintln!("Failed to get function {}: {:?}", fn_name, e);
+                error!("Failed to get function {}: {:?}", fn_name, e);
                 std::mem::drop(lib); // Drop the library before returning
                 return Err(Status::not_found("Failed to get function from library"));
             }
diff --git a/spannerflow/templates/ie_map.rs.jinja2 b/spannerflow/templates/ie_map.rs.jinja2
index 126cd79..9fb12d4 100644
--- a/spannerflow/templates/ie_map.rs.jinja2
+++ b/spannerflow/templates/ie_map.rs.jinja2
@@ -15,7 +15,7 @@ let {{ output_node }} = {{ prev_node}}
                                         }
                                     },
                                     Err(e) => {
-                                        eprintln!("Failed to run IE function: {}", e); // Log the error
+                                        error!("Failed to run IE function: {}", e); // Log the error
                                     }
                                 }                            
                             })
diff --git a/spannerflow/templates/remote_aggregate.rs.jinja2 b/spannerflow/templates/remote_aggregate.rs.jinja2
index d43b4d0..b54cc92 100644
--- a/spannerflow/templates/remote_aggregate.rs.jinja2
+++ b/spannerflow/templates/remote_aggregate.rs.jinja2
@@ -15,7 +15,7 @@ let {{ output_node }} = {{ prev_node}}
                                         }
                                     },
                                     Err(e) => {
-                                        eprintln!("Failed to run Agg function: {}", e); // Log the error
+                                        error!("Failed to run Agg function: {}", e); // Log the error
                                     }
                                 }                            
                             })
diff --git a/spannerflow/templates/rust_dataflow.rs.jinja2 b/spannerflow/templates/rust_dataflow.rs.jinja2
index 5240c85..416ebad 100644
--- a/spannerflow/templates/rust_dataflow.rs.jinja2
+++ b/spannerflow/templates/rust_dataflow.rs.jinja2
@@ -9,11 +9,10 @@ use differential_dataflow::input::{InputSession ,Input};
 use differential_dataflow::operators::*;
 
 use tonic::Request;
-
+use log::{info, error};
 use ordered_float::OrderedFloat;
 
 use futures::stream::{self};
-use chrono::Local;
 use tokio::runtime::Runtime;
 
 use dataflow::function_service_client::FunctionServiceClient;
@@ -118,8 +117,7 @@ fn run_agg_function(address: String, function_name: String, data: Vec<Vec<String
 
 #[no_mangle]
 pub extern "C" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<String>>>) -> Vec<Vec<String>>{
-    let mut now = Local::now();
-    println!("{} Started Running", now);
+    info!("Started Running");
     {% for key,value in sources.items() %}
         {% if value["op"] == "get_rel" %}let collection_{{ value['name'] }} = collections.get("{{ value['name'] }}").unwrap().clone();{% endif %}
     {% endfor %}
@@ -131,7 +129,7 @@ pub extern "C" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<Strin
         let worker_index = worker.index(); // Current worker's index
         let total_workers = worker.peers(); // Total number of workers (threads)
         
-        println!("Worker {} of {}", worker_index, total_workers);
+        info!("Worker {} of {}", worker_index, total_workers);
 
         {% for key,value in sources.items() %}
             let mut input_{{value['name']}}: InputSession::<usize, ({% for element in value['schema'] %}{{ element }}{% if not loop.last %}, {% endif %}{% endfor %}), isize> = InputSession::new();
@@ -162,7 +160,6 @@ pub extern "C" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<Strin
             {% endif %}
             {% endfor %}
         });
-        now = Local::now();
-        println!("{} Finished Running", now);
+        info!("Finished Running");
         return output.lock().unwrap().clone();
 }

From 79811a3f31eb087d904e901a600943e5c36f63d9 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 16 Dec 2024 02:34:49 +0200
Subject: [PATCH 245/277] WIP

---
 nbs/60_engine.ipynb                           | 5 +++--
 spannerflow/engine.py                         | 5 +++--
 spannerflow/templates/rust_dataflow.rs.jinja2 | 3 ++-
 3 files changed, 8 insertions(+), 5 deletions(-)

diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index bd13622..e6ac056 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -210,10 +210,11 @@
     "            with open(self._config.RUST_SERVER_LOG_PATH, \"a\") as log_file:\n",
     "                env = os.environ.copy()\n",
     "                env[\"BIND_PORT\"] = str(self._config.DATAFLOW_PORT)\n",
-    "                env[\"RUST_LOG\"] = \"info\"\n",
+    "                env[\"RUST_LOG\"] = \"trace\"\n",
     "                env[\"RUST_LOG_STYLE\"] = \"never\"\n",
+    "                env[\"RUST_BACKTRACE\"] = \"1\"\n",
     "                self._rust_server_process = subprocess.Popen(\n",
-    "                    [str(server_path), \"-w\", \"4\"],\n",
+    "                    [str(server_path), \"-w\", \"1\"],\n",
     "                    stdout=log_file,\n",
     "                    stderr=log_file,\n",
     "                    env=env,\n",
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 0c3bb7a..a2c4b29 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -166,10 +166,11 @@ def inner() -> None:
             with open(self._config.RUST_SERVER_LOG_PATH, "a") as log_file:
                 env = os.environ.copy()
                 env["BIND_PORT"] = str(self._config.DATAFLOW_PORT)
-                env["RUST_LOG"] = "info"
+                env["RUST_LOG"] = "trace"
                 env["RUST_LOG_STYLE"] = "never"
+                env["RUST_BACKTRACE"] = "1"
                 self._rust_server_process = subprocess.Popen(
-                    [str(server_path), "-w", "4"],
+                    [str(server_path), "-w", "1"],
                     stdout=log_file,
                     stderr=log_file,
                     env=env,
diff --git a/spannerflow/templates/rust_dataflow.rs.jinja2 b/spannerflow/templates/rust_dataflow.rs.jinja2
index 416ebad..cf3f592 100644
--- a/spannerflow/templates/rust_dataflow.rs.jinja2
+++ b/spannerflow/templates/rust_dataflow.rs.jinja2
@@ -116,7 +116,8 @@ fn run_agg_function(address: String, function_name: String, data: Vec<Vec<String
 }
 
 #[no_mangle]
-pub extern "C" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<String>>>) -> Vec<Vec<String>>{
+pub extern "Rust" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<String>>>) -> Vec<Vec<String>>{
+    env_logger::init();
     info!("Started Running");
     {% for key,value in sources.items() %}
         {% if value["op"] == "get_rel" %}let collection_{{ value['name'] }} = collections.get("{{ value['name'] }}").unwrap().clone();{% endif %}

From 2e85df16a62da6ab000478ff52cf641f292e5908 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 16 Dec 2024 03:56:06 +0200
Subject: [PATCH 246/277] WIP

---
 nbs/15_span.ipynb                             | 14 ++++++++++++++
 spannerflow/rust_server/src/main.rs           | 10 ++++++++--
 spannerflow/rust_span/src/lib.rs              |  2 +-
 spannerflow/span.py                           | 14 ++++++++++++++
 spannerflow/templates/rust_dataflow.rs.jinja2 |  4 ++--
 5 files changed, 39 insertions(+), 5 deletions(-)

diff --git a/nbs/15_span.ipynb b/nbs/15_span.ipynb
index 5976c65..cc17ee3 100644
--- a/nbs/15_span.ipynb
+++ b/nbs/15_span.ipynb
@@ -161,6 +161,10 @@
     "            self.start = sub_span.start\n",
     "            self.end = sub_span.end\n",
     "            self.name = sub_span.name\n",
+    "            if sub_span.from_registry:\n",
+    "                self.from_registry = True\n",
+    "                self.doc_start = sub_span.doc_start\n",
+    "                self.doc_end = sub_span.doc_end\n",
     "\n",
     "        else:\n",
     "            if isinstance(doc, Path):\n",
@@ -203,6 +207,16 @@
     "            raise ValueError(\n",
     "                f\"End index greater than length of span, got end: {end}, length: {len(self)}\"\n",
     "            )\n",
+    "        if self.from_registry:\n",
+    "            return Span(\n",
+    "                self.doc,\n",
+    "                self.doc_start + start,\n",
+    "                self.doc_start + end,\n",
+    "                name=self.name,\n",
+    "                from_registry=True,\n",
+    "                doc_start=self.doc_start,\n",
+    "                doc_end=self.doc_end,\n",
+    "            )\n",
     "        return Span(self.doc, self.start + start, self.start + end, name=self.name)\n",
     "\n",
     "    # @property\n",
diff --git a/spannerflow/rust_server/src/main.rs b/spannerflow/rust_server/src/main.rs
index 94174ee..b06e805 100644
--- a/spannerflow/rust_server/src/main.rs
+++ b/spannerflow/rust_server/src/main.rs
@@ -513,7 +513,7 @@ async fn run_dataflow_so(so_path: String, fn_name: String) -> Result<Vec<Vec<Str
             error!("Failed to load library from path {}: {:?}", so_path, e);
             Status::not_found("Failed to load shared library")
         })?;
-        let function: Symbol<unsafe extern "Rust" fn(&HashMap<String, Vec<Vec<String>>>) -> Vec<Vec<String>>> = match lib.get(fn_name.as_bytes()) {
+        let function: Symbol<unsafe extern "Rust" fn(&HashMap<String, Vec<Vec<String>>>) -> Result<Vec<Vec<String>>, Box<dyn std::error::Error>>> = match lib.get(fn_name.as_bytes()) {
             Ok(func) => func,
             Err(e) => {
                 error!("Failed to get function {}: {:?}", fn_name, e);
@@ -525,7 +525,13 @@ async fn run_dataflow_so(so_path: String, fn_name: String) -> Result<Vec<Vec<Str
         // Acquire the lock on collections
         let collections_guard = COLLECTIONS.lock().await;
 
-        let output: Vec<Vec<String>> = function(&*collections_guard);
+        let output: Vec<Vec<String>> = match function(&*collections_guard) {
+            Ok(output) => output,
+            Err(e) => {
+                error!("Failed to run function {}: {:?}", fn_name, e);
+                return Err(Status::internal("Failed to run function"));
+            }
+        };
         // Drop the library immediately after using it
         std::mem::drop(lib);
         return Ok(output)
diff --git a/spannerflow/rust_span/src/lib.rs b/spannerflow/rust_span/src/lib.rs
index 1e7344d..74d9e2b 100644
--- a/spannerflow/rust_span/src/lib.rs
+++ b/spannerflow/rust_span/src/lib.rs
@@ -138,7 +138,7 @@ impl FromStr for Span {
     type Err = SpanParseError;
 
     fn from_str(s: &str) -> Result<Self, Self::Err>  {
-        let re = Regex::new(r#"\[@(\w+),(\d+),(\d+)\) "(.+)""#).unwrap();
+        let re = Regex::new(r#"\[@(\w+),(\d+),(\d+)\) "(.*)""#).unwrap();
         if let Ok(Some(caps)) = re.captures(s) {
             let name = caps.get(1).unwrap().as_str().to_string();
             let start = caps.get(2).unwrap().as_str().parse::<usize>().unwrap();
diff --git a/spannerflow/span.py b/spannerflow/span.py
index d9d8784..e1eb9e2 100644
--- a/spannerflow/span.py
+++ b/spannerflow/span.py
@@ -91,6 +91,10 @@ def __init__(
             self.start = sub_span.start
             self.end = sub_span.end
             self.name = sub_span.name
+            if sub_span.from_registry:
+                self.from_registry = True
+                self.doc_start = sub_span.doc_start
+                self.doc_end = sub_span.doc_end
 
         else:
             if isinstance(doc, Path):
@@ -133,6 +137,16 @@ def slice(self, start=None, end=None):
             raise ValueError(
                 f"End index greater than length of span, got end: {end}, length: {len(self)}"
             )
+        if self.from_registry:
+            return Span(
+                self.doc,
+                self.doc_start + start,
+                self.doc_start + end,
+                name=self.name,
+                from_registry=True,
+                doc_start=self.doc_start,
+                doc_end=self.doc_end,
+            )
         return Span(self.doc, self.start + start, self.start + end, name=self.name)
 
     # @property
diff --git a/spannerflow/templates/rust_dataflow.rs.jinja2 b/spannerflow/templates/rust_dataflow.rs.jinja2
index cf3f592..b174c7c 100644
--- a/spannerflow/templates/rust_dataflow.rs.jinja2
+++ b/spannerflow/templates/rust_dataflow.rs.jinja2
@@ -116,7 +116,7 @@ fn run_agg_function(address: String, function_name: String, data: Vec<Vec<String
 }
 
 #[no_mangle]
-pub extern "Rust" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<String>>>) -> Vec<Vec<String>>{
+pub extern "Rust" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<String>>>) -> Result<Vec<Vec<String>>, Box<dyn std::error::Error>>{
     env_logger::init();
     info!("Started Running");
     {% for key,value in sources.items() %}
@@ -162,5 +162,5 @@ pub extern "Rust" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<St
             {% endfor %}
         });
         info!("Finished Running");
-        return output.lock().unwrap().clone();
+        return Ok(output.lock().unwrap().clone());
 }

From 559073b01ca941554225af9e98e2cedcd61db6ed Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Tue, 17 Dec 2024 00:42:17 +0200
Subject: [PATCH 247/277] WIP

---
 spannerflow/rust_lib/src/std_ie_functions.rs | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/spannerflow/rust_lib/src/std_ie_functions.rs b/spannerflow/rust_lib/src/std_ie_functions.rs
index 84d2236..630ba88 100644
--- a/spannerflow/rust_lib/src/std_ie_functions.rs
+++ b/spannerflow/rust_lib/src/std_ie_functions.rs
@@ -1,25 +1,26 @@
 use std::sync::Arc;
 use fancy_regex::Regex;
+
 extern crate rust_span;
 use rust_span::{from_span, Span};
 
+
 fn rgx(pattern: &str, text: &str, span: &Span) -> impl Iterator<Item = Vec<Span>> {
     let re = Regex::new(pattern).unwrap();
     let mut outer_vec = Vec::new();
     let mut start = 0;
-
     // Use a loop to manually iterate over matches
     while let Ok(Some(caps)) = re.captures_from_pos(text, start) {
         let mut inner_vec = Vec::new();
         if caps.len() == 1 {
             if let Some(m) = caps.get(0) {
-            inner_vec.push(from_span(&span, m.start(), m.end()));
-            start = m.end(); // Move to the end of the current match
+                inner_vec.push(Span::new(span.get_doc().clone(), m.start(), m.end(), span.get_name()));
+                start = m.end(); // Move to the end of the current match
             }
         } else {
             for i in 1..caps.len() {
             if let Some(m) = caps.get(i) {
-                inner_vec.push(from_span(&span, m.start(), m.end()));
+                inner_vec.push(Span::new(span.get_doc().clone(), m.start(), m.end(), span.get_name()));
             }
             }
             if let Some(m) = caps.get(0) {

From ed21baf784affbec30949a72b6119bc45ccaac15 Mon Sep 17 00:00:00 2001
From: Ido Tarazi <itarazi@thousandeyes.com>
Date: Thu, 19 Dec 2024 18:15:54 +0200
Subject: [PATCH 248/277] rgx-fix

---
 spannerflow/rust_lib/src/std_ie_functions.rs | 25 +++++++++++++++++---
 1 file changed, 22 insertions(+), 3 deletions(-)

diff --git a/spannerflow/rust_lib/src/std_ie_functions.rs b/spannerflow/rust_lib/src/std_ie_functions.rs
index 630ba88..1ec7a14 100644
--- a/spannerflow/rust_lib/src/std_ie_functions.rs
+++ b/spannerflow/rust_lib/src/std_ie_functions.rs
@@ -14,13 +14,13 @@ fn rgx(pattern: &str, text: &str, span: &Span) -> impl Iterator<Item = Vec<Span>
         let mut inner_vec = Vec::new();
         if caps.len() == 1 {
             if let Some(m) = caps.get(0) {
-                inner_vec.push(Span::new(span.get_doc().clone(), m.start(), m.end(), span.get_name()));
+                inner_vec.push(from_span(span, m.start(), m.end()));
                 start = m.end(); // Move to the end of the current match
             }
         } else {
             for i in 1..caps.len() {
             if let Some(m) = caps.get(i) {
-                inner_vec.push(Span::new(span.get_doc().clone(), m.start(), m.end(), span.get_name()));
+                inner_vec.push(from_span(span, m.start(), m.end()));
             }
             }
             if let Some(m) = caps.get(0) {
@@ -41,7 +41,7 @@ pub fn rgx_str_span(pattern: &str, text: &str) -> impl Iterator<Item = Vec<Span>
 }
 
 pub fn rgx_span_span(pattern: &str, span: &Span) -> impl Iterator<Item = Vec<Span>> {
-    rgx(pattern, &span.get_doc(), span)
+    rgx(pattern, &span.as_str(), span)
 }
 
 pub fn span_as_str(span: &Span) -> impl Iterator<Item = String> {
@@ -277,6 +277,25 @@ mod tests {
     }
 
 
+    #[test]
+    fn test_weired_regex(){
+        let doc = Arc::new("patient presents to be tested for COVID-19. His family recently tested positive for COVID-19.".to_string());
+        let span: Span = Span::new(doc, 0, 93 , "".to_string());
+        let subspan1 = from_span(&span, 0, 43);
+        let subspan2 = from_span(&span, 44, 93);
+        println!("Subspan: {}", subspan1.as_str());
+        println!("Subspan: {}", subspan2.as_str());
+
+        let patt = r"(?i)(?:(?:(?:test(?:\S+)?)?positive(?: for)?|notif(?:y|ied) of positive (?:results?|test(?:\S+)?|status))(?: (?!)\S+)*? COVID-19)";
+        let result1 = rgx_span_span(patt, &subspan1).collect::<Vec<_>>();
+        assert_eq!(result1.len(), 0);
+ 
+        let result2 = rgx_span_span(patt, &subspan2).collect::<Vec<_>>();
+        println!("{:?}", result2[0][0]);
+        assert_eq!(result2.len(), 1);
+        assert_eq!(result2[0][0], from_span(&span, 71, 92))
 
+        
+    }
 
 }
\ No newline at end of file

From 81814f6e5dfffeca27df93ae66950ecc2b31e59d Mon Sep 17 00:00:00 2001
From: Ido Tarazi <itarazi@thousandeyes.com>
Date: Sat, 28 Dec 2024 16:14:10 +0200
Subject: [PATCH 249/277] changed rgx to pcre2

---
 spannerflow/Cargo.toml                        |   1 +
 spannerflow/rust_span/Cargo.toml              |   1 +
 spannerflow/rust_span/src/lib.rs              | 350 +-----------------
 spannerflow/rust_span/src/mod.rs              |   2 +
 spannerflow/rust_span/src/span.rs             | 348 +++++++++++++++++
 .../src/std_ie.rs}                            | 123 ++++--
 spannerflow/templates/rust_dataflow.rs.jinja2 |   3 -
 7 files changed, 443 insertions(+), 385 deletions(-)
 create mode 100644 spannerflow/rust_span/src/mod.rs
 create mode 100644 spannerflow/rust_span/src/span.rs
 rename spannerflow/{rust_lib/src/std_ie_functions.rs => rust_span/src/std_ie.rs} (74%)

diff --git a/spannerflow/Cargo.toml b/spannerflow/Cargo.toml
index 747735d..813e4d1 100644
--- a/spannerflow/Cargo.toml
+++ b/spannerflow/Cargo.toml
@@ -26,6 +26,7 @@ tokio-stream = "0.1.16"
 tonic = "0.12.3"
 log = "0.4.22"
 env_logger = "0.11.5"
+pcre2 = "0.2.9"
 
 [workspace.metadata.marker.lints]
 marker_lints = "0.5.0"
diff --git a/spannerflow/rust_span/Cargo.toml b/spannerflow/rust_span/Cargo.toml
index eb08668..6541836 100644
--- a/spannerflow/rust_span/Cargo.toml
+++ b/spannerflow/rust_span/Cargo.toml
@@ -9,6 +9,7 @@ crate-type = ["dylib"]
 [dependencies]
 lazy_static = { workspace = true }
 fancy-regex = { workspace = true }
+pcre2 = { workspace = true }
 sha1 = { workspace = true }
 hex = { workspace = true }
 serde = { workspace = true }
diff --git a/spannerflow/rust_span/src/lib.rs b/spannerflow/rust_span/src/lib.rs
index 74d9e2b..051aeae 100644
--- a/spannerflow/rust_span/src/lib.rs
+++ b/spannerflow/rust_span/src/lib.rs
@@ -1,347 +1,9 @@
-use std::collections::HashMap;
-use std::cmp::Ordering;
-use std::hash::Hash;
-use std::sync;
-use std::sync::Arc;
-use std::str::FromStr;
-use sha1::{Sha1, Digest};
-use hex;
-use fancy_regex::Regex;
+mod std_ie;
+mod span;
+
+pub use span::*;
+pub use std_ie::*;
 
 #[macro_use]
 extern crate serde_derive;
-extern crate serde;
-
-lazy_static::lazy_static! {
-    // change id to string, value need to be Arc<string>
-    static ref DOCUMENTS: sync::Mutex<HashMap<String, sync::Arc<String>>> = sync::Mutex::new(HashMap::new());
-}
-
-// change id to string, change to dylib - change to get/add: if exists return pointer if not, create one.
-#[no_mangle]
-pub fn add_document(id: String, doc: sync::Arc<String>) {
-    let mut documents = DOCUMENTS.lock().unwrap();
-    //println!("Adding document: {}", documents.len());
-    documents.insert(id, doc);
-}
-// change to get_span - input id, start, end- return copy of substring of document. expose this to the API
-#[no_mangle]
-pub fn get_document(id: String) -> Option<sync::Arc<String>> {
-    let documents = DOCUMENTS.lock().unwrap();
-    //println!("getting document: {}", documents.len());
-    match documents.get(&id) {
-        Some(doc) => Some(sync::Arc::clone(doc)),
-        None => None,
-    }
-}
-
-
-fn small_hash(txt: &str, length: usize) -> String {
-    let mut hasher = Sha1::new();
-    hasher.update(txt.as_bytes());
-    let results = hasher.finalize();
-    hex::encode(results)[..length].to_string()
-}
-
-#[derive(Debug)]
-pub enum SpanParseError {
-    InvalidFormat,
-    ParseIntError,
-}
-
-/// A struct that represents a span of text in a document.
-#[derive(Clone, Serialize, Deserialize, Hash)]
-pub struct Span {
-    doc: Arc<String>,
-    start: usize,
-    end: usize,
-    name: String,
-}
-
-impl Span {
-    /// 
-    pub fn new(doc: Arc<String>, start: usize, end: usize, name: String) -> Span {
-        let mut span_name = name;
-        if span_name.is_empty() {
-            span_name = small_hash(&doc[start..end], 6);
-        }
-        Span {
-            doc,
-            start,
-            end,
-            name: span_name,
-        }
-    }
-
-    pub fn from_path(path: &str) -> Span {
-        let doc_string = std::fs::read_to_string(path).unwrap();
-        let file_name = std::path::Path::new(path)
-            .file_name()
-            .unwrap()
-            .to_str()
-            .unwrap()
-            .to_string();
-        let end = doc_string.len();
-        let doc = Arc::new(doc_string);
-        Span::new(doc, 0, end, file_name)
-    }
-
-    fn slice(&self, start: usize, end: usize) -> Span {
-        if start > end {
-            panic!(
-                "Start index greater than end index, got start: {}, end: {}",
-                start, end
-            );
-        }
-        if end > self.doc.len() {
-            panic!(
-                "End index greater than length of span, got end: {}, length: {}",
-                end, self.doc.len()
-            );
-        }
-
-        Span {
-            doc: self.doc.clone(),
-            start: self.start + start,
-            end: self.start + end,
-            name: self.name.clone(),
-        }
-        
-    }
-
-    pub fn len(&self) -> usize {
-        self.end - self.start
-    }
-    
-    pub fn get_doc(&self) -> Arc<String> {
-        self.doc.clone()
-    }
-
-    pub fn get_start(&self) -> usize {
-        self.start
-    }
-
-    pub fn get_end(&self) -> usize {
-        self.end
-    }
-
-    pub fn get_name(&self) -> String {
-        self.name.clone()
-    }
-
-    pub fn as_str(&self) -> &str {
-        &self.doc[self.start..self.end]
-    }
-}
-
-impl FromStr for Span {
-    type Err = SpanParseError;
-
-    fn from_str(s: &str) -> Result<Self, Self::Err>  {
-        let re = Regex::new(r#"\[@(\w+),(\d+),(\d+)\) "(.*)""#).unwrap();
-        if let Ok(Some(caps)) = re.captures(s) {
-            let name = caps.get(1).unwrap().as_str().to_string();
-            let start = caps.get(2).unwrap().as_str().parse::<usize>().unwrap();
-            let end = caps.get(3).unwrap().as_str().parse::<usize>().unwrap();
-            let text = caps.get(4).unwrap().as_str().to_string();
-            // println!("name: {}, start: {}, end: {} text: {}", name.clone(), start, end, text);
-            let document = get_document(name.clone());
-            match document {
-                Some(doc) => {
-                    return Ok(Span::new(doc, start, end, name));
-                },
-                None => {
-                    let doc = Arc::new(text.clone());
-                    add_document(name.clone(), text.clone().into());
-                    return Ok(Span::new(doc, start, end, name));
-                }
-            }
-        }
-        else {
-            eprintln!("Invalid format for span: {}", s);
-            Err(SpanParseError::InvalidFormat)
-        }
-        // regex extraction of span paramters.
-        // check if documentid exists in documet registry
-        // if not add document to registry
-        // return span with arc<string> to the document      
-    }
-}
-
-impl std::fmt::Debug for Span{
-    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
-        write!(f, "[@{},{},{}) \"{}\"", self.name, self.start, self.end, &self.doc[self.start..self.end])
-    }
-}
-
-impl std::fmt::Display for Span {
-    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
-        write!(f, "[@{},{},{}) \"{}\"", self.name, self.start, self.end, &self.doc[self.start..self.end])
-    }
-}
-
-impl<'a> PartialEq for Span {
-    fn eq(&self, other: &Self) -> bool {
-        self.start == other.start && self.end == other.end && self.name == other.name
-    }
-}
-
-impl<'a> Eq for Span {}
-
-impl PartialOrd for Span {
-    fn partial_cmp(&self, other: &Self) -> Option<Ordering> {
-        Some(self.cmp(other))
-    }
-}
-
-/// Ord implementation for Span, needed for dataflow to work
-impl Ord for Span {
-    fn cmp(&self, other: &Self) -> Ordering {
-        self.doc.cmp(&other.doc)
-            .then_with(|| self.start.cmp(&other.start))
-            .then_with(|| self.end.cmp(&other.end))
-    }
-}
-
-/// Create a new span from an existing span
-pub fn from_span(span: &Span, start: usize, end: usize) -> Span {
-    span.slice(start, end)
-}
-
-mod tests {
-    use super::*;
-    use std::fs::File;
-    use std::io::Write;
-
-    #[test]
-    fn test_span_new() {
-        let doc = Arc::new("Hello, world!".to_string());
-        let span = Span::new(doc.clone(), 0, 5, "greeting".to_string());
-        assert_eq!(span.get_doc(), doc);
-        assert_eq!(span.get_start(), 0);
-        assert_eq!(span.get_end(), 5);
-        assert_eq!(span.get_name(), "greeting");
-        assert_eq!(span.as_str(), "Hello");
-    }
-
-    #[test]
-    fn test_span_slice() {
-        let doc = Arc::new("Hello, world!".to_string());
-        let span = Span::new(doc.clone(), 0, 12, "greeting".to_string());
-        let sliced_span = span.slice(7, 12);
-        assert_eq!(sliced_span.get_doc(), doc);
-        assert_eq!(sliced_span.get_start(), 7);
-        assert_eq!(sliced_span.get_end(), 12);
-        assert_eq!(sliced_span.get_name(), "greeting");
-        assert_eq!(sliced_span.as_str(), "world");
-    }
-
-    #[test]
-    #[should_panic(expected = "Start index greater than end index")]
-    fn test_span_slice_invalid_indices() {
-        let doc = Arc::new("Hello, world!".to_string());
-        let span = Span::new(doc.clone(), 0, 12, "greeting".to_string());
-        span.slice(12, 7);
-    }
-
-    #[test]
-    fn test_span_len() {
-        let doc = Arc::new("Hello, world!".to_string());
-        let span = Span::new(doc.clone(), 0, 5, "greeting".to_string());
-        assert_eq!(span.len(), 5);
-    }
-
-    #[test]
-    fn test_span_from_str() {
-        let span_str = r#"[@greeting,0,5) "Hello""#;
-        let span = Span::from_str(span_str).unwrap();
-        assert_eq!(span.get_name(), "greeting");
-        assert_eq!(span.get_start(), 0);
-        assert_eq!(span.get_end(), 5);
-        assert_eq!(span.as_str(), "Hello");
-    }
-
-    #[test]
-    fn test_span_display() {
-        let doc = Arc::new("Hello, world!".to_string());
-        let span = Span::new(doc.clone(), 0, 5, "greeting".to_string());
-        assert_eq!(format!("{}", span), r#"[@greeting,0,5) "Hello""#);
-    }
-
-    #[test]
-    fn test_span_debug() {
-        let doc = Arc::new("Hello, world!".to_string());
-        let span = Span::new(doc.clone(), 0, 5, "greeting".to_string());
-        assert_eq!(format!("{:?}", span), r#"[@greeting,0,5) "Hello""#);
-    }
-
-    #[test]
-    fn test_span_partial_eq() {
-        let doc = Arc::new("Hello, world!".to_string());
-        let span1 = Span::new(doc.clone(), 0, 5, "greeting".to_string());
-        let span2 = Span::new(doc.clone(), 0, 5, "greeting".to_string());
-        assert_eq!(span1, span2);
-    }
-
-    #[test]
-    fn test_span_ord() {
-        let doc = Arc::new("Hello, world!".to_string());
-        let span1 = Span::new(doc.clone(), 0, 5, "greeting".to_string());
-        let span2 = Span::new(doc.clone(), 6, 12, "world".to_string());
-        assert!(span1 < span2);
-    }
-
-    #[test]
-    fn test_from_path() {
-        let tmp_file_path = "/tmp/test_document.txt";
-        let mut file = File::create(tmp_file_path).unwrap();
-        writeln!(file, "Hello, world!").unwrap();
-
-        let span = Span::from_path(tmp_file_path);
-        assert_eq!(span.get_name(), "test_document.txt");
-        assert_eq!(span.get_start(), 0);
-        assert_eq!(span.get_end(), 14);
-
-        let sub_span = span.slice(7, 12);
-        assert_eq!(sub_span.get_name(), "test_document.txt");
-        assert_eq!(sub_span.get_start(), 7);
-        
-        
-        std::fs::remove_file(tmp_file_path).unwrap();
-    }
-    
-    // Enable this test after implementing document registry
-    #[test]
-    fn test_span_from_str_with_new_document() {
-       let span_str = r#"[@doc1,0,13) "Hello, world!""#;
-       let span = Span::from_str(span_str).unwrap();
-       assert_eq!(span.get_name(), "doc1");
-       assert_eq!(span.get_start(), 0);
-       assert_eq!(span.get_end(), 13);
-       assert_eq!(span.as_str(), "Hello, world!");
-
-       let sub_span_str = r#"[@doc1,7,12) "world""#;
-       let sub_span = Span::from_str(sub_span_str).unwrap();
-       assert_eq!(sub_span.get_name(), "doc1");
-       assert_eq!(sub_span.get_start(), 7);
-       assert_eq!(sub_span.get_end(), 12);
-       assert_eq!(sub_span.as_str(), "world");
-    }
-
-    #[test]
-    fn test_doc_registry_add_document() {
-        let doc = Arc::new("Hello, world!".to_string());
-        add_document("doc1".to_string(), doc.clone());
-        let doc_from_registry = get_document("doc1".to_string()).unwrap();
-        assert_eq!(doc, doc_from_registry);
-    }
-
-    #[test]
-    fn test_doc_registry_slice(){
-        let doc = Arc::new("patient was screened for cov-19. results came back positive.".to_string());
-        add_document("doc2".to_string(), doc.clone());
-        let doc_from_registry = get_document("doc2".to_string()).unwrap();
-        let span = Span::new(doc_from_registry.clone(), 8, 11, "doc2".to_string());
-        assert_eq!(span.as_str(), "was");  
-    }
-}
+extern crate serde;
\ No newline at end of file
diff --git a/spannerflow/rust_span/src/mod.rs b/spannerflow/rust_span/src/mod.rs
new file mode 100644
index 0000000..8ae6c48
--- /dev/null
+++ b/spannerflow/rust_span/src/mod.rs
@@ -0,0 +1,2 @@
+pub mod std_ie;
+pub mod span;
\ No newline at end of file
diff --git a/spannerflow/rust_span/src/span.rs b/spannerflow/rust_span/src/span.rs
new file mode 100644
index 0000000..159b112
--- /dev/null
+++ b/spannerflow/rust_span/src/span.rs
@@ -0,0 +1,348 @@
+use std::collections::HashMap;
+use std::cmp::Ordering;
+use std::hash::Hash;
+use std::sync;
+use std::sync::Arc;
+use std::str::FromStr;
+use sha1::{Sha1, Digest};
+use hex;
+use fancy_regex::Regex as FancyRegex;
+
+lazy_static::lazy_static! {
+    // change id to string, value need to be Arc<string>
+    static ref DOCUMENTS: sync::Mutex<HashMap<String, sync::Arc<String>>> = sync::Mutex::new(HashMap::new());
+}
+
+// change id to string, change to dylib - change to get/add: if exists return pointer if not, create one.
+#[no_mangle]
+pub fn add_document(id: String, doc: sync::Arc<String>) {
+    let mut documents = DOCUMENTS.lock().unwrap();
+    //println!("Adding document: {}", documents.len());
+    documents.insert(id, doc);
+}
+// change to get_span - input id, start, end- return copy of substring of document. expose this to the API
+#[no_mangle]
+pub fn get_document(id: String) -> Option<sync::Arc<String>> {
+    let documents = DOCUMENTS.lock().unwrap();
+    //println!("getting document: {}", documents.len());
+    match documents.get(&id) {
+        Some(doc) => Some(sync::Arc::clone(doc)),
+        None => None,
+    }
+}
+
+
+fn small_hash(txt: &str, length: usize) -> String {
+    let mut hasher = Sha1::new();
+    hasher.update(txt.as_bytes());
+    let results = hasher.finalize();
+    hex::encode(results)[..length].to_string()
+}
+
+#[derive(Debug)]
+pub enum SpanParseError {
+    InvalidFormat,
+    ParseIntError,
+}
+
+/// A struct that represents a span of text in a document.
+#[derive(Clone, Serialize, Deserialize, Hash)]
+pub struct Span {
+    doc: Arc<String>,
+    start: usize,
+    end: usize,
+    name: String,
+}
+
+impl Span {
+    /// 
+    pub fn new(doc: Arc<String>, start: usize, end: usize, name: String) -> Span {
+        let mut span_name = name;
+        if span_name.is_empty() {
+            span_name = small_hash(&doc[start..end], 6);
+        }
+        Span {
+            doc,
+            start,
+            end,
+            name: span_name,
+        }
+    }
+
+    pub fn from_path(path: &str) -> Span {
+        let doc_string = std::fs::read_to_string(path).unwrap();
+        let file_name = std::path::Path::new(path)
+            .file_name()
+            .unwrap()
+            .to_str()
+            .unwrap()
+            .to_string();
+        let end = doc_string.len();
+        let doc = Arc::new(doc_string);
+        Span::new(doc, 0, end, file_name)
+    }
+
+    fn slice(&self, start: usize, end: usize) -> Span {
+        if start > end {
+            panic!(
+                "Start index greater than end index, got start: {}, end: {}",
+                start, end
+            );
+        }
+        if end > self.doc.len() {
+            panic!(
+                "End index greater than length of span, got end: {}, length: {}",
+                end, self.doc.len()
+            );
+        }
+
+        Span {
+            doc: self.doc.clone(),
+            start: self.start + start,
+            end: self.start + end,
+            name: self.name.clone(),
+        }
+        
+    }
+
+    pub fn len(&self) -> usize {
+        self.end - self.start
+    }
+    
+    pub fn get_doc(&self) -> Arc<String> {
+        self.doc.clone()
+    }
+
+    pub fn get_start(&self) -> usize {
+        self.start
+    }
+
+    pub fn get_end(&self) -> usize {
+        self.end
+    }
+
+    pub fn get_name(&self) -> String {
+        self.name.clone()
+    }
+
+    pub fn as_str(&self) -> &str {
+        &self.doc[self.start..self.end]
+    }
+}
+
+impl FromStr for Span {
+    type Err = SpanParseError;
+
+    fn from_str(s: &str) -> Result<Self, Self::Err>  {
+        let re = FancyRegex::new(r#"\[@(\w+),(\d+),(\d+)\) "(.*)""#).unwrap();
+        if let Ok(Some(caps)) = re.captures(s) {
+            let name = caps.get(1).unwrap().as_str().to_string();
+            let start = caps.get(2).unwrap().as_str().parse::<usize>().unwrap();
+            let end = caps.get(3).unwrap().as_str().parse::<usize>().unwrap();
+            let text = caps.get(4).unwrap().as_str().to_string();
+            // println!("name: {}, start: {}, end: {} text: {}", name.clone(), start, end, text);
+            let document = get_document(name.clone());
+            match document {
+                Some(doc) => {
+                    return Ok(Span::new(doc, start, end, name));
+                },
+                None => {
+                    let doc = Arc::new(text.clone());
+                    add_document(name.clone(), text.clone().into());
+                    return Ok(Span::new(doc, start, end, name));
+                }
+            }
+        }
+        else {
+            eprintln!("Invalid format for span: {}", s);
+            Err(SpanParseError::InvalidFormat)
+        }
+        // regex extraction of span paramters.
+        // check if documentid exists in documet registry
+        // if not add document to registry
+        // return span with arc<string> to the document      
+    }
+}
+
+impl std::fmt::Debug for Span{
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        write!(f, "[@{},{},{}) \"{}\"", self.name, self.start, self.end, &self.doc[self.start..self.end])
+    }
+}
+
+impl std::fmt::Display for Span {
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        write!(f, "[@{},{},{}) \"{}\"", self.name, self.start, self.end, &self.doc[self.start..self.end])
+    }
+}
+
+impl<'a> PartialEq for Span {
+    fn eq(&self, other: &Self) -> bool {
+        self.start == other.start && self.end == other.end && self.name == other.name
+    }
+}
+
+impl<'a> Eq for Span {}
+
+impl PartialOrd for Span {
+    fn partial_cmp(&self, other: &Self) -> Option<Ordering> {
+        Some(self.cmp(other))
+    }
+}
+
+/// Ord implementation for Span, needed for dataflow to work
+impl Ord for Span {
+    fn cmp(&self, other: &Self) -> Ordering {
+        self.doc.cmp(&other.doc)
+            .then_with(|| self.start.cmp(&other.start))
+            .then_with(|| self.end.cmp(&other.end))
+    }
+}
+
+/// Create a new span from an existing span
+pub fn from_span(span: &Span, start: usize, end: usize) -> Span {
+    span.slice(start, end)
+}
+
+
+
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use std::sync::Arc;
+    use std::fs::File;
+    use std::io::Write;
+
+    #[test]
+    fn test_span_new() {
+        let doc = Arc::new("Hello, world!".to_string());
+        let span = Span::new(doc.clone(), 0, 5, "greeting".to_string());
+        assert_eq!(span.get_doc(), doc);
+        assert_eq!(span.get_start(), 0);
+        assert_eq!(span.get_end(), 5);
+        assert_eq!(span.get_name(), "greeting");
+        assert_eq!(span.as_str(), "Hello");
+    }
+
+    #[test]
+    fn test_span_slice() {
+        let doc = Arc::new("Hello, world!".to_string());
+        let span = Span::new(doc.clone(), 0, 12, "greeting".to_string());
+        let sliced_span = span.slice(7, 12);
+        assert_eq!(sliced_span.get_doc(), doc);
+        assert_eq!(sliced_span.get_start(), 7);
+        assert_eq!(sliced_span.get_end(), 12);
+        assert_eq!(sliced_span.get_name(), "greeting");
+        assert_eq!(sliced_span.as_str(), "world");
+    }
+
+    #[test]
+    #[should_panic(expected = "Start index greater than end index")]
+    fn test_span_slice_invalid_indices() {
+        let doc = Arc::new("Hello, world!".to_string());
+        let span = Span::new(doc.clone(), 0, 12, "greeting".to_string());
+        span.slice(12, 7);
+    }
+
+    #[test]
+    fn test_span_len() {
+        let doc = Arc::new("Hello, world!".to_string());
+        let span = Span::new(doc.clone(), 0, 5, "greeting".to_string());
+        assert_eq!(span.len(), 5);
+    }
+
+    #[test]
+    fn test_span_from_str() {
+        let span_str = r#"[@greeting,0,5) "Hello""#;
+        let span = Span::from_str(span_str).unwrap();
+        assert_eq!(span.get_name(), "greeting");
+        assert_eq!(span.get_start(), 0);
+        assert_eq!(span.get_end(), 5);
+        assert_eq!(span.as_str(), "Hello");
+    }
+
+    #[test]
+    fn test_span_display() {
+        let doc = Arc::new("Hello, world!".to_string());
+        let span = Span::new(doc.clone(), 0, 5, "greeting".to_string());
+        assert_eq!(format!("{}", span), r#"[@greeting,0,5) "Hello""#);
+    }
+
+    #[test]
+    fn test_span_debug() {
+        let doc = Arc::new("Hello, world!".to_string());
+        let span = Span::new(doc.clone(), 0, 5, "greeting".to_string());
+        assert_eq!(format!("{:?}", span), r#"[@greeting,0,5) "Hello""#);
+    }
+
+    #[test]
+    fn test_span_partial_eq() {
+        let doc = Arc::new("Hello, world!".to_string());
+        let span1 = Span::new(doc.clone(), 0, 5, "greeting".to_string());
+        let span2 = Span::new(doc.clone(), 0, 5, "greeting".to_string());
+        assert_eq!(span1, span2);
+    }
+
+    #[test]
+    fn test_span_ord() {
+        let doc = Arc::new("Hello, world!".to_string());
+        let span1 = Span::new(doc.clone(), 0, 5, "greeting".to_string());
+        let span2 = Span::new(doc.clone(), 6, 12, "world".to_string());
+        assert!(span1 < span2);
+    }
+
+    #[test]
+    fn test_from_path() {
+        let tmp_file_path = "/tmp/test_document.txt";
+        let mut file = File::create(tmp_file_path).unwrap();
+        writeln!(file, "Hello, world!").unwrap();
+
+        let span = Span::from_path(tmp_file_path);
+        assert_eq!(span.get_name(), "test_document.txt");
+        assert_eq!(span.get_start(), 0);
+        assert_eq!(span.get_end(), 14);
+
+        let sub_span = span.slice(7, 12);
+        assert_eq!(sub_span.get_name(), "test_document.txt");
+        assert_eq!(sub_span.get_start(), 7);
+        
+        
+        std::fs::remove_file(tmp_file_path).unwrap();
+    }
+    
+    // Enable this test after implementing document registry
+    #[test]
+    fn test_span_from_str_with_new_document() {
+       let span_str = r#"[@doc1,0,13) "Hello, world!""#;
+       let span = Span::from_str(span_str).unwrap();
+       assert_eq!(span.get_name(), "doc1");
+       assert_eq!(span.get_start(), 0);
+       assert_eq!(span.get_end(), 13);
+       assert_eq!(span.as_str(), "Hello, world!");
+
+       let sub_span_str = r#"[@doc1,7,12) "world""#;
+       let sub_span = Span::from_str(sub_span_str).unwrap();
+       assert_eq!(sub_span.get_name(), "doc1");
+       assert_eq!(sub_span.get_start(), 7);
+       assert_eq!(sub_span.get_end(), 12);
+       assert_eq!(sub_span.as_str(), "world");
+    }
+
+    #[test]
+    fn test_doc_registry_add_document() {
+        let doc = Arc::new("Hello, world!".to_string());
+        add_document("doc1".to_string(), doc.clone());
+        let doc_from_registry = get_document("doc1".to_string()).unwrap();
+        assert_eq!(doc, doc_from_registry);
+    }
+
+    #[test]
+    fn test_doc_registry_slice(){
+        let doc = Arc::new("patient was screened for cov-19. results came back positive.".to_string());
+        add_document("doc2".to_string(), doc.clone());
+        let doc_from_registry = get_document("doc2".to_string()).unwrap();
+        let span = Span::new(doc_from_registry.clone(), 8, 11, "doc2".to_string());
+        assert_eq!(span.as_str(), "was");  
+    }
+}
\ No newline at end of file
diff --git a/spannerflow/rust_lib/src/std_ie_functions.rs b/spannerflow/rust_span/src/std_ie.rs
similarity index 74%
rename from spannerflow/rust_lib/src/std_ie_functions.rs
rename to spannerflow/rust_span/src/std_ie.rs
index 1ec7a14..971d65e 100644
--- a/spannerflow/rust_lib/src/std_ie_functions.rs
+++ b/spannerflow/rust_span/src/std_ie.rs
@@ -1,35 +1,85 @@
+/// This module provides various functions for working with spans and regular expressions.
+/// It includes functions for matching, splitting, and deconstructing spans, as well as
+/// reading spans from files.
+///
+/// # Functions
+///
+/// - `rgx`: Matches a regex pattern against a text and returns an iterator over vectors of spans.
+/// - `rgx_str_span`: Matches a regex pattern against a text and returns an iterator over vectors of spans.
+/// - `rgx_span_span`: Matches a regex pattern against a span and returns an iterator over vectors of spans.
+/// - `span_as_str`: Converts a span to a string and returns an iterator over the string.
+/// - `span_contained`: Checks if one span is contained within another and returns an iterator over a boolean.
+/// - `deconstruct_span`: Deconstructs a span into its name, start, and end positions and returns an iterator over a tuple.
+/// - `rgx_is_match_str`: Checks if a regex pattern matches a text and returns an iterator over a boolean.
+/// - `rgx_is_match_span`: Checks if a regex pattern matches a span and returns an iterator over a boolean.
+/// - `rgx_split`: Splits a text based on a regex delimiter and returns an iterator over tuples of spans.
+/// - `rgx_split_str`: Splits a text based on a regex delimiter and returns an iterator over tuples of spans.
+/// - `rgx_split_span`: Splits a span based on a regex delimiter and returns an iterator over tuples of spans.
+/// - `read_span`: Reads a span from a file and returns an iterator over the span.
+///
+/// # Examples
+///
+/// ```
+/// use std::sync::Arc;
+/// use crate::span::{Span, from_span};
+///
+/// let s = "aaaaa@bbbbbbaa@bb";
+/// let span = Span::new(Arc::new(s.to_string()), 0, s.len(), "".to_string());
+///
+/// assert_eq!(rgx_str_span("(?P<c>(?P<a>a*)@(?P<b>b*))", s).collect::<Vec<_>>(),
+/// vec![
+///     vec![from_span(&span, 0, 12), from_span(&span, 0, 5), from_span(&span, 6, 12)],
+///     vec![from_span(&span, 12, 17), from_span(&span, 12, 14), from_span(&span, 15, 17)]
+/// ]);
+/// ```
 use std::sync::Arc;
-use fancy_regex::Regex;
-
-extern crate rust_span;
-use rust_span::{from_span, Span};
-
-
+use pcre2::bytes::{Regex, CaptureLocations};
+use pcre2::bytes::Regex as Pcre2Regex;
+use fancy_regex::Regex as FancyRegex;
+use crate::span::{Span, from_span};
+
+
+/// Matches a regex pattern against a text and returns an iterator over vectors of spans.
+/// 
+/// # Arguments
+/// 
+/// * `pattern` - A string slice that holds the regex pattern.
+/// * `text` - A string slice that holds the text to be matched against the pattern.
+/// * `span` - A reference to a `Span` object that represents the span of the text.
+/// 
+/// # Returns
+/// 
+/// An iterator over vectors of spans. Each vector represents a match and its capturing groups.
+/// 
+/// # Examples
+/// 
+/// ```
+/// use std::sync::Arc;
+/// use crate::span::{Span, from_span};
+/// 
+/// let s = "aaaaa@bbbbbbaa@bb";
+/// let span = Span::new(Arc::new(s.to_string()), 0, s.len(), "".to_string());
+/// 
+/// let matches: Vec<Vec<Span>> = rgx("(?P<c>(?P<a>a*)@(?P<b>b*))", s, &span).collect();
+/// assert_eq!(matches, vec![
+///     vec![from_span(&span, 0, 12), from_span(&span, 0, 5), from_span(&span, 6, 12)],
+///     vec![from_span(&span, 12, 17), from_span(&span, 12, 14), from_span(&span, 15, 17)]
+/// ]);
+/// ```
 fn rgx(pattern: &str, text: &str, span: &Span) -> impl Iterator<Item = Vec<Span>> {
-    let re = Regex::new(pattern).unwrap();
-    let mut outer_vec = Vec::new();
-    let mut start = 0;
-    // Use a loop to manually iterate over matches
-    while let Ok(Some(caps)) = re.captures_from_pos(text, start) {
-        let mut inner_vec = Vec::new();
-        if caps.len() == 1 {
-            if let Some(m) = caps.get(0) {
-                inner_vec.push(from_span(span, m.start(), m.end()));
-                start = m.end(); // Move to the end of the current match
-            }
+    let re = Pcre2Regex::new(pattern).unwrap();
+    let text_bytes = text.as_bytes();
+    re.captures_iter(text_bytes)
+    .filter_map(|cap_result| cap_result.ok())
+    .map(|captures| {
+        if captures.len() == 1 {
+            vec![captures.get(0).map(|m| from_span(&span, m.start(), m.end())).unwrap()]
         } else {
-            for i in 1..caps.len() {
-            if let Some(m) = caps.get(i) {
-                inner_vec.push(from_span(span, m.start(), m.end()));
-            }
-            }
-            if let Some(m) = caps.get(0) {
-            start = m.end(); // Move to the end of the current match
-            }
+            (1..captures.len()).map(|i| {
+                captures.get(i).map(|m| from_span(&span, m.start(), m.end())).unwrap()
+            }).collect()
         }
-        outer_vec.push(inner_vec);
-    }
-    outer_vec.into_iter()
+    }).collect::<Vec<_>>().into_iter()
 }
 
 
@@ -62,7 +112,8 @@ pub fn deconstruct_span(span: &Span) -> impl Iterator<Item= (String, i32, i32)>{
 }
 
 pub fn rgx_is_match_str(delim: &str, text: &str)-> impl Iterator<Item= bool>{
-    return std::iter::once(Regex::new(delim).unwrap().is_match(text).unwrap_or(false));
+    let text_bytes = text.as_bytes();
+    return std::iter::once(Regex::new(delim).unwrap().is_match(text_bytes).unwrap_or(false));
 }
 
 pub fn rgx_is_match_span(delim: &str, span: &Span)-> impl Iterator<Item= bool>{
@@ -106,18 +157,17 @@ pub fn rgx_split_str(delim: &str, text: &str, intial_tag: &str)-> impl Iterator<
 }
 
 pub fn rgx_split_span(delim: &str, span: &Span, intial_tag: &str)-> impl Iterator<Item= (Span, Span)>{
-    rgx_split(delim, &span.get_doc(), intial_tag, span)
+    rgx_split(delim, &span.as_str(), intial_tag, span)
 }
 
 pub fn read_span(text_path: &str) -> impl Iterator<Item = Span> {
     std::iter::once(Span::from_path(text_path))
 }
 
+
 #[cfg(test)]
-mod tests {
+mod tests{
     use super::*;
-    extern crate rust_span;
-    use rust_span::Span;
     use std::fs::File;
     use std::io::Write;
     use std::fs;
@@ -283,8 +333,8 @@ mod tests {
         let span: Span = Span::new(doc, 0, 93 , "".to_string());
         let subspan1 = from_span(&span, 0, 43);
         let subspan2 = from_span(&span, 44, 93);
-        println!("Subspan: {}", subspan1.as_str());
-        println!("Subspan: {}", subspan2.as_str());
+        println!("Subspan: {:?}", subspan1);
+        println!("Subspan: {:?}", subspan2);
 
         let patt = r"(?i)(?:(?:(?:test(?:\S+)?)?positive(?: for)?|notif(?:y|ied) of positive (?:results?|test(?:\S+)?|status))(?: (?!)\S+)*? COVID-19)";
         let result1 = rgx_span_span(patt, &subspan1).collect::<Vec<_>>();
@@ -294,8 +344,5 @@ mod tests {
         println!("{:?}", result2[0][0]);
         assert_eq!(result2.len(), 1);
         assert_eq!(result2[0][0], from_span(&span, 71, 92))
-
-        
     }
-
 }
\ No newline at end of file
diff --git a/spannerflow/templates/rust_dataflow.rs.jinja2 b/spannerflow/templates/rust_dataflow.rs.jinja2
index b174c7c..78f1b22 100644
--- a/spannerflow/templates/rust_dataflow.rs.jinja2
+++ b/spannerflow/templates/rust_dataflow.rs.jinja2
@@ -22,8 +22,6 @@ pub mod dataflow {
     tonic::include_proto!("dataflow.v1");
 }
 
-mod std_ie_functions;
-use std_ie_functions::*;
 extern crate rust_span;
 use rust_span::*;
 
@@ -117,7 +115,6 @@ fn run_agg_function(address: String, function_name: String, data: Vec<Vec<String
 
 #[no_mangle]
 pub extern "Rust" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<String>>>) -> Result<Vec<Vec<String>>, Box<dyn std::error::Error>>{
-    env_logger::init();
     info!("Started Running");
     {% for key,value in sources.items() %}
         {% if value["op"] == "get_rel" %}let collection_{{ value['name'] }} = collections.get("{{ value['name'] }}").unwrap().clone();{% endif %}

From 913ec1d76d8e88f231053f5fe27af37981d1baff Mon Sep 17 00:00:00 2001
From: Ido Tarazi <itarazi@thousandeyes.com>
Date: Sat, 28 Dec 2024 22:01:08 +0200
Subject: [PATCH 250/277] cache

---
 nbs/30_graph_utils.ipynb   | 37 ++++++++++++++++++++--
 nbs/60_engine.ipynb        | 65 ++++++++++++++++++++++----------------
 spannerflow/_modidx.py     |  8 +++++
 spannerflow/engine.py      | 32 ++++++++++++++++---
 spannerflow/graph_utils.py |  7 +++-
 5 files changed, 113 insertions(+), 36 deletions(-)

diff --git a/nbs/30_graph_utils.ipynb b/nbs/30_graph_utils.ipynb
index 761a9c6..43bbebc 100644
--- a/nbs/30_graph_utils.ipynb
+++ b/nbs/30_graph_utils.ipynb
@@ -179,20 +179,53 @@
     "    iter_graph = graph.subgraph(list(cycle.nodes) + ingress + [anchor]).copy()\n",
     "    change_node_key(iter_graph, anchor, f\"iter_{anchor}\")\n",
     "    iter_graph.nodes[f\"iter_{anchor}\"][\"anchor\"] = True\n",
-    "    return iter_graph"
+    "    return iter_graph\n",
+    "\n",
+    "\n",
+    "def get_graph_hash(graph: nx.DiGraph) -> str:\n",
+    "    \"\"\"Returns a hash of the graph\"\"\"\n",
+    "    return nx.weisfeiler_lehman_graph_hash(graph)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "AttributeError",
+     "evalue": "'Unparser' object has no attribute '_NoneType'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[7], line 4\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# | hide\u001b[39;00m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnbdev\u001b[39;00m\n\u001b[0;32m----> 4\u001b[0m \u001b[43mnbdev\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnbdev_export\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.12/site-packages/fastcore/script.py:112\u001b[0m, in \u001b[0;36mcall_parse.<locals>._f\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    109\u001b[0m \u001b[38;5;129m@wraps\u001b[39m(func)\n\u001b[1;32m    110\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_f\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m    111\u001b[0m     mod \u001b[38;5;241m=\u001b[39m inspect\u001b[38;5;241m.\u001b[39mgetmodule(inspect\u001b[38;5;241m.\u001b[39mcurrentframe()\u001b[38;5;241m.\u001b[39mf_back)\n\u001b[0;32m--> 112\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m mod: \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    113\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m SCRIPT_INFO\u001b[38;5;241m.\u001b[39mfunc \u001b[38;5;129;01mand\u001b[39;00m mod\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;241m==\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m__main__\u001b[39m\u001b[38;5;124m\"\u001b[39m: SCRIPT_INFO\u001b[38;5;241m.\u001b[39mfunc \u001b[38;5;241m=\u001b[39m func\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\n\u001b[1;32m    114\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(sys\u001b[38;5;241m.\u001b[39margv)\u001b[38;5;241m>\u001b[39m\u001b[38;5;241m1\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m sys\u001b[38;5;241m.\u001b[39margv[\u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m==\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m: sys\u001b[38;5;241m.\u001b[39margv\u001b[38;5;241m.\u001b[39mpop(\u001b[38;5;241m1\u001b[39m)\n",
+      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.12/site-packages/nbdev/doclinks.py:154\u001b[0m, in \u001b[0;36mnbdev_export\u001b[0;34m(path, procs, **kwargs)\u001b[0m\n\u001b[1;32m    152\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m f \u001b[38;5;129;01min\u001b[39;00m files: nb_export(f, procs\u001b[38;5;241m=\u001b[39mprocs)\n\u001b[1;32m    153\u001b[0m add_init(get_config()\u001b[38;5;241m.\u001b[39mlib_path)\n\u001b[0;32m--> 154\u001b[0m \u001b[43m_build_modidx\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.12/site-packages/nbdev/doclinks.py:111\u001b[0m, in \u001b[0;36m_build_modidx\u001b[0;34m(dest, nbs_path, skip_exists)\u001b[0m\n\u001b[1;32m    109\u001b[0m code_root \u001b[38;5;241m=\u001b[39m dest\u001b[38;5;241m.\u001b[39mparent\u001b[38;5;241m.\u001b[39mresolve()\n\u001b[1;32m    110\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m file \u001b[38;5;129;01min\u001b[39;00m globtastic(dest, file_glob\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m*.py\u001b[39m\u001b[38;5;124m\"\u001b[39m, skip_file_re\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m^_\u001b[39m\u001b[38;5;124m'\u001b[39m, skip_folder_re\u001b[38;5;241m=\u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124m.ipynb_checkpoints\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m--> 111\u001b[0m     res[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msyms\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mupdate(\u001b[43m_get_modidx\u001b[49m\u001b[43m(\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdest\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mparent\u001b[49m\u001b[38;5;241;43m/\u001b[39;49m\u001b[43mfile\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mresolve\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcode_root\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnbs_path\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnbs_path\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[1;32m    112\u001b[0m idxfile\u001b[38;5;241m.\u001b[39mwrite_text(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m# Autogenerated by nbdev\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124md = \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m+\u001b[39mpformat(res, width\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m140\u001b[39m, indent\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m2\u001b[39m, compact\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\u001b[38;5;241m+\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m'\u001b[39m)\n",
+      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.12/site-packages/nbdev/doclinks.py:89\u001b[0m, in \u001b[0;36m_get_modidx\u001b[0;34m(py_path, code_root, nbs_path)\u001b[0m\n\u001b[1;32m     87\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m n \u001b[38;5;129;01min\u001b[39;00m L(nm): d[\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mmod_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mn\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mloc\u001b[38;5;241m.\u001b[39mas_posix()\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m#\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mn\u001b[38;5;241m.\u001b[39mlower()\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m,rel_name\n\u001b[1;32m     88\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m tree \u001b[38;5;129;01min\u001b[39;00m ast\u001b[38;5;241m.\u001b[39mparse(cell\u001b[38;5;241m.\u001b[39mcode)\u001b[38;5;241m.\u001b[39mbody:\n\u001b[0;32m---> 89\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(tree, _def_types): _stor(\u001b[43mpatch_name\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtree\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[1;32m     90\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(tree, ast\u001b[38;5;241m.\u001b[39mClassDef):\n\u001b[1;32m     91\u001b[0m         \u001b[38;5;28;01mfor\u001b[39;00m t2 \u001b[38;5;129;01min\u001b[39;00m tree\u001b[38;5;241m.\u001b[39mbody:\n",
+      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.12/site-packages/nbdev/doclinks.py:46\u001b[0m, in \u001b[0;36mpatch_name\u001b[0;34m(o)\u001b[0m\n\u001b[1;32m     44\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m nm\u001b[38;5;241m==\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpatch_to\u001b[39m\u001b[38;5;124m'\u001b[39m: a \u001b[38;5;241m=\u001b[39m d\u001b[38;5;241m.\u001b[39margs[\u001b[38;5;241m0\u001b[39m]\n\u001b[1;32m     45\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m: \u001b[38;5;28;01mreturn\u001b[39;00m o\u001b[38;5;241m.\u001b[39mname\n\u001b[0;32m---> 46\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_sym_nm\u001b[49m\u001b[43m(\u001b[49m\u001b[43ma\u001b[49m\u001b[43m,\u001b[49m\u001b[43mo\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.12/site-packages/nbdev/doclinks.py:28\u001b[0m, in \u001b[0;36m_sym_nm\u001b[0;34m(klas, sym)\u001b[0m\n\u001b[0;32m---> 28\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_sym_nm\u001b[39m(klas, sym): \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[43munparse\u001b[49m\u001b[43m(\u001b[49m\u001b[43mklas\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mstrip()\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;132;01m{\u001b[39;00msym\u001b[38;5;241m.\u001b[39mname\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\n",
+      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.12/site-packages/astunparse/__init__.py:13\u001b[0m, in \u001b[0;36munparse\u001b[0;34m(tree)\u001b[0m\n\u001b[1;32m     11\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21munparse\u001b[39m(tree):\n\u001b[1;32m     12\u001b[0m     v \u001b[38;5;241m=\u001b[39m cStringIO()\n\u001b[0;32m---> 13\u001b[0m     \u001b[43mUnparser\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtree\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfile\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mv\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     14\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m v\u001b[38;5;241m.\u001b[39mgetvalue()\n",
+      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.12/site-packages/astunparse/unparser.py:38\u001b[0m, in \u001b[0;36mUnparser.__init__\u001b[0;34m(self, tree, file)\u001b[0m\n\u001b[1;32m     36\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfuture_imports \u001b[38;5;241m=\u001b[39m []\n\u001b[1;32m     37\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_indent \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n\u001b[0;32m---> 38\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdispatch\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtree\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     39\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m, file\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mf)\n\u001b[1;32m     40\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mf\u001b[38;5;241m.\u001b[39mflush()\n",
+      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.12/site-packages/astunparse/unparser.py:65\u001b[0m, in \u001b[0;36mUnparser.dispatch\u001b[0;34m(self, tree)\u001b[0m\n\u001b[1;32m     63\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdispatch(t)\n\u001b[1;32m     64\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m\n\u001b[0;32m---> 65\u001b[0m meth \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mgetattr\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m_\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43mtree\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;18;43m__class__\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;18;43m__name__\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m     66\u001b[0m meth(tree)\n",
+      "\u001b[0;31mAttributeError\u001b[0m: 'Unparser' object has no attribute '_NoneType'"
+     ]
+    }
+   ],
    "source": [
     "# | hide\n",
     "import nbdev\n",
     "\n",
     "nbdev.nbdev_export()"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index e6ac056..ca7c725 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -43,7 +43,7 @@
     "\n",
     "from spannerflow.config import Config\n",
     "from spannerflow.dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc\n",
-    "from spannerflow.graph_utils import find_output\n",
+    "from spannerflow.graph_utils import find_output, get_graph_hash\n",
     "from spannerflow.grpc_server import FunctionService\n",
     "from spannerflow.span import Span"
    ]
@@ -151,6 +151,7 @@
     "        self._is_python_server_running = False\n",
     "        self._rust_server_process: None | subprocess.Popen = None\n",
     "        self._python_grpc_server: None | grpc.server = None\n",
+    "        self._dataflow_cache: dict[str, tuple[Path, str, list[str]]] = dict()\n",
     "\n",
     "        port_1, port_2 = self.find_server_ports()\n",
     "        self._config = Config(DATAFLOW_PORT=port_1, LISTEN_PORT=port_2)\n",
@@ -159,6 +160,22 @@
     "        self._run_python_server_in_background()\n",
     "        time.sleep(1)\n",
     "\n",
+    "    def _get_from_cache(self, graph: nx.DiGraph) -> tuple[Path, str, list[str]] | None:\n",
+    "        hash = get_graph_hash(graph)\n",
+    "        return self._dataflow_cache.get(hash)\n",
+    "\n",
+    "    def _add_to_cache(\n",
+    "        self, graph: nx.DiGraph, so_path: Path, fn_name: str, schema_types: list[str]\n",
+    "    ) -> None:\n",
+    "        hash = get_graph_hash(graph)\n",
+    "        self._dataflow_cache[hash] = (so_path, fn_name, schema_types)\n",
+    "\n",
+    "    def get_cache(self):\n",
+    "        return self._dataflow_cache\n",
+    "\n",
+    "    def set_cache(self, cache):\n",
+    "        self._dataflow_cache = cache\n",
+    "\n",
     "    def find_server_ports(self) -> tuple[int, int]:\n",
     "        port_1 = None\n",
     "        port_2 = None\n",
@@ -373,7 +390,14 @@
     "    def run_dataflow(\n",
     "        self, reversed_graph: nx.DiGraph, output_csv_path: str | None = None\n",
     "    ) -> Generator[list[str], None, None]:\n",
-    "        so_path, fn_name = self._rust_dataflow.build_so(reversed_graph)\n",
+    "        if cached := self._get_from_cache(reversed_graph):\n",
+    "            so_path, fn_name, schema_types = cached\n",
+    "        else:\n",
+    "            so_path, fn_name = self._rust_dataflow.build_so(reversed_graph)\n",
+    "            schema_types = reversed_graph.graph[\"nodes_schema_types_dict\"][\n",
+    "                find_output(reversed_graph)\n",
+    "            ]\n",
+    "            self._add_to_cache(reversed_graph, so_path, fn_name, schema_types)\n",
     "\n",
     "        with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:\n",
     "            stub = dataflow_pb2_grpc.DataflowServiceStub(channel)\n",
@@ -384,9 +408,7 @@
     "            if output_csv_path is not None:\n",
     "                request.output_csv_path = output_csv_path\n",
     "            response_iterator = stub.RunDataflow(request)\n",
-    "            schema_types = reversed_graph.graph[\"nodes_schema_types_dict\"][\n",
-    "                find_output(reversed_graph)\n",
-    "            ]\n",
+    "\n",
     "            for response in response_iterator:\n",
     "                yield deserialize_row(\n",
     "                    schema_types, [str(item) for item in response.row]\n",
@@ -412,7 +434,15 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "I0000 00:00:1735398482.106680 31476178 fork_posix.cc:75] Other threads are currently calling into gRPC, skipping fork() handlers\n"
+     ]
+    }
+   ],
    "source": [
     "engine = Engine(ie_functions={})\n",
     "\n",
@@ -464,28 +494,7 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "ValueError",
-     "evalue": "Unexpected format in '/Users/itarazi/Documents/Technion/spanner/spannerflow/spannerflow/rust_lib/.env/lib/python3.12/site-packages/nbdev/sync.py' at cell:\n```\n# %% ../nbs/api/06_sync.ipynb\nfrom .imports import *\nfrom .config import *\nfrom .maker import *\nfrom .process import *\nfrom .process import _partition_cell\nfrom .export import *\nfrom .doclinks import _iter_py_cells\n\nfrom execnb.nbio import *\nfrom fastcore.script import *\nfrom fastcore.xtras import *\n\nimport ast\nimport importlib.\n```\nThe expected format is: '# %% {nb_path} {cell_idx}'.",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
-      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.12/site-packages/nbdev/doclinks.py:60\u001b[0m, in \u001b[0;36m_iter_py_cells\u001b[0;34m(p)\u001b[0m\n\u001b[1;32m     59\u001b[0m     nb \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m.\u001b[39mjoin(nb)\n\u001b[0;32m---> 60\u001b[0m     idx \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mint\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43midx\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     61\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",
-      "\u001b[0;31mValueError\u001b[0m: invalid literal for int() with base 10: '../nbs/api/06_sync.ipynb'",
-      "\nDuring handling of the above exception, another exception occurred:\n",
-      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[7], line 4\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# | hide\u001b[39;00m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnbdev\u001b[39;00m\n\u001b[0;32m----> 4\u001b[0m \u001b[43mnbdev\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnbdev_export\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.12/site-packages/fastcore/script.py:112\u001b[0m, in \u001b[0;36mcall_parse.<locals>._f\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    109\u001b[0m \u001b[38;5;129m@wraps\u001b[39m(func)\n\u001b[1;32m    110\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_f\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m    111\u001b[0m     mod \u001b[38;5;241m=\u001b[39m inspect\u001b[38;5;241m.\u001b[39mgetmodule(inspect\u001b[38;5;241m.\u001b[39mcurrentframe()\u001b[38;5;241m.\u001b[39mf_back)\n\u001b[0;32m--> 112\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m mod: \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    113\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m SCRIPT_INFO\u001b[38;5;241m.\u001b[39mfunc \u001b[38;5;129;01mand\u001b[39;00m mod\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;241m==\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m__main__\u001b[39m\u001b[38;5;124m\"\u001b[39m: SCRIPT_INFO\u001b[38;5;241m.\u001b[39mfunc \u001b[38;5;241m=\u001b[39m func\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\n\u001b[1;32m    114\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(sys\u001b[38;5;241m.\u001b[39margv)\u001b[38;5;241m>\u001b[39m\u001b[38;5;241m1\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m sys\u001b[38;5;241m.\u001b[39margv[\u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m==\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m: sys\u001b[38;5;241m.\u001b[39margv\u001b[38;5;241m.\u001b[39mpop(\u001b[38;5;241m1\u001b[39m)\n",
-      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.12/site-packages/nbdev/doclinks.py:154\u001b[0m, in \u001b[0;36mnbdev_export\u001b[0;34m(path, procs, **kwargs)\u001b[0m\n\u001b[1;32m    152\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m f \u001b[38;5;129;01min\u001b[39;00m files: nb_export(f, procs\u001b[38;5;241m=\u001b[39mprocs)\n\u001b[1;32m    153\u001b[0m add_init(get_config()\u001b[38;5;241m.\u001b[39mlib_path)\n\u001b[0;32m--> 154\u001b[0m \u001b[43m_build_modidx\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.12/site-packages/nbdev/doclinks.py:111\u001b[0m, in \u001b[0;36m_build_modidx\u001b[0;34m(dest, nbs_path, skip_exists)\u001b[0m\n\u001b[1;32m    109\u001b[0m code_root \u001b[38;5;241m=\u001b[39m dest\u001b[38;5;241m.\u001b[39mparent\u001b[38;5;241m.\u001b[39mresolve()\n\u001b[1;32m    110\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m file \u001b[38;5;129;01min\u001b[39;00m globtastic(dest, file_glob\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m*.py\u001b[39m\u001b[38;5;124m\"\u001b[39m, skip_file_re\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m^_\u001b[39m\u001b[38;5;124m'\u001b[39m, skip_folder_re\u001b[38;5;241m=\u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124m.ipynb_checkpoints\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m--> 111\u001b[0m     res[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msyms\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mupdate(\u001b[43m_get_modidx\u001b[49m\u001b[43m(\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdest\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mparent\u001b[49m\u001b[38;5;241;43m/\u001b[39;49m\u001b[43mfile\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mresolve\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcode_root\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnbs_path\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnbs_path\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[1;32m    112\u001b[0m idxfile\u001b[38;5;241m.\u001b[39mwrite_text(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m# Autogenerated by nbdev\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124md = \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m+\u001b[39mpformat(res, width\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m140\u001b[39m, indent\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m2\u001b[39m, compact\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\u001b[38;5;241m+\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m'\u001b[39m)\n",
-      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.12/site-packages/nbdev/doclinks.py:82\u001b[0m, in \u001b[0;36m_get_modidx\u001b[0;34m(py_path, code_root, nbs_path)\u001b[0m\n\u001b[1;32m     80\u001b[0m _def_types \u001b[38;5;241m=\u001b[39m ast\u001b[38;5;241m.\u001b[39mFunctionDef,ast\u001b[38;5;241m.\u001b[39mAsyncFunctionDef,ast\u001b[38;5;241m.\u001b[39mClassDef\n\u001b[1;32m     81\u001b[0m d \u001b[38;5;241m=\u001b[39m {}\n\u001b[0;32m---> 82\u001b[0m \u001b[43m\u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mcell\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m_iter_py_cells\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpy_path\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m     83\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mauto\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mcell\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnb\u001b[49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mcontinue\u001b[39;49;00m\n\u001b[1;32m     84\u001b[0m \u001b[43m    \u001b[49m\u001b[43mloc\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43m_nbpath2html\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcell\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnb_path\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrelative_to\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnbs_path\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.12/site-packages/nbdev/doclinks.py:64\u001b[0m, in \u001b[0;36m_iter_py_cells\u001b[0;34m(p)\u001b[0m\n\u001b[1;32m     62\u001b[0m         nb \u001b[38;5;241m=\u001b[39m top\n\u001b[1;32m     63\u001b[0m         idx \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m---> 64\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m: \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUnexpected format in \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mp\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m at cell:\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m```\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m# %% \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mcell\u001b[38;5;241m.\u001b[39mstrip()\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m```\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     65\u001b[0m                                     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe expected format is: \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m# \u001b[39m\u001b[38;5;132;01m%%\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m{nb_path}\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m{cell_idx}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m     66\u001b[0m nb_path \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01mif\u001b[39;00m nb\u001b[38;5;241m==\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mauto\u001b[39m\u001b[38;5;124m'\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m (p\u001b[38;5;241m.\u001b[39mparent\u001b[38;5;241m/\u001b[39mnb)\u001b[38;5;241m.\u001b[39mresolve()  \u001b[38;5;66;03m# NB paths are stored relative to .py file\u001b[39;00m\n\u001b[1;32m     67\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m code\u001b[38;5;241m.\u001b[39mendswith(\u001b[38;5;124m'\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m'\u001b[39m): code\u001b[38;5;241m=\u001b[39mcode[:\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m]\n",
-      "\u001b[0;31mValueError\u001b[0m: Unexpected format in '/Users/itarazi/Documents/Technion/spanner/spannerflow/spannerflow/rust_lib/.env/lib/python3.12/site-packages/nbdev/sync.py' at cell:\n```\n# %% ../nbs/api/06_sync.ipynb\nfrom .imports import *\nfrom .config import *\nfrom .maker import *\nfrom .process import *\nfrom .process import _partition_cell\nfrom .export import *\nfrom .doclinks import _iter_py_cells\n\nfrom execnb.nbio import *\nfrom fastcore.script import *\nfrom fastcore.xtras import *\n\nimport ast\nimport importlib.\n```\nThe expected format is: '# %% {nb_path} {cell_idx}'."
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# | hide\n",
     "import nbdev\n",
diff --git a/spannerflow/_modidx.py b/spannerflow/_modidx.py
index 23b2d6e..709c2c0 100644
--- a/spannerflow/_modidx.py
+++ b/spannerflow/_modidx.py
@@ -14,8 +14,12 @@
             'spannerflow.dataflow.v1.dataflow_pb2_grpc': {},
             'spannerflow.engine': { 'spannerflow.engine.Engine': ('engine.html#engine', 'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.__init__': ('engine.html#engine.__init__', 'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine._add_to_cache': ( 'engine.html#engine._add_to_cache',
+                                                                                 'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine._generate_add_rows_requests': ( 'engine.html#engine._generate_add_rows_requests',
                                                                                                'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine._get_from_cache': ( 'engine.html#engine._get_from_cache',
+                                                                                   'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine._is_port_available': ( 'engine.html#engine._is_port_available',
                                                                                       'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine._run_python_server_in_background': ( 'engine.html#engine._run_python_server_in_background',
@@ -42,6 +46,7 @@
                                                                                      'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.get_agg_function': ( 'engine.html#engine.get_agg_function',
                                                                                     'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.get_cache': ('engine.html#engine.get_cache', 'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.get_collection': ( 'engine.html#engine.get_collection',
                                                                                   'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.get_collections': ( 'engine.html#engine.get_collections',
@@ -55,6 +60,7 @@
                                     'spannerflow.engine.Engine.save_to_csv': ('engine.html#engine.save_to_csv', 'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.set_agg_function': ( 'engine.html#engine.set_agg_function',
                                                                                     'spannerflow/engine.py'),
+                                    'spannerflow.engine.Engine.set_cache': ('engine.html#engine.set_cache', 'spannerflow/engine.py'),
                                     'spannerflow.engine.Engine.set_ie_function': ( 'engine.html#engine.set_ie_function',
                                                                                    'spannerflow/engine.py'),
                                     'spannerflow.engine.deserialize_row': ('engine.html#deserialize_row', 'spannerflow/engine.py'),
@@ -77,6 +83,8 @@
                                                                                       'spannerflow/graph_utils.py'),
                                          'spannerflow.graph_utils.get_cycles': ( 'graph_utils.html#get_cycles',
                                                                                  'spannerflow/graph_utils.py'),
+                                         'spannerflow.graph_utils.get_graph_hash': ( 'graph_utils.html#get_graph_hash',
+                                                                                     'spannerflow/graph_utils.py'),
                                          'spannerflow.graph_utils.get_minus_cols': ( 'graph_utils.html#get_minus_cols',
                                                                                      'spannerflow/graph_utils.py'),
                                          'spannerflow.graph_utils.get_node_schema': ( 'graph_utils.html#get_node_schema',
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index a2c4b29..53e9edd 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -24,7 +24,7 @@
 
 from .config import Config
 from .dataflow.v1 import dataflow_pb2, dataflow_pb2_grpc
-from .graph_utils import find_output
+from .graph_utils import find_output, get_graph_hash
 from .grpc_server import FunctionService
 from .span import Span
 
@@ -107,6 +107,7 @@ def __init__(
         self._is_python_server_running = False
         self._rust_server_process: None | subprocess.Popen = None
         self._python_grpc_server: None | grpc.server = None
+        self._dataflow_cache: dict[str, tuple[Path, str, list[str]]] = dict()
 
         port_1, port_2 = self.find_server_ports()
         self._config = Config(DATAFLOW_PORT=port_1, LISTEN_PORT=port_2)
@@ -115,6 +116,22 @@ def __init__(
         self._run_python_server_in_background()
         time.sleep(1)
 
+    def _get_from_cache(self, graph: nx.DiGraph) -> tuple[Path, str, list[str]] | None:
+        hash = get_graph_hash(graph)
+        return self._dataflow_cache.get(hash)
+
+    def _add_to_cache(
+        self, graph: nx.DiGraph, so_path: Path, fn_name: str, schema_types: list[str]
+    ) -> None:
+        hash = get_graph_hash(graph)
+        self._dataflow_cache[hash] = (so_path, fn_name, schema_types)
+
+    def get_cache(self):
+        return self._dataflow_cache
+
+    def set_cache(self, cache):
+        self._dataflow_cache = cache
+
     def find_server_ports(self) -> tuple[int, int]:
         port_1 = None
         port_2 = None
@@ -329,7 +346,14 @@ def del_agg_function(self, name: str):
     def run_dataflow(
         self, reversed_graph: nx.DiGraph, output_csv_path: str | None = None
     ) -> Generator[list[str], None, None]:
-        so_path, fn_name = self._rust_dataflow.build_so(reversed_graph)
+        if cached := self._get_from_cache(reversed_graph):
+            so_path, fn_name, schema_types = cached
+        else:
+            so_path, fn_name = self._rust_dataflow.build_so(reversed_graph)
+            schema_types = reversed_graph.graph["nodes_schema_types_dict"][
+                find_output(reversed_graph)
+            ]
+            self._add_to_cache(reversed_graph, so_path, fn_name, schema_types)
 
         with grpc.insecure_channel(self._config.DATAFLOW_ADDRESS) as channel:
             stub = dataflow_pb2_grpc.DataflowServiceStub(channel)
@@ -340,9 +364,7 @@ def run_dataflow(
             if output_csv_path is not None:
                 request.output_csv_path = output_csv_path
             response_iterator = stub.RunDataflow(request)
-            schema_types = reversed_graph.graph["nodes_schema_types_dict"][
-                find_output(reversed_graph)
-            ]
+
             for response in response_iterator:
                 yield deserialize_row(
                     schema_types, [str(item) for item in response.row]
diff --git a/spannerflow/graph_utils.py b/spannerflow/graph_utils.py
index 35634b8..0fcf1a2 100644
--- a/spannerflow/graph_utils.py
+++ b/spannerflow/graph_utils.py
@@ -5,7 +5,7 @@
 # %% auto 0
 __all__ = ['find_sources', 'find_output', 'change_node_key', 'get_cycles', 'find_anchor_of_cycle', 'reduced_graph',
            'get_node_schema', 'get_common_cols', 'get_minus_cols', 'traverse_cycle', 'find_ingress_nodes',
-           'find_egress_node', 'create_iter_graph']
+           'find_egress_node', 'create_iter_graph', 'get_graph_hash']
 
 # %% ../nbs/30_graph_utils.ipynb 2
 import networkx as nx
@@ -147,3 +147,8 @@ def create_iter_graph(
     change_node_key(iter_graph, anchor, f"iter_{anchor}")
     iter_graph.nodes[f"iter_{anchor}"]["anchor"] = True
     return iter_graph
+
+
+def get_graph_hash(graph: nx.DiGraph) -> str:
+    """Returns a hash of the graph"""
+    return nx.weisfeiler_lehman_graph_hash(graph)

From 9fd48657a5a136acb6367fdf02dd00fe0a79f167 Mon Sep 17 00:00:00 2001
From: Ido Tarazi <itarazi@thousandeyes.com>
Date: Mon, 6 Jan 2025 19:33:53 +0200
Subject: [PATCH 251/277] changed debug to relaese

---
 nbs/50_rust_dataflow.ipynb   | 3 ++-
 spannerflow/rust_dataflow.py | 3 ++-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index 9b3044e..3de1909 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -1060,7 +1060,7 @@
     "            lib_filename = f\"{crate_name}{extension}\"\n",
     "        else:\n",
     "            raise RuntimeError(\"Unsupported OS\")\n",
-    "        lib_path = self._config.PACKAGE_ROOT.joinpath(\"target\", \"debug\", lib_filename)\n",
+    "        lib_path = self._config.PACKAGE_ROOT.joinpath(\"target\", \"release\", lib_filename)\n",
     "        new_lib_path = self._config.GENERATED_RUST_PROJECT_PATH.joinpath(\n",
     "            f\"{timestamp}{extension}\"\n",
     "        )\n",
@@ -1075,6 +1075,7 @@
     "            \"cargo\",\n",
     "            \"build\",\n",
     "            \"--manifest-path\",\n",
+    "            \"--release\",\n",
     "            str(cargo_toml_path),\n",
     "            \"-p\",\n",
     "            \"spannerflow\",\n",
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 7a29062..b22df72 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -791,7 +791,7 @@ def build_so(self, graph: nx.DiGraph) -> tuple[Path, str]:
             lib_filename = f"{crate_name}{extension}"
         else:
             raise RuntimeError("Unsupported OS")
-        lib_path = self._config.PACKAGE_ROOT.joinpath("target", "debug", lib_filename)
+        lib_path = self._config.PACKAGE_ROOT.joinpath("target", "release", lib_filename)
         new_lib_path = self._config.GENERATED_RUST_PROJECT_PATH.joinpath(
             f"{timestamp}{extension}"
         )
@@ -806,6 +806,7 @@ def build_rust(self, cargo_toml_path: Path, log_path: Path) -> None:
             "cargo",
             "build",
             "--manifest-path",
+            "--release",
             str(cargo_toml_path),
             "-p",
             "spannerflow",

From 3c3d20e5ee6c41c1996fb4aaac0164a8e5b27ed5 Mon Sep 17 00:00:00 2001
From: Ido Tarazi <itarazi@thousandeyes.com>
Date: Mon, 6 Jan 2025 19:38:04 +0200
Subject: [PATCH 252/277] gitkeep

---
 spannerflow/rust_lib/src/.gitkeep | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 spannerflow/rust_lib/src/.gitkeep

diff --git a/spannerflow/rust_lib/src/.gitkeep b/spannerflow/rust_lib/src/.gitkeep
new file mode 100644
index 0000000..e69de29

From 38b6dc5c55fc62d5037eb4ba898d111f69f8eab9 Mon Sep 17 00:00:00 2001
From: EC2 Default User
 <ec2-user@ip-172-31-31-130.eu-central-1.compute.internal>
Date: Sun, 19 Jan 2025 20:04:08 +0000
Subject: [PATCH 253/277] WIP

---
 nbs/50_rust_dataflow.ipynb   | 2 +-
 setup.py                     | 1 +
 spannerflow/rust_dataflow.py | 4 +++-
 3 files changed, 5 insertions(+), 2 deletions(-)

diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index 3de1909..0fe4c36 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -1083,7 +1083,7 @@
     "\n",
     "        self._config.LOGS_DIR.mkdir(parents=True, exist_ok=True)\n",
     "        env = os.environ.copy()\n",
-    "        env[\"RUSTFLAGS\"] = \"-C prefer-dynamic\"\n",
+    "        env[\"RUSTFLAGS\"] = f\"-C prefer-dynamic -C link-arg=-Wl,-rpath,{self._config.PACKAGE_ROOT.joinpath('target', 'release', 'deps')}\"\n",
     "        with open(log_path, \"a\") as log_file:\n",
     "            subprocess.run(\n",
     "                command,\n",
diff --git a/setup.py b/setup.py
index f949f48..54e0e1b 100644
--- a/setup.py
+++ b/setup.py
@@ -92,6 +92,7 @@
         RustExtension(
             "spannerflow.rust_grpc_server",
             "spannerflow/rust_server/Cargo.toml",
+            args=["--release"],
             features=[],
             binding=Binding.Exec,
         )
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index b22df72..5b24f0f 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -814,7 +814,9 @@ def build_rust(self, cargo_toml_path: Path, log_path: Path) -> None:
 
         self._config.LOGS_DIR.mkdir(parents=True, exist_ok=True)
         env = os.environ.copy()
-        env["RUSTFLAGS"] = "-C prefer-dynamic"
+        env["RUSTFLAGS"] = (
+            f"-C prefer-dynamic -C link-arg=-Wl,-rpath,{self._config.PACKAGE_ROOT.joinpath('target', 'release', 'deps')}"
+        )
         with open(log_path, "a") as log_file:
             subprocess.run(
                 command,

From 2c2ddb20d7dc26f40f2bcd3c0f703a90ec478b83 Mon Sep 17 00:00:00 2001
From: EC2 Default User
 <ec2-user@ip-172-31-31-130.eu-central-1.compute.internal>
Date: Sun, 19 Jan 2025 20:28:57 +0000
Subject: [PATCH 254/277] WIP

---
 nbs/50_rust_dataflow.ipynb   | 2 +-
 spannerflow/Cargo.toml       | 4 ++--
 spannerflow/rust_dataflow.py | 2 +-
 3 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index 0fe4c36..e870a96 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -1074,8 +1074,8 @@
     "        command = [\n",
     "            \"cargo\",\n",
     "            \"build\",\n",
-    "            \"--manifest-path\",\n",
     "            \"--release\",\n",
+    "            \"--manifest-path\",\n",
     "            str(cargo_toml_path),\n",
     "            \"-p\",\n",
     "            \"spannerflow\",\n",
diff --git a/spannerflow/Cargo.toml b/spannerflow/Cargo.toml
index 813e4d1..caff4b3 100644
--- a/spannerflow/Cargo.toml
+++ b/spannerflow/Cargo.toml
@@ -8,7 +8,6 @@ members = [
 
 [workspace.dependencies]
 csv = "1.3.1"
-differential-dataflow = "0.13.1"
 futures = "0.3.31"
 hex = "0.4.3"
 lazy_static = "1.5.0"
@@ -20,7 +19,8 @@ fancy-regex = "0.14.0"
 serde = { version = "1.0.216", features = ["derive", "rc"] }
 serde_derive = "1.0.215"
 sha1 = "0.10.6"
-timely = "0.14.0" 
+timely = "0.15.0"
+differential-dataflow = "0.13.1"
 tokio = { version = "1.41.1", features = ["full"] }
 tokio-stream = "0.1.16"
 tonic = "0.12.3"
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 5b24f0f..f343d2f 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -805,8 +805,8 @@ def build_rust(self, cargo_toml_path: Path, log_path: Path) -> None:
         command = [
             "cargo",
             "build",
-            "--manifest-path",
             "--release",
+            "--manifest-path",
             str(cargo_toml_path),
             "-p",
             "spannerflow",

From 9205594a9d471907885cb4a6e99f032a46817f01 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Tue, 21 Jan 2025 01:24:00 +0200
Subject: [PATCH 255/277] fix: lint

---
 spannerflow/Cargo.toml              |  2 +-
 spannerflow/rust_server/src/main.rs | 48 ++++++++++++++++-------------
 spannerflow/rust_span/src/span.rs   | 36 ++++++++--------------
 spannerflow/rust_span/src/std_ie.rs | 39 +++++++++++------------
 4 files changed, 59 insertions(+), 66 deletions(-)

diff --git a/spannerflow/Cargo.toml b/spannerflow/Cargo.toml
index caff4b3..cc234aa 100644
--- a/spannerflow/Cargo.toml
+++ b/spannerflow/Cargo.toml
@@ -19,7 +19,7 @@ fancy-regex = "0.14.0"
 serde = { version = "1.0.216", features = ["derive", "rc"] }
 serde_derive = "1.0.215"
 sha1 = "0.10.6"
-timely = "0.15.0"
+timely = "0.16.1"
 differential-dataflow = "0.13.1"
 tokio = { version = "1.41.1", features = ["full"] }
 tokio-stream = "0.1.16"
diff --git a/spannerflow/rust_server/src/main.rs b/spannerflow/rust_server/src/main.rs
index b06e805..4ad5b91 100644
--- a/spannerflow/rust_server/src/main.rs
+++ b/spannerflow/rust_server/src/main.rs
@@ -1,8 +1,7 @@
 use std::collections::HashMap;
 use std::env;
-use csv;
 
-use log::{debug, error, log_enabled, info, Level};
+use log::{error, info};
 
 use libloading::{Library, Symbol};
 
@@ -29,7 +28,7 @@ lazy_static::lazy_static! {
 #[derive(Debug, Default)]
 pub struct MyDataflowService {}
 
-fn validate_schema(schema: &Vec<dataflow::DataType>, row: &Vec<String>) -> bool {
+fn validate_schema(schema: &[dataflow::DataType], row: &[String]) -> bool {
     if schema.len() != row.len() {
         return false;
     }
@@ -98,7 +97,7 @@ impl DataflowService for MyDataflowService {
             }
             let span = doc[req.start as usize..req.end as usize].to_string();
             let reply = GetSpanResponse {
-                span: span,
+                span,
             };
             let response = Response::new(reply);
             info!("{:?}", response);
@@ -172,11 +171,14 @@ impl DataflowService for MyDataflowService {
 
         let req = request.into_inner();
         let mut delimiter = b',';
-        if req.delimiter.len() > 1 {
-            return Err(Status::invalid_argument("Delimiter must be a single character"));
-        }
-        else if req.delimiter.len() == 1 {
-            delimiter = req.delimiter[0];
+        match req.delimiter.len().cmp(&1) {
+            std::cmp::Ordering::Greater => {
+                return Err(Status::invalid_argument("Delimiter must be a single character"));
+            }
+            std::cmp::Ordering::Equal => {
+                delimiter = req.delimiter[0];
+            }
+            std::cmp::Ordering::Less => {}
         }
         let collections = COLLECTIONS.lock().await;
         if let Some(vec) = collections.get(&req.collection_name) {
@@ -222,11 +224,14 @@ impl DataflowService for MyDataflowService {
 
         let req = request.into_inner();
         let mut delimiter = b',';
-        if req.delimiter.len() > 1 {
-            return Err(Status::invalid_argument("Delimiter must be a single character"));
-        }
-        else if req.delimiter.len() == 1 {
-            delimiter = req.delimiter[0];
+        match req.delimiter.len().cmp(&1) {
+            std::cmp::Ordering::Greater => {
+                return Err(Status::invalid_argument("Delimiter must be a single character"));
+            }
+            std::cmp::Ordering::Equal => {
+                delimiter = req.delimiter[0];
+            }
+            std::cmp::Ordering::Less => {}
         }
         let mut collections = COLLECTIONS.lock().await;
         let mut schemas = SCHEMAS.lock().await;
@@ -296,7 +301,7 @@ impl DataflowService for MyDataflowService {
         let collections = COLLECTIONS.lock().await;
         if let Some(vec) = collections.get(&req.collection_name) {
             let responses: Vec<Result<GetCollectionResponse, Status>> = vec.iter().cloned().map(|row| {
-                Ok(GetCollectionResponse { row: row })
+                Ok(GetCollectionResponse { row })
             }).collect();
             info!("{:?}", responses);
             let stream = iter(responses);
@@ -454,7 +459,7 @@ impl DataflowService for MyDataflowService {
         let req = request.into_inner();
         
         if let Ok(vec) = run_dataflow_so(req.so_path, req.fn_name).await {
-            if req.output_csv_path.len() > 0 {
+            if !req.output_csv_path.is_empty() {
                 let mut wtr = csv::WriterBuilder::new()
                     .delimiter(b',')
                     .from_path(req.output_csv_path).map_err(|e| {
@@ -475,7 +480,7 @@ impl DataflowService for MyDataflowService {
             }
             else {
                 let responses: Vec<Result<RunDataflowResponse, Status>> = vec.iter().cloned().map(|row| {
-                    Ok(RunDataflowResponse { row: row })
+                    Ok(RunDataflowResponse { row })
                 }).collect();
         
                 info!("{:?}", responses);
@@ -513,7 +518,8 @@ async fn run_dataflow_so(so_path: String, fn_name: String) -> Result<Vec<Vec<Str
             error!("Failed to load library from path {}: {:?}", so_path, e);
             Status::not_found("Failed to load shared library")
         })?;
-        let function: Symbol<unsafe extern "Rust" fn(&HashMap<String, Vec<Vec<String>>>) -> Result<Vec<Vec<String>>, Box<dyn std::error::Error>>> = match lib.get(fn_name.as_bytes()) {
+        type MyFunctionType = unsafe extern "Rust" fn(&HashMap<String, Vec<Vec<String>>>) -> Result<Vec<Vec<String>>, Box<dyn std::error::Error>>;
+        let function: Symbol<MyFunctionType> = match lib.get(fn_name.as_bytes()) {
             Ok(func) => func,
             Err(e) => {
                 error!("Failed to get function {}: {:?}", fn_name, e);
@@ -525,7 +531,7 @@ async fn run_dataflow_so(so_path: String, fn_name: String) -> Result<Vec<Vec<Str
         // Acquire the lock on collections
         let collections_guard = COLLECTIONS.lock().await;
 
-        let output: Vec<Vec<String>> = match function(&*collections_guard) {
+        let output: Vec<Vec<String>> = match function(&collections_guard) {
             Ok(output) => output,
             Err(e) => {
                 error!("Failed to run function {}: {:?}", fn_name, e);
@@ -534,6 +540,6 @@ async fn run_dataflow_so(so_path: String, fn_name: String) -> Result<Vec<Vec<Str
         };
         // Drop the library immediately after using it
         std::mem::drop(lib);
-        return Ok(output)
+        Ok(output)
     }
-}
\ No newline at end of file
+}
diff --git a/spannerflow/rust_span/src/span.rs b/spannerflow/rust_span/src/span.rs
index 159b112..7758fa0 100644
--- a/spannerflow/rust_span/src/span.rs
+++ b/spannerflow/rust_span/src/span.rs
@@ -1,34 +1,25 @@
 use std::collections::HashMap;
 use std::cmp::Ordering;
-use std::hash::Hash;
 use std::sync;
 use std::sync::Arc;
 use std::str::FromStr;
 use sha1::{Sha1, Digest};
-use hex;
 use fancy_regex::Regex as FancyRegex;
 
 lazy_static::lazy_static! {
-    // change id to string, value need to be Arc<string>
     static ref DOCUMENTS: sync::Mutex<HashMap<String, sync::Arc<String>>> = sync::Mutex::new(HashMap::new());
 }
 
-// change id to string, change to dylib - change to get/add: if exists return pointer if not, create one.
 #[no_mangle]
 pub fn add_document(id: String, doc: sync::Arc<String>) {
     let mut documents = DOCUMENTS.lock().unwrap();
-    //println!("Adding document: {}", documents.len());
     documents.insert(id, doc);
 }
-// change to get_span - input id, start, end- return copy of substring of document. expose this to the API
+
 #[no_mangle]
 pub fn get_document(id: String) -> Option<sync::Arc<String>> {
     let documents = DOCUMENTS.lock().unwrap();
-    //println!("getting document: {}", documents.len());
-    match documents.get(&id) {
-        Some(doc) => Some(sync::Arc::clone(doc)),
-        None => None,
-    }
+    documents.get(&id).map(sync::Arc::clone)
 }
 
 
@@ -46,7 +37,7 @@ pub enum SpanParseError {
 }
 
 /// A struct that represents a span of text in a document.
-#[derive(Clone, Serialize, Deserialize, Hash)]
+#[derive(Clone, Serialize, Deserialize)]
 pub struct Span {
     doc: Arc<String>,
     start: usize,
@@ -55,7 +46,6 @@ pub struct Span {
 }
 
 impl Span {
-    /// 
     pub fn new(doc: Arc<String>, start: usize, end: usize, name: String) -> Span {
         let mut span_name = name;
         if span_name.is_empty() {
@@ -105,6 +95,10 @@ impl Span {
         
     }
 
+    pub fn is_empty(&self) -> bool {
+        self.len() == 0
+    }
+
     pub fn len(&self) -> usize {
         self.end - self.start
     }
@@ -140,16 +134,15 @@ impl FromStr for Span {
             let start = caps.get(2).unwrap().as_str().parse::<usize>().unwrap();
             let end = caps.get(3).unwrap().as_str().parse::<usize>().unwrap();
             let text = caps.get(4).unwrap().as_str().to_string();
-            // println!("name: {}, start: {}, end: {} text: {}", name.clone(), start, end, text);
             let document = get_document(name.clone());
             match document {
                 Some(doc) => {
-                    return Ok(Span::new(doc, start, end, name));
+                    Ok(Span::new(doc, start, end, name))
                 },
                 None => {
                     let doc = Arc::new(text.clone());
                     add_document(name.clone(), text.clone().into());
-                    return Ok(Span::new(doc, start, end, name));
+                    Ok(Span::new(doc, start, end, name))
                 }
             }
         }
@@ -157,10 +150,7 @@ impl FromStr for Span {
             eprintln!("Invalid format for span: {}", s);
             Err(SpanParseError::InvalidFormat)
         }
-        // regex extraction of span paramters.
-        // check if documentid exists in documet registry
-        // if not add document to registry
-        // return span with arc<string> to the document      
+
     }
 }
 
@@ -176,13 +166,13 @@ impl std::fmt::Display for Span {
     }
 }
 
-impl<'a> PartialEq for Span {
+impl PartialEq for Span {
     fn eq(&self, other: &Self) -> bool {
         self.start == other.start && self.end == other.end && self.name == other.name
     }
 }
 
-impl<'a> Eq for Span {}
+impl Eq for Span {}
 
 impl PartialOrd for Span {
     fn partial_cmp(&self, other: &Self) -> Option<Ordering> {
@@ -345,4 +335,4 @@ mod tests {
         let span = Span::new(doc_from_registry.clone(), 8, 11, "doc2".to_string());
         assert_eq!(span.as_str(), "was");  
     }
-}
\ No newline at end of file
+}
diff --git a/spannerflow/rust_span/src/std_ie.rs b/spannerflow/rust_span/src/std_ie.rs
index 971d65e..94d5bb0 100644
--- a/spannerflow/rust_span/src/std_ie.rs
+++ b/spannerflow/rust_span/src/std_ie.rs
@@ -33,9 +33,7 @@
 /// ]);
 /// ```
 use std::sync::Arc;
-use pcre2::bytes::{Regex, CaptureLocations};
-use pcre2::bytes::Regex as Pcre2Regex;
-use fancy_regex::Regex as FancyRegex;
+use pcre2::bytes::Regex;
 use crate::span::{Span, from_span};
 
 
@@ -67,16 +65,16 @@ use crate::span::{Span, from_span};
 /// ]);
 /// ```
 fn rgx(pattern: &str, text: &str, span: &Span) -> impl Iterator<Item = Vec<Span>> {
-    let re = Pcre2Regex::new(pattern).unwrap();
+    let re = Regex::new(pattern).unwrap();
     let text_bytes = text.as_bytes();
     re.captures_iter(text_bytes)
     .filter_map(|cap_result| cap_result.ok())
     .map(|captures| {
         if captures.len() == 1 {
-            vec![captures.get(0).map(|m| from_span(&span, m.start(), m.end())).unwrap()]
+            vec![captures.get(0).map(|m| from_span(span, m.start(), m.end())).unwrap()]
         } else {
             (1..captures.len()).map(|i| {
-                captures.get(i).map(|m| from_span(&span, m.start(), m.end())).unwrap()
+                captures.get(i).map(|m| from_span(span, m.start(), m.end())).unwrap()
             }).collect()
         }
     }).collect::<Vec<_>>().into_iter()
@@ -91,7 +89,7 @@ pub fn rgx_str_span(pattern: &str, text: &str) -> impl Iterator<Item = Vec<Span>
 }
 
 pub fn rgx_span_span(pattern: &str, span: &Span) -> impl Iterator<Item = Vec<Span>> {
-    rgx(pattern, &span.as_str(), span)
+    rgx(pattern, span.as_str(), span)
 }
 
 pub fn span_as_str(span: &Span) -> impl Iterator<Item = String> {
@@ -100,20 +98,20 @@ pub fn span_as_str(span: &Span) -> impl Iterator<Item = String> {
 
 pub fn span_contained(span1: &Span, span2: &Span) -> impl Iterator<Item= bool> {
     if span1.get_name() == span2.get_name() && span1.get_start() >= span2.get_start() && span1.get_end() <= span2.get_end() {
-        return std::iter::once(true);
+        std::iter::once(true)
     }
     else{
-        return std::iter::once(false);
+        std::iter::once(false)
     }
 }
 
 pub fn deconstruct_span(span: &Span) -> impl Iterator<Item= (String, i32, i32)>{
-    return std::iter::once((span.get_name(), span.get_start() as i32, span.get_end() as i32));
+    std::iter::once((span.get_name(), span.get_start() as i32, span.get_end() as i32))
 }
 
 pub fn rgx_is_match_str(delim: &str, text: &str)-> impl Iterator<Item= bool>{
     let text_bytes = text.as_bytes();
-    return std::iter::once(Regex::new(delim).unwrap().is_match(text_bytes).unwrap_or(false));
+    std::iter::once(Regex::new(delim).unwrap().is_match(text_bytes).unwrap_or(false))
 }
 
 pub fn rgx_is_match_span(delim: &str, span: &Span)-> impl Iterator<Item= bool>{
@@ -121,12 +119,11 @@ pub fn rgx_is_match_span(delim: &str, span: &Span)-> impl Iterator<Item= bool>{
 }
 
 fn rgx_split(delim: &str, text: &str, intial_tag: &str, base_span: &Span)-> impl Iterator<Item= (Span, Span)>{
-    let init_span: Span;
-    if intial_tag.is_empty(){
-        init_span = Span::new(Arc::<String>::new("Start Tag".to_string()), 0, "Start Tag".len(), "".to_string());
+    let init_span: Span = if intial_tag.is_empty(){
+        Span::new(Arc::<String>::new("Start Tag".to_string()), 0, "Start Tag".len(), "".to_string())
     } else {
-        init_span = Span::new(Arc::<String>::new(intial_tag.to_string()), 0, intial_tag.len(), "".to_string());
-    }
+        Span::new(Arc::<String>::new(intial_tag.to_string()), 0, intial_tag.len(), "".to_string())
+    };
 
     let mut matches = rgx_str_span(delim, text);
     let mut results = Vec::new();
@@ -136,15 +133,15 @@ fn rgx_split(delim: &str, text: &str, intial_tag: &str, base_span: &Span)-> impl
         None => return results.into_iter(),
     };
     if first_span.get_start() != 0 {
-        results.push((init_span, from_span(&base_span, 0, first_span.get_start())));
+        results.push((init_span, from_span(base_span, 0, first_span.get_start())));
     }
 
     let mut prev_span = first_span;
     for curr_match in matches.map(|vec| vec[0].clone()) {
-        results.push((prev_span.clone(), from_span(&base_span, prev_span.get_end(), curr_match.get_start())));
+        results.push((prev_span.clone(), from_span(base_span, prev_span.get_end(), curr_match.get_start())));
         prev_span = curr_match;
     }
-    results.push((prev_span.clone(), from_span(&base_span, prev_span.get_end(), base_span.get_end())));
+    results.push((prev_span.clone(), from_span(base_span, prev_span.get_end(), base_span.get_end())));
     results.into_iter()
 }
 
@@ -157,7 +154,7 @@ pub fn rgx_split_str(delim: &str, text: &str, intial_tag: &str)-> impl Iterator<
 }
 
 pub fn rgx_split_span(delim: &str, span: &Span, intial_tag: &str)-> impl Iterator<Item= (Span, Span)>{
-    rgx_split(delim, &span.as_str(), intial_tag, span)
+    rgx_split(delim, span.as_str(), intial_tag, span)
 }
 
 pub fn read_span(text_path: &str) -> impl Iterator<Item = Span> {
@@ -345,4 +342,4 @@ mod tests{
         assert_eq!(result2.len(), 1);
         assert_eq!(result2[0][0], from_span(&span, 71, 92))
     }
-}
\ No newline at end of file
+}

From bc084f8b81428b326128ae6dc9653a06354d4c57 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Tue, 21 Jan 2025 01:34:15 +0200
Subject: [PATCH 256/277] fix: lint

---
 .github/workflows/rust_lint.yml | 7 +++++--
 setup.py                        | 2 +-
 2 files changed, 6 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/rust_lint.yml b/.github/workflows/rust_lint.yml
index d8604ae..894cd84 100644
--- a/.github/workflows/rust_lint.yml
+++ b/.github/workflows/rust_lint.yml
@@ -19,5 +19,8 @@ jobs:
           install-only: true
 
       - name: Rust Lint
-        run: cargo marker check
-        working-directory: ./spannerflow/rust_server
\ No newline at end of file
+        run: |
+          sed -i 's/version = 4/version = 3/g' Cargo.lock
+          cargo marker check -- -p spannerflow_rust -p rust_span --release
+          cargo clippy -p spannerflow_rust -p rust_span --release
+        working-directory: ./spannerflow
\ No newline at end of file
diff --git a/setup.py b/setup.py
index 54e0e1b..7638976 100644
--- a/setup.py
+++ b/setup.py
@@ -92,7 +92,7 @@
         RustExtension(
             "spannerflow.rust_grpc_server",
             "spannerflow/rust_server/Cargo.toml",
-            args=["--release"],
+            debug=False,
             features=[],
             binding=Binding.Exec,
         )

From f18642b401cc751ab19ee44216d0382fdf1df519 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Tue, 21 Jan 2025 01:49:23 +0200
Subject: [PATCH 257/277] feat: testing only via nbdev_test

---
 .github/workflows/coverage.yml |  33 ------
 tests/__init__.py              |   0
 tests/test_engine.py           | 180 ---------------------------------
 tests/test_graph_utils.py      | 136 -------------------------
 tests/test_grpc_server.py      | 145 --------------------------
 tests/test_rust_dataflow.py    | 175 --------------------------------
 tests/test_sanity.py           |   2 -
 7 files changed, 671 deletions(-)
 delete mode 100644 tests/__init__.py
 delete mode 100644 tests/test_engine.py
 delete mode 100644 tests/test_graph_utils.py
 delete mode 100644 tests/test_grpc_server.py
 delete mode 100644 tests/test_rust_dataflow.py
 delete mode 100644 tests/test_sanity.py

diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
index 80464d2..baffc2c 100644
--- a/.github/workflows/coverage.yml
+++ b/.github/workflows/coverage.yml
@@ -32,39 +32,6 @@ jobs:
           python -m pip install --upgrade pip setuptools setuptools-rust
           pip install '.[dev]'
 
-      - name: Build coverage file
-        run: |
-          pytest tests/ | tee pytest-coverage.txt
-
-      - name: Pytest coverage comment
-        id: coverageComment
-
-        uses: MishaKav/pytest-coverage-comment@main
-        with:
-          pytest-coverage-path: ./pytest-coverage.txt
-          junitxml-path: ./pytest.xml
-
-      - name: Build Docs
-        run: |
-            nbdev_docs
-
-      - name: Update Readme with Coverage Html
-        run: |
-          sed -i '/<!-- Pytest Coverage Comment:Begin -->/,/<!-- Pytest Coverage Comment:End -->/c\<!-- Pytest Coverage Comment:Begin -->\n\${{ steps.coverageComment.outputs.coverageHtml }}\n<!-- Pytest Coverage Comment:End -->' README.md
-
-      - name: Pull latest changes
-        run: |
-          git config pull.rebase false
-          git config --global user.email "xx@xx.xx"
-          git config --global user.name "Github actions"
-          git pull origin ${{ github.head_ref }} --allow-unrelated-histories
-
-      - name: Commit & Push changes to Readme
-        uses: actions-js/push@master
-        with:
-          message: Update coverage on Readme
-          github_token: ${{ secrets.GITHUB_TOKEN }}
-          branch: ${{ github.head_ref }}
       - name: Deploy to GitHub Pages
         uses: peaceiris/actions-gh-pages@v3
         with:
diff --git a/tests/__init__.py b/tests/__init__.py
deleted file mode 100644
index e69de29..0000000
diff --git a/tests/test_engine.py b/tests/test_engine.py
deleted file mode 100644
index 06b331b..0000000
--- a/tests/test_engine.py
+++ /dev/null
@@ -1,180 +0,0 @@
-from pathlib import Path
-from unittest.mock import AsyncMock, MagicMock, patch
-
-import pytest
-
-from spannerflow.config import Config
-from spannerflow.dataflow.v1 import dataflow_pb2
-from spannerflow.engine import Engine
-
-
-@pytest.fixture
-def engine():
-    config = Config()
-    instance = Engine(config=config)
-    instance._config = config
-    instance._rust_dataflow = MagicMock()
-    instance._run_python_server_in_background = AsyncMock()
-    instance._run_rust_server_in_background = MagicMock()
-    return instance
-
-
-def test_engine_save_to_csv(engine):
-    with patch("grpc.insecure_channel"), patch(
-        "spannerflow.dataflow.v1.dataflow_pb2_grpc.DataflowServiceStub"
-    ) as mock_stub:
-        mock_stub.return_value.SaveToCSV = MagicMock()
-        engine.save_to_csv("test_collection", Path("/tmp/test.csv"))
-        mock_stub.return_value.SaveToCSV.assert_called_once()
-
-
-def test_engine_load_from_csv(engine):
-    with patch("grpc.insecure_channel"), patch(
-        "spannerflow.dataflow.v1.dataflow_pb2_grpc.DataflowServiceStub"
-    ) as mock_stub:
-        mock_stub.return_value.LoadFromCSV = MagicMock()
-        engine.load_from_csv("test_collection", Path("/tmp/test.csv"))
-        mock_stub.return_value.LoadFromCSV.assert_called_once()
-
-
-def test_engine_add_row(engine):
-    with patch("grpc.insecure_channel"), patch(
-        "spannerflow.dataflow.v1.dataflow_pb2_grpc.DataflowServiceStub"
-    ) as mock_stub:
-        mock_stub.return_value.AddRow = MagicMock()
-        mock_stub.return_value.GetCollections = MagicMock(
-            return_value=dataflow_pb2.GetCollectionsResponse(
-                collections=[
-                    dataflow_pb2.Collection(
-                        name="test_collection",
-                        schema=[
-                            dataflow_pb2.DATA_TYPE_INT,
-                            dataflow_pb2.DATA_TYPE_STRING,
-                        ],
-                    )
-                ]
-            )
-        )
-        engine.add_row("test_collection", [2, "col1"])
-        mock_stub.return_value.AddRow.assert_called_once()
-
-
-def test_engine_delete_row(engine):
-    with patch("grpc.insecure_channel"), patch(
-        "spannerflow.dataflow.v1.dataflow_pb2_grpc.DataflowServiceStub"
-    ) as mock_stub:
-        mock_stub.return_value.DeleteRow = MagicMock()
-        mock_stub.return_value.GetCollections = MagicMock(
-            return_value=dataflow_pb2.GetCollectionsResponse(
-                collections=[
-                    dataflow_pb2.Collection(
-                        name="test_collection",
-                        schema=[
-                            dataflow_pb2.DATA_TYPE_INT,
-                            dataflow_pb2.DATA_TYPE_STRING,
-                        ],
-                    )
-                ]
-            )
-        )
-        engine.delete_row("test_collection", [2, "col1"])
-        mock_stub.return_value.DeleteRow.assert_called_once()
-
-
-def test_engine_add_collection(engine):
-    with patch("grpc.insecure_channel"), patch(
-        "spannerflow.dataflow.v1.dataflow_pb2_grpc.DataflowServiceStub"
-    ) as mock_stub:
-        mock_stub.return_value.AddCollection = MagicMock()
-        engine.add_collection("test_collection", ["DATA_TYPE_INT", "DATA_TYPE_STRING"])
-        mock_stub.return_value.AddCollection.assert_called_once()
-
-
-def test_engine_delete_collection(engine):
-    with patch("grpc.insecure_channel"), patch(
-        "spannerflow.dataflow.v1.dataflow_pb2_grpc.DataflowServiceStub"
-    ) as mock_stub:
-        mock_stub.return_value.DeleteCollection = MagicMock()
-        engine.delete_collection("test_collection")
-        mock_stub.return_value.DeleteCollection.assert_called_once()
-
-
-def test_engine_get_collections(engine):
-    with patch("grpc.insecure_channel"), patch(
-        "spannerflow.dataflow.v1.dataflow_pb2_grpc.DataflowServiceStub"
-    ) as mock_stub:
-        mock_stub.return_value.GetCollections = MagicMock(
-            return_value=dataflow_pb2.GetCollectionsResponse(
-                collections=[
-                    dataflow_pb2.Collection(
-                        name="test_collection",
-                        schema=[
-                            dataflow_pb2.DATA_TYPE_INT,
-                            dataflow_pb2.DATA_TYPE_STRING,
-                        ],
-                    )
-                ]
-            )
-        )
-        collections = engine.get_collections()
-        mock_stub.return_value.GetCollections.assert_called_once()
-        assert collections == {"test_collection": ["DATA_TYPE_INT", "DATA_TYPE_STRING"]}
-        mock_stub.return_value.GetCollections = MagicMock(
-            return_value=dataflow_pb2.GetCollectionsResponse()
-        )
-        collections = engine.get_collections()
-        mock_stub.return_value.GetCollections.assert_called_once()
-        assert collections == {}
-
-
-def test_engine__serialize_row(engine):
-    row = [2, "col1", 1.0, False]
-    schema = ["DATA_TYPE_INT", "DATA_TYPE_STRING", "DATA_TYPE_FLOAT", "DATA_TYPE_BOOL"]
-    serialized = engine._serialize_row(schema, row)
-    assert serialized == ["2", "col1", "1.0", "false"]
-
-    with pytest.raises(ValueError):
-        engine._serialize_row(["DATA_TYPE_INT"], ["col1"])
-    with pytest.raises(ValueError):
-        engine._serialize_row(["DATA_TYPE_INT"], [1.1])
-    with pytest.raises(ValueError):
-        engine._serialize_row(["DATA_TYPE_FLOAT"], [float("nan")])
-    with pytest.raises(ValueError):
-        engine._serialize_row(["DATA_TYPE_STRING"], [float("nan")])
-    with pytest.raises(ValueError):
-        engine._serialize_row(["DATA_TYPE_UNSPECIFIED"], [float("nan")])
-    with pytest.raises(ValueError):
-        engine._serialize_row(["DATA_TYPE_BOOL"], [float("nan")])
-    with pytest.raises(ValueError):
-        engine._serialize_row(["DATA_TYPE_BOOL"], [None])
-
-
-def test_engine__deserialize_row(engine):
-    row = ["2", "col1", "1.0", "false"]
-    schema = ["DATA_TYPE_INT", "DATA_TYPE_STRING", "DATA_TYPE_FLOAT", "DATA_TYPE_BOOL"]
-    deserialized = engine._deserialize_row(schema, row)
-    assert deserialized == [2, "col1", 1.0, False]
-
-    with pytest.raises(ValueError):
-        engine._deserialize_row(["DATA_TYPE_INT"], ["col1"])
-
-    with pytest.raises(ValueError):
-        engine._deserialize_row(["DATA_TYPE_FLOAT"], ["nan"])
-
-    with pytest.raises(ValueError):
-        engine._deserialize_row(["DATA_TYPE_UNSPECIFIED"], ["aaa"])
-
-    with pytest.raises(ValueError):
-        engine._deserialize_row(["DATA_TYPE_BOOL"], ["aaa"])
-
-    with pytest.raises(ValueError):
-        engine._deserialize_row(["DATA_TYPE_BOOL"], ["NULL"])
-
-    with pytest.raises(ValueError):
-        engine._deserialize_row(["DATA_TYPE_BOOL"], ["None"])
-
-    with pytest.raises(ValueError):
-        engine._deserialize_row(["DATA_TYPE_BOOL"], ["False"])
-
-    with pytest.raises(ValueError):
-        engine._deserialize_row(["DATA_TYPE_BOOL"], ["True"])
diff --git a/tests/test_graph_utils.py b/tests/test_graph_utils.py
deleted file mode 100644
index cd7ef74..0000000
--- a/tests/test_graph_utils.py
+++ /dev/null
@@ -1,136 +0,0 @@
-import networkx as nx
-import pytest
-
-from spannerflow.graph_utils import (
-    change_node_key,
-    create_iter_graph,
-    find_egress_node,
-    find_output,
-    find_sources,
-    get_common_cols,
-    get_minus_cols,
-    get_node_schema,
-    traverse_cycle,
-)
-
-
-def test_find_sources():
-    # Test for multiple sources
-    graph = nx.DiGraph()
-    graph.add_edges_from([(1, 2), (2, 3), (4, 3)])
-    assert find_sources(graph) == [1, 4]
-
-    # Test for no sources
-    graph.add_edges_from([(1, 4), (4, 1)])
-    assert find_sources(graph) == []
-
-
-def test_find_output():
-    # Test for single outputs
-    graph = nx.DiGraph()
-    graph.add_edges_from([(1, 2), (2, 3)])
-    assert find_output(graph) == 3
-
-    # Test for multiple outputs
-    graph.add_edge(2, 4)
-    with pytest.raises(Exception):
-        find_output(graph)
-
-    # Test for no outputs
-    graph.remove_edge(2, 4)
-    graph.remove_node(4)
-    graph.add_edge(3, 1)
-    with pytest.raises(Exception):
-        find_output(graph)
-
-
-def test_change_node_key():
-    graph = nx.DiGraph()
-    graph.add_edges_from([(1, 2), (2, 3)])
-    graph.nodes[1]["attr"] = "value"
-    change_node_key(graph, 1, 10)
-    assert 1 not in graph.nodes
-    assert 10 in graph.nodes
-    assert graph.nodes[10]["attr"] == "value"
-
-
-def test_get_node_schema():
-    graph = nx.DiGraph()
-    graph.add_node(
-        1, schema=["col1", "col2"], schema_types=["DATA_TYPE_INT", "DATA_TYPE_STRING"]
-    )
-    assert get_node_schema(graph, 1) == "(col1, col2)"
-    with pytest.raises(KeyError):
-        get_node_schema(graph, 2)
-    graph.add_node(2, schema=["col1"], schema_types=["DATA_TYPE_INT"])
-    assert get_node_schema(graph, 2) == "col1"
-    # empty schema case -
-    # TODO: is it valid? Should we raise an exception?
-    graph.add_node(3, schema=[], schema_types=[])
-    assert get_node_schema(graph, 3) == "()"
-
-
-def test_get_common_cols():
-    graph = nx.DiGraph()
-    graph.add_node(1, schema=["col1", "col2"])
-    graph.add_node(2, schema=["col2", "col3"])
-
-    assert get_common_cols(graph, 1, 2) == ["col2"]
-
-    graph.add_node(3, schema=["col1", "col2", "col3"])
-    assert set(get_common_cols(graph, 1, 3)) == {"col1", "col2"}
-    assert set(get_common_cols(graph, 2, 3)) == {"col2", "col3"}
-
-    graph.add_node(4, schema=["col5"])
-    assert get_common_cols(graph, 1, 4) == []
-    assert get_common_cols(graph, 2, 4) == []
-    assert get_common_cols(graph, 3, 4) == []
-
-
-def test_get_minus_cols():
-    graph = nx.DiGraph()
-    graph.add_node(1, schema=["col1", "col2"])
-    graph.add_node(2, schema=["col2", "col3"])
-
-    assert get_minus_cols(graph, 1, ["col1"]) == ["col2"]
-    assert get_minus_cols(graph, 1, ["col1", "col2"]) == []
-    assert get_minus_cols(graph, 1, ["col2"]) == ["col1"]
-    assert set(get_minus_cols(graph, 1, ["col3"])) == {"col1", "col2"}
-    assert set(get_minus_cols(graph, 2, ["col1"])) == {"col2", "col3"}
-    assert get_minus_cols(graph, 2, ["col1", "col2"]) == ["col3"]
-    assert get_minus_cols(graph, 2, ["col2"]) == ["col3"]
-    assert get_minus_cols(graph, 2, ["col3"]) == ["col2"]
-
-
-def test_traverse_cycle():
-    graph = nx.DiGraph()
-    graph.add_edges_from([(1, 2), (2, 3), (3, 1)])
-    anchor = 1
-    assert traverse_cycle(graph, anchor) == [2, 3, 1]
-
-
-def test_find_egress_node():
-    graph = nx.DiGraph()
-    graph.add_edges_from(
-        [
-            (1, 2),
-            (2, 3),
-            (3, 1),
-        ]
-    )
-    cycle = [1, 2, 3]
-    with pytest.raises(Exception):
-        find_egress_node(graph, cycle)
-    graph.add_edge(3, 4)
-    assert find_egress_node(graph, cycle) == 3
-
-
-def test_create_iter_graph():
-    graph = nx.DiGraph()
-    graph.add_edges_from([(0, 1), (1, 2), (2, 3), (3, 1), (3, 4)])
-    cycle = nx.DiGraph()
-    cycle.add_edges_from([(1, 2), (2, 3), (3, 1)])
-    anchor = 3
-    iter_graph = create_iter_graph(graph, cycle, anchor)
-    assert set(iter_graph.nodes.keys()) == {0, 1, 2, "iter_3"}
-    assert iter_graph.nodes["iter_3"]["anchor"] is True
diff --git a/tests/test_grpc_server.py b/tests/test_grpc_server.py
deleted file mode 100644
index 566c5cc..0000000
--- a/tests/test_grpc_server.py
+++ /dev/null
@@ -1,145 +0,0 @@
-from unittest.mock import AsyncMock, MagicMock
-
-import grpc
-import pytest
-
-from spannerflow.dataflow.v1 import dataflow_pb2
-from spannerflow.grpc_server import FunctionService
-
-
-@pytest.mark.asyncio
-async def test_run_ie_function():
-    ie_functions = {
-        "test_func": ("test_func", lambda x: [((int(x[0]) * 2),)], [int], [int])
-    }
-    service = FunctionService(ie_functions)
-
-    # Mock the request iterator
-    request_iterator = AsyncMock()
-    request_iterator.__aiter__.return_value = [
-        dataflow_pb2.RunIEFunctionRequest(function_name="test_func"),
-        dataflow_pb2.RunIEFunctionRequest(row=dataflow_pb2.RowRequest(row=["1"])),
-        dataflow_pb2.RunIEFunctionRequest(row=dataflow_pb2.RowRequest(row=["2"])),
-    ]
-
-    # Mock the context
-    context = MagicMock()
-
-    # Collect the responses
-    responses = []
-    async for response in service.RunIEFunction(request_iterator, context):
-        responses.append(response)
-
-    # Assertions
-    assert len(responses) == 2
-    assert responses[0].row == ["2"]
-    assert responses[1].row == ["4"]
-
-
-@pytest.mark.asyncio
-async def test_run_ie_function_not_found():
-    ie_functions = {}
-    service = FunctionService(ie_functions)
-
-    # Mock the request iterator
-    request_iterator = AsyncMock()
-    request_iterator.__aiter__.return_value = [
-        dataflow_pb2.RunIEFunctionRequest(function_name="unknown_func")
-    ]
-
-    # Mock the context
-    context = MagicMock()
-
-    # Collect the responses
-    responses = []
-    async for response in service.RunIEFunction(request_iterator, context):
-        responses.append(response)
-
-    # Assertions
-    context.set_details.assert_called_once_with("IE Function 'unknown_func' not found.")
-    context.set_code.assert_called_once_with(grpc.StatusCode.NOT_FOUND)
-    assert len(responses) == 0
-
-
-@pytest.mark.asyncio
-async def test_run_ie_function_no_function_name():
-    ie_functions = {
-        "test_func": ("description", lambda x: [(str(int(x) * 2),)], [int], [int])
-    }
-    service = FunctionService(ie_functions)
-
-    # Mock the request iterator
-    request_iterator = AsyncMock()
-    request_iterator.__aiter__.return_value = []
-
-    # Mock the context
-    context = MagicMock()
-
-    # Collect the responses
-    responses = []
-    async for response in service.RunIEFunction(request_iterator, context):
-        responses.append(response)
-
-    # Assertions
-    context.set_details.assert_called_once_with("No function name provided.")
-    context.set_code.assert_called_once_with(grpc.StatusCode.INVALID_ARGUMENT)
-    assert len(responses) == 0
-
-
-@pytest.mark.asyncio
-async def test_run_ie_function_function_name_after_rows():
-    ie_functions = {
-        "test_func": ("description", lambda x: [(str(int(x) * 2),)], [int], [int])
-    }
-    service = FunctionService(ie_functions)
-
-    # Mock the request iterator
-    request_iterator = AsyncMock()
-    request_iterator.__aiter__.return_value = [
-        dataflow_pb2.RunIEFunctionRequest(row=dataflow_pb2.RowRequest(row=["1"])),
-        dataflow_pb2.RunIEFunctionRequest(function_name="test_func"),
-    ]
-
-    # Mock the context
-    context = MagicMock()
-
-    # Collect the responses
-    responses = []
-    async for response in service.RunIEFunction(request_iterator, context):
-        responses.append(response)
-
-    # Assertions
-    context.set_details.assert_called_once_with(
-        "Function name must be provided before rows."
-    )
-    context.set_code.assert_called_once_with(grpc.StatusCode.INVALID_ARGUMENT)
-    assert len(responses) == 0
-
-
-@pytest.mark.asyncio
-async def test_run_ie_function_multiple_function_name():
-    ie_functions = {
-        "test_func": ("description", lambda x: [(str(int(x) * 2),)], [int], [int])
-    }
-    service = FunctionService(ie_functions)
-
-    # Mock the request iterator
-    request_iterator = AsyncMock()
-    request_iterator.__aiter__.return_value = [
-        dataflow_pb2.RunIEFunctionRequest(function_name="test_func"),
-        dataflow_pb2.RunIEFunctionRequest(row=dataflow_pb2.RowRequest(row=["1"])),
-        dataflow_pb2.RunIEFunctionRequest(function_name="test_func"),
-    ]
-
-    # Mock the context
-    context = MagicMock()
-
-    # Collect the responses
-    responses = []
-    async for response in service.RunIEFunction(request_iterator, context):
-        responses.append(response)
-
-    # Assertions
-    context.set_details.assert_called_once_with("Function name already provided.")
-    context.set_code.assert_called_once_with(grpc.StatusCode.INVALID_ARGUMENT)
-    assert len(responses) == 0
diff --git a/tests/test_rust_dataflow.py b/tests/test_rust_dataflow.py
deleted file mode 100644
index 8c28c05..0000000
--- a/tests/test_rust_dataflow.py
+++ /dev/null
@@ -1,175 +0,0 @@
-from unittest.mock import MagicMock, patch
-
-import networkx as nx
-import pytest
-
-from spannerflow.config import Config
-from spannerflow.engine import Engine
-from spannerflow.rust_dataflow import RustDataflow
-
-
-@pytest.fixture
-def rust_dataflow():
-    Engine._instance = None
-    config = Config()
-    with patch(
-        "spannerflow.engine.Engine.__init__", return_value=MagicMock(spec=Engine)
-    ) as mock_engine:
-        mock_engine._serialize_row = Engine._serialize_row
-        instance = RustDataflow(config=config, engine=mock_engine)
-        return instance
-
-
-def test_dataflow_get_input_schema_types(rust_dataflow):
-    with patch.object(rust_dataflow._engine, "get_collections") as mock_get_collections:
-        mock_get_collections.return_value = {"X": ["DATA_TYPE_INT", "DATA_TYPE_STRING"]}
-        assert rust_dataflow.get_input_schema_types("X") == [
-            "DATA_TYPE_INT",
-            "DATA_TYPE_STRING",
-        ]
-
-
-def test_dataflow_get_input_schema(rust_dataflow):
-    with patch.object(rust_dataflow._engine, "get_collections") as mock_get_collections:
-        mock_get_collections.return_value = {"X": ["DATA_TYPE_INT", "DATA_TYPE_STRING"]}
-        assert rust_dataflow.get_input_schema("X") == ["i32", "String"]
-
-
-def test_dataflow_get_col_schema(rust_dataflow):
-    assert rust_dataflow.get_col_schema(["col1", "col2"]) == "(col1, col2)"
-    assert rust_dataflow.get_col_schema(["col1"]) == "col1"
-    assert rust_dataflow.get_col_schema([]) == "0"
-
-
-def test_dataflow_get_node_str(rust_dataflow):
-    str_anchor = "ANCHOR"
-    assert (
-        rust_dataflow.get_node_str(1, anchor=str_anchor, in_iterate=False) == "node_1"
-    )
-    assert (
-        rust_dataflow.get_node_str("X", anchor=str_anchor, in_iterate=False) == "node_X"
-    )
-    assert (
-        rust_dataflow.get_node_str(str_anchor, anchor=str_anchor, in_iterate=True)
-        == str_anchor
-    )
-    assert (
-        rust_dataflow.get_node_str(str_anchor, anchor=str_anchor, in_iterate=False)
-        == f"node_{str_anchor}"
-    )
-    int_anchor = 1
-    assert rust_dataflow.get_node_str(
-        int_anchor, anchor=int_anchor, in_iterate=True
-    ) == str(int_anchor)
-    assert (
-        rust_dataflow.get_node_str(int_anchor, anchor=int_anchor, in_iterate=False)
-        == f"node_{int_anchor}"
-    )
-
-
-def test_dataflow_get_sources_data(rust_dataflow):
-    with patch.object(rust_dataflow._engine, "get_collections") as mock_get_collections:
-        mock_get_collections.return_value = {
-            "X": ["DATA_TYPE_INT", "DATA_TYPE_STRING"],
-        }
-        graph = nx.DiGraph()
-        graph.add_nodes_from(
-            [
-                ("X", {"op": "get_rel"}),
-                (
-                    "Y",
-                    {
-                        "op": "get_const",
-                        "schema": ["col1"],
-                        "schema_types": ["DATA_TYPE_FLOAT"],
-                        "const_dict": {"col1": 1.0},
-                    },
-                ),
-            ]
-        )
-        nodes_schema_types_dict = {"X": ["DATA_TYPE_INT", "DATA_TYPE_STRING"], "Y": ["DATA_TYPE_FLOAT"]}
-        assert rust_dataflow.get_sources_data(graph, nodes_schema_types_dict) == {
-            "X": {"name": "X", "op": "get_rel", "schema": ["i32", "String"]},
-            "Y": {
-                "name": "Y",
-                "op": "get_const",
-                "schema": ["OrderedFloat<f32>"],
-                "consts": ["1.0"],
-            },
-        }
-
-
-def test_dataflow_get_from_input_code(rust_dataflow):
-    graph = nx.DiGraph()
-    graph.add_node(
-        1,
-        op="get_const",
-        schema=["col1"],
-        schema_types=["DATA_TYPE_FLOAT"],
-        const_dict={"col1": 1.0},
-    )
-    node = 1
-    anchor = None
-    in_iterate = False
-
-    assert (
-        rust_dataflow.get_from_input_code(graph, node, anchor, in_iterate)
-        == "let node_1 = input_1.to_collection(scope);"
-    )
-
-def test_validate_node(rust_dataflow):
-    graph = nx.DiGraph()
-    graph.add_node(
-        0,
-        op="get_const",
-        schema=["col1"],
-        const_dict={"col1": 1.0},
-    )
-    assert rust_dataflow.validate_node(graph, 0) is None
-    graph.add_node(
-        "X",
-        op="get_rel",
-        schema=["col2"],
-    )
-    assert rust_dataflow.validate_node(graph, "X") is None
-    graph.add_node(
-        2,
-        op="rename",
-        schema=["X"],
-    )
-    graph.add_edge(0, 2)
-    assert rust_dataflow.validate_node(graph, 2) is None
-    graph.add_edge("X", 2)
-    with pytest.raises(ValueError):
-        rust_dataflow.validate_node(graph, 2)
-
-    graph.remove_node(2)
-    graph.add_node(
-        3,
-        op="product",
-        schema=["col1", "col2"],
-    )
-    graph.add_edge(0, 3)
-    with pytest.raises(ValueError):
-        rust_dataflow.validate_node(graph, 3)
-    graph.add_edge("X", 3)
-    assert rust_dataflow.validate_node(graph, 3) is None
-
-    graph.remove_node(3)
-
-    graph.add_node(4, op="ie_map", schema=["col1"], name="not")
-    graph.add_edge("X", 4)
-    assert rust_dataflow.validate_node(graph, 4) is None
-    graph.add_edge(0, 4)
-    with pytest.raises(ValueError):
-        rust_dataflow.validate_node(graph, 4)
-    graph.add_node(
-        5,
-        op="aaaa",
-        schema=["col1"],
-    )
-    with pytest.raises(ValueError):
-        rust_dataflow.validate_node(graph, 5)
-
-if __name__ == "__main__":
-    pytest.main(["-s", "-v", __file__])
\ No newline at end of file
diff --git a/tests/test_sanity.py b/tests/test_sanity.py
deleted file mode 100644
index 0c32f45..0000000
--- a/tests/test_sanity.py
+++ /dev/null
@@ -1,2 +0,0 @@
-def test_sanity():
-    assert 1 == 1

From c6a950fcff6851d16ad4bba296e9c06c9a91213f Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Tue, 21 Jan 2025 01:54:21 +0200
Subject: [PATCH 258/277] fix: lint

---
 .github/workflows/rust_lint.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/rust_lint.yml b/.github/workflows/rust_lint.yml
index 894cd84..c93c5c0 100644
--- a/.github/workflows/rust_lint.yml
+++ b/.github/workflows/rust_lint.yml
@@ -20,7 +20,7 @@ jobs:
 
       - name: Rust Lint
         run: |
-          sed -i 's/version = 4/version = 3/g' Cargo.lock
+          cargo generate-lockfile --config version=3
           cargo marker check -- -p spannerflow_rust -p rust_span --release
           cargo clippy -p spannerflow_rust -p rust_span --release
         working-directory: ./spannerflow
\ No newline at end of file

From bdd160ff45271a46d4bb44393d71e0f4e8599c61 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Tue, 21 Jan 2025 01:57:29 +0200
Subject: [PATCH 259/277] WIP

---
 .github/workflows/rust_lint.yml | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/.github/workflows/rust_lint.yml b/.github/workflows/rust_lint.yml
index c93c5c0..455f6da 100644
--- a/.github/workflows/rust_lint.yml
+++ b/.github/workflows/rust_lint.yml
@@ -20,7 +20,6 @@ jobs:
 
       - name: Rust Lint
         run: |
-          cargo generate-lockfile --config version=3
-          cargo marker check -- -p spannerflow_rust -p rust_span --release
+          cargo generate-lockfile --config version=3 && cargo marker check -- -p spannerflow_rust -p rust_span --release
           cargo clippy -p spannerflow_rust -p rust_span --release
         working-directory: ./spannerflow
\ No newline at end of file

From faabfb36ca6ca25477bec740ee1c6a7b0563898c Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Tue, 21 Jan 2025 02:03:04 +0200
Subject: [PATCH 260/277] WIP

---
 .github/workflows/rust_lint.yml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/rust_lint.yml b/.github/workflows/rust_lint.yml
index 455f6da..55020dc 100644
--- a/.github/workflows/rust_lint.yml
+++ b/.github/workflows/rust_lint.yml
@@ -20,6 +20,7 @@ jobs:
 
       - name: Rust Lint
         run: |
-          cargo generate-lockfile --config version=3 && cargo marker check -- -p spannerflow_rust -p rust_span --release
+          sed -i 's/version = 4/version = 3/g' ./Cargo.lock
+          cargo marker check -- -p spannerflow_rust -p rust_span --release
           cargo clippy -p spannerflow_rust -p rust_span --release
         working-directory: ./spannerflow
\ No newline at end of file

From 3f1bb6667d34bfc827531e8ee7c93564f144eee6 Mon Sep 17 00:00:00 2001
From: EC2 Default User
 <ec2-user@ip-172-31-31-130.eu-central-1.compute.internal>
Date: Tue, 21 Jan 2025 01:22:26 +0000
Subject: [PATCH 261/277] bugfix

---
 spannerflow/Cargo.toml            | 2 +-
 spannerflow/rust_span/src/span.rs | 3 ++-
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/spannerflow/Cargo.toml b/spannerflow/Cargo.toml
index cc234aa..caff4b3 100644
--- a/spannerflow/Cargo.toml
+++ b/spannerflow/Cargo.toml
@@ -19,7 +19,7 @@ fancy-regex = "0.14.0"
 serde = { version = "1.0.216", features = ["derive", "rc"] }
 serde_derive = "1.0.215"
 sha1 = "0.10.6"
-timely = "0.16.1"
+timely = "0.15.0"
 differential-dataflow = "0.13.1"
 tokio = { version = "1.41.1", features = ["full"] }
 tokio-stream = "0.1.16"
diff --git a/spannerflow/rust_span/src/span.rs b/spannerflow/rust_span/src/span.rs
index 7758fa0..b1c8e95 100644
--- a/spannerflow/rust_span/src/span.rs
+++ b/spannerflow/rust_span/src/span.rs
@@ -1,6 +1,7 @@
 use std::collections::HashMap;
 use std::cmp::Ordering;
 use std::sync;
+use std::hash::Hash;
 use std::sync::Arc;
 use std::str::FromStr;
 use sha1::{Sha1, Digest};
@@ -37,7 +38,7 @@ pub enum SpanParseError {
 }
 
 /// A struct that represents a span of text in a document.
-#[derive(Clone, Serialize, Deserialize)]
+#[derive(Clone, Serialize, Deserialize, Hash)]
 pub struct Span {
     doc: Arc<String>,
     start: usize,

From 3a455ea4d3098345d42063a25bcaee96f241bf77 Mon Sep 17 00:00:00 2001
From: EC2 Default User
 <ec2-user@ip-172-31-31-130.eu-central-1.compute.internal>
Date: Tue, 21 Jan 2025 01:39:44 +0000
Subject: [PATCH 262/277] fix: lint

---
 spannerflow/rust_span/src/span.rs   | 1 +
 spannerflow/rust_span/src/std_ie.rs | 2 +-
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/spannerflow/rust_span/src/span.rs b/spannerflow/rust_span/src/span.rs
index b1c8e95..448602d 100644
--- a/spannerflow/rust_span/src/span.rs
+++ b/spannerflow/rust_span/src/span.rs
@@ -38,6 +38,7 @@ pub enum SpanParseError {
 }
 
 /// A struct that represents a span of text in a document.
+#[allow(clippy::derived_hash_with_manual_eq)]
 #[derive(Clone, Serialize, Deserialize, Hash)]
 pub struct Span {
     doc: Arc<String>,
diff --git a/spannerflow/rust_span/src/std_ie.rs b/spannerflow/rust_span/src/std_ie.rs
index 94d5bb0..d8d3e4b 100644
--- a/spannerflow/rust_span/src/std_ie.rs
+++ b/spannerflow/rust_span/src/std_ie.rs
@@ -115,7 +115,7 @@ pub fn rgx_is_match_str(delim: &str, text: &str)-> impl Iterator<Item= bool>{
 }
 
 pub fn rgx_is_match_span(delim: &str, span: &Span)-> impl Iterator<Item= bool>{
-    return rgx_is_match_str(delim, span.as_str());
+    rgx_is_match_str(delim, span.as_str())
 }
 
 fn rgx_split(delim: &str, text: &str, intial_tag: &str, base_span: &Span)-> impl Iterator<Item= (Span, Span)>{

From a980dbbbb3e53923ef60e629352351680b9ab8e4 Mon Sep 17 00:00:00 2001
From: EC2 Default User
 <ec2-user@ip-172-31-31-130.eu-central-1.compute.internal>
Date: Tue, 21 Jan 2025 01:45:44 +0000
Subject: [PATCH 263/277] feat: github actions

---
 .github/workflows/{coverage.yml => docs.yml} | 6 ++++--
 .github/workflows/rust_lint.yml              | 3 ++-
 2 files changed, 6 insertions(+), 3 deletions(-)
 rename .github/workflows/{coverage.yml => docs.yml} (94%)

diff --git a/.github/workflows/coverage.yml b/.github/workflows/docs.yml
similarity index 94%
rename from .github/workflows/coverage.yml
rename to .github/workflows/docs.yml
index baffc2c..6d84d01 100644
--- a/.github/workflows/coverage.yml
+++ b/.github/workflows/docs.yml
@@ -31,7 +31,9 @@ jobs:
         run: |
           python -m pip install --upgrade pip setuptools setuptools-rust
           pip install '.[dev]'
-
+      - name: Build Docs
+        run: |
+          nbdev_docs
       - name: Deploy to GitHub Pages
         uses: peaceiris/actions-gh-pages@v3
         with:
@@ -41,4 +43,4 @@ jobs:
           # The following lines assign commit authorship to the official GH-Actions bot for deploys to `gh-pages` branch.
           # You can swap them out with your own user credentials.
           user_name: github-actions[bot]
-          user_email: 41898282+github-actions[bot]@users.noreply.github.com
\ No newline at end of file
+          user_email: 41898282+github-actions[bot]@users.noreply.github.com
diff --git a/.github/workflows/rust_lint.yml b/.github/workflows/rust_lint.yml
index 55020dc..2194962 100644
--- a/.github/workflows/rust_lint.yml
+++ b/.github/workflows/rust_lint.yml
@@ -20,7 +20,8 @@ jobs:
 
       - name: Rust Lint
         run: |
+          cargo generate-lockfile
           sed -i 's/version = 4/version = 3/g' ./Cargo.lock
           cargo marker check -- -p spannerflow_rust -p rust_span --release
           cargo clippy -p spannerflow_rust -p rust_span --release
-        working-directory: ./spannerflow
\ No newline at end of file
+        working-directory: ./spannerflow

From 171ffc5e5631442a662e42ac1039554b45543d18 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Tue, 21 Jan 2025 20:35:03 +0200
Subject: [PATCH 264/277] WIP

---
 MANIFEST.in | 7 +++++--
 setup.py    | 1 +
 2 files changed, 6 insertions(+), 2 deletions(-)

diff --git a/MANIFEST.in b/MANIFEST.in
index 63caf2b..51883c9 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -2,8 +2,11 @@ include settings.ini
 include LICENSE
 include CONTRIBUTING.md
 include README.md
+include spannerflow/Cargo.toml
+include spannerflow/Cargo.lock
 recursive-include spannerflow/templates *
 recursive-include spannerflow/rust_server *
 recursive-include spannerflow/rust_lib *
-recursive-exclude * __pycache__
-prune tests
\ No newline at end of file
+recursive-include spannerflow/rust_span *
+recursive-include spannerflow/target *
+recursive-exclude * __pycache__
\ No newline at end of file
diff --git a/setup.py b/setup.py
index 7638976..bf29848 100644
--- a/setup.py
+++ b/setup.py
@@ -92,6 +92,7 @@
         RustExtension(
             "spannerflow.rust_grpc_server",
             "spannerflow/rust_server/Cargo.toml",
+            rustc_flags=["-C", "prefer-dynamic"],
             debug=False,
             features=[],
             binding=Binding.Exec,

From 4d5dc4bb59efc86e36a64f030f6a15bf2aa06402 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Wed, 22 Jan 2025 00:54:27 +0200
Subject: [PATCH 265/277] wi[

---
 setup.py | 18 ++++++++++++++++++
 1 file changed, 18 insertions(+)

diff --git a/setup.py b/setup.py
index bf29848..fc15b38 100644
--- a/setup.py
+++ b/setup.py
@@ -1,9 +1,12 @@
+import os
 import shlex
+import shutil
 from configparser import ConfigParser
 from typing import Any
 
 import setuptools
 from pkg_resources import parse_version
+from setuptools.command.install import install
 from setuptools_rust import Binding, RustExtension
 
 assert parse_version(setuptools.__version__) >= parse_version("36.2")
@@ -65,6 +68,20 @@
 # Add package data to setup_cfg for setuptools.setup(..., **setup_cfg)
 setup_cfg["package_data"] = package_data
 
+class CustomInstallCommand(install):
+    def run(self):
+        # Run the default install command
+        install.run(self)
+
+        # Path to the target directory generated by Rust build
+        target_dir = os.path.join(self.install_lib, 'spannerflow', 'target')
+
+        # Check if the target directory exists and copy it
+        if os.path.isdir('spannerflow/target'):
+            # Copy the target directory to the installation directory
+            shutil.copytree('spannerflow/target', target_dir)
+
+
 setuptools.setup(
     name=cfg["lib_name"],
     license=lic[0],
@@ -102,5 +119,6 @@
         "console_scripts": cfg.get("console_scripts", "").split(),
         "nbdev": [f'{cfg.get("lib_path")}={cfg.get("lib_path")}._modidx:d'],
     },
+    cmdclass={'install': CustomInstallCommand},
     **setup_cfg,
 )

From 2680b4b70e75c216101cfe7fb42076e3b99ab225 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Wed, 22 Jan 2025 01:15:34 +0200
Subject: [PATCH 266/277] WIP

---
 nbs/00_config.ipynb          | 1 +
 nbs/50_rust_dataflow.ipynb   | 4 ++--
 nbs/60_engine.ipynb          | 1 +
 spannerflow/config.py        | 1 +
 spannerflow/engine.py        | 1 +
 spannerflow/rust_dataflow.py | 6 ++----
 6 files changed, 8 insertions(+), 6 deletions(-)

diff --git a/nbs/00_config.ipynb b/nbs/00_config.ipynb
index b04ae40..672cc64 100644
--- a/nbs/00_config.ipynb
+++ b/nbs/00_config.ipynb
@@ -77,6 +77,7 @@
     "        \"src\", \"latest.rs\"\n",
     "    )\n",
     "    RUST_SERVER_PATH: Path = PACKAGE_ROOT.joinpath(\"rust_grpc_server\")\n",
+    "    RUST_TARGET_PATH: Path = PACKAGE_ROOT.joinpath(\"target\", \"release\")\n",
     "    TEMPLATES_PATH: Path = PACKAGE_ROOT.joinpath(\"templates\")\n",
     "    RUST_FILE_TEMPLATE_NAME: str = \"rust_dataflow.rs.jinja2\"\n",
     "    LOGS_DIR: Path = Path(__file__).parent.joinpath(\"logs\")\n",
diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index e870a96..c6b2adc 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -1060,7 +1060,7 @@
     "            lib_filename = f\"{crate_name}{extension}\"\n",
     "        else:\n",
     "            raise RuntimeError(\"Unsupported OS\")\n",
-    "        lib_path = self._config.PACKAGE_ROOT.joinpath(\"target\", \"release\", lib_filename)\n",
+    "        lib_path = self._config.RUST_TARGET_PATH.joinpath(lib_filename)\n",
     "        new_lib_path = self._config.GENERATED_RUST_PROJECT_PATH.joinpath(\n",
     "            f\"{timestamp}{extension}\"\n",
     "        )\n",
@@ -1083,7 +1083,7 @@
     "\n",
     "        self._config.LOGS_DIR.mkdir(parents=True, exist_ok=True)\n",
     "        env = os.environ.copy()\n",
-    "        env[\"RUSTFLAGS\"] = f\"-C prefer-dynamic -C link-arg=-Wl,-rpath,{self._config.PACKAGE_ROOT.joinpath('target', 'release', 'deps')}\"\n",
+    "        env[\"RUSTFLAGS\"] = \"-C prefer-dynamic\"\n",
     "        with open(log_path, \"a\") as log_file:\n",
     "            subprocess.run(\n",
     "                command,\n",
diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index ca7c725..637e1b0 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -226,6 +226,7 @@
     "            self._config.LOGS_DIR.mkdir(parents=True, exist_ok=True)\n",
     "            with open(self._config.RUST_SERVER_LOG_PATH, \"a\") as log_file:\n",
     "                env = os.environ.copy()\n",
+    "                env[\"DYLD_LIBRARY_PATH\"] = str(self._config.RUST_TARGET_PATH)\n",
     "                env[\"BIND_PORT\"] = str(self._config.DATAFLOW_PORT)\n",
     "                env[\"RUST_LOG\"] = \"trace\"\n",
     "                env[\"RUST_LOG_STYLE\"] = \"never\"\n",
diff --git a/spannerflow/config.py b/spannerflow/config.py
index 0c50990..1a9cf35 100644
--- a/spannerflow/config.py
+++ b/spannerflow/config.py
@@ -23,6 +23,7 @@ class Config:
         "src", "latest.rs"
     )
     RUST_SERVER_PATH: Path = PACKAGE_ROOT.joinpath("rust_grpc_server")
+    RUST_TARGET_PATH: Path = PACKAGE_ROOT.joinpath("target", "release")
     TEMPLATES_PATH: Path = PACKAGE_ROOT.joinpath("templates")
     RUST_FILE_TEMPLATE_NAME: str = "rust_dataflow.rs.jinja2"
     LOGS_DIR: Path = Path(__file__).parent.joinpath("logs")
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 53e9edd..7f24f8b 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -182,6 +182,7 @@ def inner() -> None:
             self._config.LOGS_DIR.mkdir(parents=True, exist_ok=True)
             with open(self._config.RUST_SERVER_LOG_PATH, "a") as log_file:
                 env = os.environ.copy()
+                env["DYLD_LIBRARY_PATH"] = str(self._config.RUST_TARGET_PATH)
                 env["BIND_PORT"] = str(self._config.DATAFLOW_PORT)
                 env["RUST_LOG"] = "trace"
                 env["RUST_LOG_STYLE"] = "never"
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index f343d2f..a3c374e 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -791,7 +791,7 @@ def build_so(self, graph: nx.DiGraph) -> tuple[Path, str]:
             lib_filename = f"{crate_name}{extension}"
         else:
             raise RuntimeError("Unsupported OS")
-        lib_path = self._config.PACKAGE_ROOT.joinpath("target", "release", lib_filename)
+        lib_path = self._config.RUST_TARGET_PATH.joinpath(lib_filename)
         new_lib_path = self._config.GENERATED_RUST_PROJECT_PATH.joinpath(
             f"{timestamp}{extension}"
         )
@@ -814,9 +814,7 @@ def build_rust(self, cargo_toml_path: Path, log_path: Path) -> None:
 
         self._config.LOGS_DIR.mkdir(parents=True, exist_ok=True)
         env = os.environ.copy()
-        env["RUSTFLAGS"] = (
-            f"-C prefer-dynamic -C link-arg=-Wl,-rpath,{self._config.PACKAGE_ROOT.joinpath('target', 'release', 'deps')}"
-        )
+        env["RUSTFLAGS"] = "-C prefer-dynamic"
         with open(log_path, "a") as log_file:
             subprocess.run(
                 command,

From 423a28a55d133df2858550e9bf36de210072431e Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Wed, 22 Jan 2025 01:29:22 +0200
Subject: [PATCH 267/277] wip

---
 nbs/60_engine.ipynb   | 3 +++
 spannerflow/engine.py | 3 +++
 2 files changed, 6 insertions(+)

diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index 637e1b0..4cd2c21 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -226,7 +226,10 @@
     "            self._config.LOGS_DIR.mkdir(parents=True, exist_ok=True)\n",
     "            with open(self._config.RUST_SERVER_LOG_PATH, \"a\") as log_file:\n",
     "                env = os.environ.copy()\n",
+    "                # for MacOS\n",
     "                env[\"DYLD_LIBRARY_PATH\"] = str(self._config.RUST_TARGET_PATH)\n",
+    "                # for Linux\n",
+    "                env[\"LD_LIBRARY_PATH\"] = str(self._config.RUST_TARGET_PATH)\n",
     "                env[\"BIND_PORT\"] = str(self._config.DATAFLOW_PORT)\n",
     "                env[\"RUST_LOG\"] = \"trace\"\n",
     "                env[\"RUST_LOG_STYLE\"] = \"never\"\n",
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index 7f24f8b..ad4eb76 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -182,7 +182,10 @@ def inner() -> None:
             self._config.LOGS_DIR.mkdir(parents=True, exist_ok=True)
             with open(self._config.RUST_SERVER_LOG_PATH, "a") as log_file:
                 env = os.environ.copy()
+                # for MacOS
                 env["DYLD_LIBRARY_PATH"] = str(self._config.RUST_TARGET_PATH)
+                # for Linux
+                env["LD_LIBRARY_PATH"] = str(self._config.RUST_TARGET_PATH)
                 env["BIND_PORT"] = str(self._config.DATAFLOW_PORT)
                 env["RUST_LOG"] = "trace"
                 env["RUST_LOG_STYLE"] = "never"

From e101ba153c60da6ab344a29aaed3a3293f277887 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Wed, 22 Jan 2025 01:44:22 +0200
Subject: [PATCH 268/277] WIP

---
 MANIFEST.in | 1 +
 1 file changed, 1 insertion(+)

diff --git a/MANIFEST.in b/MANIFEST.in
index 51883c9..54e1b79 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -6,6 +6,7 @@ include spannerflow/Cargo.toml
 include spannerflow/Cargo.lock
 recursive-include spannerflow/templates *
 recursive-include spannerflow/rust_server *
+recursive-include spannerflow/proto *
 recursive-include spannerflow/rust_lib *
 recursive-include spannerflow/rust_span *
 recursive-include spannerflow/target *

From b02e9f2dba568419185ce1566fa6b6c7fe856b42 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Wed, 22 Jan 2025 02:32:22 +0200
Subject: [PATCH 269/277] feat: timely version

---
 spannerflow/Cargo.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/spannerflow/Cargo.toml b/spannerflow/Cargo.toml
index caff4b3..cc234aa 100644
--- a/spannerflow/Cargo.toml
+++ b/spannerflow/Cargo.toml
@@ -19,7 +19,7 @@ fancy-regex = "0.14.0"
 serde = { version = "1.0.216", features = ["derive", "rc"] }
 serde_derive = "1.0.215"
 sha1 = "0.10.6"
-timely = "0.15.0"
+timely = "0.16.1"
 differential-dataflow = "0.13.1"
 tokio = { version = "1.41.1", features = ["full"] }
 tokio-stream = "0.1.16"

From f7d4550072e592878a59573d014cc81ccaca2df9 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Wed, 22 Jan 2025 02:50:07 +0200
Subject: [PATCH 270/277] feat: cache as a feature flag

---
 nbs/00_config.ipynb   | 1 +
 nbs/60_engine.ipynb   | 3 ++-
 spannerflow/config.py | 1 +
 spannerflow/engine.py | 3 ++-
 4 files changed, 6 insertions(+), 2 deletions(-)

diff --git a/nbs/00_config.ipynb b/nbs/00_config.ipynb
index 672cc64..fe4966c 100644
--- a/nbs/00_config.ipynb
+++ b/nbs/00_config.ipynb
@@ -84,6 +84,7 @@
     "    RUST_SERVER_LOG_PATH: Path = LOGS_DIR.joinpath(\"rust_server.log\")\n",
     "    RUST_SERVER_BUILD_LOG_PATH: Path = LOGS_DIR.joinpath(\"rust_server_build.log\")\n",
     "    RUST_SO_BUILD_LOG_PATH: Path = LOGS_DIR.joinpath(\"rust_so_build.log\")\n",
+    "    FEATURE_CACHE: bool = False\n",
     "\n",
     "    @property\n",
     "    def LISTEN_ADDRESS(self) -> str:\n",
diff --git a/nbs/60_engine.ipynb b/nbs/60_engine.ipynb
index 4cd2c21..fd1abae 100644
--- a/nbs/60_engine.ipynb
+++ b/nbs/60_engine.ipynb
@@ -394,7 +394,8 @@
     "    def run_dataflow(\n",
     "        self, reversed_graph: nx.DiGraph, output_csv_path: str | None = None\n",
     "    ) -> Generator[list[str], None, None]:\n",
-    "        if cached := self._get_from_cache(reversed_graph):\n",
+    "        cached = self._get_from_cache(reversed_graph)\n",
+    "        if self._config.FEATURE_CACHE and cached is not None:\n",
     "            so_path, fn_name, schema_types = cached\n",
     "        else:\n",
     "            so_path, fn_name = self._rust_dataflow.build_so(reversed_graph)\n",
diff --git a/spannerflow/config.py b/spannerflow/config.py
index 1a9cf35..5cede9b 100644
--- a/spannerflow/config.py
+++ b/spannerflow/config.py
@@ -30,6 +30,7 @@ class Config:
     RUST_SERVER_LOG_PATH: Path = LOGS_DIR.joinpath("rust_server.log")
     RUST_SERVER_BUILD_LOG_PATH: Path = LOGS_DIR.joinpath("rust_server_build.log")
     RUST_SO_BUILD_LOG_PATH: Path = LOGS_DIR.joinpath("rust_so_build.log")
+    FEATURE_CACHE: bool = False
 
     @property
     def LISTEN_ADDRESS(self) -> str:
diff --git a/spannerflow/engine.py b/spannerflow/engine.py
index ad4eb76..f1ac448 100644
--- a/spannerflow/engine.py
+++ b/spannerflow/engine.py
@@ -350,7 +350,8 @@ def del_agg_function(self, name: str):
     def run_dataflow(
         self, reversed_graph: nx.DiGraph, output_csv_path: str | None = None
     ) -> Generator[list[str], None, None]:
-        if cached := self._get_from_cache(reversed_graph):
+        cached = self._get_from_cache(reversed_graph)
+        if self._config.FEATURE_CACHE and cached is not None:
             so_path, fn_name, schema_types = cached
         else:
             so_path, fn_name = self._rust_dataflow.build_so(reversed_graph)

From 7e1f76084e4dc4313b616cec50cdca51c0485ca8 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Wed, 22 Jan 2025 05:15:03 +0200
Subject: [PATCH 271/277] bugfix

---
 spannerflow/templates/rust_dataflow.rs.jinja2 | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/spannerflow/templates/rust_dataflow.rs.jinja2 b/spannerflow/templates/rust_dataflow.rs.jinja2
index 78f1b22..5d24af1 100644
--- a/spannerflow/templates/rust_dataflow.rs.jinja2
+++ b/spannerflow/templates/rust_dataflow.rs.jinja2
@@ -154,7 +154,7 @@ pub extern "Rust" fn query_{{query_id}}(collections: &HashMap<String, Vec<Vec<St
                     input_{{value['name']}}.insert(({% for element in value['schema'] %} vec[{{loop.index0}}].parse::<{{element}}>().unwrap(){% if not loop.last %}, {% endif %}{% endfor %}));
                 }
             {% elif value["op"] == "get_const" %}
-                input_{{value['name']}}.insert(({% for element in value['consts'] %}r"{{ element }}".parse::<{{ value['schema'][loop.index0] }}>().unwrap(){% if not loop.last %}, {% endif %}{% endfor %}));
+                input_{{value['name']}}.insert(({% for element in value['consts'] %}r#"{{ element }}"#.parse::<{{ value['schema'][loop.index0] }}>().unwrap(){% if not loop.last %}, {% endif %}{% endfor %}));
             {% endif %}
             {% endfor %}
         });

From 451cac9a98d3bc2fda0ad84f0888fea84a82b41c Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Wed, 22 Jan 2025 05:25:38 +0200
Subject: [PATCH 272/277] wip

---
 nbs/15_span.ipynb                 | 46 ++++++-------------------------
 spannerflow/rust_span/src/span.rs |  2 +-
 spannerflow/span.py               |  2 +-
 3 files changed, 10 insertions(+), 40 deletions(-)

diff --git a/nbs/15_span.ipynb b/nbs/15_span.ipynb
index cc17ee3..a7c28f2 100644
--- a/nbs/15_span.ipynb
+++ b/nbs/15_span.ipynb
@@ -21,16 +21,7 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The autoreload extension is already loaded. To reload it, use:\n",
-      "  %reload_ext autoreload\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# | hide\n",
     "%load_ext autoreload\n",
@@ -284,7 +275,7 @@
     "    @staticmethod\n",
     "    def deserialize_span(span_str: str):\n",
     "        SPAN_PATTERN = (\n",
-    "            r\"^\\[@(?P<doc_id>.*),(?P<start>\\d+),(?P<end>\\d+)\\) \\\"(?P<text>.*)\\\"$\"\n",
+    "            r\"^\\[@(?P<doc_id>.*),(?P<start>\\d+),(?P<end>\\d+)\\) \\\"(?P<text>(.|\\s)*)\\\"$\"\n",
     "        )\n",
     "        matches = re.match(SPAN_PATTERN, span_str)\n",
     "        if matches is None:\n",
@@ -545,7 +536,7 @@
     {
      "data": {
       "text/plain": [
-       "[@doc,0,14) \"hello strange...\""
+       "[@doc,0,14) \"hello stra...\""
       ]
      },
      "metadata": {},
@@ -641,15 +632,15 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>[@doc,0,14) \"hello strange...\"</td>\n",
+       "      <td>[@doc,0,14) \"hello stra...\"</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                             span\n",
-       "0  [@doc,0,14) \"hello strange...\""
+       "                          span\n",
+       "0  [@doc,0,14) \"hello stra...\""
       ]
      },
      "execution_count": null,
@@ -670,7 +661,7 @@
     {
      "data": {
       "text/plain": [
-       "[@c22b5f,0,2) \"h...\""
+       "[@c22b5f,0,2) \"hi\""
       ]
      },
      "metadata": {},
@@ -699,28 +690,7 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "ValueError",
-     "evalue": "Unexpected format in '/Users/itarazi/Documents/Technion/spanner/spannerflow/spannerflow/rust_lib/.env/lib/python3.12/site-packages/nbdev/sync.py' at cell:\n```\n# %% ../nbs/api/06_sync.ipynb\nfrom .imports import *\nfrom .config import *\nfrom .maker import *\nfrom .process import *\nfrom .process import _partition_cell\nfrom .export import *\nfrom .doclinks import _iter_py_cells\n\nfrom execnb.nbio import *\nfrom fastcore.script import *\nfrom fastcore.xtras import *\n\nimport ast\nimport importlib.\n```\nThe expected format is: '# %% {nb_path} {cell_idx}'.",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
-      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.13/site-packages/nbdev/doclinks.py:60\u001b[0m, in \u001b[0;36m_iter_py_cells\u001b[0;34m(p)\u001b[0m\n\u001b[1;32m     59\u001b[0m     nb \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m.\u001b[39mjoin(nb)\n\u001b[0;32m---> 60\u001b[0m     idx \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mint\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43midx\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     61\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",
-      "\u001b[0;31mValueError\u001b[0m: invalid literal for int() with base 10: '../nbs/api/06_sync.ipynb'",
-      "\nDuring handling of the above exception, another exception occurred:\n",
-      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[17], line 4\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# |hide\u001b[39;00m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnbdev\u001b[39;00m\n\u001b[0;32m----> 4\u001b[0m \u001b[43mnbdev\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnbdev_export\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.13/site-packages/fastcore/script.py:112\u001b[0m, in \u001b[0;36mcall_parse.<locals>._f\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    109\u001b[0m \u001b[38;5;129m@wraps\u001b[39m(func)\n\u001b[1;32m    110\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_f\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m    111\u001b[0m     mod \u001b[38;5;241m=\u001b[39m inspect\u001b[38;5;241m.\u001b[39mgetmodule(inspect\u001b[38;5;241m.\u001b[39mcurrentframe()\u001b[38;5;241m.\u001b[39mf_back)\n\u001b[0;32m--> 112\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m mod: \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    113\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m SCRIPT_INFO\u001b[38;5;241m.\u001b[39mfunc \u001b[38;5;129;01mand\u001b[39;00m mod\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;241m==\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m__main__\u001b[39m\u001b[38;5;124m\"\u001b[39m: SCRIPT_INFO\u001b[38;5;241m.\u001b[39mfunc \u001b[38;5;241m=\u001b[39m func\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\n\u001b[1;32m    114\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(sys\u001b[38;5;241m.\u001b[39margv)\u001b[38;5;241m>\u001b[39m\u001b[38;5;241m1\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m sys\u001b[38;5;241m.\u001b[39margv[\u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m==\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m: sys\u001b[38;5;241m.\u001b[39margv\u001b[38;5;241m.\u001b[39mpop(\u001b[38;5;241m1\u001b[39m)\n",
-      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.13/site-packages/nbdev/doclinks.py:154\u001b[0m, in \u001b[0;36mnbdev_export\u001b[0;34m(path, procs, **kwargs)\u001b[0m\n\u001b[1;32m    152\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m f \u001b[38;5;129;01min\u001b[39;00m files: nb_export(f, procs\u001b[38;5;241m=\u001b[39mprocs)\n\u001b[1;32m    153\u001b[0m add_init(get_config()\u001b[38;5;241m.\u001b[39mlib_path)\n\u001b[0;32m--> 154\u001b[0m \u001b[43m_build_modidx\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.13/site-packages/nbdev/doclinks.py:111\u001b[0m, in \u001b[0;36m_build_modidx\u001b[0;34m(dest, nbs_path, skip_exists)\u001b[0m\n\u001b[1;32m    109\u001b[0m code_root \u001b[38;5;241m=\u001b[39m dest\u001b[38;5;241m.\u001b[39mparent\u001b[38;5;241m.\u001b[39mresolve()\n\u001b[1;32m    110\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m file \u001b[38;5;129;01min\u001b[39;00m globtastic(dest, file_glob\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m*.py\u001b[39m\u001b[38;5;124m\"\u001b[39m, skip_file_re\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m^_\u001b[39m\u001b[38;5;124m'\u001b[39m, skip_folder_re\u001b[38;5;241m=\u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124m.ipynb_checkpoints\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m--> 111\u001b[0m     res[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msyms\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mupdate(\u001b[43m_get_modidx\u001b[49m\u001b[43m(\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdest\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mparent\u001b[49m\u001b[38;5;241;43m/\u001b[39;49m\u001b[43mfile\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mresolve\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcode_root\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnbs_path\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnbs_path\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[1;32m    112\u001b[0m idxfile\u001b[38;5;241m.\u001b[39mwrite_text(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m# Autogenerated by nbdev\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124md = \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m+\u001b[39mpformat(res, width\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m140\u001b[39m, indent\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m2\u001b[39m, compact\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\u001b[38;5;241m+\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m'\u001b[39m)\n",
-      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.13/site-packages/nbdev/doclinks.py:82\u001b[0m, in \u001b[0;36m_get_modidx\u001b[0;34m(py_path, code_root, nbs_path)\u001b[0m\n\u001b[1;32m     80\u001b[0m _def_types \u001b[38;5;241m=\u001b[39m ast\u001b[38;5;241m.\u001b[39mFunctionDef,ast\u001b[38;5;241m.\u001b[39mAsyncFunctionDef,ast\u001b[38;5;241m.\u001b[39mClassDef\n\u001b[1;32m     81\u001b[0m d \u001b[38;5;241m=\u001b[39m {}\n\u001b[0;32m---> 82\u001b[0m \u001b[43m\u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mcell\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m_iter_py_cells\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpy_path\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m     83\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mauto\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mcell\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnb\u001b[49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mcontinue\u001b[39;49;00m\n\u001b[1;32m     84\u001b[0m \u001b[43m    \u001b[49m\u001b[43mloc\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43m_nbpath2html\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcell\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnb_path\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrelative_to\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnbs_path\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Documents/Technion/spanner/spannerflow/.env/lib/python3.13/site-packages/nbdev/doclinks.py:64\u001b[0m, in \u001b[0;36m_iter_py_cells\u001b[0;34m(p)\u001b[0m\n\u001b[1;32m     62\u001b[0m         nb \u001b[38;5;241m=\u001b[39m top\n\u001b[1;32m     63\u001b[0m         idx \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m---> 64\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m: \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUnexpected format in \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mp\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m at cell:\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m```\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m# %% \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mcell\u001b[38;5;241m.\u001b[39mstrip()\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m```\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     65\u001b[0m                                     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe expected format is: \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m# \u001b[39m\u001b[38;5;132;01m%%\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m{nb_path}\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m{cell_idx}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m     66\u001b[0m nb_path \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01mif\u001b[39;00m nb\u001b[38;5;241m==\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mauto\u001b[39m\u001b[38;5;124m'\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m (p\u001b[38;5;241m.\u001b[39mparent\u001b[38;5;241m/\u001b[39mnb)\u001b[38;5;241m.\u001b[39mresolve()  \u001b[38;5;66;03m# NB paths are stored relative to .py file\u001b[39;00m\n\u001b[1;32m     67\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m code\u001b[38;5;241m.\u001b[39mendswith(\u001b[38;5;124m'\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m'\u001b[39m): code\u001b[38;5;241m=\u001b[39mcode[:\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m]\n",
-      "\u001b[0;31mValueError\u001b[0m: Unexpected format in '/Users/itarazi/Documents/Technion/spanner/spannerflow/spannerflow/rust_lib/.env/lib/python3.12/site-packages/nbdev/sync.py' at cell:\n```\n# %% ../nbs/api/06_sync.ipynb\nfrom .imports import *\nfrom .config import *\nfrom .maker import *\nfrom .process import *\nfrom .process import _partition_cell\nfrom .export import *\nfrom .doclinks import _iter_py_cells\n\nfrom execnb.nbio import *\nfrom fastcore.script import *\nfrom fastcore.xtras import *\n\nimport ast\nimport importlib.\n```\nThe expected format is: '# %% {nb_path} {cell_idx}'."
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# |hide\n",
     "import nbdev\n",
diff --git a/spannerflow/rust_span/src/span.rs b/spannerflow/rust_span/src/span.rs
index 448602d..a3ef1d0 100644
--- a/spannerflow/rust_span/src/span.rs
+++ b/spannerflow/rust_span/src/span.rs
@@ -130,7 +130,7 @@ impl FromStr for Span {
     type Err = SpanParseError;
 
     fn from_str(s: &str) -> Result<Self, Self::Err>  {
-        let re = FancyRegex::new(r#"\[@(\w+),(\d+),(\d+)\) "(.*)""#).unwrap();
+        let re = FancyRegex::new(r#"\[@(\w+),(\d+),(\d+)\) "((.|\s)*)""#).unwrap();
         if let Ok(Some(caps)) = re.captures(s) {
             let name = caps.get(1).unwrap().as_str().to_string();
             let start = caps.get(2).unwrap().as_str().parse::<usize>().unwrap();
diff --git a/spannerflow/span.py b/spannerflow/span.py
index e1eb9e2..3a70bee 100644
--- a/spannerflow/span.py
+++ b/spannerflow/span.py
@@ -214,7 +214,7 @@ def from_val(cls, val):
     @staticmethod
     def deserialize_span(span_str: str):
         SPAN_PATTERN = (
-            r"^\[@(?P<doc_id>.*),(?P<start>\d+),(?P<end>\d+)\) \"(?P<text>.*)\"$"
+            r"^\[@(?P<doc_id>.*),(?P<start>\d+),(?P<end>\d+)\) \"(?P<text>(.|\s)*)\"$"
         )
         matches = re.match(SPAN_PATTERN, span_str)
         if matches is None:

From 86965e5c47b009631b4dfc5c6eed226264494462 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sat, 25 Jan 2025 23:28:39 +0200
Subject: [PATCH 273/277] WIP

---
 nbs/40_grpc_server.ipynb   | 3 +++
 spannerflow/grpc_server.py | 3 +++
 2 files changed, 6 insertions(+)

diff --git a/nbs/40_grpc_server.ipynb b/nbs/40_grpc_server.ipynb
index 7b4c6a5..6fe334f 100644
--- a/nbs/40_grpc_server.ipynb
+++ b/nbs/40_grpc_server.ipynb
@@ -161,6 +161,9 @@
     "                    arg_type = func_in_scehma[i]\n",
     "                    if arg_type is Span:\n",
     "                        row.append(Span.deserialize_span(cell))\n",
+    "                    elif arg_type is object:\n",
+    "                        # TODO: support more types\n",
+    "                        row.append(cell)\n",
     "                    else:\n",
     "                        row.append(arg_type(cell))\n",
     "                rows.append(row)\n",
diff --git a/spannerflow/grpc_server.py b/spannerflow/grpc_server.py
index 01e16ec..f6e49dc 100644
--- a/spannerflow/grpc_server.py
+++ b/spannerflow/grpc_server.py
@@ -126,6 +126,9 @@ def RunIEFunction(
                     arg_type = func_in_scehma[i]
                     if arg_type is Span:
                         row.append(Span.deserialize_span(cell))
+                    elif arg_type is object:
+                        # TODO: support more types
+                        row.append(cell)
                     else:
                         row.append(arg_type(cell))
                 rows.append(row)

From 48ca264b3d583546549274ee885b2e42710da15a Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Mon, 27 Jan 2025 01:14:05 +0200
Subject: [PATCH 274/277] fix: timely versions

---
 spannerflow/Cargo.toml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/spannerflow/Cargo.toml b/spannerflow/Cargo.toml
index cc234aa..cab311a 100644
--- a/spannerflow/Cargo.toml
+++ b/spannerflow/Cargo.toml
@@ -19,8 +19,8 @@ fancy-regex = "0.14.0"
 serde = { version = "1.0.216", features = ["derive", "rc"] }
 serde_derive = "1.0.215"
 sha1 = "0.10.6"
-timely = "0.16.1"
-differential-dataflow = "0.13.1"
+timely = "0.17.0"
+differential-dataflow = "0.13.4"
 tokio = { version = "1.41.1", features = ["full"] }
 tokio-stream = "0.1.16"
 tonic = "0.12.3"

From a3fb151a9d184756bf76726485e34e7f1d20ade6 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sat, 22 Feb 2025 17:27:09 +0200
Subject: [PATCH 275/277] cr and dep versions update

---
 spannerflow/Cargo.toml        | 16 ++++++++--------
 spannerflow/rust_lib/build.rs |  1 -
 2 files changed, 8 insertions(+), 9 deletions(-)

diff --git a/spannerflow/Cargo.toml b/spannerflow/Cargo.toml
index cab311a..1b1ae32 100644
--- a/spannerflow/Cargo.toml
+++ b/spannerflow/Cargo.toml
@@ -12,19 +12,19 @@ futures = "0.3.31"
 hex = "0.4.3"
 lazy_static = "1.5.0"
 libloading = "0.8.5"
-ordered-float = "4.5.0"
-prost = "0.13.3"
-prost-types = "0.13.3"
+ordered-float = "5.0.0"
+prost = "0.13.5"
+prost-types = "0.13.5"
 fancy-regex = "0.14.0"
-serde = { version = "1.0.216", features = ["derive", "rc"] }
-serde_derive = "1.0.215"
+serde = { version = "1.0.218", features = ["derive", "rc"] }
+serde_derive = "1.0.218"
 sha1 = "0.10.6"
-timely = "0.17.0"
-differential-dataflow = "0.13.4"
+timely = "0.18.1"
+differential-dataflow = "0.13.6"
 tokio = { version = "1.41.1", features = ["full"] }
 tokio-stream = "0.1.16"
 tonic = "0.12.3"
-log = "0.4.22"
+log = "0.4.26"
 env_logger = "0.11.5"
 pcre2 = "0.2.9"
 
diff --git a/spannerflow/rust_lib/build.rs b/spannerflow/rust_lib/build.rs
index 628f6b8..706136c 100644
--- a/spannerflow/rust_lib/build.rs
+++ b/spannerflow/rust_lib/build.rs
@@ -1,5 +1,4 @@
 fn main() -> Result<(), Box<dyn std::error::Error>> {
-    println!("cargo:rustc-link-search=all=/Users/ofer/code/technion/spannerflow/rust_server/target/debug/deps");
     tonic_build::compile_protos("../proto/dataflow/v1/dataflow.proto")?;
     Ok(())
 }
\ No newline at end of file

From d9edb91f79c55990af9c4011120fc65ad906d7bd Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sat, 22 Feb 2025 17:30:58 +0200
Subject: [PATCH 276/277] cr

---
 nbs/50_rust_dataflow.ipynb   | 1 -
 spannerflow/rust_dataflow.py | 1 -
 2 files changed, 2 deletions(-)

diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index c6b2adc..e26816e 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -682,7 +682,6 @@
     "\n",
     "        case (\n",
     "            \"as_str\"\n",
-    "            | \"rgx_split\"\n",
     "            | \"rgx_is_match\"\n",
     "            | \"deconstruct_span\"\n",
     "            | \"span_contained\" as original_func_name\n",
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index a3c374e..5d80066 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -465,7 +465,6 @@ def get_ie_map_code(
 
         case (
             "as_str"
-            | "rgx_split"
             | "rgx_is_match"
             | "deconstruct_span"
             | "span_contained" as original_func_name

From c087b0c3281d86f46be2441cce73707539a84949 Mon Sep 17 00:00:00 2001
From: Ofer Katz <ofer.katz@campus.technion.ac.il>
Date: Sun, 23 Feb 2025 01:24:21 +0200
Subject: [PATCH 277/277] fix: cr typo

---
 nbs/50_rust_dataflow.ipynb   | 6 +++---
 spannerflow/rust_dataflow.py | 6 +++---
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/nbs/50_rust_dataflow.ipynb b/nbs/50_rust_dataflow.ipynb
index e26816e..3641531 100644
--- a/nbs/50_rust_dataflow.ipynb
+++ b/nbs/50_rust_dataflow.ipynb
@@ -316,12 +316,12 @@
     "    if len(preds) == 1:\n",
     "        return f\"{var_decl} = {prev_node1_str}.clone();\"\n",
     "\n",
-    "    uninion_code = prev_node1_str\n",
+    "    union_code = prev_node1_str\n",
     "    for i in range(1, len(preds)):\n",
     "        prev_node_i_str = get_node_str(preds[i], anchor=anchor, in_iterate=in_iterate)\n",
-    "        uninion_code = f\"{uninion_code}.concat(&{prev_node_i_str})\"\n",
+    "        union_code = f\"{union_code}.concat(&{prev_node_i_str})\"\n",
     "\n",
-    "    return f\"{var_decl} = {uninion_code}.distinct();\""
+    "    return f\"{var_decl} = {union_code}.distinct();\""
    ]
   },
   {
diff --git a/spannerflow/rust_dataflow.py b/spannerflow/rust_dataflow.py
index 5d80066..e16a166 100644
--- a/spannerflow/rust_dataflow.py
+++ b/spannerflow/rust_dataflow.py
@@ -220,12 +220,12 @@ def get_union_code(
     if len(preds) == 1:
         return f"{var_decl} = {prev_node1_str}.clone();"
 
-    uninion_code = prev_node1_str
+    union_code = prev_node1_str
     for i in range(1, len(preds)):
         prev_node_i_str = get_node_str(preds[i], anchor=anchor, in_iterate=in_iterate)
-        uninion_code = f"{uninion_code}.concat(&{prev_node_i_str})"
+        union_code = f"{union_code}.concat(&{prev_node_i_str})"
 
-    return f"{var_decl} = {uninion_code}.distinct();"
+    return f"{var_decl} = {union_code}.distinct();"
 
 # %% ../nbs/50_rust_dataflow.ipynb 10
 def get_project_code(