From 9449a2965b0825e9e96914a2def38e45e0ff8f66 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Wed, 5 Jul 2023 17:52:09 -0700 Subject: [PATCH 001/247] Adds a folder structure for the mloperator. --- MANIFEST.in | 4 +- ads/ads_version.json | 2 +- ads/cli.py | 3 +- ads/common/serializer.py | 18 +- ads/jobs/builders/runtimes/base.py | 2 +- .../builders/runtimes/container_runtime.py | 2 +- ads/mloperator/README.md | 4 + ads/mloperator/__init__.py | 15 + ads/mloperator/cli.py | 175 ++++++++ ads/mloperator/cmd.py | 370 +++++++++++++++++ ads/mloperator/common/__init__.py | 5 + ads/mloperator/common/const.py | 5 + ads/mloperator/common/utils.py | 390 ++++++++++++++++++ ads/mloperator/docker/.dockerignore | 0 ads/mloperator/docker/Dockerfile | 40 ++ ads/mloperator/docker/Dockerfile.gpu | 40 ++ .../oracle_ads-2.8.7b0-py3-none-any.whl | Bin 0 -> 1755171 bytes ads/mloperator/docker/artifacts/readme.txt | 0 ads/mloperator/docker/environment.yaml | 8 + ads/mloperator/lowcode/__init__.py | 5 + ads/mloperator/lowcode/forecast/README.md | 8 + ads/mloperator/lowcode/forecast/__init__.py | 24 ++ ads/mloperator/lowcode/forecast/__main__.py | 42 ++ ads/mloperator/lowcode/forecast/cmd.py | 30 ++ .../lowcode/forecast/environment.yaml | 14 + ads/mloperator/lowcode/forecast/main.py | 96 +++++ .../lowcode/forecast/model/__init__.py | 5 + .../lowcode/forecast/model/arima.py | 5 + .../lowcode/forecast/model/automlx.py | 5 + ads/mloperator/lowcode/forecast/model/base.py | 5 + .../lowcode/forecast/model/neuralprophet.py | 5 + .../lowcode/forecast/model/prophet.py | 5 + ads/mloperator/lowcode/forecast/schema.yaml | 263 ++++++++++++ ads/mloperator/lowcode/forecast/utils.py | 5 + ads/mloperator/mloperator.py | 55 +++ ads/model/runtime/env_info.py | 12 +- ads/model/runtime/model_deployment_details.py | 6 +- ads/model/runtime/model_provenance_details.py | 8 +- ads/model/runtime/runtime_info.py | 4 +- ads/opctl/backend/ads_ml_job.py | 118 ++++++ ads/opctl/cli.py | 43 +- ads/opctl/cmds.py | 49 ++- ads/opctl/utils.py | 3 + setup.py | 8 + 44 files changed, 1859 insertions(+), 47 deletions(-) create mode 100644 ads/mloperator/README.md create mode 100644 ads/mloperator/__init__.py create mode 100644 ads/mloperator/cli.py create mode 100644 ads/mloperator/cmd.py create mode 100644 ads/mloperator/common/__init__.py create mode 100644 ads/mloperator/common/const.py create mode 100644 ads/mloperator/common/utils.py create mode 100644 ads/mloperator/docker/.dockerignore create mode 100644 ads/mloperator/docker/Dockerfile create mode 100644 ads/mloperator/docker/Dockerfile.gpu create mode 100644 ads/mloperator/docker/artifacts/oracle_ads-2.8.7b0-py3-none-any.whl create mode 100644 ads/mloperator/docker/artifacts/readme.txt create mode 100644 ads/mloperator/docker/environment.yaml create mode 100644 ads/mloperator/lowcode/__init__.py create mode 100644 ads/mloperator/lowcode/forecast/README.md create mode 100644 ads/mloperator/lowcode/forecast/__init__.py create mode 100644 ads/mloperator/lowcode/forecast/__main__.py create mode 100644 ads/mloperator/lowcode/forecast/cmd.py create mode 100644 ads/mloperator/lowcode/forecast/environment.yaml create mode 100644 ads/mloperator/lowcode/forecast/main.py create mode 100644 ads/mloperator/lowcode/forecast/model/__init__.py create mode 100644 ads/mloperator/lowcode/forecast/model/arima.py create mode 100644 ads/mloperator/lowcode/forecast/model/automlx.py create mode 100644 ads/mloperator/lowcode/forecast/model/base.py create mode 100644 ads/mloperator/lowcode/forecast/model/neuralprophet.py create mode 100644 ads/mloperator/lowcode/forecast/model/prophet.py create mode 100644 ads/mloperator/lowcode/forecast/schema.yaml create mode 100644 ads/mloperator/lowcode/forecast/utils.py create mode 100644 ads/mloperator/mloperator.py diff --git a/MANIFEST.in b/MANIFEST.in index f03e3df04..7cf2e26d2 100644 --- a/MANIFEST.in +++ b/MANIFEST.in @@ -23,4 +23,6 @@ exclude build/lib/tests/** exclude build/lib/notebooks/** exclude benchmark/** include ads/ads -include ads/model/common/*.* \ No newline at end of file +include ads/model/common/*.* +include ads/mloperator/**/*.md +include ads/mloperator/**/*.yaml \ No newline at end of file diff --git a/ads/ads_version.json b/ads/ads_version.json index 2e82ab006..bd2138241 100644 --- a/ads/ads_version.json +++ b/ads/ads_version.json @@ -1,3 +1,3 @@ { - "version": "2.8.6" + "version": "2.8.7_beta" } diff --git a/ads/cli.py b/ads/cli.py index de0bd2418..04fa5ea50 100644 --- a/ads/cli.py +++ b/ads/cli.py @@ -16,7 +16,8 @@ except Exception as ex: print( "Please run `pip install oracle-ads[opctl]` to install " - "the required dependencies for ADS CLI." + "the required dependencies for ADS CLI. \n" + f"{str(ex)}" ) logger.debug(ex) logger.debug(traceback.format_exc()) diff --git a/ads/common/serializer.py b/ads/common/serializer.py index 297279394..bc96db23f 100644 --- a/ads/common/serializer.py +++ b/ads/common/serializer.py @@ -279,10 +279,10 @@ def from_yaml( Returns instance of the class """ if yaml_string: - return cls.from_dict(yaml.load(yaml_string, Loader=loader)) + return cls.from_dict(yaml.load(yaml_string, Loader=loader), **kwargs) if uri: yaml_dict = yaml.load(cls._read_from_file(uri=uri, **kwargs), Loader=loader) - return cls.from_dict(yaml_dict) + return cls.from_dict(yaml_dict, **kwargs) raise ValueError("Must provide either YAML string or URI location") @classmethod @@ -336,8 +336,8 @@ class DataClassSerializable(Serializable): Returns an instance of the class instantiated from the dictionary provided. """ - @staticmethod - def _validate_dict(obj_dict: Dict) -> bool: + @classmethod + def _validate_dict(cls, obj_dict: Dict) -> bool: """validate the dictionary. Parameters @@ -379,6 +379,7 @@ def from_dict( cls, obj_dict: dict, side_effect: Optional[SideEffect] = SideEffect.CONVERT_KEYS_TO_LOWER.value, + **kwargs ) -> "DataClassSerializable": """Returns an instance of the class instantiated by the dictionary provided. @@ -412,7 +413,7 @@ def from_dict( "These fields will be ignored." ) - obj = cls(**{key: obj_dict[key] for key in allowed_fields}) + obj = cls(**{key: obj_dict.get(key) for key in allowed_fields}) for key, value in obj_dict.items(): if isinstance(value, dict) and hasattr( @@ -424,7 +425,8 @@ def from_dict( @staticmethod def _normalize_dict( - obj_dict: Dict, case: str = SideEffect.CONVERT_KEYS_TO_LOWER.value + obj_dict: Dict, + case: str = SideEffect.CONVERT_KEYS_TO_LOWER.value ) -> Dict: """lower all the keys. @@ -445,7 +447,7 @@ def _normalize_dict( for key, value in obj_dict.items(): if isinstance(value, dict): value = DataClassSerializable._normalize_dict( - value, case=SideEffect.CONVERT_KEYS_TO_UPPER.value + value, case=case ) normalized_obj_dict = DataClassSerializable._normalize_key( normalized_obj_dict=normalized_obj_dict, key=key, value=value, case=case @@ -458,7 +460,7 @@ def _normalize_key( ) -> Dict: """helper function to normalize the key in the case specified and add it back to the dictionary. - Paramaters + Parameters ---------- normalized_obj_dict: (Dict) the dictionary to append the key and value to. diff --git a/ads/jobs/builders/runtimes/base.py b/ads/jobs/builders/runtimes/base.py index 404468c48..bdce37fd0 100644 --- a/ads/jobs/builders/runtimes/base.py +++ b/ads/jobs/builders/runtimes/base.py @@ -239,7 +239,7 @@ def maximum_runtime_in_minutes(self) -> int: """Maximum runtime in minutes""" return self.get_spec(self.CONST_MAXIMUM_RUNTIME_IN_MINUTES) - def init(self) -> Self: + def init(self, **kwargs) -> Self: """Initializes a starter specification for the runtime. Returns diff --git a/ads/jobs/builders/runtimes/container_runtime.py b/ads/jobs/builders/runtimes/container_runtime.py index d7fcff2d1..632ba34f4 100644 --- a/ads/jobs/builders/runtimes/container_runtime.py +++ b/ads/jobs/builders/runtimes/container_runtime.py @@ -123,7 +123,7 @@ def with_cmd(self, cmd: str) -> "ContainerRuntime": self._spec[self.CONST_CMD] = cmd return self - def init(self) -> "ContainerRuntime": + def init(self, **kwargs) -> "ContainerRuntime": """Initializes a starter specification for the runtime. Returns diff --git a/ads/mloperator/README.md b/ads/mloperator/README.md new file mode 100644 index 000000000..5f1236597 --- /dev/null +++ b/ads/mloperator/README.md @@ -0,0 +1,4 @@ +## ML Operator +----------------------- + +Welcome to ML operators. This readme will contain the instructions helping to configure and dispatch operators. \ No newline at end of file diff --git a/ads/mloperator/__init__.py b/ads/mloperator/__init__.py new file mode 100644 index 000000000..590e92da6 --- /dev/null +++ b/ads/mloperator/__init__.py @@ -0,0 +1,15 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +__operators__ = ["forecast"] + + +class OperatorNotFoundError(Exception): + def __init__(self, operator: str): + super().__init__( + f"Operator: `{operator}` " + f"is not registered. Available operators: {__operators__}" + ) diff --git a/ads/mloperator/cli.py b/ads/mloperator/cli.py new file mode 100644 index 000000000..b9c6d4546 --- /dev/null +++ b/ads/mloperator/cli.py @@ -0,0 +1,175 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +from typing import Any, Dict + +import click + +from ads.opctl.utils import suppress_traceback + +from .__init__ import __operators__ +from .cmd import info as cmd_info +from .cmd import list as cmd_list +from .cmd import init as cmd_init +from .cmd import create as cmd_create +from .cmd import build_image as cmd_build_image +from .cmd import publish_image as cmd_publish_image + + +@click.group("mloperator") +@click.help_option("--help", "-h") +def commands(): + pass + + +@commands.command() +@click.option("--debug", "-d", help="Set debug mode", is_flag=True, default=False) +def list(debug: bool, **kwargs: Dict[str, Any]) -> None: + """Prints the list of the registered operators.""" + suppress_traceback(debug)(cmd_list)(**kwargs) + + +@commands.command() +@click.option("--debug", "-d", help="Set debug mode", is_flag=True, default=False) +@click.option( + "--name", + "-n", + type=click.Choice(__operators__), + help="The name of the operator", + required=True, +) +def info(debug: bool, **kwargs: Dict[str, Any]) -> None: + """Prints the detailed information about the particular operator.""" + suppress_traceback(debug)(cmd_info)(**kwargs) + + +@commands.command() +@click.option( + "--name", + "-n", + type=click.Choice(__operators__), + help="The name of the operator", + required=True, +) +@click.option("--debug", "-d", help="Set debug mode", is_flag=True, default=False) +@click.option( + "--output", + help=f"The filename to save the resulting specification template YAML", + required=False, + default=None, +) +@click.option( + "--overwrite", + "-o", + help="Overwrite result file if it already exists", + is_flag=True, + default=False, +) +@click.option( + "--ads-config", + help="The folder where the ADS opctl config located", + required=False, + default=None, +) +def init(debug: bool, **kwargs: Dict[str, Any]) -> None: + """Generates a starter specification template YAML for the operator.""" + suppress_traceback(debug)(cmd_init)(**kwargs) + + +@commands.command() +@click.option("--debug", "-d", help="Set debug mode", is_flag=True, default=False) +@click.help_option("--help", "-h") +@click.option( + "--gpu", + "-g", + help="Build a GPU-enabled Docker image.", + is_flag=True, + default=False, + required=False, +) +@click.option( + "--name", + "-n", + help=( + "Name of the service operator to build the image. " + "Only relevant for built-in service operators." + ), + default=None, + required=False, +) +@click.option( + "--source-folder", + "-s", + help=( + "Use this option for custom operators. " + "Specify the folder containing the operator source code." + ), + default=None, + required=False, +) +@click.option( + "--image", + "-i", + help="The image name. By default the operator name will be used.", + default=None, + required=False, +) +@click.option("--tag", "-t", help="The image tag.", required=False, default=None) +@click.option( + "--rebuild-base-image", + "-r", + help="Rebuild both base and operator's images.", + is_flag=True, + default=False, +) +def build_image(debug: bool, **kwargs: Dict[str, Any]) -> None: + """Builds a new image for the given operator.""" + suppress_traceback(debug)(cmd_build_image)(**kwargs) + + +@commands.command() +@click.option("--debug", "-d", help="Set debug mode", is_flag=True, default=False) +@click.help_option("--help", "-h") +@click.argument("image") +@click.option( + "--registry", "-r", help="Registry to publish to", required=False, default=None +) +@click.option( + "--ads-config", + help="The folder where the ADS opctl config located", + required=False, + default=None, +) +def publish_image(debug, **kwargs): + """Publishes operator image to the container registry.""" + suppress_traceback(debug)(cmd_publish_image)(**kwargs) + + +@commands.command() +@click.option( + "--name", + "-n", + type=click.Choice(__operators__), + help="The name of the operator", + required=True, +) +@click.option("--debug", "-d", help="Set debug mode", is_flag=True, default=False) +@click.option( + "--overwrite", + "-o", + help="Overwrite result file if it already exists", + is_flag=True, + default=False, +) +@click.option( + "--ads-config", + help="The folder where the ADS opctl config located", + required=False, + default=None, +) +def create(debug: bool, **kwargs: Dict[str, Any]) -> None: + """Creates new operator.""" + suppress_traceback(debug)(cmd_create)(**kwargs) diff --git a/ads/mloperator/cmd.py b/ads/mloperator/cmd.py new file mode 100644 index 000000000..8a1f41faa --- /dev/null +++ b/ads/mloperator/cmd.py @@ -0,0 +1,370 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import importlib +import inspect +import os +import shutil +import tempfile +from typing import Any, Dict, Union + +import fsspec +from tabulate import tabulate + +from ads.common import utils as ads_common_utils +from ads.common.decorator.runtime_dependency import ( + OptionalDependency, + runtime_dependency, +) +from ads.opctl.cmds import _BackendFactory +from ads.opctl.config.base import ConfigProcessor +from ads.opctl.config.merger import ConfigMerger +from ads.opctl.constants import DEFAULT_ADS_CONFIG_FOLDER, RESOURCE_TYPE, RUNTIME_TYPE +from ads.opctl.utils import publish_image as publish_image_cmd + +from .__init__ import __operators__ +from .common.utils import ( + _build_image, + _convert_schema_to_html, + _load_yaml_from_uri, + _operator_info_list, +) + +OPERATOR_BASE_IMAGE = "ads-operator-base" +OPERATOR_BASE_GPU_IMAGE = "ads-operator-gpu-base" +OPERATOR_BASE_DOCKER_FILE = "Dockerfile" +OPERATOR_BASE_DOCKER_GPU_FILE = "Dockerfile.gpu" + + +class OperatorNotFoundError(Exception): + def __init__(self, operator: str): + super().__init__( + f"Operator with name: `{operator}` is not found." + "Use `ads opctl mloperator list` to get the list of registered operators." + ) + + +def list() -> None: + """ + Prints the list of the registered operators. + """ + print( + tabulate( + ( + { + "Name": item.name, + "Version": item.version, + "Description": item.short_description, + } + for item in _operator_info_list() + ), + headers="keys", + ) + ) + + +def info( + name: str, + **kwargs: Dict[str, Any], +) -> None: + """ + Prints the detailed information about the particular operator. + + Parameters + ---------- + operator: str + The name of the operator to generate the specification YAML. + """ + operator_info = {item.name: item for item in _operator_info_list()}.get(name) + if operator_info: + print(operator_info.description) + else: + raise OperatorNotFoundError(name) + + +def init( + name: str, + output: Union[str, None] = None, + overwrite: bool = False, + ads_config: Union[str, None] = None, + **kwargs: Dict[str, Any], +) -> None: + """ + Generates a starter specification template YAML for the operator. + + Parameters + ---------- + name: str + The name of the operator to generate the specification YAML. + output: (str, optional). Defaults to None. + The path to the folder to save the resulting specification templates. + The Tmp folder will be created in case when `output` is not provided. + overwrite: (bool, optional). Defaults to False. + Whether to overwrite the result specification YAML if exists. + ads_config: (str, optional) + The folder where the ads opctl config located. + kwargs: (Dict, optional). + Any optional kwargs arguments. + + Raises + ------ + ValueError + If `operator` not specified. + OperatorNotFoundError + If `operator` not found. + """ + + # validation + if not name: + raise ValueError( + f"The `operator` attribute must be specified. Supported values: {__operators__}" + ) + + if name not in __operators__: + raise OperatorNotFoundError(name) + + # generating operator specification + operator_cmd_module = importlib.import_module(f"ads.mloperator.lowcode.{name}.cmd") + importlib.reload(operator_cmd_module) + operator_specification_template = getattr(operator_cmd_module, "init")(**kwargs) + + # create TMP folder if one is not provided by user + if output: + output = os.path.join(output, "") + if ads_common_utils.is_path_exists(uri=output) and not overwrite: + raise ValueError( + f"The `{output}` already exists, use `--overwrite` option if you wish to overwrite." + ) + else: + overwrite = True + output = os.path.join(tempfile.TemporaryDirectory().name, "") + + operator_path = os.path.join(os.path.dirname(__file__), "lowcode", name) + + with fsspec.open(os.path.join(output, f"{name}.YAML"), mode="w") as f: + f.write(operator_specification_template) + + # save operator's schema in HTML format + module_schema = _load_yaml_from_uri(os.path.join(operator_path, "schema.yaml")) + with fsspec.open(os.path.join(output, "schema.html"), mode="w") as f: + f.write(_convert_schema_to_html(name, module_schema)) + + # copy README and original schema files into a destination folder + for src_file in ("README.md", "schema.yaml"): + ads_common_utils.copy_file( + uri_src=os.path.join(operator_path, src_file), + uri_dst=output, + force_overwrite=overwrite, + ) + + # save supported backend specifications templates + RUNTIME_TYPE_MAP = { + RESOURCE_TYPE.JOB: [RUNTIME_TYPE.PYTHON, RUNTIME_TYPE.CONTAINER], + RESOURCE_TYPE.DATAFLOW: [RUNTIME_TYPE.DATAFLOW], + } + for resource_type in RUNTIME_TYPE_MAP: + for runtime_type in RUNTIME_TYPE_MAP[resource_type]: + # get config info form INI files + p = ConfigProcessor({"execution": {"backend": resource_type.value}}).step( + ConfigMerger, + ads_config=ads_config or DEFAULT_ADS_CONFIG_FOLDER, + **kwargs, + ) + # generate YAML specification template + _BackendFactory(p.config).backend.init( + uri=os.path.join( + output, + f"{resource_type.value.lower()}_{runtime_type.value.lower()}_config.YAML", + ), + overwrite=overwrite, + runtime_type=runtime_type.value, + **kwargs, + ) + + print("#" * 100) + print("The auto-generated configs location: ", output) + print("#" * 100) + + +@runtime_dependency(module="docker", install_from=OptionalDependency.OPCTL) +def build_image( + name: str = None, + source_folder: str = None, + image: str = None, + tag: str = None, + gpu: bool = None, + rebuild_base_image: bool = None, + **kwargs: Dict[str, Any], +) -> None: + """ + Builds image for the operator. + For the built-in operators, the name needs to be provided. + For the custom operators, the path (source_folder) to the operator needs to be provided. + + Parameters + ---------- + name: (str, optional) + Name of the service operator to build the image. + Only relevant for built-in service operators. + gpu: (bool, optional) + Whether to build a GPU-enabled Docker image. + source_folder: (str, optional) + The folder containing the operator source code. + Only relevant for custom operators. + image: (optional, str) + The name of the image. The operator name will be used if not provided. + tag: (optional, str) + The tag of the image. The `latest` will be used if not provided. + rebuild_base_image: (optional, bool) + If rebuilding both base and operator's images required. + Raises + ------ + ValueError + If neither `name` nor `source_folder` were provided. + OperatorNotFoundError + If the service operator not found. + FileNotFoundError + If source_folder not exists. + """ + import docker + + operator_image_name = image + operator_name = name + + if name: + if name not in __operators__: + raise OperatorNotFoundError(name) + source_folder = os.path.dirname( + inspect.getfile(importlib.import_module(f"ads.mloperator.lowcode.{name}")) + ) + operator_image_name = operator_image_name or name + print(f"Building Docker image for the `{name}` service operator.") + elif source_folder: + source_folder = os.path.abspath(os.path.expanduser(source_folder)) + if not os.path.isdir(source_folder): + raise FileNotFoundError(f"The path {source_folder} does not exist") + + operator_name = os.path.basename(source_folder.rstrip("/")) + operator_image_name = operator_image_name or operator_name + print( + "Building Docker image for custom operator using source folder: " + f"`{source_folder}`." + ) + else: + raise ValueError( + "No operator name or source folder specified." + "Please provide relevant options." + ) + + curr_dir = os.path.dirname(os.path.abspath(__file__)) + base_image_name = OPERATOR_BASE_GPU_IMAGE if gpu else OPERATOR_BASE_IMAGE + + try: + client = docker.from_env() + client.api.inspect_image(base_image_name) + if rebuild_base_image: + raise docker.errors.ImageNotFound("Rebuilding base image requested.") + except docker.errors.ImageNotFound: + print(f"Building base operator image {base_image_name}") + + base_docker_file = os.path.join( + curr_dir, + "docker", + OPERATOR_BASE_DOCKER_GPU_FILE if gpu else OPERATOR_BASE_DOCKER_FILE, + ) + + result_image_name = _build_image( + dockerfile=base_docker_file, + image_name=base_image_name, + target="base", + ) + + print( + f"The base operator image `{result_image_name}` has been successfully built." + ) + + with tempfile.TemporaryDirectory() as td: + shutil.copytree(source_folder, os.path.join(td, "operator")) + + run_command = [ + f"FROM {base_image_name}", + f"COPY ./operator/ $OPERATOR_DIR/{operator_name}/", + ] + if os.path.exists(os.path.join(td, "operator", "environment.yaml")): + run_command.append( + f"RUN mamba env update -f $OPERATOR_DIR/{operator_name}/environment.yaml " + "--name $CONDA_ENV_NAME && conda clean -afy" + ) + + custom_docker_file = os.path.join(td, "Dockerfile") + + with open(custom_docker_file, "w") as f: + f.writelines("\n".join(run_command)) + + result_image_name = _build_image( + dockerfile=custom_docker_file, image_name=operator_image_name, tag=tag + ) + + print(f"The operator image `{result_image_name}` has been successfully built.") + + +def publish_image( + image: str, + registry: str = None, + ads_config: str = None, + **kwargs: Dict[str, Any], +) -> None: + """ + Published image to the container registry. + + Parameters + ---------- + image: str + The name of the image. + registry: str + Container registry. + ads_config: (str, optional) + The folder where the ads opctl config located. + kwargs: (Dict, optional). + Any optional kwargs arguments. + """ + if not image: + raise ValueError("The image name needs to be provided.") + + if not registry: + p = ConfigProcessor().step( + ConfigMerger, + ads_config=ads_config or DEFAULT_ADS_CONFIG_FOLDER, + **kwargs, + ) + registry = p.config.get("infrastructure", {}).get("docker_registry", None) + + publish_image_cmd(image=image, registry=registry) + + +def create( + name: str, + overwrite: bool = False, + ads_config: Union[str, None] = None, + **kwargs: Dict[str, Any], +) -> None: + """ + Creates new operator. + + Parameters + ---------- + name: str + The name of the operator to generate the specification YAML. + overwrite: (bool, optional). Defaults to False. + Whether to overwrite the result specification YAML if exists. + ads_config: (str, optional) + The folder where the ads opctl config located. + kwargs: (Dict, optional). + Any optional kwargs arguments. + """ + print("#" * 100) + print(f"Creating new operator - {name}") + print("#" * 100) diff --git a/ads/mloperator/common/__init__.py b/ads/mloperator/common/__init__.py new file mode 100644 index 000000000..04f4c7339 --- /dev/null +++ b/ads/mloperator/common/__init__.py @@ -0,0 +1,5 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ \ No newline at end of file diff --git a/ads/mloperator/common/const.py b/ads/mloperator/common/const.py new file mode 100644 index 000000000..b8d0460f5 --- /dev/null +++ b/ads/mloperator/common/const.py @@ -0,0 +1,5 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ diff --git a/ads/mloperator/common/utils.py b/ads/mloperator/common/utils.py new file mode 100644 index 000000000..08b1239d5 --- /dev/null +++ b/ads/mloperator/common/utils.py @@ -0,0 +1,390 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import argparse +import importlib +import os +import pathlib +import pprint +import re +from dataclasses import dataclass +from string import Template +from typing import Any, Dict, List, Optional, Tuple + +import fsspec +import yaml +from cerberus import Validator +from json2table import convert +from yaml import SafeLoader + +from ads.opctl.utils import run_command + +pp = pprint.PrettyPrinter(indent=2) + +CONTAINER_NETWORK = "CONTAINER_NETWORK" + + +@dataclass +class OperatorInfo: + name: str + description: str + short_description: str + version: str + + @classmethod + def from_init(*args, **kwargs) -> "OperatorInfo": + return OperatorInfo( + name=kwargs.get("__name__"), + description=kwargs.get("__description__"), + short_description=kwargs.get("__short_description__"), + version=kwargs.get("__version__"), + ) + + +@dataclass +class YamlGenerator: + """ + Class for generating example YAML based on a schema. + + Attributes + ---------- + schema: Dict + The schema of the template. + """ + + schema: Dict[str, Any] = None + + def generate_example(self, values: Optional[Dict[str, Any]] = None) -> str: + """ + Generate an example YAML based on the schema. + + Properties + ---------- + values: Optional dictionary containing specific values for attributes. + + Returns + ------- + The generated example YAML as a string. + """ + example = self._generate_example(self.schema, values) + return yaml.dump(example) + + def _generate_example( + self, schema: Dict[str, Any], values: Optional[Dict[str, Any]] = None + ) -> Dict[str, Any]: + example = {} + for key, value in schema.items(): + if values and key in values: + example[key] = values[key] + elif "default" in value: + example[key] = value["default"] + elif value.get("required", False): + if "condition" in value: + if self._check_condition(value["condition"], example): + example[key] = self._generate_example_for_type(value) + else: + example[key] = self._generate_example_for_type(value) + + return example + + def _generate_example_for_type(self, value: Dict[str, Any]) -> Any: + data_type = value.get("type") + + if "default" in value: + return value["default"] + elif data_type == "string": + return "string_value" + elif data_type == "number": + return 1 + elif data_type == "boolean": + return True + elif data_type == "array": + return ["item1", "item2", "item3"] + elif data_type in ["object", "dict"]: + obj_spec = {} + for obj_key, obj_value in value.get("schema", {}).items(): + obj_spec[obj_key] = self._generate_example_for_type(obj_value) + return obj_spec + else: + return None + + def _check_condition( + self, condition: Dict[str, Any], example: Dict[str, Any] + ) -> bool: + for key, value in condition.items(): + if key not in example or example[key] != value: + return False + return True + + +class OperatorValidator(Validator): + pass + + +def _extant_file(x: str): + if not (x.endswith(".yml") or x.endswith(".yaml")): + raise argparse.ArgumentTypeError( + f"{x} exists, but must be a yaml file (.yaml/.yml)" + ) + return x + + +def _parse_input_args(raw_args) -> Tuple: + parser = argparse.ArgumentParser() + parser.add_argument( + "-f", "--file", type=_extant_file, required=False, help="Yaml spec file" + ) + parser.add_argument("-s", "--spec", type=str, required=False, help="Yaml spec") + return parser.parse_known_args(raw_args) + + +def _module_constant_values(module_name: str) -> Dict[str, Any]: + """Returns the list of constant variables from a given module. + + Returns + ------- + Dict[str, Any] + Map of variable names and their values. + """ + module = importlib.import_module(module_name) + return {name: value for name, value in vars(module).items()} + + +def _operator_info_list() -> List[OperatorInfo]: + """Returns the list of registered ML operators. + + Returns + ------- + List[OperatorInfo] + The list of registered operators. + """ + return ( + OperatorInfo.from_init( + **_module_constant_values(f"ads.mloperator.lowcode.{operator_name}") + ) + for operator_name in _module_constant_values("ads.mloperator").get( + "__operators__", [] + ) + ) + + +def text_clean(txt: str) -> str: + txt = re.sub("httpS+s*", " ", txt) # remove URLs + txt = re.sub("RT|cc", " ", txt) # remove RT and cc + # txt = re.sub("#S+", "", txt) # remove hashtags + txt = re.sub("@S+", " ", txt) # remove mentions + txt = re.sub( + "[%s]" % re.escape("""!"#$%&'()*+,-./:;<=>?@[]^_`{|}~"""), " ", txt + ) # remove punctuations + txt = re.sub(r"[^x00-x7f]", r" ", txt) + txt = re.sub("s+", " ", txt) # remove extra whitespace + return txt + + +def _load_yaml_from_string(doc: str, **kwargs) -> Dict: + template_dict = {**os.environ, **kwargs} + return yaml.safe_load( + Template(doc).safe_substitute( + **template_dict, + ) + ) + + +def _load_multi_document_yaml_from_string(doc: str, **kwargs) -> Dict: + template_dict = {**os.environ, **kwargs} + return yaml.load_all( + Template(doc).substitute( + **template_dict, + ), + Loader=SafeLoader, + ) + + +def _load_multi_document_yaml_from_uri(uri: str, **kwargs) -> Dict: + with fsspec.open(uri) as f: + return _load_multi_document_yaml_from_string(str(f.read(), "UTF-8"), **kwargs) + + +def _load_yaml_from_uri(uri: str, **kwargs) -> str: + """Loads YAML from the URI path. Can be OS path.""" + with fsspec.open(uri) as f: + return _load_yaml_from_string(str(f.read(), "UTF-8"), **kwargs) + + +def _convert_schema_to_html(module_name: str, module_schema: str) -> str: + t = Template( + """ + +

Operator: $module_name

+ + $table + + """ + ) + + return t.substitute( + module_name=module_name, + table=convert( + OperatorValidator(module_schema).schema.schema, + build_direction="LEFT_TO_RIGHT", + ), + ) + + +def _build_image( + dockerfile: str, + image_name: str, + tag: str = None, + target: str = None, + **kwargs: Dict[str, Any], +) -> str: + """ + Build an image for operator. + + Parameters + ---------- + dockerfile: str + Path to the docker file. + image_name: str + The name of the image. + tag: (str, optional) + The tag of the image. + target: (str, optional) + The image target. + + Returns + ------- + str + The final image name. + + Raises + ------ + ValueError + When dockerfile or image name not provided. + FileNotFoundError + When dockerfile doesn't exist. + RuntimeError + When docker build operation fails. + """ + if not (dockerfile and image_name): + raise ValueError("The `dockerfile` and `image_name` needs to be provided.") + + if not os.path.isfile(dockerfile): + raise FileNotFoundError(f"The file `{dockerfile}` does not exist") + + image_name = f"{image_name}:{tag or 'latest'}" + + command = [ + "docker", + "build", + "-t", + image_name, + "-f", + dockerfile, + ] + + if target: + command += ["--target", target] + if os.environ.get("no_proxy"): + command += ["--build-arg", f"no_proxy={os.environ['no_proxy']}"] + if os.environ.get("http_proxy"): + command += ["--build-arg", f"http_proxy={os.environ['http_proxy']}"] + if os.environ.get("https_proxy"): + command += ["--build-arg", f"https_proxy={os.environ['https_proxy']}"] + if os.environ.get(CONTAINER_NETWORK): + command += ["--network", os.environ[CONTAINER_NETWORK]] + command += [os.path.dirname(dockerfile)] + + print(f"Build image: {command}") + + proc = run_command(command) + if proc.returncode != 0: + raise RuntimeError("Docker build failed.") + + return image_name diff --git a/ads/mloperator/docker/.dockerignore b/ads/mloperator/docker/.dockerignore new file mode 100644 index 000000000..e69de29bb diff --git a/ads/mloperator/docker/Dockerfile b/ads/mloperator/docker/Dockerfile new file mode 100644 index 000000000..4bb199b90 --- /dev/null +++ b/ads/mloperator/docker/Dockerfile @@ -0,0 +1,40 @@ +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +FROM ghcr.io/oracle/oraclelinux8-instantclient:21 as base + +RUN rm -rf /var/cache/yum/* && yum clean all && yum install -y gcc make patch vim iproute net-tools git && rm -rf /var/cache/yum/* +RUN curl -L https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh >> miniconda.sh +RUN bash ./miniconda.sh -b -p /miniconda; rm ./miniconda.sh; +ENV PATH="/miniconda/bin:$PATH" + +USER root + +ARG CONDA_ENV_FILE=environment.yaml +ARG CONDA_ENV_NAME=mloperator +ARG OPERATOR_DIR=/etc/mloperator +ARG RND + +COPY ./${CONDA_ENV_FILE} /opt/env.yaml +RUN conda install conda-forge::mamba && mamba env create -f /opt/env.yaml --name ${CONDA_ENV_NAME} && conda clean -afy +ENV PATH="/miniconda/envs/${CONDA_ENV_NAME}}/bin:$PATH" + +RUN conda init bash && source ~/.bashrc && conda activate ${CONDA_ENV_NAME} + +RUN mkdir ${OPERATOR_DIR} +COPY ./artifacts/* ${OPERATOR_DIR}/ + +ENV OPERATOR_DIR=${OPERATOR_DIR} +ENV CONDA_ENV_NAME=${CONDA_ENV_NAME} + +RUN if [ -f ${OPERATOR_DIR}/oracle_ads*.whl ]; then \ + local_whl=$(find ${OPERATOR_DIR} -name "*.whl" -exec basename {} \; | head -n 1 ); \ + source ~/.bashrc && conda activate ${CONDA_ENV_NAME} && pip install ${OPERATOR_DIR}/$local_whl; \ + fi + +WORKDIR ${OPERATOR_DIR} + +RUN echo "conda activate $CONDA_ENV_NAME">>/root/.bashrc +SHELL ["/bin/bash", "--login", "-c"] + +ENTRYPOINT [ "bash", "--login" , "-c"] diff --git a/ads/mloperator/docker/Dockerfile.gpu b/ads/mloperator/docker/Dockerfile.gpu new file mode 100644 index 000000000..4bb199b90 --- /dev/null +++ b/ads/mloperator/docker/Dockerfile.gpu @@ -0,0 +1,40 @@ +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +FROM ghcr.io/oracle/oraclelinux8-instantclient:21 as base + +RUN rm -rf /var/cache/yum/* && yum clean all && yum install -y gcc make patch vim iproute net-tools git && rm -rf /var/cache/yum/* +RUN curl -L https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh >> miniconda.sh +RUN bash ./miniconda.sh -b -p /miniconda; rm ./miniconda.sh; +ENV PATH="/miniconda/bin:$PATH" + +USER root + +ARG CONDA_ENV_FILE=environment.yaml +ARG CONDA_ENV_NAME=mloperator +ARG OPERATOR_DIR=/etc/mloperator +ARG RND + +COPY ./${CONDA_ENV_FILE} /opt/env.yaml +RUN conda install conda-forge::mamba && mamba env create -f /opt/env.yaml --name ${CONDA_ENV_NAME} && conda clean -afy +ENV PATH="/miniconda/envs/${CONDA_ENV_NAME}}/bin:$PATH" + +RUN conda init bash && source ~/.bashrc && conda activate ${CONDA_ENV_NAME} + +RUN mkdir ${OPERATOR_DIR} +COPY ./artifacts/* ${OPERATOR_DIR}/ 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zh+I^8tJb48x;EkuOa?9Z-hje}%YuKTf=;Tt`38_Jz8il?ZU_TQ?yE)II_K=xE^2?T zd=a|9s)rnCfCUpan zeYA<`HtQ3(Q12UTzmHbTzifHwBRl)umrQ=0LnQ z>_u!+yvP!hTI<>h(icfEYutaYZ#Kxz8pflKjpy`rF)2_b8^LJ~UT~X?iKAKf_g!`_nBL+B_pBr!BbW~39``>H{u-q<-7LLg00*kzV4yu ztbgmvkRotX3dCHje& z|1^7vfH5}{;w3nN%@-mlcR%ykcqrt&GCFa+f3NgEQ0C`Y>angoQasTd##-H*m=X+o zwu@r(OKKvyVKEH`MtJ8Uet17x%i;zsG3px`m>P_9A8LT!?$Jl3 zgrV&es|of_6Aai9Y{3ik5vq}d{2q9Ofp%{u@shVorfs0wO_*V6Z8^h|2zjwQv*%@~ z%?IWZo6Y-d+JKxfdCGKax})Xv8FT0@OgoWrU7B%>GasxF{RU#zcw%`QBxX&XFu_)k zWo?kca_wQ-nt(G1et2ayWknl!u<9HVNe^bizF8KLRRp~yW!_A%YcydYT-BA{7Bn=< z=mCr{2r>l4Spx30eR=EWdc&Gn4Sq4*If){ZvlSUy}=ExAO}tCU7N KRMiju+y4L-({8x{ literal 0 HcmV?d00001 diff --git a/ads/mloperator/docker/artifacts/readme.txt b/ads/mloperator/docker/artifacts/readme.txt new file mode 100644 index 000000000..e69de29bb diff --git a/ads/mloperator/docker/environment.yaml b/ads/mloperator/docker/environment.yaml new file mode 100644 index 000000000..da93d79d3 --- /dev/null +++ b/ads/mloperator/docker/environment.yaml @@ -0,0 +1,8 @@ +name: operator +channels: + - conda-forge +dependencies: + - python=3.8 + - pip + - pip: + - oracle-ads[opctl] \ No newline at end of file diff --git a/ads/mloperator/lowcode/__init__.py b/ads/mloperator/lowcode/__init__.py new file mode 100644 index 000000000..04f4c7339 --- /dev/null +++ b/ads/mloperator/lowcode/__init__.py @@ -0,0 +1,5 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ \ No newline at end of file diff --git a/ads/mloperator/lowcode/forecast/README.md b/ads/mloperator/lowcode/forecast/README.md new file mode 100644 index 000000000..0db386192 --- /dev/null +++ b/ads/mloperator/lowcode/forecast/README.md @@ -0,0 +1,8 @@ +## Forecasting Operator +----------------------- + +Forecasting operator, that leverages historical time series data to generate accurate forecasts for future trends. +This operator aims to simplify and expedite the data science process by automating the selection of appropriate models and hyperparameters, +as well as identifying relevant features for a given prediction task. + +Here will be provided a particular steps how to configure and run forecasting operator on the different resources. \ No newline at end of file diff --git a/ads/mloperator/lowcode/forecast/__init__.py b/ads/mloperator/lowcode/forecast/__init__.py new file mode 100644 index 000000000..14d289287 --- /dev/null +++ b/ads/mloperator/lowcode/forecast/__init__.py @@ -0,0 +1,24 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +__version__ = "1" + +__name__ = "forecast" + +__keywords__ = ["Prophet", "AutoML", "SARIMA", "ARIMA", "RNN", "LSTM"] + +__short_description__ = """ +Forecasting operator, that leverages historical time series data to generate accurate +forecasts for future trends. Use `ads opctl mloperator info forecast` +to get more details about the forecasting operator. +""" + +__description__ = """ +Forecasting operator, that leverages historical time series data to generate accurate +forecasts for future trends. This operator aims to simplify and expedite the data science process by +automating the selection of appropriate models and hyperparameters, as well as identifying relevant +features for a given prediction task. +""" diff --git a/ads/mloperator/lowcode/forecast/__main__.py b/ads/mloperator/lowcode/forecast/__main__.py new file mode 100644 index 000000000..2374d584e --- /dev/null +++ b/ads/mloperator/lowcode/forecast/__main__.py @@ -0,0 +1,42 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import os +import sys + +from ads.mloperator.common.utils import _parse_input_args + +from .__init__ import __description__ as DESCRIPTION +from .__init__ import __name__ as MODULE +from .main import ForecastOperator, run + +ENV_OPERATOR_ARGS = "ENV_OPERATOR_ARGS" + + +def main(raw_args): + args, _ = _parse_input_args(raw_args) + if not args.file and not args.spec and not os.environ.get(ENV_OPERATOR_ARGS): + print( + "Please specify -f[--file] or -s[--spec] or " + f"pass operator's arguments via {ENV_OPERATOR_ARGS} environment variable." + ) + return + + print("-" * 100) + print(f"Running operator: {MODULE}") + print(DESCRIPTION) + + operator = ForecastOperator.from_yaml( + uri=args.file, + yaml_string=args.spec or os.environ.get(ENV_OPERATOR_ARGS, ""), + ) + + print(operator.to_yaml()) + run(operator) + + +if __name__ == "__main__": + main(sys.argv[1:]) diff --git a/ads/mloperator/lowcode/forecast/cmd.py b/ads/mloperator/lowcode/forecast/cmd.py new file mode 100644 index 000000000..1d6b3e8db --- /dev/null +++ b/ads/mloperator/lowcode/forecast/cmd.py @@ -0,0 +1,30 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +from typing import Dict + +import click + +from ads.mloperator.common.utils import YamlGenerator, _load_yaml_from_uri + +SUPPORTED_MODELS = ["arima", "automlx", "neuralprophet", "prophet"] + + +def init(**kwargs: Dict) -> str: + """ + Generates a starter specification template YAML for the operator. + + Returns + ------- + str + The YAML specification generated based on the schema. + """ + print("==== Forecasting related options ====") + model_type = click.prompt( + "Provide a model type:", type=click.Choice(SUPPORTED_MODELS), default="prophet" + ) + schema = _load_yaml_from_uri(__file__.replace("cmd.py", "schema.yaml")) + return YamlGenerator(schema=schema).generate_example() diff --git a/ads/mloperator/lowcode/forecast/environment.yaml b/ads/mloperator/lowcode/forecast/environment.yaml new file mode 100644 index 000000000..49725c38f --- /dev/null +++ b/ads/mloperator/lowcode/forecast/environment.yaml @@ -0,0 +1,14 @@ +name: forecast +channels: + - conda-forge +dependencies: + - python=3.8 + - pip + - pip: + - prophet + - neuralprophet + - pmdarima + - statsmodels + - datapane + - cerberus + - json2table \ No newline at end of file diff --git a/ads/mloperator/lowcode/forecast/main.py b/ads/mloperator/lowcode/forecast/main.py new file mode 100644 index 000000000..1c25828ff --- /dev/null +++ b/ads/mloperator/lowcode/forecast/main.py @@ -0,0 +1,96 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import os +from dataclasses import dataclass, field +from typing import Dict, List + +from ads.common.serializer import DataClassSerializable +from ads.mloperator.common.utils import _load_yaml_from_uri +from ads.mloperator.mloperator import MLOperator + + +@dataclass(repr=True) +class InputData(DataClassSerializable): + format: str = None + columns: List[str] = None + url: str = None + options: Dict = None + limit: int = None + + +@dataclass(repr=True) +class TestData(DataClassSerializable): + connect_args: Dict = None + format: str = None + url: str = None + name: str = None + options: Dict = None + + +@dataclass(repr=True) +class OutputDirectory(DataClassSerializable): + connect_args: Dict = None + format: str = None + url: str = None + name: str = None + options: Dict = None + + +@dataclass(repr=True) +class DateTimeColumn(DataClassSerializable): + name: str = None + format: str = None + + +@dataclass(repr=True) +class Horizon(DataClassSerializable): + periods: int = None + interval: int = None + interval_unit: str = None + + +@dataclass(repr=True) +class ForecastOperatorSpec(DataClassSerializable): + name: str = None + historical_data: InputData = field(default_factory=InputData) + additional_data: InputData = field(default_factory=InputData) + test_data: TestData = None + output_directory: OutputDirectory = field(default_factory=OutputDirectory) + report_file_name: str = None + report_title: str = None + report_theme: str = None + report_metrics_name: str = None + target_columns: List[str] = None + datetime_column: DateTimeColumn = field(default_factory=DateTimeColumn) + target_category_column: str = None + horizon: Horizon = None + model: str = None + model_kwargs: Dict = None + confidence_interval_width: float = None + metric: str = None + + +@dataclass(repr=True) +class ForecastOperator(MLOperator): + kind: str = "operator" + type: str = "service" + name: str = "forecast" + version: str = "v1.0" + spec: ForecastOperatorSpec = field(default_factory=ForecastOperatorSpec) + + @classmethod + def _load_schema(cls) -> str: + """Loads operator's schema.""" + return _load_yaml_from_uri( + os.path.join(os.path.dirname(os.path.abspath(__file__)), "schema.yaml") + ) + + +def run(operator_spec: ForecastOperator) -> None: + print("#" * 100) + print(operator_spec.to_yaml()) + print("#" * 100) diff --git a/ads/mloperator/lowcode/forecast/model/__init__.py b/ads/mloperator/lowcode/forecast/model/__init__.py new file mode 100644 index 000000000..04f4c7339 --- /dev/null +++ b/ads/mloperator/lowcode/forecast/model/__init__.py @@ -0,0 +1,5 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ \ No newline at end of file diff --git a/ads/mloperator/lowcode/forecast/model/arima.py b/ads/mloperator/lowcode/forecast/model/arima.py new file mode 100644 index 000000000..04f4c7339 --- /dev/null +++ b/ads/mloperator/lowcode/forecast/model/arima.py @@ -0,0 +1,5 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ \ No newline at end of file diff --git a/ads/mloperator/lowcode/forecast/model/automlx.py b/ads/mloperator/lowcode/forecast/model/automlx.py new file mode 100644 index 000000000..04f4c7339 --- /dev/null +++ b/ads/mloperator/lowcode/forecast/model/automlx.py @@ -0,0 +1,5 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ \ No newline at end of file diff --git a/ads/mloperator/lowcode/forecast/model/base.py b/ads/mloperator/lowcode/forecast/model/base.py new file mode 100644 index 000000000..04f4c7339 --- /dev/null +++ b/ads/mloperator/lowcode/forecast/model/base.py @@ -0,0 +1,5 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ \ No newline at end of file diff --git a/ads/mloperator/lowcode/forecast/model/neuralprophet.py b/ads/mloperator/lowcode/forecast/model/neuralprophet.py new file mode 100644 index 000000000..04f4c7339 --- /dev/null +++ b/ads/mloperator/lowcode/forecast/model/neuralprophet.py @@ -0,0 +1,5 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ \ No newline at end of file diff --git a/ads/mloperator/lowcode/forecast/model/prophet.py b/ads/mloperator/lowcode/forecast/model/prophet.py new file mode 100644 index 000000000..04f4c7339 --- /dev/null +++ b/ads/mloperator/lowcode/forecast/model/prophet.py @@ -0,0 +1,5 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ \ No newline at end of file diff --git a/ads/mloperator/lowcode/forecast/schema.yaml b/ads/mloperator/lowcode/forecast/schema.yaml new file mode 100644 index 000000000..afacdc262 --- /dev/null +++ b/ads/mloperator/lowcode/forecast/schema.yaml @@ -0,0 +1,263 @@ +kind: + allowed: + - operator + required: true + type: string + meta: + description: "Which service are you trying to use? Common kinds: `operator`, `job`" + +version: + allowed: + - "v1.0" + required: true + type: string + meta: + description: "Operators may change yaml file schemas from version to version, as well as implementation details. Double check the version to ensure compatibility." + +type: + allowed: + - service + required: true + type: string + meta: + description: "Type should always be `service` when using a forecast operator" + +name: + allowed: + - forecast + required: true + type: string + meta: + description: "Type should always be `forecast` when using a forecast operator" + +spec: + required: false + schema: + historical_data: + required: true + type: dict + meta: + description: "This should be indexed by date and target category (optionally). It should include all targets and endogeneous data." + schema: + format: + allowed: + - csv + - json + - clipboard + - excel + - hdf + - feather + - load_files + required: false + type: string + columns: + required: false + type: list + schema: + type: string + options: + nullable: true + required: false + type: dict + url: + required: false + type: string + meta: + description: "The url can be local, or remote. For example: `oci://@/data.csv`" + limit: + required: false + type: integer + + additional_data: + required: false + type: dict + meta: + description: "Additional datasets must be indexed by the same targets and target categories as the historical data. Also is must have datapoints for each date/category for your horizon. This must be exogeneous data." + schema: + format: + allowed: + - csv + - json + - clipboard + - excel + - hdf + - feather + - load_files + required: false + type: string + columns: + required: false + type: list + schema: + type: string + options: + nullable: true + required: false + type: dict + url: + required: false + type: string + meta: + description: "The url can be local, or remote. For example: `oci://@/data.csv`" + limit: + required: false + type: integer + + test_data: + required: false + meta: + description: "Optional, only if evaluation is needed." + schema: + connect_args: + nullable: true + required: false + type: dict + format: + required: false + type: string + allowed: + - csv + - json + - clipboard + - excel + - hdf + - sql + url: + required: false + type: string + meta: + description: "The url can be local, or remote. For example: `oci://@/data.csv`" + name: + required: false + type: string + options: + nullable: true + required: false + type: dict + type: dict + + output_directory: + required: false + schema: + connect_args: + nullable: true + required: false + type: dict + format: + required: false + type: string + allowed: + - csv + - json + - clipboard + - excel + - hdf + - sql + url: + required: false + type: string + meta: + description: "The url can be local, or remote. For example: `oci://@/data.csv`" + name: + required: false + type: string + options: + nullable: true + required: false + type: dict + type: dict + report_file_name: + required: false + type: string + default: report.html + meta: + description: "Placed into output_directory location. Defaults to report.html" + report_title: + required: false + type: string + report_theme: + required: false + type: string + default: light + allowed: + - light + - dark + report_metrics_name: + required: false + type: string + default: report.csv + meta: + description: "Placed into output_directory location. Defaults to report.csv" + + target_columns: + type: list + required: true + schema: + type: string + + datetime_column: + type: dict + required: true + schema: + name: + type: string + required: false + format: + type: string + required: false + + target_category_column: + type: string + required: false + + horizon: + required: false + schema: + periods: + type: integer + required: false + interval: + type: integer + required: false + interval_unit: + required: false + type: string + default: auto + allowed: + - S + - M + - H + - D + - W + - Mo + - Q + - Y + type: dict + + model: + type: string + required: false + default: prophet + allowed: + - prophet + - arima + - neuralprophet + + model_kwargs: + type: dict + required: false + + confidence_interval_width: + type: float + required: false + + metric: + type: string + required: false + default: MAPE + allowed: + - MAPE + - RMSE + - MSE + - SMAPE + type: dict \ No newline at end of file diff --git a/ads/mloperator/lowcode/forecast/utils.py b/ads/mloperator/lowcode/forecast/utils.py new file mode 100644 index 000000000..04f4c7339 --- /dev/null +++ b/ads/mloperator/lowcode/forecast/utils.py @@ -0,0 +1,5 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ \ No newline at end of file diff --git a/ads/mloperator/mloperator.py b/ads/mloperator/mloperator.py new file mode 100644 index 000000000..e4d7b6b97 --- /dev/null +++ b/ads/mloperator/mloperator.py @@ -0,0 +1,55 @@ +#!/usr/bin/env python +# -*- coding: utf-8; -*- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +import json +from abc import abstractmethod +from dataclasses import dataclass +from typing import Any, Dict + +from ads.common.serializer import DataClassSerializable +from ads.mloperator.common.utils import OperatorValidator + + +@dataclass(repr=True) +class MLOperator(DataClassSerializable): + kind: str = "operator" + type: str = None + name: str = None + version: str = None + spec: Any = None + + @classmethod + def _validate_dict(cls, obj_dict: Dict) -> bool: + """Validates the operator specification. + + Parameters + ---------- + obj_dict: (dict) + Dictionary representation of the object + + Returns + ------- + bool + True if the validation passed, else False. + """ + schema = cls._load_schema() + validator = OperatorValidator(schema) + result = validator.validate(obj_dict) + + if not result: + raise ValueError( + "Invalid operator specification. Check the YAML structure and ensure it " + "complies with the required schema for the operator. \n" + f"{json.dumps(validator.errors, indent=2)}" + ) + return True + + @classmethod + @abstractmethod + def _load_schema(cls) -> str: + """Loads operator's schema.""" + raise NotImplementedError() diff --git a/ads/model/runtime/env_info.py b/ads/model/runtime/env_info.py index 22fb80209..711899ecf 100644 --- a/ads/model/runtime/env_info.py +++ b/ads/model/runtime/env_info.py @@ -226,9 +226,9 @@ def _populate_env_info( training_python_version=python_version, ) - @staticmethod - def _validate_dict(obj_dict: Dict) -> bool: - """Validate the content in the ditionary format from the yaml file. + @classmethod + def _validate_dict(cls,obj_dict: Dict) -> bool: + """Validate the content in the dictionary format from the yaml file. Parameters ---------- @@ -283,9 +283,9 @@ def _populate_env_info( inference_python_version=python_version, ) - @staticmethod - def _validate_dict(obj_dict: Dict) -> bool: - """Validate the content in the ditionary format from the yaml file. + @classmethod + def _validate_dict(cls, obj_dict: Dict) -> bool: + """Validate the content in the dictionary format from the yaml file. Parameters ---------- diff --git a/ads/model/runtime/model_deployment_details.py b/ads/model/runtime/model_deployment_details.py index e2bfc9c14..13644ad96 100644 --- a/ads/model/runtime/model_deployment_details.py +++ b/ads/model/runtime/model_deployment_details.py @@ -17,9 +17,9 @@ class ModelDeploymentDetails(DataClassSerializable): inference_conda_env: InferenceEnvInfo = field(default_factory=InferenceEnvInfo) - @staticmethod - def _validate_dict(obj_dict: Dict) -> bool: - """Validate the content in the ditionary format from the yaml file. + @classmethod + def _validate_dict(cls, obj_dict: Dict) -> bool: + """Validate the content in the dictionary format from the yaml file. Parameters ---------- diff --git a/ads/model/runtime/model_provenance_details.py b/ads/model/runtime/model_provenance_details.py index db9a9efe6..a3769795a 100644 --- a/ads/model/runtime/model_provenance_details.py +++ b/ads/model/runtime/model_provenance_details.py @@ -18,8 +18,8 @@ class TrainingCode(DataClassSerializable): artifact_directory: str = "" - @staticmethod - def _validate_dict(obj_dict: Dict) -> bool: + @classmethod + def _validate_dict(cls, obj_dict: Dict) -> bool: assert obj_dict and ( "ARTIFACT_DIRECTORY" in obj_dict ), "`training_code` must have `ARTIFACT_DIRECTORY` field." @@ -40,8 +40,8 @@ class ModelProvenanceDetails(DataClassSerializable): user_ocid: str = "" vm_image_internal_id: str = "" - @staticmethod - def _validate_dict(obj_dict: Dict) -> bool: + @classmethod + def _validate_dict(cls, obj_dict: Dict) -> bool: """validate the yaml file. Parameters diff --git a/ads/model/runtime/runtime_info.py b/ads/model/runtime/runtime_info.py index 2e5e06be0..e88033b81 100644 --- a/ads/model/runtime/runtime_info.py +++ b/ads/model/runtime/runtime_info.py @@ -25,8 +25,8 @@ class RuntimeInfo(DataClassSerializable): default_factory=ModelProvenanceDetails ) - @staticmethod - def _validate_dict(obj_dict: Dict) -> bool: + @classmethod + def _validate_dict(cls, obj_dict: Dict) -> bool: """Validate the runtime info. Parameters diff --git a/ads/opctl/backend/ads_ml_job.py b/ads/opctl/backend/ads_ml_job.py index 4be274800..75ce425b9 100644 --- a/ads/opctl/backend/ads_ml_job.py +++ b/ads/opctl/backend/ads_ml_job.py @@ -10,8 +10,11 @@ import shutil import tempfile from distutils import dir_util +from string import Template from typing import Dict, Tuple, Union +import time +import yaml from jinja2 import Environment, PackageLoader from ads.common.auth import AuthContext, create_signer @@ -26,6 +29,7 @@ PythonRuntime, ScriptRuntime, ) +from ads.mloperator.mloperator import MLOperator from ads.opctl import logger from ads.opctl.backend.base import Backend, RuntimeFactory from ads.opctl.config.resolver import ConfigResolver @@ -546,6 +550,120 @@ def run(self, cluster_info, dry_run=False) -> None: return job, main_jobrun, worker_jobruns +class MLJobOperatorBackend(MLJobBackend): + def __init__(self, config: Dict, operator_config: Dict) -> None: + super().__init__(config=config) + self.job = None + self.operator_config = operator_config + self.operator_name = operator_config["name"] + + # registering supported runtime adjusters + self._RUNTIME_MAP = { + ContainerRuntime().type: self._adjust_container_runtime, + PythonRuntime().type: self._adjust_python_runtime, + } + + def _adjust_common_information(self): + if self.job.name.lower().startswith("{job"): + self.job.with_name( + f"job_{self.operator_config.get('name','operator').lower()}" + f"_v{self.operator_config.get('version','unknown').lower()}" + ) + self.job.runtime.with_maximum_runtime_in_minutes( + self.config["execution"]["max_wait_time"] + ) + + def _adjust_python_runtime(self): + code = ( + Template( + """python -m ads.mloperator.lowcode.$operator_name -s $operator_spec""" + ) + .substitute( + operator_name=self.operator_name, + operator_spec=yaml.dump(self.operator_config, allow_unicode=True), + ) + .encode() + .decode("utf-8") + ) + + dir = tempfile.mkdtemp() + script_file = os.path.join( + dir, f"{self.operator_name}_{int(time.time())}_run.sh" + ) + with open(script_file, "w") as fp: + fp.write(code) + + with open(script_file) as fp: + print(fp.read()) + + self.job.runtime.with_source( + script_file, + entrypoint=os.path.basename(script_file), + ).with_custom_conda( + os.path.join( + self.config["execution"]["conda_pack_os_prefix"], + self.config["execution"].get("conda_slug", ""), + ) + ).with_working_dir( + "." + ) + + def _adjust_container_runtime(self): + entrypoint = self.job.runtime.entrypoint + image = self.job.runtime.image.lower() + if self.job.runtime.image.lower() == "iad.ocir.io/namespace/image:tag": + image = ( + image + ) = f"{self.config['infrastructure']['docker_registry'].rstrip('/')}/{self.config['execution']['image']}" + cmd = " ".join( + [ + "python", + "-m", + f"{self.operator_name}", + "-s", + yaml.dump(self.operator_config, allow_unicode=True), + ] + ) + self.job.runtime.with_image(image=image, entrypoint=entrypoint, cmd=cmd) + + @print_watch_command + def run(self, **kwargs) -> Union[Dict, None]: + # configure job object + if "spec" in self.config and self.config["spec"]: + self.job = Job.from_dict(self.config).build() + else: + if self.config["execution"].get("conda_slug"): + runtime_type = PythonRuntime().type + elif self.config["execution"].get("image"): + runtime_type = ContainerRuntime().type + else: + raise ValueError( + "Either conda info or image name needs to be provided." + ) + self.job = Job.from_yaml(self.init(runtime_type=runtime_type, **kwargs)) + + # adjust a job's common information + self._adjust_common_information() + + # adjust runtime information + self._RUNTIME_MAP.get(self.job.runtime.type, lambda: None)() + + # run the job if only it is not a dry run mode + if not self.config["execution"].get("dry_run"): + job = self.job.create() + print(f"{'*' * 50}Job{'*' * 50}") + print(job) + + job_run = job.run() + print(f"{'*' * 50}JobRun{'*' * 50}") + print(job_run) + + return {"job_id": job.id, "run_id": job_run.id} + else: + print(f"{'*' * 50}Job{'*' * 50}") + print(self.job) + + class JobRuntimeFactory(RuntimeFactory): """Job runtime factory.""" diff --git a/ads/opctl/cli.py b/ads/opctl/cli.py index 6e500513c..f04c0771c 100644 --- a/ads/opctl/cli.py +++ b/ads/opctl/cli.py @@ -11,6 +11,7 @@ import fsspec import yaml +import ads.mloperator.cli import ads.opctl.conda.cli import ads.opctl.distributed.cli import ads.opctl.model.cli @@ -283,6 +284,12 @@ def _add_options(func): @commands.command() @add_options(_options) +@click.option( + "--backend-config", + help="path to the backend config YAML file", + required=False, + default=None, +) @click.option("--image", "-i", help="image name", required=False, default=None) @click.option("--conda-slug", help="slug name", required=False, default=None) @click.option( @@ -397,26 +404,29 @@ def _add_options(func): ) def run(file, **kwargs): """ - Runs the workload on the targeted backend. When run `distributed` yaml spec, the backend is always OCI Data Science - Jobs + Runs the workload on the targeted backend. When run `distributed` yaml spec, + the backend is always OCI Data Science Jobs. """ debug = kwargs["debug"] - if file: - if os.path.exists(file): - auth = {} - if kwargs["auth"]: - auth = authutil.create_signer(kwargs["auth"]) - else: - auth = authutil.default_signer() + config = {"kind": "job"} + backend_config = {"kind": "job"} - with fsspec.open(file, "r", **auth) as f: - config = suppress_traceback(debug)(yaml.safe_load)(f.read()) - else: - raise FileNotFoundError(f"{file} is not found") + auth = {} + if kwargs["auth"]: + auth = authutil.create_signer(kwargs["auth"]) else: - # If no yaml is provided, we assume there's cmdline args to define a job. - config = {"kind": "job"} - suppress_traceback(debug)(run_cmd)(config, **kwargs) + auth = authutil.default_signer() + + if file: + with fsspec.open(file, "r", **auth) as f: + config = suppress_traceback(debug)(yaml.safe_load)(f.read()) + + backend_config_file = kwargs.pop("backend_config") + if backend_config_file: + with fsspec.open(backend_config_file, "r", **auth) as f: + backend_config = suppress_traceback(debug)(yaml.safe_load)(f.read()) + + suppress_traceback(debug)(run_cmd)(config, backend_config, **kwargs) @commands.command() @@ -643,3 +653,4 @@ def predict(**kwargs): commands.add_command(ads.opctl.model.cli.commands) commands.add_command(ads.opctl.spark.cli.commands) commands.add_command(ads.opctl.distributed.cli.commands) +commands.add_command(ads.mloperator.cli.commands) diff --git a/ads/opctl/cmds.py b/ads/opctl/cmds.py index 6c899f123..cf5320091 100644 --- a/ads/opctl/cmds.py +++ b/ads/opctl/cmds.py @@ -16,9 +16,12 @@ from ads.common.auth import AuthContext, AuthType from ads.common.extended_enum import ExtendedEnumMeta from ads.common.oci_datascience import DSCNotebookSession -from ads.opctl import logger from ads.opctl.backend.ads_dataflow import DataFlowBackend -from ads.opctl.backend.ads_ml_job import MLJobBackend, MLJobDistributedBackend +from ads.opctl.backend.ads_ml_job import ( + MLJobBackend, + MLJobDistributedBackend, + MLJobOperatorBackend, +) from ads.opctl.backend.ads_ml_pipeline import PipelineBackend from ads.opctl.backend.ads_model_deployment import ModelDeploymentBackend from ads.opctl.backend.local import ( @@ -56,6 +59,7 @@ verify_and_publish_image, ) from ads.opctl.utils import get_service_pack_prefix, is_in_notebook_session +import subprocess class DataScienceResource(str, metaclass=ExtendedEnumMeta): @@ -155,7 +159,7 @@ def _save_yaml(yaml_content, **kwargs): print(f"Job run info saved to {yaml_path}") -def run(config: Dict, **kwargs) -> Dict: +def run(config: Dict, backend_config: Dict, **kwargs) -> Dict: """ Run a job given configuration and command line args passed in (kwargs). @@ -242,6 +246,45 @@ def run(config: Dict, **kwargs) -> Dict: print(yamlContent) _save_yaml(yamlContent, **kwargs) return cluster_run_info + elif config.get("kind", "").lower() == "operator": + from ads.mloperator import __operators__, OperatorNotFoundError + + mode = (kwargs["backend"] or BACKEND_NAME.LOCAL.value).lower() + + supported_backends = ( + BACKEND_NAME.LOCAL.value, + BACKEND_NAME.JOB.value, + BACKEND_NAME.DATAFLOW.value, + ) + + if mode not in supported_backends: + raise RuntimeError( + f"Not supported backend - {mode}. Supported backends: {supported_backends}" + ) + + operator_name = config.get("name", "").lower() + + if not (operator_name and operator_name in __operators__): + raise OperatorNotFoundError(operator_name) + + # merge backend config with the predefined values + p = ConfigProcessor(backend_config).step(ConfigMerger, **kwargs) + + if not mode or mode == BACKEND_NAME.LOCAL.value: + subprocess.run( + [ + "python", + "-m", + f"ads.mloperator.lowcode.{operator_name}", + "-s", + yaml.dump(config, allow_unicode=True), + ] + ) + elif mode == BACKEND_NAME.JOB.value: + backend = MLJobOperatorBackend(config=p.config, operator_config=config) + backend.run() + else: + raise RuntimeError("Not implemented backend.") else: if ( "kind" in p.config diff --git a/ads/opctl/utils.py b/ads/opctl/utils.py index 9ca13bc4c..8740a17da 100644 --- a/ads/opctl/utils.py +++ b/ads/opctl/utils.py @@ -122,6 +122,7 @@ def publish_image(image: str, registry: str = None) -> None: # pragma: no cover print(f"pushed {image}") return image else: + registry = registry.rstrip('/') run_command( ["docker", "tag", f"{image}", f"{registry}/{os.path.basename(image)}"] ) @@ -308,6 +309,8 @@ def run_container( entrypoint: str = None, verbose: bool = False, ): + import docker + if env_vars is None: env_vars = {} # If Proxy variables are setup, pass it on to the docker run diff --git a/setup.py b/setup.py index 8acf9a57e..f2dfa0eab 100644 --- a/setup.py +++ b/setup.py @@ -68,6 +68,7 @@ "nbconvert", "nbformat", "inflection", + "json2table", ], "bds": ["ibis-framework[impala]", "hdfs[kerberos]", "sqlalchemy"], "spark": ["pyspark>=3.0.0"], @@ -106,6 +107,13 @@ def update_extra_with_internal_packages(): "lightgbm==3.3.1", ] extras_require["optuna"] = extras_require["viz"] + ["optuna==2.9.0"] +extras_require["forecast"] = extras_require["opctl"] + [ + "prophet", + "neuralprophet", + "pmdarima", + "statsmodels", + "datapane", +] extras_require["complete"] = sorted({v for req in extras_require.values() for v in req}) 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11cb7d4637c6bbcd8af9970fc05b05be56b18071 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Mon, 10 Jul 2023 22:18:49 -0700 Subject: [PATCH 003/247] Moves mloperator folder to opctl --- ads/ads_version.json | 2 +- ads/jobs/builders/infrastructure/dataflow.py | 11 +- ads/jobs/builders/infrastructure/dsc_job.py | 28 ++- .../builders/runtimes/container_runtime.py | 8 +- ads/jobs/builders/runtimes/python_runtime.py | 24 +-- ads/mloperator/docker/artifacts/readme.txt | 1 - ads/mloperator/lowcode/forecast/__main__.py | 42 ----- .../model_deployment_infrastructure.py | 2 +- .../deployment/model_deployment_runtime.py | 49 +++--- ads/opctl/backend/ads_ml_job.py | 36 +++- ads/opctl/cli.py | 4 +- ads/opctl/cmds.py | 4 +- .../docker/mloperator}/.dockerignore | 0 .../docker/mloperator}/Dockerfile | 0 .../docker/mloperator}/Dockerfile.gpu | 0 .../oracle_ads-2.8.7b0-py3-none-any.whl | Bin 0 -> 1755426 bytes .../docker/mloperator/artifacts/readme.txt | 1 + .../docker/mloperator}/environment.yaml | 2 +- ads/{ => opctl}/mloperator/README.md | 2 +- ads/{ => opctl}/mloperator/__init__.py | 0 ads/{ => opctl}/mloperator/cli.py | 30 ++-- ads/{ => opctl}/mloperator/cmd.py | 58 ++++--- .../mloperator/common/__init__.py} | 0 .../mloperator/common/const.py} | 2 +- ads/{ => opctl}/mloperator/common/utils.py | 164 +++++++++--------- .../mloperator/lowcode/__init__.py | 2 +- .../mloperator/lowcode/forecast/README.md | 2 +- .../mloperator/lowcode/forecast/__init__.py | 4 +- .../mloperator/lowcode/forecast/__main__.py | 57 ++++++ .../mloperator/lowcode/forecast/cmd.py | 2 +- .../lowcode/forecast/environment.yaml | 2 +- .../mloperator/lowcode/forecast/main.py | 9 +- .../lowcode/forecast/model}/__init__.py | 2 +- .../lowcode/forecast/model/arima.py | 2 +- .../lowcode/forecast/model/automlx.py | 2 +- .../mloperator/lowcode/forecast/model/base.py | 2 +- .../lowcode/forecast/model/neuralprophet.py | 2 +- .../lowcode/forecast/model/prophet.py | 2 +- .../mloperator/lowcode/forecast/schema.yaml | 12 +- .../mloperator/lowcode/forecast/utils.py | 2 +- ads/{ => opctl}/mloperator/mloperator.py | 3 +- ads/pipeline/ads_pipeline.py | 5 +- 42 files changed, 317 insertions(+), 265 deletions(-) delete mode 100644 ads/mloperator/docker/artifacts/readme.txt delete mode 100644 ads/mloperator/lowcode/forecast/__main__.py rename ads/{mloperator/docker => opctl/docker/mloperator}/.dockerignore (100%) rename ads/{mloperator/docker => opctl/docker/mloperator}/Dockerfile (100%) rename ads/{mloperator/docker => opctl/docker/mloperator}/Dockerfile.gpu (100%) create mode 100644 ads/opctl/docker/mloperator/artifacts/oracle_ads-2.8.7b0-py3-none-any.whl create mode 100644 ads/opctl/docker/mloperator/artifacts/readme.txt rename ads/{mloperator/docker => opctl/docker/mloperator}/environment.yaml (76%) rename ads/{ => opctl}/mloperator/README.md (68%) rename ads/{ => opctl}/mloperator/__init__.py (100%) rename ads/{ => opctl}/mloperator/cli.py (94%) rename ads/{ => opctl}/mloperator/cmd.py (87%) rename ads/{mloperator/common/const.py => opctl/mloperator/common/__init__.py} (100%) rename ads/{mloperator/lowcode/forecast/model/__init__.py => opctl/mloperator/common/const.py} (79%) rename ads/{ => opctl}/mloperator/common/utils.py (95%) rename ads/{ => opctl}/mloperator/lowcode/__init__.py (79%) rename ads/{ => opctl}/mloperator/lowcode/forecast/README.md (89%) rename ads/{ => opctl}/mloperator/lowcode/forecast/__init__.py (94%) create mode 100644 ads/opctl/mloperator/lowcode/forecast/__main__.py rename ads/{ => opctl}/mloperator/lowcode/forecast/cmd.py (91%) rename ads/{ => opctl}/mloperator/lowcode/forecast/environment.yaml (91%) rename ads/{ => opctl}/mloperator/lowcode/forecast/main.py (92%) rename ads/{mloperator/common => opctl/mloperator/lowcode/forecast/model}/__init__.py (79%) rename ads/{ => opctl}/mloperator/lowcode/forecast/model/arima.py (79%) rename ads/{ => opctl}/mloperator/lowcode/forecast/model/automlx.py (79%) rename ads/{ => opctl}/mloperator/lowcode/forecast/model/base.py (79%) rename ads/{ => opctl}/mloperator/lowcode/forecast/model/neuralprophet.py (79%) rename ads/{ => opctl}/mloperator/lowcode/forecast/model/prophet.py (79%) rename ads/{ => opctl}/mloperator/lowcode/forecast/schema.yaml (96%) rename ads/{ => opctl}/mloperator/lowcode/forecast/utils.py (79%) rename ads/{ => opctl}/mloperator/mloperator.py (94%) diff --git a/ads/ads_version.json b/ads/ads_version.json index bd2138241..02994d39d 100644 --- a/ads/ads_version.json +++ b/ads/ads_version.json @@ -1,3 +1,3 @@ { - "version": "2.8.7_beta" + "version": "2.8.7b0" } diff --git a/ads/jobs/builders/infrastructure/dataflow.py b/ads/jobs/builders/infrastructure/dataflow.py index 3caae3372..894c40e7a 100644 --- a/ads/jobs/builders/infrastructure/dataflow.py +++ b/ads/jobs/builders/infrastructure/dataflow.py @@ -47,7 +47,7 @@ "Standard.E4", "Standard3", "Standard.A1", - "Standard2" + "Standard2", ] @@ -935,7 +935,7 @@ def create(self, runtime: DataFlowRuntime, **kwargs) -> "DataFlow": self.df_app = DataFlowApp(**payload).create() self.with_id(self.df_app.id) return self - + @staticmethod def _validate_shapes(payload: Dict): if "executor_shape" not in payload: @@ -955,9 +955,8 @@ def _validate_shapes(payload: Dict): raise ValueError( "`executor_shape` and `driver_shape` must be from the same shape family." ) - if ( - (not executor_shape.endswith("Flex") and executor_shape_config) - or (not driver_shape.endswith("Flex") and driver_shape_config) + if (not executor_shape.endswith("Flex") and executor_shape_config) or ( + not driver_shape.endswith("Flex") and driver_shape_config ): raise ValueError( "Shape config is not required for non flex shape from user end." @@ -1234,7 +1233,7 @@ def to_yaml(self, **kwargs) -> str: """ return yaml.safe_dump(self.to_dict(**kwargs)) - def init(self) -> "DataFlow": + def init(self, **kwargs) -> "DataFlow": """Initializes a starter specification for the DataFlow. Returns diff --git a/ads/jobs/builders/infrastructure/dsc_job.py b/ads/jobs/builders/infrastructure/dsc_job.py index ddc5d44f3..a2840b411 100644 --- a/ads/jobs/builders/infrastructure/dsc_job.py +++ b/ads/jobs/builders/infrastructure/dsc_job.py @@ -35,7 +35,11 @@ from ads.jobs.builders.runtimes.container_runtime import ContainerRuntime from ads.jobs.builders.runtimes.python_runtime import GitPythonRuntime -from ads.common.dsc_file_system import OCIFileStorage, DSCFileSystemManager, OCIObjectStorage +from ads.common.dsc_file_system import ( + OCIFileStorage, + DSCFileSystemManager, + OCIObjectStorage, +) logger = logging.getLogger(__name__) @@ -1454,11 +1458,14 @@ def _update_job_infra(self, dsc_job: DSCJob) -> DataScienceJob: if value: dsc_job.job_infrastructure_configuration_details[camel_attr] = value - if ( - not dsc_job.job_infrastructure_configuration_details.get("shapeName", "").endswith("Flex") - and dsc_job.job_infrastructure_configuration_details.get("jobShapeConfigDetails") + if not dsc_job.job_infrastructure_configuration_details.get( + "shapeName", "" + ).endswith("Flex") and dsc_job.job_infrastructure_configuration_details.get( + "jobShapeConfigDetails" ): - raise ValueError("Shape config is not required for non flex shape from user end.") + raise ValueError( + "Shape config is not required for non flex shape from user end." + ) if dsc_job.job_infrastructure_configuration_details.get("subnetId"): dsc_job.job_infrastructure_configuration_details[ @@ -1483,7 +1490,7 @@ def build(self) -> DataScienceJob: self._update_from_dsc_model(self.dsc_job, overwrite=False) return self - def init(self) -> DataScienceJob: + def init(self, **kwargs) -> DataScienceJob: """Initializes a starter specification for the DataScienceJob. Returns @@ -1495,7 +1502,10 @@ def init(self) -> DataScienceJob: self.build() .with_compartment_id(self.compartment_id or "{Provide a compartment OCID}") .with_project_id(self.project_id or "{Provide a project OCID}") - .with_subnet_id(self.subnet_id or "{Provide a subnet OCID or remove this field if you use a default networking}") + .with_subnet_id( + self.subnet_id + or "{Provide a subnet OCID or remove this field if you use a default networking}" + ) ) def create(self, runtime, **kwargs) -> DataScienceJob: @@ -1552,7 +1562,7 @@ def run( freeform_tags=None, defined_tags=None, wait=False, - **kwargs + **kwargs, ) -> DataScienceJobRun: """Runs a job on OCI Data Science job @@ -1610,7 +1620,7 @@ def run( freeform_tags=freeform_tags, defined_tags=defined_tags, wait=wait, - **kwargs + **kwargs, ) def delete(self) -> None: diff --git a/ads/jobs/builders/runtimes/container_runtime.py b/ads/jobs/builders/runtimes/container_runtime.py index 632ba34f4..a2408bbc0 100644 --- a/ads/jobs/builders/runtimes/container_runtime.py +++ b/ads/jobs/builders/runtimes/container_runtime.py @@ -1,7 +1,7 @@ #!/usr/bin/env python # -*- coding: utf-8; -*- -# Copyright (c) 2021 Oracle and/or its affiliates. +# Copyright (c) 2021, 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ from typing import Union from ads.jobs.builders.runtimes.base import Runtime @@ -131,10 +131,10 @@ def init(self, **kwargs) -> "ContainerRuntime": ContainerRuntime The runtime instance. """ - super().init() + super().init(**kwargs) return self.with_image( - image="iad.ocir.io/namespace/image:tag", + image=kwargs.get("image", "iad.ocir.io/namespace/image:tag"), entrypoint=["bash", "--login", "-c"], - cmd="{Container CMD. For MLFlow, it will be replaced with the Project CMD}", + cmd="{Container CMD. For MLFlow and MLOperator will be auto generated.}", ) diff --git a/ads/jobs/builders/runtimes/python_runtime.py b/ads/jobs/builders/runtimes/python_runtime.py index d5bda36d7..41b38565a 100644 --- a/ads/jobs/builders/runtimes/python_runtime.py +++ b/ads/jobs/builders/runtimes/python_runtime.py @@ -116,7 +116,7 @@ def with_custom_conda(self, uri: str, region: str = None): conda_spec[self.CONST_CONDA_REGION] = region return self.set_spec(self.CONST_CONDA, conda_spec) - def init(self) -> "CondaRuntime": + def init(self, **kwargs) -> "CondaRuntime": """Initializes a starter specification for the runtime. Returns @@ -124,7 +124,7 @@ def init(self) -> "CondaRuntime": CondaRuntime The runtime instance. """ - super().init() + super().init(**kwargs) return self.with_custom_conda( "{Path to the custom conda environment. " "Example: oci://your_bucket@namespace/object_name" @@ -246,7 +246,7 @@ def with_entrypoint(self, entrypoint: str): """ return self.set_spec(self.CONST_ENTRYPOINT, entrypoint) - def init(self) -> "ScriptRuntime": + def init(self, **kwargs) -> "ScriptRuntime": """Initializes a starter specification for the runtime. Returns @@ -254,7 +254,7 @@ def init(self) -> "ScriptRuntime": ScriptRuntime The runtime instance. """ - super().init() + super().init(**kwargs) return ( self.with_entrypoint( "{Entrypoint script. For MLflow, it will be replaced with the CMD}" @@ -435,7 +435,7 @@ class PythonRuntime(ScriptRuntime, _PythonRuntimeMixin): attribute_map.update(ScriptRuntime.attribute_map) attribute_map.update(_PythonRuntimeMixin.attribute_map) - def init(self) -> "PythonRuntime": + def init(self, **kwargs) -> "PythonRuntime": """Initializes a starter specification for the runtime. Returns @@ -443,7 +443,7 @@ def init(self) -> "PythonRuntime": PythonRuntime The runtime instance. """ - super().init() + super().init(**kwargs) return ( self.with_working_dir("{For MLflow the project folder will be used.}") .with_entrypoint( @@ -623,7 +623,7 @@ def notebook(self) -> str: """The path of the notebook relative to the source.""" return self.get_spec(self.CONST_ENTRYPOINT) - def init(self) -> "NotebookRuntime": + def init(self, **kwargs) -> "NotebookRuntime": """Initializes a starter specification for the runtime. Returns @@ -631,7 +631,7 @@ def init(self) -> "NotebookRuntime": NotebookRuntime The runtime instance. """ - super().init() + super().init(**kwargs) return self.with_source( uri="{Path to the source code directory. For MLflow, it will be replaced with the path to the project}", notebook="{Entrypoint notebook. For MLflow, it will be replaced with the CMD}", @@ -744,7 +744,7 @@ def ssh_secret_ocid(self) -> str: """The OCID of the OCI Vault secret storing the Git SSH key.""" return self.get_spec(self.CONST_GIT_SSH_SECRET_ID) - def init(self) -> "GitPythonRuntime": + def init(self, **kwargs) -> "GitPythonRuntime": """Initializes a starter specification for the runtime. Returns @@ -752,7 +752,7 @@ def init(self) -> "GitPythonRuntime": GitPythonRuntime The runtime instance. """ - super().init() + super().init(**kwargs) return self.with_source( "{Git URI. For MLflow, it will be replaced with the Project URI}" ).with_entrypoint( @@ -967,7 +967,7 @@ def overwrite(self) -> str: def convert(self, **kwargs): pass - def init(self) -> "DataFlowRuntime": + def init(self, **kwargs) -> "DataFlowRuntime": """Initializes a starter specification for the runtime. Returns @@ -975,7 +975,7 @@ def init(self) -> "DataFlowRuntime": DataFlowRuntime The runtime instance. """ - super().init() + super().init(**kwargs) self._spec.pop(self.CONST_ENV_VAR, None) return ( self.with_script_uri( diff --git a/ads/mloperator/docker/artifacts/readme.txt b/ads/mloperator/docker/artifacts/readme.txt deleted file mode 100644 index e1f2e241a..000000000 --- a/ads/mloperator/docker/artifacts/readme.txt +++ /dev/null @@ -1 +0,0 @@ -Put the ADS wheel here to build a docker with the custom wheel. \ No newline at end of file diff --git a/ads/mloperator/lowcode/forecast/__main__.py b/ads/mloperator/lowcode/forecast/__main__.py deleted file mode 100644 index 2374d584e..000000000 --- a/ads/mloperator/lowcode/forecast/__main__.py +++ /dev/null @@ -1,42 +0,0 @@ -#!/usr/bin/env python -# -*- coding: utf-8 -*-- - -# Copyright (c) 2023 Oracle and/or its affiliates. -# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ - -import os -import sys - -from ads.mloperator.common.utils import _parse_input_args - -from .__init__ import __description__ as DESCRIPTION -from .__init__ import __name__ as MODULE -from .main import ForecastOperator, run - -ENV_OPERATOR_ARGS = "ENV_OPERATOR_ARGS" - - -def main(raw_args): - args, _ = _parse_input_args(raw_args) - if not args.file and not args.spec and not os.environ.get(ENV_OPERATOR_ARGS): - print( - "Please specify -f[--file] or -s[--spec] or " - f"pass operator's arguments via {ENV_OPERATOR_ARGS} environment variable." - ) - return - - print("-" * 100) - print(f"Running operator: {MODULE}") - print(DESCRIPTION) - - operator = ForecastOperator.from_yaml( - uri=args.file, - yaml_string=args.spec or os.environ.get(ENV_OPERATOR_ARGS, ""), - ) - - print(operator.to_yaml()) - run(operator) - - -if __name__ == "__main__": - main(sys.argv[1:]) diff --git a/ads/model/deployment/model_deployment_infrastructure.py b/ads/model/deployment/model_deployment_infrastructure.py index 86aa53b20..6f6718915 100644 --- a/ads/model/deployment/model_deployment_infrastructure.py +++ b/ads/model/deployment/model_deployment_infrastructure.py @@ -609,7 +609,7 @@ def subnet_id(self) -> str: """ return self.get_spec(self.CONST_SUBNET_ID, None) - def init(self) -> "ModelDeploymentInfrastructure": + def init(self, **kwargs) -> "ModelDeploymentInfrastructure": """Initializes a starter specification for the ModelDeploymentInfrastructure. Returns diff --git a/ads/model/deployment/model_deployment_runtime.py b/ads/model/deployment/model_deployment_runtime.py index e6c743652..8683d2dd8 100644 --- a/ads/model/deployment/model_deployment_runtime.py +++ b/ads/model/deployment/model_deployment_runtime.py @@ -103,7 +103,7 @@ class ModelDeploymentRuntime(Builder): CONST_REGION: "region", CONST_OVERWRITE_EXISTING_ARTIFACT: "overwrite_existing_artifact", CONST_REMOVE_EXISTING_ARTIFACT: "remove_existing_artifact", - CONST_TIMEOUT: "timeout" + CONST_TIMEOUT: "timeout", } ENVIRONMENT_CONFIG_DETAILS_PATH = ( @@ -272,7 +272,7 @@ def with_model_uri(self, model_uri: str) -> "ModelDeploymentRuntime": The ModelDeploymentRuntime instance (self). """ return self.set_spec(self.CONST_MODEL_URI, model_uri) - + @property def bucket_uri(self) -> str: """The bucket uri of model. @@ -298,7 +298,7 @@ def with_bucket_uri(self, bucket_uri: str) -> "ModelDeploymentRuntime": The ModelDeploymentRuntime instance (self). """ return self.set_spec(self.CONST_BUCKET_URI, bucket_uri) - + @property def auth(self) -> Dict: """The auth when uploading large-size model. @@ -309,7 +309,7 @@ def auth(self) -> Dict: The auth when uploading large-size model. """ return self.get_spec(self.CONST_AUTH, {}) - + def with_auth(self, auth: Dict) -> "ModelDeploymentRuntime": """Sets the auth when uploading large-size model. @@ -324,7 +324,7 @@ def with_auth(self, auth: Dict) -> "ModelDeploymentRuntime": The ModelDeploymentRuntime instance (self). """ return self.set_spec(self.CONST_AUTH, auth) - + @property def region(self) -> str: """The region when uploading large-size model. @@ -335,7 +335,7 @@ def region(self) -> str: The region when uploading large-size model. """ return self.get_spec(self.CONST_REGION, None) - + def with_region(self, region: str) -> "ModelDeploymentRuntime": """Sets the region when uploading large-size model. @@ -350,7 +350,7 @@ def with_region(self, region: str) -> "ModelDeploymentRuntime": The ModelDeploymentRuntime instance (self). """ return self.set_spec(self.CONST_REGION, region) - + @property def overwrite_existing_artifact(self) -> bool: """Overwrite existing artifact when uploading large size model. @@ -361,10 +361,9 @@ def overwrite_existing_artifact(self) -> bool: Overwrite existing artifact when uploading large size model. """ return self.get_spec(self.CONST_OVERWRITE_EXISTING_ARTIFACT, True) - + def with_overwrite_existing_artifact( - self, - overwrite_existing_artifact: bool + self, overwrite_existing_artifact: bool ) -> "ModelDeploymentRuntime": """Sets whether to overwrite existing artifact when uploading large size model. @@ -379,10 +378,9 @@ def with_overwrite_existing_artifact( The ModelDeploymentRuntime instance (self). """ return self.set_spec( - self.CONST_OVERWRITE_EXISTING_ARTIFACT, - overwrite_existing_artifact + self.CONST_OVERWRITE_EXISTING_ARTIFACT, overwrite_existing_artifact ) - + @property def remove_existing_artifact(self) -> bool: """Remove existing artifact when uploading large size model. @@ -393,10 +391,9 @@ def remove_existing_artifact(self) -> bool: Remove existing artifact when uploading large size model. """ return self.get_spec(self.CONST_REMOVE_EXISTING_ARTIFACT, True) - + def with_remove_existing_artifact( - self, - remove_existing_artifact: bool + self, remove_existing_artifact: bool ) -> "ModelDeploymentRuntime": """Sets whether to remove existing artifact when uploading large size model. @@ -410,8 +407,10 @@ def with_remove_existing_artifact( ModelDeploymentRuntime The ModelDeploymentRuntime instance (self). """ - return self.set_spec(self.CONST_REMOVE_EXISTING_ARTIFACT, remove_existing_artifact) - + return self.set_spec( + self.CONST_REMOVE_EXISTING_ARTIFACT, remove_existing_artifact + ) + @property def timeout(self) -> int: """The timeout when uploading large-size model. @@ -422,7 +421,7 @@ def timeout(self) -> int: The timeout when uploading large-size model. """ return self.get_spec(self.CONST_TIMEOUT, None) - + def with_timeout(self, timeout: int) -> "ModelDeploymentRuntime": """Sets the timeout when uploading large-size model. @@ -437,8 +436,8 @@ def with_timeout(self, timeout: int) -> "ModelDeploymentRuntime": The ModelDeploymentRuntime instance (self). """ return self.set_spec(self.CONST_TIMEOUT, timeout) - - def init(self) -> "ModelDeploymentRuntime": + + def init(self, **kwargs) -> "ModelDeploymentRuntime": """Initializes a starter specification for the runtime. Returns @@ -487,7 +486,7 @@ def environment_config_type(self) -> str: """ return OCIModelDeploymentRuntimeType.CONDA - def init(self) -> "ModelDeploymentCondaRuntime": + def init(self, **kwargs) -> "ModelDeploymentCondaRuntime": """Initializes a starter specification for the runtime. Returns @@ -495,7 +494,7 @@ def init(self) -> "ModelDeploymentCondaRuntime": CondaRuntime The runtime instance. """ - return super().init() + return super().init(**kwargs) class ModelDeploymentContainerRuntime(ModelDeploymentRuntime): @@ -816,7 +815,7 @@ def with_inference_server( """ return self.set_spec(self.CONST_INFERENCE_SERVER, inference_server.lower()) - def init(self) -> "ModelDeploymentContainerRuntime": + def init(self, **kwargs) -> "ModelDeploymentContainerRuntime": """Initializes a starter specification for the runtime. Returns @@ -824,7 +823,7 @@ def init(self) -> "ModelDeploymentContainerRuntime": CondaRuntime The runtime instance. """ - super().init() + super().init(**kwargs) return ( self.with_image("iad.ocir.io//:") .with_image_digest("") diff --git a/ads/opctl/backend/ads_ml_job.py b/ads/opctl/backend/ads_ml_job.py index 75ce425b9..5578c9b61 100644 --- a/ads/opctl/backend/ads_ml_job.py +++ b/ads/opctl/backend/ads_ml_job.py @@ -29,7 +29,6 @@ PythonRuntime, ScriptRuntime, ) -from ads.mloperator.mloperator import MLOperator from ads.opctl import logger from ads.opctl.backend.base import Backend, RuntimeFactory from ads.opctl.config.resolver import ConfigResolver @@ -95,6 +94,20 @@ def init( `None` otherwise. """ + RUNTIME_KWARGS_MAP = { + ContainerRuntime().type: { + "image": ( + f"{self.config['infrastructure'].get('docker_registry','').rstrip('/')}" + f"/{kwargs.pop('image_name', self.config['execution'].get('image','image:latest'))}" + ) + }, + ScriptRuntime().type: {}, + PythonRuntime().type: {}, + NotebookRuntime().type: {}, + GitPythonRuntime().type: {}, + } + + runtime_type = runtime_type or PythonRuntime().type with AuthContext(auth=self.auth_type, profile=self.profile): # define a job job = ( @@ -108,9 +121,9 @@ def init( ).init() ) .with_runtime( - JobRuntimeFactory.get_runtime( - key=runtime_type or PythonRuntime().type - ).init() + JobRuntimeFactory.get_runtime(key=runtime_type).init( + **{**kwargs, **RUNTIME_KWARGS_MAP[runtime_type]} + ) ) ) @@ -551,8 +564,11 @@ def run(self, cluster_info, dry_run=False) -> None: class MLJobOperatorBackend(MLJobBackend): + """Backend class to run mloperator.""" + def __init__(self, config: Dict, operator_config: Dict) -> None: super().__init__(config=config) + self.job = None self.operator_config = operator_config self.operator_name = operator_config["name"] @@ -564,6 +580,7 @@ def __init__(self, config: Dict, operator_config: Dict) -> None: } def _adjust_common_information(self): + """Adjusts common information of the job.""" if self.job.name.lower().startswith("{job"): self.job.with_name( f"job_{self.operator_config.get('name','operator').lower()}" @@ -574,9 +591,10 @@ def _adjust_common_information(self): ) def _adjust_python_runtime(self): + """Adjusts python runtime.""" code = ( Template( - """python -m ads.mloperator.lowcode.$operator_name -s $operator_spec""" + """python -m ads.opctl.mloperator.lowcode.$operator_name -s $operator_spec""" ) .substitute( operator_name=self.operator_name, @@ -609,12 +627,14 @@ def _adjust_python_runtime(self): ) def _adjust_container_runtime(self): + """Adjusts container runtime.""" entrypoint = self.job.runtime.entrypoint image = self.job.runtime.image.lower() if self.job.runtime.image.lower() == "iad.ocir.io/namespace/image:tag": image = ( - image - ) = f"{self.config['infrastructure']['docker_registry'].rstrip('/')}/{self.config['execution']['image']}" + f"{self.config['infrastructure']['docker_registry'].rstrip('/')}" + f"/{self.config['execution']['image']}" + ) cmd = " ".join( [ "python", @@ -628,7 +648,7 @@ def _adjust_container_runtime(self): @print_watch_command def run(self, **kwargs) -> Union[Dict, None]: - # configure job object + """Runs the operator on the jobs.""" if "spec" in self.config and self.config["spec"]: self.job = Job.from_dict(self.config).build() else: diff --git a/ads/opctl/cli.py b/ads/opctl/cli.py index f04c0771c..8998802e1 100644 --- a/ads/opctl/cli.py +++ b/ads/opctl/cli.py @@ -11,7 +11,7 @@ import fsspec import yaml -import ads.mloperator.cli +import ads.opctl.mloperator.cli import ads.opctl.conda.cli import ads.opctl.distributed.cli import ads.opctl.model.cli @@ -653,4 +653,4 @@ def predict(**kwargs): commands.add_command(ads.opctl.model.cli.commands) commands.add_command(ads.opctl.spark.cli.commands) commands.add_command(ads.opctl.distributed.cli.commands) -commands.add_command(ads.mloperator.cli.commands) +commands.add_command(ads.opctl.mloperator.cli.commands) diff --git a/ads/opctl/cmds.py b/ads/opctl/cmds.py index cf5320091..2cc4e280f 100644 --- a/ads/opctl/cmds.py +++ b/ads/opctl/cmds.py @@ -247,7 +247,7 @@ def run(config: Dict, backend_config: Dict, **kwargs) -> Dict: _save_yaml(yamlContent, **kwargs) return cluster_run_info elif config.get("kind", "").lower() == "operator": - from ads.mloperator import __operators__, OperatorNotFoundError + from ads.opctl.mloperator import __operators__, OperatorNotFoundError mode = (kwargs["backend"] or BACKEND_NAME.LOCAL.value).lower() @@ -275,7 +275,7 @@ def run(config: Dict, backend_config: Dict, **kwargs) -> Dict: [ "python", "-m", - f"ads.mloperator.lowcode.{operator_name}", + f"ads.opctl.mloperator.lowcode.{operator_name}", "-s", yaml.dump(config, allow_unicode=True), ] diff --git a/ads/mloperator/docker/.dockerignore b/ads/opctl/docker/mloperator/.dockerignore similarity index 100% rename from ads/mloperator/docker/.dockerignore rename to ads/opctl/docker/mloperator/.dockerignore diff --git a/ads/mloperator/docker/Dockerfile b/ads/opctl/docker/mloperator/Dockerfile similarity index 100% rename from ads/mloperator/docker/Dockerfile rename to ads/opctl/docker/mloperator/Dockerfile diff --git a/ads/mloperator/docker/Dockerfile.gpu b/ads/opctl/docker/mloperator/Dockerfile.gpu similarity index 100% rename from ads/mloperator/docker/Dockerfile.gpu rename to ads/opctl/docker/mloperator/Dockerfile.gpu diff --git a/ads/opctl/docker/mloperator/artifacts/oracle_ads-2.8.7b0-py3-none-any.whl b/ads/opctl/docker/mloperator/artifacts/oracle_ads-2.8.7b0-py3-none-any.whl new file mode 100644 index 0000000000000000000000000000000000000000..d0cc26dd48803eb74c084bd63c339ff41fe8b1c5 GIT binary patch literal 1755426 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b/ads/opctl/docker/mloperator/environment.yaml similarity index 76% rename from ads/mloperator/docker/environment.yaml rename to ads/opctl/docker/mloperator/environment.yaml index da93d79d3..e0aafc9b0 100644 --- a/ads/mloperator/docker/environment.yaml +++ b/ads/opctl/docker/mloperator/environment.yaml @@ -5,4 +5,4 @@ dependencies: - python=3.8 - pip - pip: - - oracle-ads[opctl] \ No newline at end of file + - oracle-ads[opctl] diff --git a/ads/mloperator/README.md b/ads/opctl/mloperator/README.md similarity index 68% rename from ads/mloperator/README.md rename to ads/opctl/mloperator/README.md index 5f1236597..d818f8b27 100644 --- a/ads/mloperator/README.md +++ b/ads/opctl/mloperator/README.md @@ -1,4 +1,4 @@ ## ML Operator ----------------------- -Welcome to ML operators. This readme will contain the instructions helping to configure and dispatch operators. \ No newline at end of file +Welcome to ML operators. This readme will contain the instructions helping to configure and dispatch operators. diff --git a/ads/mloperator/__init__.py b/ads/opctl/mloperator/__init__.py similarity index 100% rename from ads/mloperator/__init__.py rename to ads/opctl/mloperator/__init__.py diff --git a/ads/mloperator/cli.py b/ads/opctl/mloperator/cli.py similarity index 94% rename from ads/mloperator/cli.py rename to ads/opctl/mloperator/cli.py index b9c6d4546..e5035802f 100644 --- a/ads/mloperator/cli.py +++ b/ads/opctl/mloperator/cli.py @@ -11,11 +11,11 @@ from ads.opctl.utils import suppress_traceback from .__init__ import __operators__ +from .cmd import build_image as cmd_build_image +from .cmd import create as cmd_create from .cmd import info as cmd_info -from .cmd import list as cmd_list from .cmd import init as cmd_init -from .cmd import create as cmd_create -from .cmd import build_image as cmd_build_image +from .cmd import list as cmd_list from .cmd import publish_image as cmd_publish_image @@ -57,7 +57,7 @@ def info(debug: bool, **kwargs: Dict[str, Any]) -> None: @click.option("--debug", "-d", help="Set debug mode", is_flag=True, default=False) @click.option( "--output", - help=f"The filename to save the resulting specification template YAML", + help=f"The folder name to save the resulting specification templates.", required=False, default=None, ) @@ -100,16 +100,6 @@ def init(debug: bool, **kwargs: Dict[str, Any]) -> None: default=None, required=False, ) -@click.option( - "--source-folder", - "-s", - help=( - "Use this option for custom operators. " - "Specify the folder containing the operator source code." - ), - default=None, - required=False, -) @click.option( "--image", "-i", @@ -131,9 +121,9 @@ def build_image(debug: bool, **kwargs: Dict[str, Any]) -> None: @commands.command() +@click.argument("image") @click.option("--debug", "-d", help="Set debug mode", is_flag=True, default=False) @click.help_option("--help", "-h") -@click.argument("image") @click.option( "--registry", "-r", help="Registry to publish to", required=False, default=None ) @@ -148,7 +138,8 @@ def publish_image(debug, **kwargs): suppress_traceback(debug)(cmd_publish_image)(**kwargs) -@commands.command() +@commands.command(hidden=True) +@click.option("--debug", "-d", help="Set debug mode", is_flag=True, default=False) @click.option( "--name", "-n", @@ -156,7 +147,6 @@ def publish_image(debug, **kwargs): help="The name of the operator", required=True, ) -@click.option("--debug", "-d", help="Set debug mode", is_flag=True, default=False) @click.option( "--overwrite", "-o", @@ -170,6 +160,12 @@ def publish_image(debug, **kwargs): required=False, default=None, ) +@click.option( + "--output", + help=f"The folder to save the resulting specification template YAML", + required=False, + default=None, +) def create(debug: bool, **kwargs: Dict[str, Any]) -> None: """Creates new operator.""" suppress_traceback(debug)(cmd_create)(**kwargs) diff --git a/ads/mloperator/cmd.py b/ads/opctl/mloperator/cmd.py similarity index 87% rename from ads/mloperator/cmd.py rename to ads/opctl/mloperator/cmd.py index 8a1f41faa..3c0ce46c1 100644 --- a/ads/mloperator/cmd.py +++ b/ads/opctl/mloperator/cmd.py @@ -19,6 +19,7 @@ OptionalDependency, runtime_dependency, ) +from ads.opctl import logger from ads.opctl.cmds import _BackendFactory from ads.opctl.config.base import ConfigProcessor from ads.opctl.config.merger import ConfigMerger @@ -127,7 +128,9 @@ def init( raise OperatorNotFoundError(name) # generating operator specification - operator_cmd_module = importlib.import_module(f"ads.mloperator.lowcode.{name}.cmd") + operator_cmd_module = importlib.import_module( + f"ads.opctl.mloperator.lowcode.{name}.cmd" + ) importlib.reload(operator_cmd_module) operator_specification_template = getattr(operator_cmd_module, "init")(**kwargs) @@ -144,7 +147,7 @@ def init( operator_path = os.path.join(os.path.dirname(__file__), "lowcode", name) - with fsspec.open(os.path.join(output, f"{name}.YAML"), mode="w") as f: + with fsspec.open(os.path.join(output, f"{name}.yaml"), mode="w") as f: f.write(operator_specification_template) # save operator's schema in HTML format @@ -162,30 +165,37 @@ def init( # save supported backend specifications templates RUNTIME_TYPE_MAP = { - RESOURCE_TYPE.JOB: [RUNTIME_TYPE.PYTHON, RUNTIME_TYPE.CONTAINER], - RESOURCE_TYPE.DATAFLOW: [RUNTIME_TYPE.DATAFLOW], + RESOURCE_TYPE.JOB: [ + {RUNTIME_TYPE.PYTHON: {}}, + {RUNTIME_TYPE.CONTAINER: {"image_name": f"{name}:latest"}}, + ], + RESOURCE_TYPE.DATAFLOW: [{RUNTIME_TYPE.DATAFLOW: {}}], } + for resource_type in RUNTIME_TYPE_MAP: - for runtime_type in RUNTIME_TYPE_MAP[resource_type]: - # get config info form INI files + for runtime_type_item in RUNTIME_TYPE_MAP[resource_type]: + runtime_type, runtime_kwargs = next(iter(runtime_type_item.items())) + + # get config info from ini files p = ConfigProcessor({"execution": {"backend": resource_type.value}}).step( ConfigMerger, ads_config=ads_config or DEFAULT_ADS_CONFIG_FOLDER, **kwargs, ) + # generate YAML specification template _BackendFactory(p.config).backend.init( uri=os.path.join( output, - f"{resource_type.value.lower()}_{runtime_type.value.lower()}_config.YAML", + f"{resource_type.value.lower()}_{runtime_type.value.lower()}_config.yaml", ), overwrite=overwrite, runtime_type=runtime_type.value, - **kwargs, + **{**kwargs, **runtime_kwargs}, ) print("#" * 100) - print("The auto-generated configs location: ", output) + print(f"The auto-generated configs location: {output}") print("#" * 100) @@ -238,10 +248,12 @@ def build_image( if name not in __operators__: raise OperatorNotFoundError(name) source_folder = os.path.dirname( - inspect.getfile(importlib.import_module(f"ads.mloperator.lowcode.{name}")) + inspect.getfile( + importlib.import_module(f"ads.opctl.mloperator.lowcode.{name}") + ) ) operator_image_name = operator_image_name or name - print(f"Building Docker image for the `{name}` service operator.") + logger.info(f"Building Docker image for the `{name}` service operator.") elif source_folder: source_folder = os.path.abspath(os.path.expanduser(source_folder)) if not os.path.isdir(source_folder): @@ -249,7 +261,7 @@ def build_image( operator_name = os.path.basename(source_folder.rstrip("/")) operator_image_name = operator_image_name or operator_name - print( + logger.info( "Building Docker image for custom operator using source folder: " f"`{source_folder}`." ) @@ -259,7 +271,7 @@ def build_image( "Please provide relevant options." ) - curr_dir = os.path.dirname(os.path.abspath(__file__)) + cur_dir = os.path.dirname(os.path.abspath(__file__)) base_image_name = OPERATOR_BASE_GPU_IMAGE if gpu else OPERATOR_BASE_IMAGE try: @@ -268,11 +280,13 @@ def build_image( if rebuild_base_image: raise docker.errors.ImageNotFound("Rebuilding base image requested.") except docker.errors.ImageNotFound: - print(f"Building base operator image {base_image_name}") + logger.info(f"Building base operator image {base_image_name}") base_docker_file = os.path.join( - curr_dir, + cur_dir, + "..", "docker", + "mloperator", OPERATOR_BASE_DOCKER_GPU_FILE if gpu else OPERATOR_BASE_DOCKER_FILE, ) @@ -282,7 +296,7 @@ def build_image( target="base", ) - print( + logger.info( f"The base operator image `{result_image_name}` has been successfully built." ) @@ -308,7 +322,9 @@ def build_image( dockerfile=custom_docker_file, image_name=operator_image_name, tag=tag ) - print(f"The operator image `{result_image_name}` has been successfully built.") + logger.info( + f"The operator image `{result_image_name}` has been successfully built." + ) def publish_image( @@ -349,6 +365,7 @@ def create( name: str, overwrite: bool = False, ads_config: Union[str, None] = None, + output: str = None, **kwargs: Dict[str, Any], ) -> None: """ @@ -362,9 +379,10 @@ def create( Whether to overwrite the result specification YAML if exists. ads_config: (str, optional) The folder where the ads opctl config located. + output: (str, optional). Defaults to None. + The path to the folder to save the resulting specification templates. + The Tmp folder will be created in case when `output` is not provided. kwargs: (Dict, optional). Any optional kwargs arguments. """ - print("#" * 100) - print(f"Creating new operator - {name}") - print("#" * 100) + raise NotImplementedError() diff --git a/ads/mloperator/common/const.py b/ads/opctl/mloperator/common/__init__.py similarity index 100% rename from ads/mloperator/common/const.py rename to ads/opctl/mloperator/common/__init__.py diff --git a/ads/mloperator/lowcode/forecast/model/__init__.py b/ads/opctl/mloperator/common/const.py similarity index 79% rename from ads/mloperator/lowcode/forecast/model/__init__.py rename to ads/opctl/mloperator/common/const.py index 04f4c7339..b8d0460f5 100644 --- a/ads/mloperator/lowcode/forecast/model/__init__.py +++ b/ads/opctl/mloperator/common/const.py @@ -2,4 +2,4 @@ # -*- coding: utf-8 -*-- # Copyright (c) 2023 Oracle and/or its affiliates. -# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ \ No newline at end of file +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ diff --git a/ads/mloperator/common/utils.py b/ads/opctl/mloperator/common/utils.py similarity index 95% rename from ads/mloperator/common/utils.py rename to ads/opctl/mloperator/common/utils.py index 08b1239d5..e84fca8af 100644 --- a/ads/mloperator/common/utils.py +++ b/ads/opctl/mloperator/common/utils.py @@ -7,8 +7,6 @@ import argparse import importlib import os -import pathlib -import pprint import re from dataclasses import dataclass from string import Template @@ -20,27 +18,31 @@ from json2table import convert from yaml import SafeLoader +from ads.opctl import logger from ads.opctl.utils import run_command -pp = pprint.PrettyPrinter(indent=2) - CONTAINER_NETWORK = "CONTAINER_NETWORK" @dataclass class OperatorInfo: + """Class to represent short information about the operator.""" + name: str - description: str short_description: str + description: str version: str + conda: str @classmethod def from_init(*args, **kwargs) -> "OperatorInfo": + """Instantiates class from init config.""" return OperatorInfo( name=kwargs.get("__name__"), description=kwargs.get("__description__"), short_description=kwargs.get("__short_description__"), version=kwargs.get("__version__"), + conda=kwargs.get("__conda__"), ) @@ -163,15 +165,17 @@ def _operator_info_list() -> List[OperatorInfo]: """ return ( OperatorInfo.from_init( - **_module_constant_values(f"ads.mloperator.lowcode.{operator_name}") + **_module_constant_values(f"ads.opctl.mloperator.lowcode.{operator_name}") ) - for operator_name in _module_constant_values("ads.mloperator").get( + for operator_name in _module_constant_values("ads.opctl.mloperator").get( "__operators__", [] ) ) def text_clean(txt: str) -> str: + """Cleans the text from the special characters.""" + txt = re.sub("httpS+s*", " ", txt) # remove URLs txt = re.sub("RT|cc", " ", txt) # remove RT and cc # txt = re.sub("#S+", "", txt) # remove hashtags @@ -214,6 +218,79 @@ def _load_yaml_from_uri(uri: str, **kwargs) -> str: return _load_yaml_from_string(str(f.read(), "UTF-8"), **kwargs) +def _build_image( + dockerfile: str, + image_name: str, + tag: str = None, + target: str = None, + **kwargs: Dict[str, Any], +) -> str: + """ + Build an image for operator. + + Parameters + ---------- + dockerfile: str + Path to the docker file. + image_name: str + The name of the image. + tag: (str, optional) + The tag of the image. + target: (str, optional) + The image target. + + Returns + ------- + str + The final image name. + + Raises + ------ + ValueError + When dockerfile or image name not provided. + FileNotFoundError + When dockerfile doesn't exist. + RuntimeError + When docker build operation fails. + """ + if not (dockerfile and image_name): + raise ValueError("The `dockerfile` and `image_name` needs to be provided.") + + if not os.path.isfile(dockerfile): + raise FileNotFoundError(f"The file `{dockerfile}` does not exist") + + image_name = f"{image_name}:{tag or 'latest'}" + + command = [ + "docker", + "build", + "-t", + image_name, + "-f", + dockerfile, + ] + + if target: + command += ["--target", target] + if os.environ.get("no_proxy"): + command += ["--build-arg", f"no_proxy={os.environ['no_proxy']}"] + if os.environ.get("http_proxy"): + command += ["--build-arg", f"http_proxy={os.environ['http_proxy']}"] + if os.environ.get("https_proxy"): + command += ["--build-arg", f"https_proxy={os.environ['https_proxy']}"] + if os.environ.get(CONTAINER_NETWORK): + command += ["--network", os.environ[CONTAINER_NETWORK]] + command += [os.path.dirname(dockerfile)] + + logger.info(f"Build image: {command}") + + proc = run_command(command) + if proc.returncode != 0: + raise RuntimeError("Docker build failed.") + + return image_name + + def _convert_schema_to_html(module_name: str, module_schema: str) -> str: t = Template( """ @@ -315,76 +392,3 @@ def _convert_schema_to_html(module_name: str, module_schema: str) -> str: build_direction="LEFT_TO_RIGHT", ), ) - - -def _build_image( - dockerfile: str, - image_name: str, - tag: str = None, - target: str = None, - **kwargs: Dict[str, Any], -) -> str: - """ - Build an image for operator. - - Parameters - ---------- - dockerfile: str - Path to the docker file. - image_name: str - The name of the image. - tag: (str, optional) - The tag of the image. - target: (str, optional) - The image target. - - Returns - ------- - str - The final image name. - - Raises - ------ - ValueError - When dockerfile or image name not provided. - FileNotFoundError - When dockerfile doesn't exist. - RuntimeError - When docker build operation fails. - """ - if not (dockerfile and image_name): - raise ValueError("The `dockerfile` and `image_name` needs to be provided.") - - if not os.path.isfile(dockerfile): - raise FileNotFoundError(f"The file `{dockerfile}` does not exist") - - image_name = f"{image_name}:{tag or 'latest'}" - - command = [ - "docker", - "build", - "-t", - image_name, - "-f", - dockerfile, - ] - - if target: - command += ["--target", target] - if os.environ.get("no_proxy"): - command += ["--build-arg", f"no_proxy={os.environ['no_proxy']}"] - if os.environ.get("http_proxy"): - command += ["--build-arg", f"http_proxy={os.environ['http_proxy']}"] - if os.environ.get("https_proxy"): - command += ["--build-arg", f"https_proxy={os.environ['https_proxy']}"] - if os.environ.get(CONTAINER_NETWORK): - command += ["--network", os.environ[CONTAINER_NETWORK]] - command += [os.path.dirname(dockerfile)] - - print(f"Build image: {command}") - - proc = run_command(command) - if proc.returncode != 0: - raise RuntimeError("Docker build failed.") - - return image_name diff --git a/ads/mloperator/lowcode/__init__.py b/ads/opctl/mloperator/lowcode/__init__.py similarity index 79% rename from ads/mloperator/lowcode/__init__.py rename to ads/opctl/mloperator/lowcode/__init__.py index 04f4c7339..b8d0460f5 100644 --- a/ads/mloperator/lowcode/__init__.py +++ b/ads/opctl/mloperator/lowcode/__init__.py @@ -2,4 +2,4 @@ # -*- coding: utf-8 -*-- # Copyright (c) 2023 Oracle and/or its affiliates. -# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ \ No newline at end of file +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ diff --git a/ads/mloperator/lowcode/forecast/README.md b/ads/opctl/mloperator/lowcode/forecast/README.md similarity index 89% rename from ads/mloperator/lowcode/forecast/README.md rename to ads/opctl/mloperator/lowcode/forecast/README.md index 0db386192..6b6a23d8a 100644 --- a/ads/mloperator/lowcode/forecast/README.md +++ b/ads/opctl/mloperator/lowcode/forecast/README.md @@ -5,4 +5,4 @@ Forecasting operator, that leverages historical time series data to generate acc This operator aims to simplify and expedite the data science process by automating the selection of appropriate models and hyperparameters, as well as identifying relevant features for a given prediction task. -Here will be provided a particular steps how to configure and run forecasting operator on the different resources. \ No newline at end of file +Here will be provided a particular steps how to configure and run forecasting operator on the different resources. diff --git a/ads/mloperator/lowcode/forecast/__init__.py b/ads/opctl/mloperator/lowcode/forecast/__init__.py similarity index 94% rename from ads/mloperator/lowcode/forecast/__init__.py rename to ads/opctl/mloperator/lowcode/forecast/__init__.py index 14d289287..433a961e9 100644 --- a/ads/mloperator/lowcode/forecast/__init__.py +++ b/ads/opctl/mloperator/lowcode/forecast/__init__.py @@ -4,10 +4,12 @@ # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ -__version__ = "1" +__version__ = "v1" __name__ = "forecast" +__conda__ = "forecast_p38_cpu_v1" + __keywords__ = ["Prophet", "AutoML", "SARIMA", "ARIMA", "RNN", "LSTM"] __short_description__ = """ diff --git a/ads/opctl/mloperator/lowcode/forecast/__main__.py b/ads/opctl/mloperator/lowcode/forecast/__main__.py new file mode 100644 index 000000000..862c90895 --- /dev/null +++ b/ads/opctl/mloperator/lowcode/forecast/__main__.py @@ -0,0 +1,57 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import os +import sys +import yaml +import json + +from ads.opctl import logger +from ads.opctl.mloperator.common.utils import _parse_input_args + +from .__init__ import __short_description__ as DESCRIPTION +from .__init__ import __name__ as MODULE +from .main import ForecastOperator, run + +ENV_OPERATOR_ARGS = "ENV_OPERATOR_ARGS" + + +def main(raw_args): + args, _ = _parse_input_args(raw_args) + if not args.file and not args.spec and not os.environ.get(ENV_OPERATOR_ARGS): + logger.info( + "Please specify -f[--file] or -s[--spec] or " + f"pass operator's arguments via {ENV_OPERATOR_ARGS} environment variable." + ) + return + + logger.info("-" * 100) + logger.info(f"Running operator: {MODULE}") + logger.info(DESCRIPTION) + + # if spec provided as input string, then convert the string into YAML + yaml_string = "" + if args.spec or os.environ.get(ENV_OPERATOR_ARGS): + operator_spec_str = args.spec or os.environ.get(ENV_OPERATOR_ARGS) + try: + yaml_string = yaml.safe_dump(json.loads(operator_spec_str)) + except json.JSONDecodeError: + yaml_string = yaml.safe_dump(yaml.safe_load(operator_spec_str)) + except: + yaml_string = operator_spec_str + + operator = ForecastOperator.from_yaml( + uri=args.file, + yaml_string=yaml_string, + ) + + logger.info(operator.to_yaml()) + + run(operator) + + +if __name__ == "__main__": + main(sys.argv[1:]) diff --git a/ads/mloperator/lowcode/forecast/cmd.py b/ads/opctl/mloperator/lowcode/forecast/cmd.py similarity index 91% rename from ads/mloperator/lowcode/forecast/cmd.py rename to ads/opctl/mloperator/lowcode/forecast/cmd.py index 1d6b3e8db..ddf35e703 100644 --- a/ads/mloperator/lowcode/forecast/cmd.py +++ b/ads/opctl/mloperator/lowcode/forecast/cmd.py @@ -8,7 +8,7 @@ import click -from ads.mloperator.common.utils import YamlGenerator, _load_yaml_from_uri +from ads.opctl.mloperator.common.utils import YamlGenerator, _load_yaml_from_uri SUPPORTED_MODELS = ["arima", "automlx", "neuralprophet", "prophet"] diff --git a/ads/mloperator/lowcode/forecast/environment.yaml b/ads/opctl/mloperator/lowcode/forecast/environment.yaml similarity index 91% rename from ads/mloperator/lowcode/forecast/environment.yaml rename to ads/opctl/mloperator/lowcode/forecast/environment.yaml index 49725c38f..d69b1af83 100644 --- a/ads/mloperator/lowcode/forecast/environment.yaml +++ b/ads/opctl/mloperator/lowcode/forecast/environment.yaml @@ -11,4 +11,4 @@ dependencies: - statsmodels - datapane - cerberus - - json2table \ No newline at end of file + - json2table diff --git a/ads/mloperator/lowcode/forecast/main.py b/ads/opctl/mloperator/lowcode/forecast/main.py similarity index 92% rename from ads/mloperator/lowcode/forecast/main.py rename to ads/opctl/mloperator/lowcode/forecast/main.py index 1c25828ff..be5255b53 100644 --- a/ads/mloperator/lowcode/forecast/main.py +++ b/ads/opctl/mloperator/lowcode/forecast/main.py @@ -9,8 +9,8 @@ from typing import Dict, List from ads.common.serializer import DataClassSerializable -from ads.mloperator.common.utils import _load_yaml_from_uri -from ads.mloperator.mloperator import MLOperator +from ads.opctl.mloperator.common.utils import _load_yaml_from_uri +from ads.opctl.mloperator.mloperator import MLOperator @dataclass(repr=True) @@ -77,9 +77,8 @@ class ForecastOperatorSpec(DataClassSerializable): @dataclass(repr=True) class ForecastOperator(MLOperator): kind: str = "operator" - type: str = "service" - name: str = "forecast" - version: str = "v1.0" + type: str = "forecast" + version: str = "v1" spec: ForecastOperatorSpec = field(default_factory=ForecastOperatorSpec) @classmethod diff --git a/ads/mloperator/common/__init__.py b/ads/opctl/mloperator/lowcode/forecast/model/__init__.py similarity index 79% rename from ads/mloperator/common/__init__.py rename to ads/opctl/mloperator/lowcode/forecast/model/__init__.py index 04f4c7339..b8d0460f5 100644 --- a/ads/mloperator/common/__init__.py +++ b/ads/opctl/mloperator/lowcode/forecast/model/__init__.py @@ -2,4 +2,4 @@ # -*- coding: utf-8 -*-- # Copyright (c) 2023 Oracle and/or its affiliates. -# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ \ No newline at end of file +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ diff --git a/ads/mloperator/lowcode/forecast/model/arima.py b/ads/opctl/mloperator/lowcode/forecast/model/arima.py similarity index 79% rename from ads/mloperator/lowcode/forecast/model/arima.py rename to ads/opctl/mloperator/lowcode/forecast/model/arima.py index 04f4c7339..b8d0460f5 100644 --- a/ads/mloperator/lowcode/forecast/model/arima.py +++ b/ads/opctl/mloperator/lowcode/forecast/model/arima.py @@ -2,4 +2,4 @@ # -*- coding: utf-8 -*-- # Copyright (c) 2023 Oracle and/or its affiliates. -# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ \ No newline at end of file +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ diff --git a/ads/mloperator/lowcode/forecast/model/automlx.py b/ads/opctl/mloperator/lowcode/forecast/model/automlx.py similarity index 79% rename from ads/mloperator/lowcode/forecast/model/automlx.py rename to ads/opctl/mloperator/lowcode/forecast/model/automlx.py index 04f4c7339..b8d0460f5 100644 --- a/ads/mloperator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/mloperator/lowcode/forecast/model/automlx.py @@ -2,4 +2,4 @@ # -*- coding: utf-8 -*-- # Copyright (c) 2023 Oracle and/or its affiliates. -# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ \ No newline at end of file +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ diff --git a/ads/mloperator/lowcode/forecast/model/base.py b/ads/opctl/mloperator/lowcode/forecast/model/base.py similarity index 79% rename from ads/mloperator/lowcode/forecast/model/base.py rename to ads/opctl/mloperator/lowcode/forecast/model/base.py index 04f4c7339..b8d0460f5 100644 --- a/ads/mloperator/lowcode/forecast/model/base.py +++ b/ads/opctl/mloperator/lowcode/forecast/model/base.py @@ -2,4 +2,4 @@ # -*- coding: utf-8 -*-- # Copyright (c) 2023 Oracle and/or its affiliates. -# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ \ No newline at end of file +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ diff --git a/ads/mloperator/lowcode/forecast/model/neuralprophet.py b/ads/opctl/mloperator/lowcode/forecast/model/neuralprophet.py similarity index 79% rename from ads/mloperator/lowcode/forecast/model/neuralprophet.py rename to ads/opctl/mloperator/lowcode/forecast/model/neuralprophet.py index 04f4c7339..b8d0460f5 100644 --- a/ads/mloperator/lowcode/forecast/model/neuralprophet.py +++ b/ads/opctl/mloperator/lowcode/forecast/model/neuralprophet.py @@ -2,4 +2,4 @@ # -*- coding: utf-8 -*-- # Copyright (c) 2023 Oracle and/or its affiliates. -# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ \ No newline at end of file +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ diff --git a/ads/mloperator/lowcode/forecast/model/prophet.py b/ads/opctl/mloperator/lowcode/forecast/model/prophet.py similarity index 79% rename from ads/mloperator/lowcode/forecast/model/prophet.py rename to ads/opctl/mloperator/lowcode/forecast/model/prophet.py index 04f4c7339..b8d0460f5 100644 --- a/ads/mloperator/lowcode/forecast/model/prophet.py +++ b/ads/opctl/mloperator/lowcode/forecast/model/prophet.py @@ -2,4 +2,4 @@ # -*- coding: utf-8 -*-- # Copyright (c) 2023 Oracle and/or its affiliates. -# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ \ No newline at end of file +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ diff --git a/ads/mloperator/lowcode/forecast/schema.yaml b/ads/opctl/mloperator/lowcode/forecast/schema.yaml similarity index 96% rename from ads/mloperator/lowcode/forecast/schema.yaml rename to ads/opctl/mloperator/lowcode/forecast/schema.yaml index afacdc262..19a8a60a2 100644 --- a/ads/mloperator/lowcode/forecast/schema.yaml +++ b/ads/opctl/mloperator/lowcode/forecast/schema.yaml @@ -8,21 +8,13 @@ kind: version: allowed: - - "v1.0" + - "v1" required: true type: string meta: description: "Operators may change yaml file schemas from version to version, as well as implementation details. Double check the version to ensure compatibility." type: - allowed: - - service - required: true - type: string - meta: - description: "Type should always be `service` when using a forecast operator" - -name: allowed: - forecast required: true @@ -260,4 +252,4 @@ spec: - RMSE - MSE - SMAPE - type: dict \ No newline at end of file + type: dict diff --git a/ads/mloperator/lowcode/forecast/utils.py b/ads/opctl/mloperator/lowcode/forecast/utils.py similarity index 79% rename from ads/mloperator/lowcode/forecast/utils.py rename to ads/opctl/mloperator/lowcode/forecast/utils.py index 04f4c7339..b8d0460f5 100644 --- a/ads/mloperator/lowcode/forecast/utils.py +++ b/ads/opctl/mloperator/lowcode/forecast/utils.py @@ -2,4 +2,4 @@ # -*- coding: utf-8 -*-- # Copyright (c) 2023 Oracle and/or its affiliates. -# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ \ No newline at end of file +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ diff --git a/ads/mloperator/mloperator.py b/ads/opctl/mloperator/mloperator.py similarity index 94% rename from ads/mloperator/mloperator.py rename to ads/opctl/mloperator/mloperator.py index e4d7b6b97..0f6821e1f 100644 --- a/ads/mloperator/mloperator.py +++ b/ads/opctl/mloperator/mloperator.py @@ -11,14 +11,13 @@ from typing import Any, Dict from ads.common.serializer import DataClassSerializable -from ads.mloperator.common.utils import OperatorValidator +from .common.utils import OperatorValidator @dataclass(repr=True) class MLOperator(DataClassSerializable): kind: str = "operator" type: str = None - name: str = None version: str = None spec: Any = None diff --git a/ads/pipeline/ads_pipeline.py b/ads/pipeline/ads_pipeline.py index b55bb2b68..2873a1f77 100644 --- a/ads/pipeline/ads_pipeline.py +++ b/ads/pipeline/ads_pipeline.py @@ -1981,7 +1981,7 @@ def status(self) -> Optional[str]: return self.data_science_pipeline.lifecycle_state return None - def init(self) -> "Pipeline": + def init(self, **kwargs) -> "Pipeline": """Initializes a starter specification for the Pipeline. Returns @@ -1996,7 +1996,6 @@ def init(self) -> "Pipeline": ) - class DataSciencePipeline(OCIDataScienceMixin, oci.data_science.models.Pipeline): @classmethod def from_ocid(cls, ocid: str) -> "DataSciencePipeline": @@ -2277,4 +2276,4 @@ def delete( operation_kwargs=operation_kwargs, waiter_kwargs=waiter_kwargs, ) - return self.sync() \ No newline at end of file + return self.sync() From adcd806664e669326da49ff0b60a451faca17406 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Mon, 17 Jul 2023 22:17:57 -0700 Subject: [PATCH 004/247] Adds local backend for the operators. --- MANIFEST.in | 4 +- ads/common/auth.py | 5 +- ads/common/serializer.py | 25 +- .../builders/runtimes/container_runtime.py | 2 +- ads/jobs/builders/runtimes/python_runtime.py | 28 +- ads/opctl/backend/ads_dataflow.py | 4 +- ads/opctl/backend/ads_ml_job.py | 161 ++++----- ads/opctl/backend/local.py | 161 ++++++++- ads/opctl/cli.py | 76 +++- ads/opctl/cmds.py | 100 ++++-- ads/opctl/config/merger.py | 4 + ads/opctl/constants.py | 6 + .../docker/mloperator/artifacts/readme.txt | 1 - .../{mloperator => operator}/.dockerignore | 0 .../{mloperator => operator}/Dockerfile | 4 +- .../{mloperator => operator}/Dockerfile.gpu | 4 +- .../oracle_ads-2.8.7b0-py3-none-any.whl | Bin 1755426 -> 1761442 bytes .../docker/operator/artifacts/readme.txt | 1 + .../{mloperator => operator}/environment.yaml | 0 ads/opctl/{mloperator => operator}/README.md | 0 .../{mloperator => operator}/__init__.py | 0 ads/opctl/{mloperator => operator}/cli.py | 55 ++- ads/opctl/{mloperator => operator}/cmd.py | 90 ++++- .../common/__init__.py | 0 ads/opctl/operator/common/const.py | 7 + ads/opctl/operator/common/errors.py | 15 + .../{mloperator => operator}/common/utils.py | 130 ++++--- .../lowcode/__init__.py | 0 .../lowcode/forecast/README.md | 0 .../lowcode/forecast/__init__.py | 8 +- .../lowcode/forecast/__main__.py | 21 +- .../lowcode/forecast/cmd.py | 7 +- .../lowcode/forecast/environment.yaml | 0 .../lowcode/forecast/model/__init__.py | 0 .../lowcode/forecast/model/arima.py | 0 .../lowcode/forecast/model/automlx.py | 0 .../lowcode/forecast/model/base.py | 0 .../lowcode/forecast/model/neuralprophet.py | 0 .../lowcode/forecast/model/prophet.py | 0 .../lowcode/forecast/operator.py} | 19 +- .../lowcode/forecast/schema.yaml | 31 +- .../lowcode/forecast/utils.py | 0 .../mloperator.py => operator/operator.py} | 2 +- .../const.py => operator/runtime/__init__.py} | 0 ads/opctl/operator/runtime/const.py | 10 + .../runtime/container_runtime_schema.yaml | 50 +++ ads/opctl/operator/runtime/runtime.py | 86 +++++ .../templates/schema_validator.jinja2 | 324 ++++++++++++++++++ ads/opctl/utils.py | 11 +- .../opctl/test_files/dataflow_dataFlow.yaml | 5 +- .../test_files/dataflow_dataFlowNotebook.yaml | 5 +- .../opctl/test_files/job_container.yaml | 2 +- .../opctl/test_files/job_gitPython.yaml | 8 +- .../opctl/test_files/job_notebook.yaml | 4 +- .../opctl/test_files/job_python.yaml | 8 +- .../opctl/test_files/job_script.yaml | 6 +- .../opctl/test_files/pipeline_gitPython.yaml | 2 +- .../opctl/test_files/pipeline_python.yaml | 2 +- 58 files changed, 1205 insertions(+), 289 deletions(-) delete mode 100644 ads/opctl/docker/mloperator/artifacts/readme.txt rename ads/opctl/docker/{mloperator => operator}/.dockerignore (100%) rename ads/opctl/docker/{mloperator => operator}/Dockerfile (95%) rename ads/opctl/docker/{mloperator => operator}/Dockerfile.gpu (95%) rename ads/opctl/docker/{mloperator => operator}/artifacts/oracle_ads-2.8.7b0-py3-none-any.whl (90%) create mode 100644 ads/opctl/docker/operator/artifacts/readme.txt rename ads/opctl/docker/{mloperator => operator}/environment.yaml (100%) rename ads/opctl/{mloperator => operator}/README.md (100%) rename ads/opctl/{mloperator => operator}/__init__.py (100%) rename ads/opctl/{mloperator => operator}/cli.py (73%) rename ads/opctl/{mloperator => operator}/cmd.py (81%) rename ads/opctl/{mloperator => operator}/common/__init__.py (100%) create mode 100644 ads/opctl/operator/common/const.py create mode 100644 ads/opctl/operator/common/errors.py rename ads/opctl/{mloperator => operator}/common/utils.py (74%) rename ads/opctl/{mloperator => operator}/lowcode/__init__.py (100%) rename ads/opctl/{mloperator => operator}/lowcode/forecast/README.md (100%) rename ads/opctl/{mloperator => operator}/lowcode/forecast/__init__.py (75%) rename ads/opctl/{mloperator => operator}/lowcode/forecast/__main__.py (79%) rename ads/opctl/{mloperator => operator}/lowcode/forecast/cmd.py (80%) rename ads/opctl/{mloperator => operator}/lowcode/forecast/environment.yaml (100%) rename ads/opctl/{mloperator => operator}/lowcode/forecast/model/__init__.py (100%) rename ads/opctl/{mloperator => operator}/lowcode/forecast/model/arima.py (100%) rename ads/opctl/{mloperator => operator}/lowcode/forecast/model/automlx.py (100%) rename ads/opctl/{mloperator => operator}/lowcode/forecast/model/base.py (100%) rename ads/opctl/{mloperator => operator}/lowcode/forecast/model/neuralprophet.py (100%) rename ads/opctl/{mloperator => operator}/lowcode/forecast/model/prophet.py (100%) rename ads/opctl/{mloperator/lowcode/forecast/main.py => operator/lowcode/forecast/operator.py} (82%) rename ads/opctl/{mloperator => operator}/lowcode/forecast/schema.yaml (92%) rename ads/opctl/{mloperator => operator}/lowcode/forecast/utils.py (100%) rename ads/opctl/{mloperator/mloperator.py => operator/operator.py} (97%) rename ads/opctl/{mloperator/common/const.py => operator/runtime/__init__.py} (100%) create mode 100644 ads/opctl/operator/runtime/const.py create mode 100644 ads/opctl/operator/runtime/container_runtime_schema.yaml create mode 100644 ads/opctl/operator/runtime/runtime.py create mode 100644 ads/opctl/operator/templates/schema_validator.jinja2 diff --git a/MANIFEST.in b/MANIFEST.in index 7cf2e26d2..dc6aceb65 100644 --- a/MANIFEST.in +++ b/MANIFEST.in @@ -24,5 +24,5 @@ exclude build/lib/notebooks/** exclude benchmark/** include ads/ads include ads/model/common/*.* -include ads/mloperator/**/*.md -include ads/mloperator/**/*.yaml \ No newline at end of file +include ads/operator/**/*.md +include ads/operator/**/*.yaml diff --git a/ads/common/auth.py b/ads/common/auth.py index f823af427..4445e48f3 100644 --- a/ads/common/auth.py +++ b/ads/common/auth.py @@ -563,8 +563,8 @@ def create_signer(self) -> Dict: user=configuration["user"], fingerprint=configuration["fingerprint"], private_key_file_location=configuration.get("key_file"), - pass_phrase= configuration.get("pass_phrase"), - private_key_content=configuration.get("key_content") + pass_phrase=configuration.get("pass_phrase"), + private_key_content=configuration.get("key_content"), ), "client_kwargs": self.client_kwargs, } @@ -857,6 +857,7 @@ def __enter__(self): """ self.previous_state = copy.deepcopy(AuthState()) set_auth(**self.kwargs) + return default_signer(client_kwargs=self.kwargs.get("client_kwargs")) def __exit__(self, exc_type, exc_val, exc_tb): """ diff --git a/ads/common/serializer.py b/ads/common/serializer.py index bc96db23f..7a25cea6b 100644 --- a/ads/common/serializer.py +++ b/ads/common/serializer.py @@ -379,7 +379,8 @@ def from_dict( cls, obj_dict: dict, side_effect: Optional[SideEffect] = SideEffect.CONVERT_KEYS_TO_LOWER.value, - **kwargs + ignore_unknown: Optional[bool] = False, + **kwargs, ) -> "DataClassSerializable": """Returns an instance of the class instantiated by the dictionary provided. @@ -391,6 +392,8 @@ def from_dict( side effect to take on the dictionary. The side effect can be either convert the dictionary keys to "lower" (SideEffect.CONVERT_KEYS_TO_LOWER.value) or "upper"(SideEffect.CONVERT_KEYS_TO_UPPER.value) cases. + ignore_unknown: (bool, optional). Defaults to `False`. + Whether to ignore unknown fields or not. Returns ------- @@ -407,7 +410,7 @@ def from_dict( allowed_fields = set([f.name for f in dataclasses.fields(cls)]) wrong_fields = set(obj_dict.keys()) - allowed_fields - if wrong_fields: + if wrong_fields and not ignore_unknown: logger.warning( f"The class {cls.__name__} doesn't contain attributes: `{list(wrong_fields)}`. " "These fields will be ignored." @@ -416,17 +419,21 @@ def from_dict( obj = cls(**{key: obj_dict.get(key) for key in allowed_fields}) for key, value in obj_dict.items(): - if isinstance(value, dict) and hasattr( - getattr(cls(), key).__class__, "from_dict" + if ( + key in allowed_fields + and isinstance(value, dict) + and hasattr(getattr(cls(), key).__class__, "from_dict") ): - attribute = getattr(cls(), key).__class__.from_dict(value) + attribute = getattr(cls(), key).__class__.from_dict( + value, ignore_unknown=ignore_unknown + ) setattr(obj, key, attribute) + return obj @staticmethod def _normalize_dict( - obj_dict: Dict, - case: str = SideEffect.CONVERT_KEYS_TO_LOWER.value + obj_dict: Dict, case: str = SideEffect.CONVERT_KEYS_TO_LOWER.value ) -> Dict: """lower all the keys. @@ -446,9 +453,7 @@ def _normalize_dict( normalized_obj_dict = {} for key, value in obj_dict.items(): if isinstance(value, dict): - value = DataClassSerializable._normalize_dict( - value, case=case - ) + value = DataClassSerializable._normalize_dict(value, case=case) normalized_obj_dict = DataClassSerializable._normalize_key( normalized_obj_dict=normalized_obj_dict, key=key, value=value, case=case ) diff --git a/ads/jobs/builders/runtimes/container_runtime.py b/ads/jobs/builders/runtimes/container_runtime.py index a2408bbc0..cf4a68a19 100644 --- a/ads/jobs/builders/runtimes/container_runtime.py +++ b/ads/jobs/builders/runtimes/container_runtime.py @@ -136,5 +136,5 @@ def init(self, **kwargs) -> "ContainerRuntime": return self.with_image( image=kwargs.get("image", "iad.ocir.io/namespace/image:tag"), entrypoint=["bash", "--login", "-c"], - cmd="{Container CMD. For MLFlow and MLOperator will be auto generated.}", + cmd="{Container CMD. For MLFlow and Operator will be auto generated}", ) diff --git a/ads/jobs/builders/runtimes/python_runtime.py b/ads/jobs/builders/runtimes/python_runtime.py index 41b38565a..d936f3a97 100644 --- a/ads/jobs/builders/runtimes/python_runtime.py +++ b/ads/jobs/builders/runtimes/python_runtime.py @@ -126,8 +126,10 @@ def init(self, **kwargs) -> "CondaRuntime": """ super().init(**kwargs) return self.with_custom_conda( - "{Path to the custom conda environment. " - "Example: oci://your_bucket@namespace/object_name" + kwargs.get( + "conda_slug", + "{Path to the custom conda environment. Example: oci://bucket@namespace/prefix", + ) ) @@ -256,11 +258,9 @@ def init(self, **kwargs) -> "ScriptRuntime": """ super().init(**kwargs) return ( - self.with_entrypoint( - "{Entrypoint script. For MLflow, it will be replaced with the CMD}" - ) + self.with_entrypoint("{For MLflow and Operator will be auto generated}") .with_script( - "{Path to the script. For MLflow, it will be replaced with the path to the project}" + "{Path to the script. For MLflow and Operator will be auto generated}" ) .with_argument(key1="val1") ) @@ -445,12 +445,10 @@ def init(self, **kwargs) -> "PythonRuntime": """ super().init(**kwargs) return ( - self.with_working_dir("{For MLflow the project folder will be used.}") - .with_entrypoint( - "{Entrypoint script. For MLflow, it will be replaced with the CMD}" - ) + self.with_working_dir("{For MLflow and Operator will be auto generated}") + .with_entrypoint("{For MLflow and Operator will be auto generated}") .with_script( - "{Path to the script. For MLflow, it will be replaced with the path to the project}" + "{Path to the script. For MLflow and Operator will be auto generated}" ) ) @@ -754,10 +752,8 @@ def init(self, **kwargs) -> "GitPythonRuntime": """ super().init(**kwargs) return self.with_source( - "{Git URI. For MLflow, it will be replaced with the Project URI}" - ).with_entrypoint( - "{Entrypoint script. For MLflow, it will be replaced with the CMD}" - ) + "{Git URI. For MLflow and Operator will be auto generated}" + ).with_entrypoint("{For MLflow and Operator will be auto generated}") class DataFlowRuntime(CondaRuntime): @@ -979,7 +975,7 @@ def init(self, **kwargs) -> "DataFlowRuntime": self._spec.pop(self.CONST_ENV_VAR, None) return ( self.with_script_uri( - "{Path to the executable script. For MLflow, it will be replaced with the CMD}" + "{Path to the executable script. For MLflow and Operator will auto generated}" ) .with_script_bucket( "{The object storage bucket to save a script. " diff --git a/ads/opctl/backend/ads_dataflow.py b/ads/opctl/backend/ads_dataflow.py index 1f5cca128..8b74b1a23 100644 --- a/ads/opctl/backend/ads_dataflow.py +++ b/ads/opctl/backend/ads_dataflow.py @@ -88,9 +88,7 @@ def init( # define an job job = ( Job() - .with_name( - "{Job name. For MLflow, it will be replaced with the Project name}" - ) + .with_name("{Job name. For MLflow and Operator will be auto generated}") .with_infrastructure( DataFlow(**(self.config.get("infrastructure", {}) or {})).init() ) diff --git a/ads/opctl/backend/ads_ml_job.py b/ads/opctl/backend/ads_ml_job.py index 5578c9b61..43684a795 100644 --- a/ads/opctl/backend/ads_ml_job.py +++ b/ads/opctl/backend/ads_ml_job.py @@ -5,16 +5,17 @@ # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ import copy +import importlib +import inspect +import json import os import shlex import shutil import tempfile +import time from distutils import dir_util -from string import Template from typing import Dict, Tuple, Union -import time -import yaml from jinja2 import Environment, PackageLoader from ads.common.auth import AuthContext, create_signer @@ -32,11 +33,12 @@ from ads.opctl import logger from ads.opctl.backend.base import Backend, RuntimeFactory from ads.opctl.config.resolver import ConfigResolver -from ads.opctl.constants import DEFAULT_IMAGE_SCRIPT_DIR +from ads.opctl.constants import DEFAULT_IMAGE_SCRIPT_DIR, OPERATOR_MODULE_PATH from ads.opctl.decorator.common import print_watch_command from ads.opctl.distributed.common.cluster_config_helper import ( ClusterConfigToJobSpecConverter, ) +from ads.opctl.operator.common.const import ENV_OPERATOR_ARGS REQUIRED_FIELDS = [ "project_id", @@ -93,16 +95,25 @@ def init( The YAML specification for the given resource if `uri` was not provided. `None` otherwise. """ - RUNTIME_KWARGS_MAP = { ContainerRuntime().type: { "image": ( f"{self.config['infrastructure'].get('docker_registry','').rstrip('/')}" - f"/{kwargs.pop('image_name', self.config['execution'].get('image','image:latest'))}" + f"/{kwargs.get('image_name', self.config['execution'].get('image','image:latest'))}" + ) + }, + ScriptRuntime().type: { + "conda_slug": ( + f"{self.config['execution'].get('conda_pack_os_prefix','oci://bucket@namespace/conda_environments').rstrip('/')}" + f"/{kwargs.get('conda_slug', 'conda_slug') }" + ) + }, + PythonRuntime().type: { + "conda_slug": ( + f"{self.config['execution'].get('conda_pack_os_prefix','oci://bucket@namespace/conda_environments').rstrip('/')}" + f"/{kwargs.get('conda_slug', 'conda_slug') }" ) }, - ScriptRuntime().type: {}, - PythonRuntime().type: {}, NotebookRuntime().type: {}, GitPythonRuntime().type: {}, } @@ -112,9 +123,7 @@ def init( # define a job job = ( Job() - .with_name( - "{Job name. For MLflow, it will be replaced with the Project name}" - ) + .with_name("{Job name. For MLflow and Operator will be auto generated}") .with_infrastructure( DataScienceJob( **(self.config.get("infrastructure", {}) or {}) @@ -564,109 +573,103 @@ def run(self, cluster_info, dry_run=False) -> None: class MLJobOperatorBackend(MLJobBackend): - """Backend class to run mloperator.""" + """Backend class to run operator on Data Science Jobs.""" - def __init__(self, config: Dict, operator_config: Dict) -> None: + def __init__(self, config: Dict) -> None: super().__init__(config=config) self.job = None - self.operator_config = operator_config - self.operator_name = operator_config["name"] + + self.runtime_config = self.config.get("runtime", {}) + self.operator_config = { + **{ + key: value + for key, value in self.config.items() + if key not in ("runtime", "infrastructure", "execution") + } + } + self.operator_type = self.operator_config.get("type", "unknown") + self.operator_version = self.operator_config.get("version", "unknown") # registering supported runtime adjusters - self._RUNTIME_MAP = { + self._RUNTIME_ADJUSTER_MAP = { ContainerRuntime().type: self._adjust_container_runtime, PythonRuntime().type: self._adjust_python_runtime, } def _adjust_common_information(self): """Adjusts common information of the job.""" + if self.job.name.lower().startswith("{job"): self.job.with_name( - f"job_{self.operator_config.get('name','operator').lower()}" - f"_v{self.operator_config.get('version','unknown').lower()}" + f"job_{self.operator_type.lower()}" f"_v{self.operator_version.lower()}" ) self.job.runtime.with_maximum_runtime_in_minutes( - self.config["execution"]["max_wait_time"] + self.config["execution"].get("max_wait_time", 1200) ) + def _adjust_container_runtime(self): + """Adjusts container runtime.""" + entrypoint = self.job.runtime.entrypoint + image = self.job.runtime.image.lower() + cmd = " ".join( + [ + "python3", + "-m", + f"{self.operator_type}", + ] + ) + self.job.runtime.with_environment_variable( + ENV_OPERATOR_ARGS=json.dumps(self.operator_config) + ) + self.job.runtime.with_image(image=image, entrypoint=entrypoint, cmd=cmd) + def _adjust_python_runtime(self): """Adjusts python runtime.""" - code = ( - Template( - """python -m ads.opctl.mloperator.lowcode.$operator_name -s $operator_spec""" - ) - .substitute( - operator_name=self.operator_name, - operator_spec=yaml.dump(self.operator_config, allow_unicode=True), - ) - .encode() - .decode("utf-8") - ) + temp_dir = tempfile.mkdtemp() + logger.debug(f"Copying operator's code to the temporary folder: {temp_dir}") - dir = tempfile.mkdtemp() + # prepare run.sh file to run the operator's code script_file = os.path.join( - dir, f"{self.operator_name}_{int(time.time())}_run.sh" + temp_dir, f"{self.operator_type}_{int(time.time())}_run.sh" ) with open(script_file, "w") as fp: - fp.write(code) + fp.write(f"python3 -m {self.operator_type}") - with open(script_file) as fp: - print(fp.read()) + # copy the operator's source code to the temporary folder + operator_source_folder = os.path.dirname( + inspect.getfile( + importlib.import_module(f"{OPERATOR_MODULE_PATH}.{self.operator_type}") + ) + ) + shutil.copytree( + operator_source_folder.rstrip("/"), + os.path.join(temp_dir, self.operator_type), + dirs_exist_ok=True, + ) + # prepare jobs runtime self.job.runtime.with_source( - script_file, + temp_dir, entrypoint=os.path.basename(script_file), - ).with_custom_conda( - os.path.join( - self.config["execution"]["conda_pack_os_prefix"], - self.config["execution"].get("conda_slug", ""), - ) ).with_working_dir( - "." - ) - - def _adjust_container_runtime(self): - """Adjusts container runtime.""" - entrypoint = self.job.runtime.entrypoint - image = self.job.runtime.image.lower() - if self.job.runtime.image.lower() == "iad.ocir.io/namespace/image:tag": - image = ( - f"{self.config['infrastructure']['docker_registry'].rstrip('/')}" - f"/{self.config['execution']['image']}" - ) - cmd = " ".join( - [ - "python", - "-m", - f"{self.operator_name}", - "-s", - yaml.dump(self.operator_config, allow_unicode=True), - ] + os.path.basename(temp_dir.rstrip("/")) + ).with_environment_variable( + ENV_OPERATOR_ARGS=json.dumps(self.operator_config) ) - self.job.runtime.with_image(image=image, entrypoint=entrypoint, cmd=cmd) @print_watch_command - def run(self, **kwargs) -> Union[Dict, None]: - """Runs the operator on the jobs.""" - if "spec" in self.config and self.config["spec"]: - self.job = Job.from_dict(self.config).build() - else: - if self.config["execution"].get("conda_slug"): - runtime_type = PythonRuntime().type - elif self.config["execution"].get("image"): - runtime_type = ContainerRuntime().type - else: - raise ValueError( - "Either conda info or image name needs to be provided." - ) - self.job = Job.from_yaml(self.init(runtime_type=runtime_type, **kwargs)) + def run(self, **kwargs: Dict) -> Union[Dict, None]: + """ + Runs the operator on the Data Science Jobs. + """ + self.job = Job.from_dict(self.runtime_config).build() - # adjust a job's common information + # adjust job's common information self._adjust_common_information() # adjust runtime information - self._RUNTIME_MAP.get(self.job.runtime.type, lambda: None)() + self._RUNTIME_ADJUSTER_MAP.get(self.job.runtime.type, lambda: None)() # run the job if only it is not a dry run mode if not self.config["execution"].get("dry_run"): @@ -680,7 +683,7 @@ def run(self, **kwargs) -> Union[Dict, None]: return {"job_id": job.id, "run_id": job_run.id} else: - print(f"{'*' * 50}Job{'*' * 50}") + print(f"{'*' * 50} Job (Dry Run Mode) {'*' * 50}") print(self.job) diff --git a/ads/opctl/backend/local.py b/ads/opctl/backend/local.py index b30ea6db7..7e8d210af 100644 --- a/ads/opctl/backend/local.py +++ b/ads/opctl/backend/local.py @@ -1,7 +1,7 @@ #!/usr/bin/env python # -*- coding: utf-8; -*- -# Copyright (c) 2022 Oracle and/or its affiliates. +# Copyright (c) 2022, 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ import copy @@ -10,16 +10,17 @@ import tempfile from concurrent.futures import Future, ThreadPoolExecutor from time import sleep -from typing import Dict, List +from typing import Dict, List, Union from oci.data_science.models import PipelineStepRun -from ads.common.auth import create_signer +from ads.common.auth import AuthContext, create_signer from ads.common.decorator.runtime_dependency import ( OptionalDependency, runtime_dependency, ) - +from ads.common.oci_client import OCIClientFactory +from ads.config import NO_CONTAINER from ads.model.model_metadata import ModelCustomMetadata from ads.model.runtime.runtime_info import RuntimeInfo from ads.opctl import logger @@ -30,15 +31,21 @@ DEFAULT_IMAGE_CONDA_DIR, DEFAULT_IMAGE_HOME_DIR, DEFAULT_IMAGE_SCRIPT_DIR, + DEFAULT_MODEL_DEPLOYMENT_FOLDER, DEFAULT_MODEL_FOLDER, DEFAULT_NOTEBOOK_SESSION_CONDA_DIR, DEFAULT_NOTEBOOK_SESSION_SPARK_CONF_DIR, ML_JOB_GPU_IMAGE, ML_JOB_IMAGE, - DEFAULT_MODEL_DEPLOYMENT_FOLDER, ) from ads.opctl.distributed.cmds import load_ini, local_run from ads.opctl.model.cmds import _download_model +from ads.opctl.operator import __operators__ +from ads.opctl.operator.common.const import ENV_OPERATOR_ARGS +from ads.opctl.operator.common.errors import OperatorNotFoundError +from ads.opctl.operator.runtime import runtime as operator_runtime +from ads.opctl.operator.runtime import const as operator_runtime_const + from ads.opctl.spark.cmds import ( generate_core_site_properties, generate_core_site_properties_str, @@ -51,8 +58,6 @@ run_container, ) from ads.pipeline.ads_pipeline import Pipeline, PipelineStep -from ads.common.oci_client import OCIClientFactory -from ads.config import NO_CONTAINER class CondaPackNotFound(Exception): # pragma: no cover @@ -413,6 +418,8 @@ def _mount_source_folder_if_exists(self, bind_volumes: Dict) -> Dict: def _activate_conda_env_and_run( image: str, slug: str, command: List[str], bind_volumes: Dict, env_vars: Dict ) -> int: + import docker + try: client = get_docker_client() client.api.inspect_image(image) @@ -818,3 +825,143 @@ def _get_conda_info_from_runtime(artifact_dir): runtime_info.model_deployment.inference_conda_env.inference_env_path ) return conda_slug, conda_path + + +class LocalOperatorBackend(Backend): + """Class representing local operator backend.""" + + def __init__(self, config: Dict) -> None: + super().__init__(config=config) + + self.runtime_config = self.config.get("runtime", {}) + self.operator_config = { + **{ + key: value + for key, value in self.config.items() + if key not in ("runtime", "infrastructure", "execution") + } + } + self.operator_type = self.operator_config.get("type") + + self._RUNTIME_RUN_MAP = { + operator_runtime.ContainerRuntime.type: self._run_with_container + } + + def _run_with_container(self) -> int: + """Runs the operator within a container.""" + + # build runtime object + runtime: operator_runtime.ContainerRuntime = ( + operator_runtime.ContainerRuntime.from_dict( + self.runtime_config, ignore_unknown=True + ) + ) + # prepare environment variables + env_vars = { + **{env["name"]: env["value"] for env in runtime.spec.env}, + ENV_OPERATOR_ARGS: json.dumps(self.operator_config), + } + + # prepare container volumes + bind_volumes = {} + for volume in runtime.spec.volume: + host_path, container_path = volume.split(":") + bind_volumes[host_path.lstrip().rstrip()] = { + "bind": container_path.lstrip().rstrip() + } + + return run_container( + image=runtime.spec.image, + bind_volumes=bind_volumes, + env_vars=env_vars, + command=f"'python3 -m {self.operator_type}'", + ) + + def run(self, **kwargs: Dict) -> Dict: + """Runs the operator code.""" + + # extract runtime + runtime_type = self.runtime_config.get("type", "unknown") + if runtime_type not in self._RUNTIME_RUN_MAP: + raise RuntimeError( + f"Not supported runtime - {runtime_type} for local backend. " + f"Supported values: {self._RUNTIME_RUN_MAP.keys()}" + ) + + # check if operator exists + if self.operator_type not in __operators__: + raise OperatorNotFoundError(self.operator_type) + + # run operator with provided runtime + exit_code = self._RUNTIME_RUN_MAP.get(runtime_type, lambda: None)(**kwargs) + + if exit_code != 0: + raise RuntimeError( + f"Operation did not complete successfully. Exit code: {exit_code}. " + f"Run with the --debug argument to view container logs." + ) + + def init( + self, + uri: Union[str, None] = None, + overwrite: bool = False, + runtime_type: Union[str, None] = None, + **kwargs: Dict, + ) -> Union[str, None]: + """Generates a starter YAML specification for the operator local runtime. + + Parameters + ---------- + overwrite: (bool, optional). Defaults to False. + Overwrites the result specification YAML if exists. + uri: (str, optional), Defaults to None. + The filename to save the resulting specification template YAML. + runtime_type: (str, optional). Defaults to None. + The resource runtime type. + **kwargs: Dict + The optional arguments. + + Returns + ------- + Union[str, None] + The YAML specification for the given resource if `uri` was not provided. + `None` otherwise. + """ + runtime_type = runtime_type or operator_runtime.ContainerRuntime.type + if runtime_type not in operator_runtime_const.RUNTIME_TYPE_MAP: + raise ValueError( + f"Not supported runtime type {runtime_type}. " + f"Supported values: {operator_runtime_const.RUNTIME_TYPE_MAP.keys()}" + ) + + RUNTIME_KWARGS_MAP = { + operator_runtime.ContainerRuntime.type: { + "image": f"{self.operator_config['type']}:{self.operator_config['version']}", + "volume": [ + os.path.expanduser( + os.path.dirname(self.config["execution"]["oci_config"]) + ) + + ":" + + "/etc/operator" + ], + "env": [{"name": "test_env_key", "value": "test_env_val"}], + } + } + + with AuthContext(auth=self.auth_type, profile=self.profile): + note = ( + "# This YAML specification was auto generated by the `ads opctl operator init` command.\n" + "# The more details about the jobs YAML specification can be found in the ADS documentation:\n" + "# https://accelerated-data-science.readthedocs.io/en/latest \n\n" + ) + + return ( + operator_runtime_const.RUNTIME_TYPE_MAP[runtime_type] + .init(**RUNTIME_KWARGS_MAP[runtime_type]) + .to_yaml( + uri=uri, + overwrite=overwrite, + note=note, + **kwargs, + ) + ) diff --git a/ads/opctl/cli.py b/ads/opctl/cli.py index 8998802e1..c5c42aa93 100644 --- a/ads/opctl/cli.py +++ b/ads/opctl/cli.py @@ -11,13 +11,13 @@ import fsspec import yaml -import ads.opctl.mloperator.cli +import ads.opctl.operator.cli import ads.opctl.conda.cli import ads.opctl.distributed.cli import ads.opctl.model.cli import ads.opctl.spark.cli from ads.common import auth as authutil -from ads.common.auth import AuthType +from ads.common.auth import AuthType, AuthContext from ads.opctl.cmds import activate as activate_cmd from ads.opctl.cmds import cancel as cancel_cmd from ads.opctl.cmds import configure as configure_cmd @@ -28,9 +28,11 @@ from ads.opctl.cmds import init_vscode as init_vscode_cmd from ads.opctl.cmds import predict as predict_cmd from ads.opctl.cmds import run as run_cmd +from ads.opctl.cmds import apply as apply_cmd from ads.opctl.cmds import run_diagnostics as run_diagnostics_cmd from ads.opctl.cmds import watch as watch_cmd from ads.opctl.config.merger import ConfigMerger +from ads.opctl.config.base import ConfigProcessor from ads.opctl.constants import ( BACKEND_NAME, DEFAULT_MODEL_FOLDER, @@ -649,8 +651,76 @@ def predict(**kwargs): suppress_traceback(kwargs["debug"])(predict_cmd)(**kwargs) +@commands.command() +@click.help_option("--help", "-h") +@click.option("--debug", "-d", help="Set debug mode", is_flag=True, default=False) +@click.option( + "--file", "-f", help="The path to resource YAML file.", required=True, default=None +) +@click.option( + "--backend-config", + "-b", + help="The path to the backend config YAML file.", + required=False, + default=None, +) +@click.option( + "--ads-config", + "-c", + help="The folder where the ADS opctl config.ini located. Default value: `~/.ads_ops`.", + required=False, + default=None, +) +@click.option( + "--dry-run", + "-r", + default=False, + is_flag=True, + help="During dry run, the actual operation is not performed, only the steps are enumerated.", +) +@click.option( + "--auth", + "-a", + help=( + "The authentication method to leverage OCI resources. " + "The default value will be taken form the ADS `config.ini` file." + ), + type=click.Choice(AuthType.values()), + default=None, +) +def apply(debug: bool, **kwargs: Dict[str, Any]) -> None: + """ + Runs the operator with the given specification on the targeted backend. + """ + operator_spec = {} + backend_config = {} + + p = ConfigProcessor().step(ConfigMerger, **kwargs) + + with AuthContext( + **{ + key: value + for key, value in { + "auth": kwargs["auth"], + "oci_config_location": p.config["execution"]["oci_config"], + "profile": p.config["execution"]["oci_profile"], + }.items() + if value + } + ) as auth: + with fsspec.open(kwargs["file"], "r", **auth) as f: + operator_spec = suppress_traceback(debug)(yaml.safe_load)(f.read()) + + backend_config_file = kwargs.pop("backend_config") + if backend_config_file: + with fsspec.open(backend_config_file, "r", **auth) as f: + backend_config = suppress_traceback(debug)(yaml.safe_load)(f.read()) + + suppress_traceback(debug)(apply_cmd)(operator_spec, backend_config, **kwargs) + + commands.add_command(ads.opctl.conda.cli.commands) commands.add_command(ads.opctl.model.cli.commands) commands.add_command(ads.opctl.spark.cli.commands) commands.add_command(ads.opctl.distributed.cli.commands) -commands.add_command(ads.opctl.mloperator.cli.commands) +commands.add_command(ads.opctl.operator.cli.commands) diff --git a/ads/opctl/cmds.py b/ads/opctl/cmds.py index 2cc4e280f..8d879720e 100644 --- a/ads/opctl/cmds.py +++ b/ads/opctl/cmds.py @@ -29,6 +29,7 @@ LocalBackendDistributed, LocalModelDeploymentBackend, LocalPipelineBackend, + LocalOperatorBackend, ) from ads.opctl.config.base import ConfigProcessor from ads.opctl.config.merger import ConfigMerger @@ -102,6 +103,7 @@ class _BackendFactory: BACKEND_NAME.DATAFLOW.value: DataFlowBackend, BACKEND_NAME.PIPELINE.value: PipelineBackend, BACKEND_NAME.MODEL_DEPLOYMENT.value: ModelDeploymentBackend, + BACKEND_NAME.OPERATOR_LOCAL.value: LocalOperatorBackend, } LOCAL_BACKENDS_MAP = { @@ -247,44 +249,7 @@ def run(config: Dict, backend_config: Dict, **kwargs) -> Dict: _save_yaml(yamlContent, **kwargs) return cluster_run_info elif config.get("kind", "").lower() == "operator": - from ads.opctl.mloperator import __operators__, OperatorNotFoundError - - mode = (kwargs["backend"] or BACKEND_NAME.LOCAL.value).lower() - - supported_backends = ( - BACKEND_NAME.LOCAL.value, - BACKEND_NAME.JOB.value, - BACKEND_NAME.DATAFLOW.value, - ) - - if mode not in supported_backends: - raise RuntimeError( - f"Not supported backend - {mode}. Supported backends: {supported_backends}" - ) - - operator_name = config.get("name", "").lower() - - if not (operator_name and operator_name in __operators__): - raise OperatorNotFoundError(operator_name) - - # merge backend config with the predefined values - p = ConfigProcessor(backend_config).step(ConfigMerger, **kwargs) - - if not mode or mode == BACKEND_NAME.LOCAL.value: - subprocess.run( - [ - "python", - "-m", - f"ads.opctl.mloperator.lowcode.{operator_name}", - "-s", - yaml.dump(config, allow_unicode=True), - ] - ) - elif mode == BACKEND_NAME.JOB.value: - backend = MLJobOperatorBackend(config=p.config, operator_config=config) - backend.run() - else: - raise RuntimeError("Not implemented backend.") + apply(config=config, backend_config=backend_config, **kwargs) else: if ( "kind" in p.config @@ -891,3 +856,62 @@ def init( print(spec_yaml) else: print(output) + + +def apply(config: Dict, backend_config: Dict = None, **kwargs) -> None: + """ + Runs the operator with the given specification on the targeted backend. + + Parameters + ---------- + config: dict + dictionary of configurations + kwargs: dict + keyword arguments, stores configuration from command line args + """ + backend_config = backend_config or {} + p_backend = ConfigProcessor(backend_config).step(ConfigMerger, **kwargs) + p = ConfigProcessor(config).step(ConfigMerger, **kwargs) + p.config["runtime"] = backend_config + p.config["infrastructure"] = p_backend.config["infrastructure"] + p.config["execution"] = p_backend.config["execution"] + + if p.config.get("kind", "").lower() == "operator": + from ads.opctl.operator import __operators__, OperatorNotFoundError + + supported_backends = ( + BACKEND_NAME.JOB.value, + BACKEND_NAME.DATAFLOW.value, + BACKEND_NAME.OPERATOR_LOCAL.value, + ) + + operator_type = p.config.get("type", "").lower() + + if not (operator_type and operator_type in __operators__): + raise OperatorNotFoundError(operator_type or "unknown") + + if not (p.config["runtime"] and p.config["runtime"].get("kind")): + raise ValueError( + "To run an operator the backend config needs to be provided." + ) + + backend_kind = p.config["runtime"].get("kind").lower() + + if backend_kind not in supported_backends: + raise RuntimeError( + f"Not supported backend - {backend_kind}. Supported backends: {supported_backends}" + ) + + if backend_kind == BACKEND_NAME.OPERATOR_LOCAL.value: + if kwargs.get("dry_run"): + print( + "The dry run option is not supported for " + "the local backend and will be ignored." + ) + LocalOperatorBackend(config=p.config).run() + elif backend_kind == BACKEND_NAME.JOB.value: + MLJobOperatorBackend(config=p.config).run() + elif backend_kind == BACKEND_NAME.DATAFLOW.value: + raise NotImplementedError("The Data Flow backend is not supported yet.") + else: + raise RuntimeError("Not supported operator.") diff --git a/ads/opctl/config/merger.py b/ads/opctl/config/merger.py index 0301c5abc..85c25621b 100644 --- a/ads/opctl/config/merger.py +++ b/ads/opctl/config/merger.py @@ -43,6 +43,10 @@ class ConfigMerger(ConfigProcessor): def process(self, **kwargs) -> None: config_string = Template(json.dumps(self.config)).safe_substitute(os.environ) self.config = json.loads(config_string) + + if "runtime" not in self.config: + self.config["runtime"] = {} + # 1. merge and overwrite values from command line args self._merge_config_with_cmd_args(kwargs) # 1.5 merge environment variables diff --git a/ads/opctl/constants.py b/ads/opctl/constants.py index 75b5cbfad..88e300b5e 100644 --- a/ads/opctl/constants.py +++ b/ads/opctl/constants.py @@ -31,6 +31,10 @@ DEFAULT_SPECIFICATION_FILE_NAME = "oci-datascience-template.yaml" DEFAULT_MODEL_DEPLOYMENT_FOLDER = "/opt/ds/model/deployed_model/" +# OPERATOR +OPERATOR_MODULE_PATH = "ads.opctl.operator.lowcode" +OPERATOR_IMAGE_WORK_DIR = "/etc/operator" + class RUNTIME_TYPE(ExtendedEnum): PYTHON = "python" @@ -49,6 +53,7 @@ class RESOURCE_TYPE(ExtendedEnum): DATAFLOW = "dataflow" PIPELINE = "pipeline" MODEL_DEPLOYMENT = "deployment" + OPERATOR = "operator" class BACKEND_NAME(ExtendedEnum): @@ -57,3 +62,4 @@ class BACKEND_NAME(ExtendedEnum): PIPELINE = "pipeline" MODEL_DEPLOYMENT = "deployment" LOCAL = "local" + OPERATOR_LOCAL = "operator.local" diff --git a/ads/opctl/docker/mloperator/artifacts/readme.txt b/ads/opctl/docker/mloperator/artifacts/readme.txt deleted file mode 100644 index eb0e76000..000000000 --- a/ads/opctl/docker/mloperator/artifacts/readme.txt +++ /dev/null @@ -1 +0,0 @@ -Put the ADS wheel here to build a docker with the custom wheel. diff --git a/ads/opctl/docker/mloperator/.dockerignore b/ads/opctl/docker/operator/.dockerignore similarity index 100% rename from ads/opctl/docker/mloperator/.dockerignore rename to ads/opctl/docker/operator/.dockerignore diff --git a/ads/opctl/docker/mloperator/Dockerfile b/ads/opctl/docker/operator/Dockerfile similarity index 95% rename from ads/opctl/docker/mloperator/Dockerfile rename to ads/opctl/docker/operator/Dockerfile index 4bb199b90..01be15ba2 100644 --- a/ads/opctl/docker/mloperator/Dockerfile +++ b/ads/opctl/docker/operator/Dockerfile @@ -11,8 +11,8 @@ ENV PATH="/miniconda/bin:$PATH" USER root ARG CONDA_ENV_FILE=environment.yaml -ARG CONDA_ENV_NAME=mloperator -ARG OPERATOR_DIR=/etc/mloperator +ARG CONDA_ENV_NAME=operator +ARG OPERATOR_DIR=/etc/operator ARG RND COPY ./${CONDA_ENV_FILE} /opt/env.yaml diff --git a/ads/opctl/docker/mloperator/Dockerfile.gpu b/ads/opctl/docker/operator/Dockerfile.gpu similarity index 95% rename from ads/opctl/docker/mloperator/Dockerfile.gpu rename to ads/opctl/docker/operator/Dockerfile.gpu index 4bb199b90..01be15ba2 100644 --- a/ads/opctl/docker/mloperator/Dockerfile.gpu +++ b/ads/opctl/docker/operator/Dockerfile.gpu @@ -11,8 +11,8 @@ ENV PATH="/miniconda/bin:$PATH" USER root ARG CONDA_ENV_FILE=environment.yaml -ARG CONDA_ENV_NAME=mloperator -ARG OPERATOR_DIR=/etc/mloperator +ARG CONDA_ENV_NAME=operator +ARG OPERATOR_DIR=/etc/operator ARG RND COPY ./${CONDA_ENV_FILE} /opt/env.yaml diff --git a/ads/opctl/docker/mloperator/artifacts/oracle_ads-2.8.7b0-py3-none-any.whl b/ads/opctl/docker/operator/artifacts/oracle_ads-2.8.7b0-py3-none-any.whl similarity index 90% rename from 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    J=eJP-r(r5i@Z<^<-jVdl9vS_Z2Bb0pwQ9@Vk!r8q7CnygMQm?=xAsk{bbpVJ0Ohw86FDo~IFd%Jat8nA~^Q-g&hsPB&YZ`5rANd~D<+9nyU zA8*ay^lQmbb$y-R=wmWWzt8CZMlvbz*ow^*^rpZ~;)Vw`6}WX+!IKm?0naTD$tI|$ zc1OkXsc<*yx-?C$%>oGMk0Bvx1@-h)(^1qLx9E%TYu|dg~fc$Jk90;|*7UAI!KdP(d zh|<(WO$c5|!6o#+6A&xe%rsJ6u;nWs6>1TEoV z`(XuII5cF3Z;<&>$*V_{NIV)6aN7|ox$*)!kosKcK)T?W`XTpoG8%k9cH{rrxDueM z&MOQzg783iujIbvN(6NjB%qK~6GRDG<7kMW32xK{Y0x?b)W#UCHb{sh#%Pi@g@;RW`|^BQVK= zXH!Aw#B1@YF2(Qjnknt3^OB_vY$6)$J(IerdU&1pRmyU!l zZ4%}5seRB>k~G8Ev0^0uPf3`h$0m$86`4(8&8m@vf#Yz4_yjGiZXz~C(?rfD6*W5r zBmMsrIG;ol8E$ zxKG`~kU&aG$2`hmYmqdSyph5PArwQR$Wm_hrZ!}X>hxs^jX#MeQU6znB84B|CAMTs z;f@n&YZl(+g$1Y{z$hBX#v``n3q}d0*S^M~nV7?chOcoT-Yw$7tp->b8A3f(v}*dJ zE9Hdj95{7a1rs(4QS}_$pNk>=c!_Fqr9{En&VD~f@p*9Cm>$L$hm45PiR$yPL;`yi z#FGN@(e~E+DrEI&qn-}s!)SAUQo%twqdl%aI4C;J+s(ap99NG&tWyGEiCp7JtUC85}1} zoM|sz2&c}R#f6MQm@_Rx5nRZl2(MSuJdV6sghAe%&js5mqdU!-&E~TNNlon)J$x}E zAws>|=uG~_7>8+zg1FJpdZUq!7Ng56muX?V+l$em?lmLfq|>OReZ2zvP;}I=FYWzQ zW5jEJgtc$7xDmedy(Y_H)J`0`C2}QS1s4UX2*{3A-~fm{2Vb80-;r?U9E%HGIfqcdYHzxK z9y5pX_9D=^(pP&VWPsV{4-3oD)yct6WF0DpLhG#33`(uS z7=vP%@B-bg!Wq&O$A#+crZKd(8f97&IC7yH>gKInuzq0D(T977U2fAslX~5j?_jJq zg|cMcfgi0f^I!KUf{u2lqk8!<#4a0@T!Z(_zxLAoW+Yf_hfVgqQ`T9_psP>gx_if= z%Rhqu1>5$6K?TuKL@NsZ9cfrQM@Rim zW@pN7#n~D36cx1~Lm^tsA`QMY-1CFI@VX_==M_HqBwTxY$6N_1{a zz~>#lW;a^E@{ltwV@x)Y!#gjd{nBT+kny}(&NSIi{&Q*RSFp(6NyVEy-pBON!ZR8n}v9Lf&G!t-|zV&dFd;BTo>7ahfaPa7yi}; zYasI#Af#Ct;zvH;Vj-`r5p-R<+k0`Sf}?p<4>32VJm#lEj2W;kFMs z_Tb93d?miKk{94WH%h-Yfx&+e_WSc%j)Nog1TevyqIz*sStBg=Ep)>ii`r{To>f>; zLc=sJl=n(ujz=lD8@t}l`4$TWekZv<^~S+F6!x7oRtTF;j(xa|S|TlOo{Lq{XvX-A zG2%lxBO==35;%gf>|B49S0w^u6Y3lsrYjL976CLPtkWm`#uxQ0>#4{~Sp_ZonV@0$ zrSi&C`y_*JB&hHCh4`^Z@+ACd?^(5WYI~pLEmQxT_1mRv|3T2yApk$a|4ybn_dc&x zf5 None: """Creates new operator.""" suppress_traceback(debug)(cmd_create)(**kwargs) + + +@commands.command() +@click.help_option("--help", "-h") +@click.option("--debug", "-d", help="Set debug mode", is_flag=True, default=False) +@click.option( + "--file", "-f", help="The path to resource YAML file.", required=True, default=None +) +@click.option( + "--ads-config", + "-c", + help="The folder where the ADS opctl config.ini located. Default value: `~/.ads_ops`.", + required=False, + default=None, +) +@click.option( + "--auth", + "-a", + help=( + "The authentication method to leverage OCI resources. " + "The default value will be taken form the ADS `config.ini` file." + ), + type=click.Choice(AuthType.values()), + default=None, +) +def verify(debug: bool, **kwargs: Dict[str, Any]) -> None: + """ + Verifies the operator config. + """ + + p = ConfigProcessor().step(ConfigMerger, **kwargs) + + with AuthContext( + **{ + key: value + for key, value in { + "auth": kwargs["auth"], + "oci_config_location": p.config["execution"]["oci_config"], + "profile": p.config["execution"]["oci_profile"], + }.items() + if value + } + ) as auth: + with fsspec.open(kwargs["file"], "r", **auth) as f: + operator_spec = suppress_traceback(debug)(yaml.safe_load)(f.read()) + + suppress_traceback(debug)(cmd_verify)(operator_spec, **kwargs) diff --git a/ads/opctl/mloperator/cmd.py b/ads/opctl/operator/cmd.py similarity index 81% rename from ads/opctl/mloperator/cmd.py rename to ads/opctl/operator/cmd.py index 3c0ce46c1..16dba13e1 100644 --- a/ads/opctl/mloperator/cmd.py +++ b/ads/opctl/operator/cmd.py @@ -23,7 +23,14 @@ from ads.opctl.cmds import _BackendFactory from ads.opctl.config.base import ConfigProcessor from ads.opctl.config.merger import ConfigMerger -from ads.opctl.constants import DEFAULT_ADS_CONFIG_FOLDER, RESOURCE_TYPE, RUNTIME_TYPE +from ads.opctl.constants import ( + DEFAULT_ADS_CONFIG_FOLDER, + OPERATOR_MODULE_PATH, + RESOURCE_TYPE, + RUNTIME_TYPE, + BACKEND_NAME, +) +from ads.opctl.operator.common.utils import OperatorInfo, _operator_info from ads.opctl.utils import publish_image as publish_image_cmd from .__init__ import __operators__ @@ -44,7 +51,7 @@ class OperatorNotFoundError(Exception): def __init__(self, operator: str): super().__init__( f"Operator with name: `{operator}` is not found." - "Use `ads opctl mloperator list` to get the list of registered operators." + "Use `ads opctl operator list` to get the list of registered operators." ) @@ -121,16 +128,14 @@ def init( # validation if not name: raise ValueError( - f"The `operator` attribute must be specified. Supported values: {__operators__}" + f"The `name` attribute must be specified. Supported values: {__operators__}" ) if name not in __operators__: raise OperatorNotFoundError(name) # generating operator specification - operator_cmd_module = importlib.import_module( - f"ads.opctl.mloperator.lowcode.{name}.cmd" - ) + operator_cmd_module = importlib.import_module(f"{OPERATOR_MODULE_PATH}.{name}.cmd") importlib.reload(operator_cmd_module) operator_specification_template = getattr(operator_cmd_module, "init")(**kwargs) @@ -145,12 +150,17 @@ def init( overwrite = True output = os.path.join(tempfile.TemporaryDirectory().name, "") + # get operator physical location operator_path = os.path.join(os.path.dirname(__file__), "lowcode", name) + # load operator info + operator_info: OperatorInfo = _operator_info(operator_path) + + # save operator spec YAML with fsspec.open(os.path.join(output, f"{name}.yaml"), mode="w") as f: f.write(operator_specification_template) - # save operator's schema in HTML format + # save operator schema in HTML format module_schema = _load_yaml_from_uri(os.path.join(operator_path, "schema.yaml")) with fsspec.open(os.path.join(output, "schema.html"), mode="w") as f: f.write(_convert_schema_to_html(name, module_schema)) @@ -163,13 +173,26 @@ def init( force_overwrite=overwrite, ) - # save supported backend specifications templates + # generate supported backend specifications templates YAML RUNTIME_TYPE_MAP = { RESOURCE_TYPE.JOB: [ - {RUNTIME_TYPE.PYTHON: {}}, - {RUNTIME_TYPE.CONTAINER: {"image_name": f"{name}:latest"}}, + {RUNTIME_TYPE.PYTHON: {"conda_slug": operator_info.conda}}, + { + RUNTIME_TYPE.CONTAINER: { + "image_name": f"{operator_info.name}:{operator_info.version}" + } + }, ], RESOURCE_TYPE.DATAFLOW: [{RUNTIME_TYPE.DATAFLOW: {}}], + BACKEND_NAME.OPERATOR_LOCAL: [ + { + RUNTIME_TYPE.CONTAINER: { + "kind": "operator", + "type": operator_info.name, + "version": operator_info.version, + } + } + ], } for resource_type in RUNTIME_TYPE_MAP: @@ -177,7 +200,9 @@ def init( runtime_type, runtime_kwargs = next(iter(runtime_type_item.items())) # get config info from ini files - p = ConfigProcessor({"execution": {"backend": resource_type.value}}).step( + p = ConfigProcessor( + {**runtime_kwargs, **{"execution": {"backend": resource_type.value}}} + ).step( ConfigMerger, ads_config=ads_config or DEFAULT_ADS_CONFIG_FOLDER, **kwargs, @@ -187,7 +212,8 @@ def init( _BackendFactory(p.config).backend.init( uri=os.path.join( output, - f"{resource_type.value.lower()}_{runtime_type.value.lower()}_config.yaml", + f"backend_{resource_type.value.lower().replace('.','_') }" + f"_{runtime_type.value.lower()}_config.yaml", ), overwrite=overwrite, runtime_type=runtime_type.value, @@ -248,9 +274,7 @@ def build_image( if name not in __operators__: raise OperatorNotFoundError(name) source_folder = os.path.dirname( - inspect.getfile( - importlib.import_module(f"ads.opctl.mloperator.lowcode.{name}") - ) + inspect.getfile(importlib.import_module(f"{OPERATOR_MODULE_PATH}.{name}")) ) operator_image_name = operator_image_name or name logger.info(f"Building Docker image for the `{name}` service operator.") @@ -271,6 +295,10 @@ def build_image( "Please provide relevant options." ) + # get operator details stored in operator's init file. + operator_info: OperatorInfo = _operator_info(source_folder) + tag = operator_info.version + cur_dir = os.path.dirname(os.path.abspath(__file__)) base_image_name = OPERATOR_BASE_GPU_IMAGE if gpu else OPERATOR_BASE_IMAGE @@ -286,7 +314,7 @@ def build_image( cur_dir, "..", "docker", - "mloperator", + "operator", OPERATOR_BASE_DOCKER_GPU_FILE if gpu else OPERATOR_BASE_DOCKER_FILE, ) @@ -348,7 +376,7 @@ def publish_image( Any optional kwargs arguments. """ if not image: - raise ValueError("The image name needs to be provided.") + raise ValueError("To publish image, the image name needs to be provided.") if not registry: p = ConfigProcessor().step( @@ -361,6 +389,34 @@ def publish_image( publish_image_cmd(image=image, registry=registry) +def verify( + config: Dict, + **kwargs: Dict[str, Any], +) -> None: + """ + Verifies operator config. + + Parameters + ---------- + config: Dict + The operator config. + kwargs: (Dict, optional). + Any optional kwargs arguments. + """ + + # get access to the operator module + # call verify command fro the operator.py + operator_type = config.get("type", "unknown") + + if operator_type not in __operators__: + raise OperatorNotFoundError(operator_type) + + operator_module = importlib.import_module( + f"{OPERATOR_MODULE_PATH}.{operator_type}.operator" + ) + operator_module.verify(config) + + def create( name: str, overwrite: bool = False, diff --git a/ads/opctl/mloperator/common/__init__.py b/ads/opctl/operator/common/__init__.py similarity index 100% rename from ads/opctl/mloperator/common/__init__.py rename to ads/opctl/operator/common/__init__.py diff --git a/ads/opctl/operator/common/const.py b/ads/opctl/operator/common/const.py new file mode 100644 index 000000000..224194531 --- /dev/null +++ b/ads/opctl/operator/common/const.py @@ -0,0 +1,7 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +ENV_OPERATOR_ARGS = "ENV_OPERATOR_ARGS" diff --git a/ads/opctl/operator/common/errors.py b/ads/opctl/operator/common/errors.py new file mode 100644 index 000000000..e27c3d509 --- /dev/null +++ b/ads/opctl/operator/common/errors.py @@ -0,0 +1,15 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +from ads.opctl.operator import __operators__ + + +class OperatorNotFoundError(Exception): + def __init__(self, operator: str): + super().__init__( + f"The provided operator: `{operator}` " + f"is not found. Available operators: {__operators__}" + ) diff --git a/ads/opctl/mloperator/common/utils.py b/ads/opctl/operator/common/utils.py similarity index 74% rename from ads/opctl/mloperator/common/utils.py rename to ads/opctl/operator/common/utils.py index e84fca8af..ac719da41 100644 --- a/ads/opctl/mloperator/common/utils.py +++ b/ads/opctl/operator/common/utils.py @@ -6,6 +6,7 @@ import argparse import importlib +import inspect import os import re from dataclasses import dataclass @@ -19,6 +20,8 @@ from yaml import SafeLoader from ads.opctl import logger +from ads.opctl.constants import OPERATOR_MODULE_PATH +from ads.opctl.operator import __operators__ from ads.opctl.utils import run_command CONTAINER_NETWORK = "CONTAINER_NETWORK" @@ -74,45 +77,6 @@ def generate_example(self, values: Optional[Dict[str, Any]] = None) -> str: example = self._generate_example(self.schema, values) return yaml.dump(example) - def _generate_example( - self, schema: Dict[str, Any], values: Optional[Dict[str, Any]] = None - ) -> Dict[str, Any]: - example = {} - for key, value in schema.items(): - if values and key in values: - example[key] = values[key] - elif "default" in value: - example[key] = value["default"] - elif value.get("required", False): - if "condition" in value: - if self._check_condition(value["condition"], example): - example[key] = self._generate_example_for_type(value) - else: - example[key] = self._generate_example_for_type(value) - - return example - - def _generate_example_for_type(self, value: Dict[str, Any]) -> Any: - data_type = value.get("type") - - if "default" in value: - return value["default"] - elif data_type == "string": - return "string_value" - elif data_type == "number": - return 1 - elif data_type == "boolean": - return True - elif data_type == "array": - return ["item1", "item2", "item3"] - elif data_type in ["object", "dict"]: - obj_spec = {} - for obj_key, obj_value in value.get("schema", {}).items(): - obj_spec[obj_key] = self._generate_example_for_type(obj_value) - return obj_spec - else: - return None - def _check_condition( self, condition: Dict[str, Any], example: Dict[str, Any] ) -> bool: @@ -121,6 +85,36 @@ def _check_condition( return False return True + def _generate_example( + self, schema: Dict[str, Any], values: Optional[Dict[str, Any]] = None + ) -> Dict[str, Any]: + example = {} + for key, value in schema.items(): + # only generate values fro required fields + if value.get("required", False) or value.get("dependencies", False): + if not "dependencies" in value or self._check_condition( + value["dependencies"], example + ): + data_type = value.get("type") + + if key in values: + example[key] = values[key] + elif "default" in value: + example[key] = value["default"] + elif data_type == "string": + example[key] = "value" + elif data_type == "number": + example[key] = 1 + elif data_type == "boolean": + example[key] = True + elif data_type == "array": + example[key] = ["item1", "item2"] + elif data_type == "dict": + example[key] = self._generate_example( + schema=value.get("schema", {}), values=values + ) + return example + class OperatorValidator(Validator): pass @@ -137,26 +131,60 @@ def _extant_file(x: str): def _parse_input_args(raw_args) -> Tuple: parser = argparse.ArgumentParser() parser.add_argument( - "-f", "--file", type=_extant_file, required=False, help="Yaml spec file" + "-f", + "--file", + type=_extant_file, + required=False, + help="Path to the operator specification YAML file", + ) + parser.add_argument( + "-s", "--spec", type=str, required=False, help="Operator Yaml specification" + ) + parser.add_argument( + "-v", + "--verify", + type=bool, + default=False, + required=False, + help="Verify operator schema", ) - parser.add_argument("-s", "--spec", type=str, required=False, help="Yaml spec") return parser.parse_known_args(raw_args) -def _module_constant_values(module_name: str) -> Dict[str, Any]: +def _module_constant_values(module_name: str, module_path: str) -> Dict[str, Any]: """Returns the list of constant variables from a given module. + module_name: str + The name of the module to be imported. + module_path: str + The physical path of the module. Returns ------- Dict[str, Any] Map of variable names and their values. """ - module = importlib.import_module(module_name) + spec = importlib.util.spec_from_file_location(module_name, module_path) + module = importlib.util.module_from_spec(spec) + spec.loader.exec_module(module) return {name: value for name, value in vars(module).items()} +def _operator_info(path: str) -> OperatorInfo: + """Extracts operator's details by given path. + The expectation is that operator has init file where the all details placed. + + Returns + ------- + OperatorInfo + The operator details. + """ + module_name = os.path.basename(path.rstrip("/")) + module_path = f"{path.rstrip('/')}/__init__.py" + return OperatorInfo.from_init(**_module_constant_values(module_name, module_path)) + + def _operator_info_list() -> List[OperatorInfo]: - """Returns the list of registered ML operators. + """Returns the list of registered operators. Returns ------- @@ -164,12 +192,14 @@ def _operator_info_list() -> List[OperatorInfo]: The list of registered operators. """ return ( - OperatorInfo.from_init( - **_module_constant_values(f"ads.opctl.mloperator.lowcode.{operator_name}") - ) - for operator_name in _module_constant_values("ads.opctl.mloperator").get( - "__operators__", [] + _operator_info( + os.path.dirname( + inspect.getfile( + importlib.import_module(f"{OPERATOR_MODULE_PATH}.{operator_name}") + ) + ) ) + for operator_name in __operators__ ) @@ -388,7 +418,7 @@ def _convert_schema_to_html(module_name: str, module_schema: str) -> str: return t.substitute( module_name=module_name, table=convert( - OperatorValidator(module_schema).schema.schema, + OperatorValidator(module_schema, allow_unknown=True).schema.schema, build_direction="LEFT_TO_RIGHT", ), ) diff --git a/ads/opctl/mloperator/lowcode/__init__.py b/ads/opctl/operator/lowcode/__init__.py similarity index 100% rename from ads/opctl/mloperator/lowcode/__init__.py rename to ads/opctl/operator/lowcode/__init__.py diff --git a/ads/opctl/mloperator/lowcode/forecast/README.md b/ads/opctl/operator/lowcode/forecast/README.md similarity index 100% rename from ads/opctl/mloperator/lowcode/forecast/README.md rename to ads/opctl/operator/lowcode/forecast/README.md diff --git a/ads/opctl/mloperator/lowcode/forecast/__init__.py b/ads/opctl/operator/lowcode/forecast/__init__.py similarity index 75% rename from ads/opctl/mloperator/lowcode/forecast/__init__.py rename to ads/opctl/operator/lowcode/forecast/__init__.py index 433a961e9..af9a63711 100644 --- a/ads/opctl/mloperator/lowcode/forecast/__init__.py +++ b/ads/opctl/operator/lowcode/forecast/__init__.py @@ -8,13 +8,15 @@ __name__ = "forecast" -__conda__ = "forecast_p38_cpu_v1" +# __conda__ = "forecast_p38_cpu_v1" + +__conda__ = "cpu/Forecasting Operator/1.0/forecast_p38_cpu_v1" __keywords__ = ["Prophet", "AutoML", "SARIMA", "ARIMA", "RNN", "LSTM"] __short_description__ = """ Forecasting operator, that leverages historical time series data to generate accurate -forecasts for future trends. Use `ads opctl mloperator info forecast` +forecasts for future trends. Use `ads opctl operator info forecast` to get more details about the forecasting operator. """ @@ -23,4 +25,6 @@ forecasts for future trends. This operator aims to simplify and expedite the data science process by automating the selection of appropriate models and hyperparameters, as well as identifying relevant features for a given prediction task. + +The detained information, explaining how to deal with the forecasting operator will be placed here. """ diff --git a/ads/opctl/mloperator/lowcode/forecast/__main__.py b/ads/opctl/operator/lowcode/forecast/__main__.py similarity index 79% rename from ads/opctl/mloperator/lowcode/forecast/__main__.py rename to ads/opctl/operator/lowcode/forecast/__main__.py index 862c90895..621d39b8d 100644 --- a/ads/opctl/mloperator/lowcode/forecast/__main__.py +++ b/ads/opctl/operator/lowcode/forecast/__main__.py @@ -4,19 +4,19 @@ # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ +import json import os import sys + import yaml -import json from ads.opctl import logger -from ads.opctl.mloperator.common.utils import _parse_input_args +from ads.opctl.operator.common.const import ENV_OPERATOR_ARGS +from ads.opctl.operator.common.utils import _parse_input_args -from .__init__ import __short_description__ as DESCRIPTION from .__init__ import __name__ as MODULE -from .main import ForecastOperator, run - -ENV_OPERATOR_ARGS = "ENV_OPERATOR_ARGS" +from .__init__ import __short_description__ as DESCRIPTION +from .operator import ForecastOperator, operate, verify def main(raw_args): @@ -29,8 +29,7 @@ def main(raw_args): return logger.info("-" * 100) - logger.info(f"Running operator: {MODULE}") - logger.info(DESCRIPTION) + logger.info(f"{'Running' if not args.verify else 'Verifying'} operator: {MODULE}") # if spec provided as input string, then convert the string into YAML yaml_string = "" @@ -50,7 +49,11 @@ def main(raw_args): logger.info(operator.to_yaml()) - run(operator) + # run operator + if args.verify: + verify(operator) + else: + operate(operator) if __name__ == "__main__": diff --git a/ads/opctl/mloperator/lowcode/forecast/cmd.py b/ads/opctl/operator/lowcode/forecast/cmd.py similarity index 80% rename from ads/opctl/mloperator/lowcode/forecast/cmd.py rename to ads/opctl/operator/lowcode/forecast/cmd.py index ddf35e703..8b1498cf0 100644 --- a/ads/opctl/mloperator/lowcode/forecast/cmd.py +++ b/ads/opctl/operator/lowcode/forecast/cmd.py @@ -8,7 +8,7 @@ import click -from ads.opctl.mloperator.common.utils import YamlGenerator, _load_yaml_from_uri +from ads.opctl.operator.common.utils import YamlGenerator, _load_yaml_from_uri SUPPORTED_MODELS = ["arima", "automlx", "neuralprophet", "prophet"] @@ -26,5 +26,8 @@ def init(**kwargs: Dict) -> str: model_type = click.prompt( "Provide a model type:", type=click.Choice(SUPPORTED_MODELS), default="prophet" ) + + values = {"model": model_type} + schema = _load_yaml_from_uri(__file__.replace("cmd.py", "schema.yaml")) - return YamlGenerator(schema=schema).generate_example() + return YamlGenerator(schema=schema).generate_example(values=values) diff --git a/ads/opctl/mloperator/lowcode/forecast/environment.yaml b/ads/opctl/operator/lowcode/forecast/environment.yaml similarity index 100% rename from ads/opctl/mloperator/lowcode/forecast/environment.yaml rename to ads/opctl/operator/lowcode/forecast/environment.yaml diff --git a/ads/opctl/mloperator/lowcode/forecast/model/__init__.py b/ads/opctl/operator/lowcode/forecast/model/__init__.py similarity index 100% rename from ads/opctl/mloperator/lowcode/forecast/model/__init__.py rename to ads/opctl/operator/lowcode/forecast/model/__init__.py diff --git a/ads/opctl/mloperator/lowcode/forecast/model/arima.py b/ads/opctl/operator/lowcode/forecast/model/arima.py similarity index 100% rename from ads/opctl/mloperator/lowcode/forecast/model/arima.py rename to ads/opctl/operator/lowcode/forecast/model/arima.py diff --git a/ads/opctl/mloperator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py similarity index 100% rename from ads/opctl/mloperator/lowcode/forecast/model/automlx.py rename to ads/opctl/operator/lowcode/forecast/model/automlx.py diff --git a/ads/opctl/mloperator/lowcode/forecast/model/base.py b/ads/opctl/operator/lowcode/forecast/model/base.py similarity index 100% rename from ads/opctl/mloperator/lowcode/forecast/model/base.py rename to ads/opctl/operator/lowcode/forecast/model/base.py diff --git a/ads/opctl/mloperator/lowcode/forecast/model/neuralprophet.py b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py similarity index 100% rename from ads/opctl/mloperator/lowcode/forecast/model/neuralprophet.py rename to ads/opctl/operator/lowcode/forecast/model/neuralprophet.py diff --git a/ads/opctl/mloperator/lowcode/forecast/model/prophet.py b/ads/opctl/operator/lowcode/forecast/model/prophet.py similarity index 100% rename from ads/opctl/mloperator/lowcode/forecast/model/prophet.py rename to ads/opctl/operator/lowcode/forecast/model/prophet.py diff --git a/ads/opctl/mloperator/lowcode/forecast/main.py b/ads/opctl/operator/lowcode/forecast/operator.py similarity index 82% rename from ads/opctl/mloperator/lowcode/forecast/main.py rename to ads/opctl/operator/lowcode/forecast/operator.py index be5255b53..976e35fb9 100644 --- a/ads/opctl/mloperator/lowcode/forecast/main.py +++ b/ads/opctl/operator/lowcode/forecast/operator.py @@ -9,8 +9,8 @@ from typing import Dict, List from ads.common.serializer import DataClassSerializable -from ads.opctl.mloperator.common.utils import _load_yaml_from_uri -from ads.opctl.mloperator.mloperator import MLOperator +from ads.opctl.operator.common.utils import _load_yaml_from_uri +from ads.opctl.operator.operator import Operator @dataclass(repr=True) @@ -75,7 +75,7 @@ class ForecastOperatorSpec(DataClassSerializable): @dataclass(repr=True) -class ForecastOperator(MLOperator): +class ForecastOperator(Operator): kind: str = "operator" type: str = "forecast" version: str = "v1" @@ -89,7 +89,16 @@ def _load_schema(cls) -> str: ) -def run(operator_spec: ForecastOperator) -> None: +def operate(operator_spec: ForecastOperator) -> None: + """Runs the operator.""" print("#" * 100) print(operator_spec.to_yaml()) - print("#" * 100) + + +def verify(spec: Dict) -> bool: + """Verifies operator specification.""" + operator = ForecastOperator.from_dict(spec) + print("*" * 100) + print("The operator config has been successfully verified.") + print(operator.to_yaml()) + print("*" * 100) diff --git a/ads/opctl/mloperator/lowcode/forecast/schema.yaml b/ads/opctl/operator/lowcode/forecast/schema.yaml similarity index 92% rename from ads/opctl/mloperator/lowcode/forecast/schema.yaml rename to ads/opctl/operator/lowcode/forecast/schema.yaml index 19a8a60a2..d6aac3efc 100644 --- a/ads/opctl/mloperator/lowcode/forecast/schema.yaml +++ b/ads/opctl/operator/lowcode/forecast/schema.yaml @@ -3,6 +3,7 @@ kind: - operator required: true type: string + default: operator meta: description: "Which service are you trying to use? Common kinds: `operator`, `job`" @@ -11,6 +12,7 @@ version: - "v1" required: true type: string + default: v1 meta: description: "Operators may change yaml file schemas from version to version, as well as implementation details. Double check the version to ensure compatibility." @@ -19,11 +21,12 @@ type: - forecast required: true type: string + default: forecast meta: description: "Type should always be `forecast` when using a forecast operator" spec: - required: false + required: true schema: historical_data: required: true @@ -52,8 +55,9 @@ spec: required: false type: dict url: - required: false + required: true type: string + default: data.csv meta: description: "The url can be local, or remote. For example: `oci://@/data.csv`" limit: @@ -96,7 +100,7 @@ spec: type: integer test_data: - required: false + required: true meta: description: "Optional, only if evaluation is needed." schema: @@ -115,8 +119,9 @@ spec: - hdf - sql url: - required: false + required: true type: string + default: test.csv meta: description: "The url can be local, or remote. For example: `oci://@/data.csv`" name: @@ -129,7 +134,7 @@ spec: type: dict output_directory: - required: false + required: true schema: connect_args: nullable: true @@ -146,10 +151,11 @@ spec: - hdf - sql url: - required: false + required: true type: string + default: result/ meta: - description: "The url can be local, or remote. For example: `oci://@/data.csv`" + description: "The url can be local, or remote. For example: `oci://@/`" name: required: false type: string @@ -159,7 +165,7 @@ spec: type: dict type: dict report_file_name: - required: false + required: true type: string default: report.html meta: @@ -184,6 +190,7 @@ spec: target_columns: type: list required: true + default: ["Sales"] schema: type: string @@ -193,7 +200,8 @@ spec: schema: name: type: string - required: false + required: true + default: last_day_of_week format: type: string required: false @@ -228,12 +236,13 @@ spec: model: type: string - required: false - default: prophet + required: true + default: automlx allowed: - prophet - arima - neuralprophet + - automlx model_kwargs: type: dict diff --git a/ads/opctl/mloperator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py similarity index 100% rename from ads/opctl/mloperator/lowcode/forecast/utils.py rename to ads/opctl/operator/lowcode/forecast/utils.py diff --git a/ads/opctl/mloperator/mloperator.py b/ads/opctl/operator/operator.py similarity index 97% rename from ads/opctl/mloperator/mloperator.py rename to ads/opctl/operator/operator.py index 0f6821e1f..ac80a9df7 100644 --- a/ads/opctl/mloperator/mloperator.py +++ b/ads/opctl/operator/operator.py @@ -15,7 +15,7 @@ @dataclass(repr=True) -class MLOperator(DataClassSerializable): +class Operator(DataClassSerializable): kind: str = "operator" type: str = None version: str = None diff --git a/ads/opctl/mloperator/common/const.py b/ads/opctl/operator/runtime/__init__.py similarity index 100% rename from ads/opctl/mloperator/common/const.py rename to ads/opctl/operator/runtime/__init__.py diff --git a/ads/opctl/operator/runtime/const.py b/ads/opctl/operator/runtime/const.py new file mode 100644 index 000000000..c9b7c39be --- /dev/null +++ b/ads/opctl/operator/runtime/const.py @@ -0,0 +1,10 @@ +#!/usr/bin/env python +# -*- coding: utf-8; -*- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +from .runtime import ContainerRuntime + +RUNTIME_TYPE_MAP = {ContainerRuntime.type: ContainerRuntime} diff --git a/ads/opctl/operator/runtime/container_runtime_schema.yaml b/ads/opctl/operator/runtime/container_runtime_schema.yaml new file mode 100644 index 000000000..9ed295cb1 --- /dev/null +++ b/ads/opctl/operator/runtime/container_runtime_schema.yaml @@ -0,0 +1,50 @@ +kind: + allowed: + - operator.local + required: true + type: string + meta: + description: "The operator local runtime. Kind should always be `local` when using an operator with local container runtime." +version: + allowed: + - "v1" + required: true + type: string + meta: + description: "Operator local runtime may change yaml file schemas from version to version, as well as implementation details. Double check the version to ensure compatibility." +type: + allowed: + - container + required: true + type: string + meta: + description: "Type should always be `container` when using an operator with local container runtime." +spec: + required: true + type: dict + schema: + image: + nullable: true + required: false + type: string + default: image:tag + meta: + description: "The image to run the operator. By default will be used the operator name with latest tag." + env: + nullable: true + required: false + type: list + schema: + type: dict + schema: + name: + type: string + value: + type: + - number + - string + volume: + required: false + type: + - string + - list diff --git a/ads/opctl/operator/runtime/runtime.py b/ads/opctl/operator/runtime/runtime.py new file mode 100644 index 000000000..06e50af0e --- /dev/null +++ b/ads/opctl/operator/runtime/runtime.py @@ -0,0 +1,86 @@ +#!/usr/bin/env python +# -*- coding: utf-8; -*- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +import json +import os +from dataclasses import dataclass, field +from typing import Any, ClassVar, Dict, List + +from cerberus import Validator + +from ads.common.serializer import DataClassSerializable +from ads.opctl.operator.common.utils import _load_yaml_from_uri + + +@dataclass(repr=True) +class Runtime(DataClassSerializable): + """Base class for the operator's runtimes.""" + + _schema: ClassVar[str] = None + kind: str = None + type: str = None + version: str = None + spec: Any = None + + @classmethod + def _validate_dict(cls, obj_dict: Dict) -> bool: + """Validates the operator specification. + + Parameters + ---------- + obj_dict: (dict) + Dictionary representation of the object + + Returns + ------- + bool + True if the validation passed, else False. + """ + schema = _load_yaml_from_uri( + os.path.join(os.path.dirname(os.path.abspath(__file__)), cls._schema) + ) + validator = Validator(schema, purge_unknown=True) + result = validator.validate(obj_dict) + + if not result: + raise ValueError( + "Invalid runtime specification. Check the YAML structure and ensure it " + "complies with the required schema for the runtime. \n" + f"{json.dumps(validator.errors, indent=2)}" + ) + return True + + +@dataclass(repr=True) +class ContainerRuntimeSpec(DataClassSerializable): + """Represents a container operator runtime specification.""" + + image: str = None + env: List[Dict] = field(default_factory=list) + volume: List[str] = field(default_factory=list) + + +@dataclass(repr=True) +class ContainerRuntime(Runtime): + """Represents a container operator runtime.""" + + _schema: ClassVar[str] = "container_runtime_schema.yaml" + kind: str = "operator.local" + type: str = "container" + version: str = "v1" + spec: ContainerRuntimeSpec = field(default_factory=ContainerRuntimeSpec) + + @classmethod + def init(cls, **kwargs: Dict) -> "ContainerRuntime": + """Initializes a starter specification for the runtime. + + Returns + ------- + ContainerRuntime + The runtime instance. + """ + return cls(spec=ContainerRuntimeSpec.from_dict(kwargs)) diff --git a/ads/opctl/operator/templates/schema_validator.jinja2 b/ads/opctl/operator/templates/schema_validator.jinja2 new file mode 100644 index 000000000..b555df2c3 --- /dev/null +++ b/ads/opctl/operator/templates/schema_validator.jinja2 @@ -0,0 +1,324 @@ + + +import json +import numpy as np +import logging +import onnxruntime as rt +import os +import sys +import pandas as pd +from functools import lru_cache +from scipy.sparse.csr import csr_matrix +from typing import Union, Dict + + +model_name = '{{model_file_name}}' +transformer_name = 'onnx_data_transformer.json' + + +""" + Inference script. This script is used for prediction by scoring server when schema is known. +""" + + +@lru_cache(maxsize=10) +def load_model(model_file_name=model_name): + """ + Loads model from the serialized format + + Returns + ------- + model: an onnxruntime session instance + """ + model_dir = os.path.dirname(os.path.realpath(__file__)) + if model_dir not in sys.path: + sys.path.insert(0, model_dir) + contents = os.listdir(model_dir) + if model_file_name in contents: + print(f'Start loading {model_file_name} from model directory {model_dir} ...') + loaded_model = rt.InferenceSession(os.path.join(model_dir, model_file_name)) + + print("Model is successfully loaded.") + return loaded_model + else: + raise Exception(f'{model_file_name} is not found in model directory {model_dir}') + + +def predict(data, model=load_model()): + """ + Returns prediction given the model and data to predict + + Parameters + ---------- + model: Model session instance returned by load_model API + data: Data format as expected by the onnxruntime API + + Returns + ------- + predictions: Output from scoring server + Format: {'prediction':output from model.predict method} + + """ + from pandas import read_json, DataFrame + from io import StringIO + X = read_json(StringIO(data)) if isinstance(data, str) else DataFrame.from_dict(data) + model_dir = os.path.dirname(os.path.realpath(__file__)) + contents = os.listdir(model_dir) + # Note: User may need to edit this + if transformer_name in contents: + onnx_data_transformer = ONNXTransformer.load(os.path.join(model_dir, transformer_name)) + X = onnx_data_transformer.transform(X) + else: + onnx_data_transformer = None + onnx_transformed_rows = [] + for name, row in X.iterrows(): + onnx_transformed_rows.append(list(row)) + input_data = {model.get_inputs()[0].name: onnx_transformed_rows} + pred = model.run(None, input_data) + return {'prediction':pred[0].tolist()} + + +class ONNXTransformer(object): + """ + This is a transformer to convert X [pandas.Dataframe, equivalent] data into Onnx + readable dtypes and formats. It is Serializable, so it can be reloaded at another time. + + + Examples + -------- + >>> from ads.model.transformer.onnx_transformer import ONNXTransformer + >>> onnx_data_transformer = ONNXTransformer() + >>> train_transformed = onnx_data_transformer.fit_transform(train.X, {"column_name1": "impute_value1", "column_name2": "impute_value2"}}) + >>> test_transformed = onnx_data_transformer.transform(test.X) + """ + + def __init__(self): + self.impute_values = {} + self.dtypes = None + self._fitted = False + + @staticmethod + def _handle_dtypes(X: Union[pd.DataFrame, pd.Series]): + """handle the dtypes for pandas dataframe and pandas Series. + + Parameters + ---------- + X : Union[pd.DataFrame, pd.Series] + The Dataframe for the training data + + Returns + ------- + Union[pd.DataFrame, pd.Series] + The transformed(numerical values are cast to float32) X data + """ + # Data type cast could be expensive doing it in a for loop + # Especially with wide datasets + # So cast the numerical columns first, without loop + # Then impute missing values + if isinstance(X, pd.Series): + series_name = X.name if X.name else 0 + _X = X.to_frame() + _X = ONNXTransformer._handle_dtypes_dataframe(_X)[series_name] + elif isinstance(X, pd.DataFrame): + _X = ONNXTransformer._handle_dtypes_dataframe(X) + else: + raise NotImplemented(f"{type(X)} is not supported.") + return _X + + @staticmethod + def _handle_dtypes_dataframe(X: pd.DataFrame): + """handle the dtypes for pandas dataframe. + + Parameters + ---------- + X : pandas.DataFrame + The Dataframe for the training data + + Returns + ------- + pandas.DataFrame + The transformed X data + """ + dict_astype = {} + for k, v in zip(X.columns, X.dtypes): + if "int" in str(v) or "float" in str(v): + dict_astype[k] = "float32" + _X = X.astype(dict_astype) + return _X + + def fit(self, X: Union[pd.DataFrame, pd.Series], impute_values: Dict = {}): + """ + Fits the OnnxTransformer on the dataset + Parameters + ---------- + X : Union[pandas.DataFrame, pandas.Series] + The Dataframe for the training data + + Returns + ------- + Self: ads.Model + The fitted estimator + """ + _X = ONNXTransformer._handle_dtypes(X) + self.dtypes = _X.dtypes + self.impute_values = impute_values + self._fitted = True + return self + + def transform(self, X: Union[pd.DataFrame, pd.Series]): + """ + Transforms the data for the OnnxTransformer. + + Parameters + ---------- + X: Union[pandas.DataFrame, pandas.Series] + The Dataframe for the training data + + Returns + ------- + Union[pandas.DataFrame, pandas.Series] + The transformed X data + """ + assert self._fitted, "Call fit_transform first!" + _X = X.astype(self.dtypes) + logging.warning("Numerical values in `X` are cast to float32.") + _X = ONNXTransformer._handle_missing_value(_X, impute_values=self.impute_values) + return _X + + @staticmethod + def _handle_missing_value(X: Union[pd.DataFrame, pd.Series], impute_values: Dict): + """Impute missing values in X according to impute_values. + + Parameters + ---------- + X: Union[pandas.DataFrame, pandas.Series] + The Dataframe for the training data + + Raises + ------ + Exception if X has only one dim, but imputed_values has multiple values. + NotImplemented if X has the data type that is not supported. + + Returns + ------- + Union[pandas.DataFrame, pd.Series] + The transformed X data + """ + if isinstance(X, pd.DataFrame): + X = ONNXTransformer._handle_missing_value_dataframe( + X, impute_values=impute_values + ) + elif isinstance(X, pd.Series): + X = X.replace(r"^\s*$", np.NaN, regex=True) + if len(impute_values.keys()) == 1: + for key, val in impute_values.items(): + X = X.fillna(val) + else: + raise Exception( + "Multiple imputed values are provided, but `X` has only one dim." + ) + else: + raise NotImplemented( + f"{type(X)} is not supported. Supported types includes pd.DataFrame, and pd.Series." + ) + return X + + @staticmethod + def _handle_missing_value_dataframe(X: pd.DataFrame, impute_values: Dict): + for idx, val in impute_values.items(): + if isinstance(idx, int): + X.iloc[:, idx] = ( + X.iloc[:, idx].replace(r"^\s*$", np.NaN, regex=True).fillna(val) + ) + else: + X.loc[:, idx] = ( + X.loc[:, idx].replace(r"^\s*$", np.NaN, regex=True).fillna(val) + ) + return X + + def fit_transform( + self, X: Union[pd.DataFrame, pd.Series], impute_values: Dict = {} + ): + """ + Fits, then transforms the data + Parameters + ---------- + X: Union[pandas.DataFrame, pandas.Series] + The Dataframe for the training data + + Returns + ------- + Union[pandas.DataFrame, pandas.Series] + The transformed X data + """ + return self.fit(X, impute_values).transform(X) + + def save(self, filename, **kwargs): + """ + Saves the Onnx model to disk + Parameters + ---------- + filename: Str + The filename location for where the model should be saved + + Returns + ------- + filename: Str + The filename where the model was saved + """ + export_dict = { + "impute_values": { + "value": self.impute_values, + "dtype": str(type(self.impute_values)), + }, + "dtypes": { + "value": { + "index": list(self.dtypes.index), + "values": [str(val) for val in self.dtypes.values], + } + if self.dtypes is not None + else {}, + "dtype": str(type(self.dtypes)), + }, + "_fitted": {"value": self._fitted, "dtype": str(type(self._fitted))}, + } + + with open(filename, "w") as f: + json.dump(export_dict, f, sort_keys=True, indent=4, separators=(",", ": ")) + return filename + + @staticmethod + def load(filename, **kwargs): + """ + Loads the Onnx model to disk + Parameters + ---------- + filename: Str + The filename location for where the model should be loaded + + Returns + ------- + onnx_transformer: ONNXTransformer + The loaded model + """ + # Make sure you have pandas, numpy, and sklearn imported + with open(filename, "r") as f: + export_dict = json.load(f) + + onnx_transformer = ONNXTransformer() + + for key in export_dict.keys(): + if key not in ["impute_values", "dtypes"]: + try: + setattr(onnx_transformer, key, export_dict[key]["value"]) + except Exception as e: + print( + f"Warning: Failed to reload {key} from {filename} to OnnxTransformer." + ) + raise e + onnx_transformer.dtypes = pd.Series( + data=[np.dtype(val) for val in export_dict["dtypes"]["value"]["values"]], + index=export_dict["dtypes"]["value"]["index"], + ) + onnx_transformer.impute_values = export_dict["impute_values"]["value"] + return onnx_transformer diff --git a/ads/opctl/utils.py b/ads/opctl/utils.py index 8740a17da..7f65883fa 100644 --- a/ads/opctl/utils.py +++ b/ads/opctl/utils.py @@ -1,7 +1,7 @@ #!/usr/bin/env python # -*- coding: utf-8; -*- -# Copyright (c) 2022 Oracle and/or its affiliates. +# Copyright (c) 2022, 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ @@ -122,7 +122,7 @@ def publish_image(image: str, registry: str = None) -> None: # pragma: no cover print(f"pushed {image}") return image else: - registry = registry.rstrip('/') + registry = registry.rstrip("/") run_command( ["docker", "tag", f"{image}", f"{registry}/{os.path.basename(image)}"] ) @@ -291,6 +291,8 @@ def wrapper(*args, **kwargs): @runtime_dependency(module="docker", install_from=OptionalDependency.OPCTL) def get_docker_client() -> "docker.client.DockerClient": + import docker + process = subprocess.Popen( ["docker", "info"], stdout=subprocess.DEVNULL, stderr=subprocess.STDOUT ) @@ -308,7 +310,7 @@ def run_container( command: str = None, entrypoint: str = None, verbose: bool = False, -): +) -> int: import docker if env_vars is None: @@ -377,3 +379,6 @@ def run_container( finally: # Remove the container container.remove() + + +# docker run --rm -e env_var1='env_val1' -e ENV_OPERATOR_ARGS='{"kind": "operator", "type": "forecast", "version": "v1", "spec": {"historical_data": {"url": "data/primary.csv"}, "output_directory": {"url": "result/"}, "test_data": {"url": "data/test.csv"}, "model": "prophet", "target_columns": ["Sales"], "target_category_column": "PPG_Code", "datetime_column": {"name": "last_day_of_week"}, "horizon": {"periods": 4, "interval": 1, "interval_unit": "W"}, "report_file_name": "report.html"}}' -v '/Users/dmcherka/TMP/forecast/test_data:/etc/operator/data' -v '/Users/dmcherka/TMP/forecast/result:/etc/operator/result' -v '/Users/dmcherka/.oci:/etc/operator/.oci' forecast:v1 "python3 -m forecast" diff --git a/tests/unitary/with_extras/opctl/test_files/dataflow_dataFlow.yaml b/tests/unitary/with_extras/opctl/test_files/dataflow_dataFlow.yaml index 87aa8a750..3f6069282 100644 --- a/tests/unitary/with_extras/opctl/test_files/dataflow_dataFlow.yaml +++ b/tests/unitary/with_extras/opctl/test_files/dataflow_dataFlow.yaml @@ -17,7 +17,7 @@ spec: scriptBucket: oci://bucket@namespace/prefix sparkVersion: 3.2.1 type: dataFlow - name: '{Job name. For MLflow, it will be replaced with the Project name}' + name: '{Job name. For MLflow and Operator will be auto generated}' runtime: kind: runtime spec: @@ -28,6 +28,5 @@ spec: tag_name: tag_value overwrite: true scriptBucket: '{The object storage bucket to save a script. Example: oci://@/}' - scriptPathURI: '{Path to the executable script. For MLflow, it will be replaced - with the CMD}' + scriptPathURI: '{Path to the executable script. For MLflow and Operator will be auto generated}' type: dataFlow diff --git a/tests/unitary/with_extras/opctl/test_files/dataflow_dataFlowNotebook.yaml b/tests/unitary/with_extras/opctl/test_files/dataflow_dataFlowNotebook.yaml index 579f20cd2..952271722 100644 --- a/tests/unitary/with_extras/opctl/test_files/dataflow_dataFlowNotebook.yaml +++ b/tests/unitary/with_extras/opctl/test_files/dataflow_dataFlowNotebook.yaml @@ -17,7 +17,7 @@ spec: scriptBucket: oci://bucket@namespace/prefix sparkVersion: 3.2.1 type: dataFlow - name: '{Job name. For MLflow, it will be replaced with the Project name}' + name: '{Job name. For MLflow and Operator will be auto generated}' runtime: kind: runtime spec: @@ -28,6 +28,5 @@ spec: tag_name: tag_value overwrite: true scriptBucket: '{The object storage bucket to save a script. Example: oci://@/}' - scriptPathURI: '{Path to the executable script. For MLflow, it will be replaced - with the CMD}' + scriptPathURI: '{Path to the executable script. For MLflow and Operator will be auto generated}' type: dataFlowNotebook diff --git a/tests/unitary/with_extras/opctl/test_files/job_container.yaml b/tests/unitary/with_extras/opctl/test_files/job_container.yaml index 05454f62b..c3e52e650 100644 --- a/tests/unitary/with_extras/opctl/test_files/job_container.yaml +++ b/tests/unitary/with_extras/opctl/test_files/job_container.yaml @@ -18,7 +18,7 @@ spec: shapeName: VM.Standard2.1 subnetId: ocid1.subnet.oc1.iad. type: dataScienceJob - name: '{Job name. For MLflow, it will be replaced with the Project name}' + name: '{Job name. For MLflow and Operator will be auto generated}' runtime: kind: runtime spec: diff --git a/tests/unitary/with_extras/opctl/test_files/job_gitPython.yaml b/tests/unitary/with_extras/opctl/test_files/job_gitPython.yaml index a663c301e..f4cfd0816 100644 --- a/tests/unitary/with_extras/opctl/test_files/job_gitPython.yaml +++ b/tests/unitary/with_extras/opctl/test_files/job_gitPython.yaml @@ -1,6 +1,6 @@ # This YAML specification was auto generated by the `ads opctl init` command. # The more details about the jobs YAML specification can be found in the ADS documentation: -# https://accelerated-data-science.readthedocs.io/en/latest/user_guide/jobs/index.html +# https://accelerated-data-science.readthedocs.io/en/latest/user_guide/jobs/index.html kind: job @@ -18,18 +18,18 @@ spec: shapeName: VM.Standard2.1 subnetId: ocid1.subnet.oc1.iad. type: dataScienceJob - name: '{Job name. For MLflow, it will be replaced with the Project name}' + name: '{Job name. For MLflow and Operator will be auto generated}' runtime: kind: runtime spec: conda: type: published uri: '{Path to the custom conda environment. Example: oci://your_bucket@namespace/object_name' - entrypoint: '{Entrypoint script. For MLflow, it will be replaced with the CMD}' + entrypoint: '{For MLflow and Operator will be auto generated}' env: - name: env_name value: env_value freeformTags: tag_name: tag_value - url: '{Git URI. For MLflow, it will be replaced with the Project URI}' + url: '{Git URI. For MLflow and Operator will be auto generated}' type: gitPython diff --git a/tests/unitary/with_extras/opctl/test_files/job_notebook.yaml b/tests/unitary/with_extras/opctl/test_files/job_notebook.yaml index 4487cd050..1d486fc73 100644 --- a/tests/unitary/with_extras/opctl/test_files/job_notebook.yaml +++ b/tests/unitary/with_extras/opctl/test_files/job_notebook.yaml @@ -1,6 +1,6 @@ # This YAML specification was auto generated by the `ads opctl init` command. # The more details about the jobs YAML specification can be found in the ADS documentation: -# https://accelerated-data-science.readthedocs.io/en/latest/user_guide/jobs/index.html +# https://accelerated-data-science.readthedocs.io/en/latest/user_guide/jobs/index.html kind: job @@ -18,7 +18,7 @@ spec: shapeName: VM.Standard2.1 subnetId: ocid1.subnet.oc1.iad. type: dataScienceJob - name: '{Job name. For MLflow, it will be replaced with the Project name}' + name: '{Job name. For MLflow and Operator will be auto generated}' runtime: kind: runtime spec: diff --git a/tests/unitary/with_extras/opctl/test_files/job_python.yaml b/tests/unitary/with_extras/opctl/test_files/job_python.yaml index 8bc9ad481..964653a59 100644 --- a/tests/unitary/with_extras/opctl/test_files/job_python.yaml +++ b/tests/unitary/with_extras/opctl/test_files/job_python.yaml @@ -1,6 +1,6 @@ # This YAML specification was auto generated by the `ads opctl init` command. # The more details about the jobs YAML specification can be found in the ADS documentation: -# https://accelerated-data-science.readthedocs.io/en/latest/user_guide/jobs/index.html +# https://accelerated-data-science.readthedocs.io/en/latest/user_guide/jobs/index.html kind: job @@ -18,14 +18,14 @@ spec: shapeName: VM.Standard2.1 subnetId: ocid1.subnet.oc1.iad. type: dataScienceJob - name: '{Job name. For MLflow, it will be replaced with the Project name}' + name: '{Job name. For MLflow and Operator will be auto generated}' runtime: kind: runtime spec: conda: type: published uri: '{Path to the custom conda environment. Example: oci://your_bucket@namespace/object_name' - entrypoint: '{Entrypoint script. For MLflow, it will be replaced with the CMD}' + entrypoint: '{For MLflow and Operator will be auto generated}' env: - name: env_name value: env_value @@ -33,5 +33,5 @@ spec: tag_name: tag_value scriptPathURI: '{Path to the script. For MLflow, it will be replaced with the path to the project}' - workingDir: '{For MLflow the project folder will be used.}' + workingDir: '{For MLflow and Operator will be auto generated}' type: python diff --git a/tests/unitary/with_extras/opctl/test_files/job_script.yaml b/tests/unitary/with_extras/opctl/test_files/job_script.yaml index a8d60a61c..730337ee7 100644 --- a/tests/unitary/with_extras/opctl/test_files/job_script.yaml +++ b/tests/unitary/with_extras/opctl/test_files/job_script.yaml @@ -1,6 +1,6 @@ # This YAML specification was auto generated by the `ads opctl init` command. # The more details about the jobs YAML specification can be found in the ADS documentation: -# https://accelerated-data-science.readthedocs.io/en/latest/user_guide/jobs/index.html +# https://accelerated-data-science.readthedocs.io/en/latest/user_guide/jobs/index.html kind: job @@ -18,14 +18,14 @@ spec: shapeName: VM.Standard2.1 subnetId: ocid1.subnet.oc1.iad. type: dataScienceJob - name: '{Job name. For MLflow, it will be replaced with the Project name}' + name: '{Job name. For MLflow and Operator will be auto generated}' runtime: kind: runtime spec: conda: type: published uri: '{Path to the custom conda environment. Example: oci://your_bucket@namespace/object_name' - entrypoint: '{Entrypoint script. For MLflow, it will be replaced with the CMD}' + entrypoint: '{For MLflow and Operator will be auto generated}' env: - name: env_name value: env_value diff --git a/tests/unitary/with_extras/opctl/test_files/pipeline_gitPython.yaml b/tests/unitary/with_extras/opctl/test_files/pipeline_gitPython.yaml index 2b5992800..ea763c6e5 100644 --- a/tests/unitary/with_extras/opctl/test_files/pipeline_gitPython.yaml +++ b/tests/unitary/with_extras/opctl/test_files/pipeline_gitPython.yaml @@ -40,6 +40,6 @@ spec: value: env_value freeformTags: tag_name: tag_value - url: '{Git URI. For MLflow, it will be replaced with the Project URI}' + url: '{Git URI. For MLflow and Operator will be auto generated}' type: gitPython type: pipeline diff --git a/tests/unitary/with_extras/opctl/test_files/pipeline_python.yaml b/tests/unitary/with_extras/opctl/test_files/pipeline_python.yaml index 771fc9afd..ec3a64f07 100644 --- a/tests/unitary/with_extras/opctl/test_files/pipeline_python.yaml +++ b/tests/unitary/with_extras/opctl/test_files/pipeline_python.yaml @@ -44,6 +44,6 @@ spec: tag_name: tag_value scriptPathURI: '{Path to the script. For MLflow, it will be replaced with the path to the project}' - workingDir: '{For MLflow the project folder will be used.}' + workingDir: '{For MLflow and Operator will be auto generated}' type: python type: pipeline From 39c2046383a3657bf23dbc73dfd9820b22663407 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Mon, 17 Jul 2023 22:40:16 -0700 Subject: [PATCH 005/247] Remove redundant template. --- .../templates/schema_validator.jinja2 | 324 ------------------ 1 file changed, 324 deletions(-) delete mode 100644 ads/opctl/operator/templates/schema_validator.jinja2 diff --git a/ads/opctl/operator/templates/schema_validator.jinja2 b/ads/opctl/operator/templates/schema_validator.jinja2 deleted file mode 100644 index b555df2c3..000000000 --- a/ads/opctl/operator/templates/schema_validator.jinja2 +++ /dev/null @@ -1,324 +0,0 @@ - - -import json -import numpy as np -import logging -import onnxruntime as rt -import os -import sys -import pandas as pd -from functools import lru_cache -from scipy.sparse.csr import csr_matrix -from typing import Union, Dict - - -model_name = '{{model_file_name}}' -transformer_name = 'onnx_data_transformer.json' - - -""" - Inference script. This script is used for prediction by scoring server when schema is known. -""" - - -@lru_cache(maxsize=10) -def load_model(model_file_name=model_name): - """ - Loads model from the serialized format - - Returns - ------- - model: an onnxruntime session instance - """ - model_dir = os.path.dirname(os.path.realpath(__file__)) - if model_dir not in sys.path: - sys.path.insert(0, model_dir) - contents = os.listdir(model_dir) - if model_file_name in contents: - print(f'Start loading {model_file_name} from model directory {model_dir} ...') - loaded_model = rt.InferenceSession(os.path.join(model_dir, model_file_name)) - - print("Model is successfully loaded.") - return loaded_model - else: - raise Exception(f'{model_file_name} is not found in model directory {model_dir}') - - -def predict(data, model=load_model()): - """ - Returns prediction given the model and data to predict - - Parameters - ---------- - model: Model session instance returned by load_model API - data: Data format as expected by the onnxruntime API - - Returns - ------- - predictions: Output from scoring server - Format: {'prediction':output from model.predict method} - - """ - from pandas import read_json, DataFrame - from io import StringIO - X = read_json(StringIO(data)) if isinstance(data, str) else DataFrame.from_dict(data) - model_dir = os.path.dirname(os.path.realpath(__file__)) - contents = os.listdir(model_dir) - # Note: User may need to edit this - if transformer_name in contents: - onnx_data_transformer = ONNXTransformer.load(os.path.join(model_dir, transformer_name)) - X = onnx_data_transformer.transform(X) - else: - onnx_data_transformer = None - onnx_transformed_rows = [] - for name, row in X.iterrows(): - onnx_transformed_rows.append(list(row)) - input_data = {model.get_inputs()[0].name: onnx_transformed_rows} - pred = model.run(None, input_data) - return {'prediction':pred[0].tolist()} - - -class ONNXTransformer(object): - """ - This is a transformer to convert X [pandas.Dataframe, equivalent] data into Onnx - readable dtypes and formats. It is Serializable, so it can be reloaded at another time. - - - Examples - -------- - >>> from ads.model.transformer.onnx_transformer import ONNXTransformer - >>> onnx_data_transformer = ONNXTransformer() - >>> train_transformed = onnx_data_transformer.fit_transform(train.X, {"column_name1": "impute_value1", "column_name2": "impute_value2"}}) - >>> test_transformed = onnx_data_transformer.transform(test.X) - """ - - def __init__(self): - self.impute_values = {} - self.dtypes = None - self._fitted = False - - @staticmethod - def _handle_dtypes(X: Union[pd.DataFrame, pd.Series]): - """handle the dtypes for pandas dataframe and pandas Series. - - Parameters - ---------- - X : Union[pd.DataFrame, pd.Series] - The Dataframe for the training data - - Returns - ------- - Union[pd.DataFrame, pd.Series] - The transformed(numerical values are cast to float32) X data - """ - # Data type cast could be expensive doing it in a for loop - # Especially with wide datasets - # So cast the numerical columns first, without loop - # Then impute missing values - if isinstance(X, pd.Series): - series_name = X.name if X.name else 0 - _X = X.to_frame() - _X = ONNXTransformer._handle_dtypes_dataframe(_X)[series_name] - elif isinstance(X, pd.DataFrame): - _X = ONNXTransformer._handle_dtypes_dataframe(X) - else: - raise NotImplemented(f"{type(X)} is not supported.") - return _X - - @staticmethod - def _handle_dtypes_dataframe(X: pd.DataFrame): - """handle the dtypes for pandas dataframe. - - Parameters - ---------- - X : pandas.DataFrame - The Dataframe for the training data - - Returns - ------- - pandas.DataFrame - The transformed X data - """ - dict_astype = {} - for k, v in zip(X.columns, X.dtypes): - if "int" in str(v) or "float" in str(v): - dict_astype[k] = "float32" - _X = X.astype(dict_astype) - return _X - - def fit(self, X: Union[pd.DataFrame, pd.Series], impute_values: Dict = {}): - """ - Fits the OnnxTransformer on the dataset - Parameters - ---------- - X : Union[pandas.DataFrame, pandas.Series] - The Dataframe for the training data - - Returns - ------- - Self: ads.Model - The fitted estimator - """ - _X = ONNXTransformer._handle_dtypes(X) - self.dtypes = _X.dtypes - self.impute_values = impute_values - self._fitted = True - return self - - def transform(self, X: Union[pd.DataFrame, pd.Series]): - """ - Transforms the data for the OnnxTransformer. - - Parameters - ---------- - X: Union[pandas.DataFrame, pandas.Series] - The Dataframe for the training data - - Returns - ------- - Union[pandas.DataFrame, pandas.Series] - The transformed X data - """ - assert self._fitted, "Call fit_transform first!" - _X = X.astype(self.dtypes) - logging.warning("Numerical values in `X` are cast to float32.") - _X = ONNXTransformer._handle_missing_value(_X, impute_values=self.impute_values) - return _X - - @staticmethod - def _handle_missing_value(X: Union[pd.DataFrame, pd.Series], impute_values: Dict): - """Impute missing values in X according to impute_values. - - Parameters - ---------- - X: Union[pandas.DataFrame, pandas.Series] - The Dataframe for the training data - - Raises - ------ - Exception if X has only one dim, but imputed_values has multiple values. - NotImplemented if X has the data type that is not supported. - - Returns - ------- - Union[pandas.DataFrame, pd.Series] - The transformed X data - """ - if isinstance(X, pd.DataFrame): - X = ONNXTransformer._handle_missing_value_dataframe( - X, impute_values=impute_values - ) - elif isinstance(X, pd.Series): - X = X.replace(r"^\s*$", np.NaN, regex=True) - if len(impute_values.keys()) == 1: - for key, val in impute_values.items(): - X = X.fillna(val) - else: - raise Exception( - "Multiple imputed values are provided, but `X` has only one dim." - ) - else: - raise NotImplemented( - f"{type(X)} is not supported. Supported types includes pd.DataFrame, and pd.Series." - ) - return X - - @staticmethod - def _handle_missing_value_dataframe(X: pd.DataFrame, impute_values: Dict): - for idx, val in impute_values.items(): - if isinstance(idx, int): - X.iloc[:, idx] = ( - X.iloc[:, idx].replace(r"^\s*$", np.NaN, regex=True).fillna(val) - ) - else: - X.loc[:, idx] = ( - X.loc[:, idx].replace(r"^\s*$", np.NaN, regex=True).fillna(val) - ) - return X - - def fit_transform( - self, X: Union[pd.DataFrame, pd.Series], impute_values: Dict = {} - ): - """ - Fits, then transforms the data - Parameters - ---------- - X: Union[pandas.DataFrame, pandas.Series] - The Dataframe for the training data - - Returns - ------- - Union[pandas.DataFrame, pandas.Series] - The transformed X data - """ - return self.fit(X, impute_values).transform(X) - - def save(self, filename, **kwargs): - """ - Saves the Onnx model to disk - Parameters - ---------- - filename: Str - The filename location for where the model should be saved - - Returns - ------- - filename: Str - The filename where the model was saved - """ - export_dict = { - "impute_values": { - "value": self.impute_values, - "dtype": str(type(self.impute_values)), - }, - "dtypes": { - "value": { - "index": list(self.dtypes.index), - "values": [str(val) for val in self.dtypes.values], - } - if self.dtypes is not None - else {}, - "dtype": str(type(self.dtypes)), - }, - "_fitted": {"value": self._fitted, "dtype": str(type(self._fitted))}, - } - - with open(filename, "w") as f: - json.dump(export_dict, f, sort_keys=True, indent=4, separators=(",", ": ")) - return filename - - @staticmethod - def load(filename, **kwargs): - """ - Loads the Onnx model to disk - Parameters - ---------- - filename: Str - The filename location for where the model should be loaded - - Returns - ------- - onnx_transformer: ONNXTransformer - The loaded model - """ - # Make sure you have pandas, numpy, and sklearn imported - with open(filename, "r") as f: - export_dict = json.load(f) - - onnx_transformer = ONNXTransformer() - - for key in export_dict.keys(): - if key not in ["impute_values", "dtypes"]: - try: - setattr(onnx_transformer, key, export_dict[key]["value"]) - except Exception as e: - print( - f"Warning: Failed to reload {key} from {filename} to OnnxTransformer." - ) - raise e - onnx_transformer.dtypes = pd.Series( - data=[np.dtype(val) for val in export_dict["dtypes"]["value"]["values"]], - index=export_dict["dtypes"]["value"]["index"], - ) - onnx_transformer.impute_values = export_dict["impute_values"]["value"] - return onnx_transformer From 561f50965e0f68d6bfbe0ae305314ee5ac73d4c5 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Tue, 18 Jul 2023 17:55:30 -0700 Subject: [PATCH 006/247] Fixes operator jobs runtime --- MANIFEST.in | 1 + ads/opctl/docker/operator/Dockerfile | 10 +++++----- .../oracle_ads-2.8.7b0-py3-none-any.whl | Bin 1761442 -> 0 bytes .../docker/operator/artifacts/readme.txt | 1 - ads/opctl/operator/cmd.py | 3 --- .../lowcode/forecast/environment.yaml | 1 + 6 files changed, 7 insertions(+), 9 deletions(-) delete mode 100644 ads/opctl/docker/operator/artifacts/oracle_ads-2.8.7b0-py3-none-any.whl delete mode 100644 ads/opctl/docker/operator/artifacts/readme.txt diff --git a/MANIFEST.in b/MANIFEST.in index dc6aceb65..9200eabe3 100644 --- a/MANIFEST.in +++ b/MANIFEST.in @@ -26,3 +26,4 @@ include ads/ads include ads/model/common/*.* include ads/operator/**/*.md include ads/operator/**/*.yaml +include ads/operator/**/*.whl diff --git a/ads/opctl/docker/operator/Dockerfile b/ads/opctl/docker/operator/Dockerfile index 01be15ba2..a70c0dd61 100644 --- a/ads/opctl/docker/operator/Dockerfile +++ b/ads/opctl/docker/operator/Dockerfile @@ -22,15 +22,15 @@ ENV PATH="/miniconda/envs/${CONDA_ENV_NAME}}/bin:$PATH" RUN conda init bash && source ~/.bashrc && conda activate ${CONDA_ENV_NAME} RUN mkdir ${OPERATOR_DIR} -COPY ./artifacts/* ${OPERATOR_DIR}/ +# COPY ./artifacts/* ${OPERATOR_DIR}/ ENV OPERATOR_DIR=${OPERATOR_DIR} ENV CONDA_ENV_NAME=${CONDA_ENV_NAME} -RUN if [ -f ${OPERATOR_DIR}/oracle_ads*.whl ]; then \ - local_whl=$(find ${OPERATOR_DIR} -name "*.whl" -exec basename {} \; | head -n 1 ); \ - source ~/.bashrc && conda activate ${CONDA_ENV_NAME} && pip install ${OPERATOR_DIR}/$local_whl; \ - fi +# RUN if [ -f ${OPERATOR_DIR}/oracle_ads*.whl ]; then \ +# local_whl=$(find ${OPERATOR_DIR} -name "*.whl" -exec basename {} \; | head -n 1 ); \ +# source ~/.bashrc && conda activate ${CONDA_ENV_NAME} && pip install ${OPERATOR_DIR}/$local_whl; \ +# fi WORKDIR ${OPERATOR_DIR} diff --git a/ads/opctl/docker/operator/artifacts/oracle_ads-2.8.7b0-py3-none-any.whl b/ads/opctl/docker/operator/artifacts/oracle_ads-2.8.7b0-py3-none-any.whl deleted file mode 100644 index bf4f578acfb43dc9aaa32beb901283bc8cae3754..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1761442 zcmZU)Q*fqX*EIUXwr$(CZQHhOJDJ#aGO;tUZQC{`+Vj@Gzx{rH?Spl4AFQfXwW?S5 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zRj>3ijcUmFHeE`AvZ9Z;-0s?Ih>~j1YL+o4rlC_ls-6K0aK5(4R3qCElWL|D>2aE5 zLOyK2D$5i0rYCkIJT7tTlrbj7PE#6TDum)x1BH5Zse)&~8(4N4!|(EED%$&uAuh1! z7YHV{TE(t^Z-%`_aw#E5(cqk$Z1%GiNzGtlc)H?brG1cH5c<=E_2==AZZc>sHjdjI z?r#;ltOu=IW|P{SF!cTmZfcD~_(PL09>#5?8dXNc3C1;Uqg zYO=o`fqg*q_T;tBH5s}c2Jn}XqHP)!;1;$rh3!oG*I2X{x>3P;T)N4w$iTj|t7oB5 zNIwvUkB>k=h-+Y_2MUKtmJMrdfji-8BMPj(3MsY5V#FgCm%CT-uxA#HN^8=>x1Dd> zkenFW5JIT)JZdeL_82q)l)dg7?kC#3XN?yYSQsN=e4O*)*}K1U+x{kp9qX+OPjX;?xA$kmqj4*JUfSc#((Xn0})*)PXfp4XL+X^&T;-blYg9Cf_4eHZ_p5>#w SS-~j Date: Wed, 19 Jul 2023 16:16:38 -0700 Subject: [PATCH 007/247] Adds whl to git ignore --- .gitignore | 3 +++ ads/opctl/operator/lowcode/forecast/__init__.py | 2 +- 2 files changed, 4 insertions(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index 1d857879d..ac478a955 100644 --- a/.gitignore +++ b/.gitignore @@ -160,3 +160,6 @@ logs/ # vim *.swp + +# Python Wheel +*.whl diff --git a/ads/opctl/operator/lowcode/forecast/__init__.py b/ads/opctl/operator/lowcode/forecast/__init__.py index af9a63711..8306f63b1 100644 --- a/ads/opctl/operator/lowcode/forecast/__init__.py +++ b/ads/opctl/operator/lowcode/forecast/__init__.py @@ -8,7 +8,7 @@ __name__ = "forecast" -# __conda__ = "forecast_p38_cpu_v1" +# __conda__ = "forecast_p38_cpu_v1" # use this when service conda env will be available __conda__ = "cpu/Forecasting Operator/1.0/forecast_p38_cpu_v1" From 3d9272dd4f4ac7dfd11c2f2efbec2c6c977036ba Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Sun, 23 Jul 2023 14:14:26 -0700 Subject: [PATCH 008/247] Refactoring forecast opertator models. --- ads/common/auth.py | 2 +- .../operator/lowcode/forecast/__main__.py | 72 ++-- ads/opctl/operator/lowcode/forecast/const.py | 23 ++ .../lowcode/forecast/environment.yaml | 3 + .../operator/lowcode/forecast/model/arima.py | 165 +++++++++ .../lowcode/forecast/model/automlx.py | 164 +++++++++ .../lowcode/forecast/model/base_model.py | 341 ++++++++++++++++++ .../lowcode/forecast/model/factory.py | 61 ++++ .../lowcode/forecast/model/neuralprophet.py | 291 +++++++++++++++ .../lowcode/forecast/model/prophet.py | 281 +++++++++++++++ .../operator/lowcode/forecast/operator.py | 48 ++- .../operator/lowcode/forecast/schema.yaml | 22 +- ads/opctl/operator/lowcode/forecast/utils.py | 288 +++++++++++++++ setup.py | 27 +- .../integration/opctl/__init__.py | 1 - tests/integration/opctl/operator/__init__.py | 4 + .../opctl/operator/forecast/__init__.py | 4 + .../unitary/with_extras/operator/__init__.py | 4 + .../with_extras/operator/forecast/__init__.py | 4 + .../with_extras/operator/forecast/test_cmd.py | 10 + .../operator/forecast/test_common_utils.py | 11 + .../operator/forecast/test_model_arima.py | 11 + .../operator/forecast/test_model_automlx.py | 11 + .../forecast/test_model_base_model.py | 11 + .../operator/forecast/test_model_factory.py | 11 + .../forecast/test_model_neural_prophet.py | 11 + .../operator/forecast/test_model_prophet.py | 11 + .../operator/forecast/test_operator.py | 17 + .../unitary/with_extras/operator/test_cmd.py | 13 + .../with_extras/operator/test_common_utils.py | 11 + .../with_extras/operator/test_operator.py | 11 + .../with_extras/operator/test_runtime.py | 11 + 32 files changed, 1886 insertions(+), 69 deletions(-) create mode 100644 ads/opctl/operator/lowcode/forecast/const.py create mode 100644 ads/opctl/operator/lowcode/forecast/model/base_model.py create mode 100644 ads/opctl/operator/lowcode/forecast/model/factory.py rename ads/opctl/operator/lowcode/forecast/model/base.py => tests/integration/opctl/__init__.py (87%) create mode 100644 tests/integration/opctl/operator/__init__.py create mode 100644 tests/integration/opctl/operator/forecast/__init__.py create mode 100644 tests/unitary/with_extras/operator/__init__.py create mode 100644 tests/unitary/with_extras/operator/forecast/__init__.py create mode 100644 tests/unitary/with_extras/operator/forecast/test_cmd.py create mode 100644 tests/unitary/with_extras/operator/forecast/test_common_utils.py create mode 100644 tests/unitary/with_extras/operator/forecast/test_model_arima.py create mode 100644 tests/unitary/with_extras/operator/forecast/test_model_automlx.py create mode 100644 tests/unitary/with_extras/operator/forecast/test_model_base_model.py create mode 100644 tests/unitary/with_extras/operator/forecast/test_model_factory.py create mode 100644 tests/unitary/with_extras/operator/forecast/test_model_neural_prophet.py create mode 100644 tests/unitary/with_extras/operator/forecast/test_model_prophet.py create mode 100644 tests/unitary/with_extras/operator/forecast/test_operator.py create mode 100644 tests/unitary/with_extras/operator/test_cmd.py create mode 100644 tests/unitary/with_extras/operator/test_common_utils.py create mode 100644 tests/unitary/with_extras/operator/test_operator.py create mode 100644 tests/unitary/with_extras/operator/test_runtime.py diff --git a/ads/common/auth.py b/ads/common/auth.py index 4445e48f3..94c1c5272 100644 --- a/ads/common/auth.py +++ b/ads/common/auth.py @@ -857,7 +857,7 @@ def __enter__(self): """ self.previous_state = copy.deepcopy(AuthState()) set_auth(**self.kwargs) - return default_signer(client_kwargs=self.kwargs.get("client_kwargs")) + return default_signer() def __exit__(self, exc_type, exc_val, exc_tb): """ diff --git a/ads/opctl/operator/lowcode/forecast/__main__.py b/ads/opctl/operator/lowcode/forecast/__main__.py index 621d39b8d..721d19ba6 100644 --- a/ads/opctl/operator/lowcode/forecast/__main__.py +++ b/ads/opctl/operator/lowcode/forecast/__main__.py @@ -13,47 +13,51 @@ from ads.opctl import logger from ads.opctl.operator.common.const import ENV_OPERATOR_ARGS from ads.opctl.operator.common.utils import _parse_input_args +from ads.common.auth import AuthContext from .__init__ import __name__ as MODULE -from .__init__ import __short_description__ as DESCRIPTION -from .operator import ForecastOperator, operate, verify +from .operator import ForecastOperatorConfig, operate, verify def main(raw_args): - args, _ = _parse_input_args(raw_args) - if not args.file and not args.spec and not os.environ.get(ENV_OPERATOR_ARGS): + """The entry point method for the operator.""" + with AuthContext(): + args, _ = _parse_input_args(raw_args) + if not args.file and not args.spec and not os.environ.get(ENV_OPERATOR_ARGS): + logger.info( + "Please specify -f[--file] or -s[--spec] or " + f"pass operator's arguments via {ENV_OPERATOR_ARGS} environment variable." + ) + return + + logger.info("-" * 100) logger.info( - "Please specify -f[--file] or -s[--spec] or " - f"pass operator's arguments via {ENV_OPERATOR_ARGS} environment variable." + f"{'Running' if not args.verify else 'Verifying'} operator: {MODULE}" + ) + + # if spec provided as input string, then convert the string into YAML + yaml_string = "" + if args.spec or os.environ.get(ENV_OPERATOR_ARGS): + operator_spec_str = args.spec or os.environ.get(ENV_OPERATOR_ARGS) + try: + yaml_string = yaml.safe_dump(json.loads(operator_spec_str)) + except json.JSONDecodeError: + yaml_string = yaml.safe_dump(yaml.safe_load(operator_spec_str)) + except: + yaml_string = operator_spec_str + + operator_config = ForecastOperatorConfig.from_yaml( + uri=args.file, + yaml_string=yaml_string, ) - return - - logger.info("-" * 100) - logger.info(f"{'Running' if not args.verify else 'Verifying'} operator: {MODULE}") - - # if spec provided as input string, then convert the string into YAML - yaml_string = "" - if args.spec or os.environ.get(ENV_OPERATOR_ARGS): - operator_spec_str = args.spec or os.environ.get(ENV_OPERATOR_ARGS) - try: - yaml_string = yaml.safe_dump(json.loads(operator_spec_str)) - except json.JSONDecodeError: - yaml_string = yaml.safe_dump(yaml.safe_load(operator_spec_str)) - except: - yaml_string = operator_spec_str - - operator = ForecastOperator.from_yaml( - uri=args.file, - yaml_string=yaml_string, - ) - - logger.info(operator.to_yaml()) - - # run operator - if args.verify: - verify(operator) - else: - operate(operator) + + logger.info(operator_config.to_yaml()) + + # run operator + if args.verify: + verify(operator_config) + else: + operate(operator_config) if __name__ == "__main__": diff --git a/ads/opctl/operator/lowcode/forecast/const.py b/ads/opctl/operator/lowcode/forecast/const.py new file mode 100644 index 000000000..c637e6c6a --- /dev/null +++ b/ads/opctl/operator/lowcode/forecast/const.py @@ -0,0 +1,23 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +from ads.common.extended_enum import ExtendedEnumMeta + + +class SupportedModels(str, metaclass=ExtendedEnumMeta): + """The list of the supported forecasting models.""" + + Prophet = "prophet" + Arima = "arima" + NeuralProphet = "neuralprophet" + AutoMLX = "automlx" + + +class SupportedMetrics(str, metaclass=ExtendedEnumMeta): + MAPE = "mape" + RMSE = "rmse" + MSE = "mse" + SMAPE = "smape" diff --git a/ads/opctl/operator/lowcode/forecast/environment.yaml b/ads/opctl/operator/lowcode/forecast/environment.yaml index b076889af..def2d8c71 100644 --- a/ads/opctl/operator/lowcode/forecast/environment.yaml +++ b/ads/opctl/operator/lowcode/forecast/environment.yaml @@ -12,4 +12,7 @@ dependencies: - datapane - cerberus - json2table + - sktime + - optuna==2.9.0 - ./oracle_ads-2.8.7b0-py3-none-any.whl + - ./automlx-23.2.1-py38-none-any.whl diff --git a/ads/opctl/operator/lowcode/forecast/model/arima.py b/ads/opctl/operator/lowcode/forecast/model/arima.py index b8d0460f5..315ea628d 100644 --- a/ads/opctl/operator/lowcode/forecast/model/arima.py +++ b/ads/opctl/operator/lowcode/forecast/model/arima.py @@ -3,3 +3,168 @@ # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import datapane as dp +import pandas as pd +import pmdarima as pm + +from ads.opctl import logger + +from .. import utils +from .base_model import ForecastOperatorBaseModel + + +class ArimaOperatorModel(ForecastOperatorBaseModel): + """Class representing ARIMA operator model.""" + + def _build_model(self) -> pd.DataFrame: + full_data_dict = self.full_data_dict + + # Extract the Confidence Interval Width and convert to arima's equivalent - alpha + if self.spec.confidence_interval_width is None: + self.spec.confidence_interval_width = 1 - self.spec.model_kwargs.get( + "alpha", 0.05 + ) + model_kwargs = self.spec.model_kwargs + model_kwargs["alpha"] = 1 - self.spec.confidence_interval_width + + models = [] + outputs = dict() + outputs_legacy = [] + + for i, (target, df) in enumerate(full_data_dict.items()): + # format the dataframe for this target. Dropping NA on target[df] will remove all future data + le, df_encoded = utils._label_encode_dataframe( + df, no_encode={self.spec.datetime_column.name, target} + ) + + df_encoded[self.spec.datetime_column.name] = pd.to_datetime( + df_encoded[self.spec.datetime_column.name], + format=self.spec.datetime_column.format, + ) + df_clean = df_encoded.set_index(self.spec.datetime_column.name) + data_i = df_clean[df_clean[target].notna()] + + # Assume that all columns passed in should be used as additional data + additional_regressors = set(data_i.columns) - { + target, + self.spec.datetime_column.name, + } + logger.info(f"Additional Regressors Detected {list(additional_regressors)}") + + # Split data into X and y for arima tune method + y = data_i[target] + X_in = None + if len(additional_regressors): + X_in = data_i.drop(target, axis=1) + + # Build and fit model + model = pm.auto_arima(y=y, X=X_in, **self.spec.model_kwargs) + + # Build future dataframe + start_date = y.index.values[-1] + n_periods = self.spec.horizon.periods + interval_unit = self.spec.horizon.interval_unit + interval = int(self.spec.horizon.interval or 1) + if len(additional_regressors): + X = df_clean[df_clean[target].isnull()].drop(target, axis=1) + else: + X = pd.date_range( + start=start_date, periods=n_periods, freq=interval_unit + ) + # AttributeError: 'DatetimeIndex' object has no attribute 'iloc' + # X = X.iloc[::interval, :] + + # Predict and format forecast + yhat, conf_int = model.predict( + n_periods=n_periods, + X=X, + return_conf_int=True, + alpha=model_kwargs["alpha"], + ) + yhat_clean = pd.DataFrame(yhat, index=yhat.index, columns=["yhat"]) + conf_int_clean = pd.DataFrame( + conf_int, index=yhat.index, columns=["yhat_lower", "yhat_upper"] + ) + forecast = pd.concat([yhat_clean, conf_int_clean], axis=1) + logger.info(f"-----------------Model {i}----------------------") + logger.info(forecast[["yhat", "yhat_lower", "yhat_upper"]].tail()) + + # Collect all outputs + models.append(model) + outputs_legacy.append(forecast) + outputs[target] = forecast + + self.models = models + self.outputs = outputs_legacy + + logger.info("===========Done===========") + outputs_merged = pd.DataFrame() + + # Merge the outputs from each model into 1 df with all outputs by target and category + col = self.original_target_column + output_col = pd.DataFrame() + yhat_upper_percentage = int(100 - model_kwargs["alpha"] * 100 / 2) + yhat_lower_name = "p" + str(int(100 - yhat_upper_percentage)) + yhat_upper_name = "p" + str(yhat_upper_percentage) + for cat in self.categories: + output_i = pd.DataFrame() + + output_i["Date"] = outputs[f"{col}_{cat}"].index + output_i["Series"] = cat + output_i[f"forecast_value"] = outputs[f"{col}_{cat}"]["yhat"].values + output_i[yhat_upper_name] = outputs[f"{col}_{cat}"]["yhat_upper"].values + output_i[yhat_lower_name] = outputs[f"{col}_{cat}"]["yhat_lower"].values + output_col = pd.concat([output_col, output_i]) + # output_col = output_col.sort_values(operator.ds_column).reset_index(drop=True) + output_col = output_col.reset_index(drop=True) + outputs_merged = pd.concat([outputs_merged, output_col], axis=1) + + # Re-merge historical datas for processing + data_merged = pd.concat( + [ + v[v[k].notna()].set_index(self.spec.datetime_column.name) + for k, v in full_data_dict.items() + ], + axis=1, + ).reset_index() + + self.data = data_merged + return outputs_merged + + def _generate_report(self): + """The method that needs to be implemented on the particular model level.""" + sec5_text = dp.Text(f"## ARIMA Model Parameters") + sec5 = dp.Select( + blocks=[ + dp.HTML(m.summary().as_html(), label=self.target_columns[i]) + for i, m in enumerate(self.models) + ] + ) + all_sections = [sec5_text, sec5] + + model_description = dp.Text( + "An autoregressive integrated moving average, or ARIMA, is a statistical " + "analysis model that uses time series data to either better understand the " + "data set or to predict future trends. A statistical model is autoregressive if " + "it predicts future values based on past values." + ) + other_sections = all_sections + forecast_col_name = "yhat" + train_metrics = False + ds_column_series = self.data[self.spec.datetime_column.name] + ds_forecast_col = self.outputs[0].index + ci_col_names = ["yhat_lower", "yhat_upper"] + + return ( + model_description, + other_sections, + forecast_col_name, + train_metrics, + ds_column_series, + ds_forecast_col, + ci_col_names, + ) + + def _preprocess(self, data, ds_column, datetime_format): + super()._preprocess(data, ds_column, datetime_format) diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index b8d0460f5..4ea44a172 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -3,3 +3,167 @@ # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +import datapane as dp +import pandas as pd + +from ads.common.decorator.runtime_dependency import runtime_dependency +from sktime.forecasting.model_selection import temporal_train_test_split +from ads.opctl import logger + +from .. import utils +from .base_model import ForecastOperatorBaseModel + + +# TODO: ODSC-44785 Fix the error message, before GA. +class AutoMLXOperatorModel(ForecastOperatorBaseModel): + @runtime_dependency( + module="automl", + err_msg=( + "Please run `pip3 install " + "--extra-index-url=https://artifacthub-phx.oci.oraclecorp.com/artifactory/api/pypi/automlx-pypi/simple/automlx==23.2.1` " + "to install the required dependencies for automlx." + ), + ) + def _build_model(self) -> pd.DataFrame: + import automl + + full_data_dict = self.full_data_dict + + models = dict() + outputs = dict() + outputs_legacy = [] + selected_models = dict() + n_algos_tuned = self.spec.model_kwargs.get("n_algos_tuned", 4) + date_column = self.spec.datetime_column.name + horizon = self.spec.horizon.periods + for i, (target, df) in enumerate(full_data_dict.items()): + logger.info("Running automl for {} at position {}".format(target, i)) + series_values = df[df[target].notna()] + # drop NaNs for the time period where data wasn't recorded + series_values.dropna(inplace=True) + df[date_column] = pd.to_datetime(df[date_column]) + df = df.set_index(date_column) + if len(df.columns) > 1: + # when additional columns are present + y_train, y_test = temporal_train_test_split(df, test_size=horizon) + forecast_x = y_test.drop(target, axis=1) + else: + y_train = df + forecast_x = None + logger.info( + "Time Index is", + "" if y_train.index.is_monotonic else "NOT", + "monotonic.", + ) + model = automl.Pipeline(task="forecasting", n_algos_tuned=n_algos_tuned) + model.fit(X=y_train.drop(target, axis=1), y=pd.DataFrame(y_train[target])) + logger.info("Selected model: {}".format(model.selected_model_)) + logger.info( + "Selected model params: {}".format(model.selected_model_params_) + ) + summary_frame = model.forecast( + X=forecast_x, + periods=horizon, + alpha=1 - ((self.spec.confidence_interval_width or 0.5) / 100), + ) + # Collect Outputs + selected_models[target] = { + "series_id": target, + "selected_model": model.selected_model_, + "model_params": model.selected_model_params_, + } + models[target] = model + summary_frame = summary_frame.rename_axis("ds").reset_index() + summary_frame = summary_frame.rename( + columns={ + f"{target}_ci_upper": "yhat_upper", + f"{target}_ci_lower": "yhat_lower", + f"{target}": "yhat", + } + ) + # In case of Naive model, model.forecast function call does not return confidence intervals. + if "yhat_upper" not in summary_frame: + summary_frame["yhat_upper"] = np.NAN + summary_frame["yhat_lower"] = np.NAN + outputs[target] = summary_frame + outputs_legacy.append(summary_frame) + + logger.info("===========Forecast Generated===========") + outputs_merged = pd.DataFrame() + + # Merge the outputs from each model into 1 df with all outputs by target and category + col = self.original_target_column + output_col = pd.DataFrame() + for cat in self.categories: # Note: add [:2] to restrict + output_i = pd.DataFrame() + output_i[self.spec.datetime_column.name] = outputs[f"{col}_{cat}"]["ds"] + output_i["Series"] = cat + output_i[f"{col}_forecast"] = outputs[f"{col}_{cat}"]["yhat"] + output_i[f"{col}_forecast_upper"] = outputs[f"{col}_{cat}"]["yhat_upper"] + output_i[f"{col}_forecast_lower"] = outputs[f"{col}_{cat}"]["yhat_lower"] + output_col = pd.concat([output_col, output_i]) + # output_col = output_col.sort_values(self.spec.datetime_column.name).reset_index(drop=True) + output_col = output_col.reset_index(drop=True) + outputs_merged = pd.concat([outputs_merged, output_col], axis=1) + + # Re-merge historical datas for processing + data_merged = pd.concat( + [v[v[k].notna()].set_index(date_column) for k, v in full_data_dict.items()], + axis=1, + ).reset_index() + + self.models = models + self.outputs = outputs_legacy + self.data = data_merged + return outputs_merged + + def _generate_report(self): + """The method that needs to be implemented on the particular model level.""" + selected_models_text = dp.Text( + f"## Selected Models Overview \n " + "The following tables provide information regarding the " + "chosen model for each series and the corresponding parameters of the models." + ) + selected_models = dict() + models = self.models + for i, (target, df) in enumerate(self.full_data_dict.items()): + selected_models[target] = { + "series_id": target, + "selected_model": models[target].selected_model_, + "model_params": models[target].selected_model_params_, + } + selected_models_df = pd.DataFrame( + selected_models.items(), columns=["series_id", "best_selected_model"] + ) + selected_df = selected_models_df["best_selected_model"].apply(pd.Series) + selected_models_section = dp.Blocks( + "### Best Selected model ", dp.Table(selected_df) + ) + all_sections = [selected_models_text, selected_models_section] + + model_description = dp.Text( + "The automlx model automatically preprocesses, selects and engineers " + "high-quality features in your dataset, which then given to an automatically " + "chosen and optimized machine learning model.." + ) + other_sections = all_sections + forecast_col_name = "yhat" + train_metrics = False + ds_column_series = self.data[self.spec.datetime_column.name] + ds_forecast_col = self.outputs[0]["ds"] + ci_col_names = ["yhat_lower", "yhat_upper"] + + return ( + model_description, + other_sections, + forecast_col_name, + train_metrics, + ds_column_series, + ds_forecast_col, + ci_col_names, + ) + + def _preprocess(self, data, ds_column, datetime_format): + super()._preprocess(data, ds_column, datetime_format) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py new file mode 100644 index 000000000..04d844fc4 --- /dev/null +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -0,0 +1,341 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import os +import tempfile +import time +from abc import ABC, abstractmethod +from typing import Tuple + +import datapane as dp +import fsspec +import numpy as np +import pandas as pd +import yaml + +from ads.common.auth import default_signer +from ads.opctl import logger + +from .. import utils +from ..const import SupportedModels +from ..operator import ForecastOperatorConfig, ForecastOperatorSpec + + +class ForecastOperatorBaseModel(ABC): + """The base class for the forecasting models.""" + + def __init__(self, config: ForecastOperatorConfig): + self.config: ForecastOperatorConfig = config + self.spec: ForecastOperatorSpec = config.spec + + # these fields are populated in the _load_data() method + self.original_user_data = None + self.original_total_data = None + self.original_additional_data = None + self.full_data_dict = None + self.target_columns = None + self.categories = None + self.original_target_column = self.spec.target_column + + # these fields are populated in the _build_model() method + self.data = None + self.models = None + self.outputs = None + + self.target_columns = ( + None # This will become [target__category1__category2 ...] + ) + + self.perform_tuning = self.spec.tuning.n_trials != None + + def generate_report(self): + # load data and build models + start_time = time.time() + self._load_data() + result_df = self._build_model() + elapsed_time = time.time() - start_time + + # build the report + ( + model_description, + other_sections, + forecast_col_name, + train_metrics, + ds_column_series, + ds_forecast_col, + ci_col_names, + ) = self._generate_report() + + report_sections = [] + title_text = dp.Text("# Forecast Report") + + md_columns = " * ".join([f"{x} \n" for x in self.target_columns]) + summary = dp.Blocks( + dp.Select( + blocks=[ + dp.Group( + dp.Text(f"You selected the **`{self.model}`** model."), + model_description, + dp.Text( + "Based on your dataset, you could have also selected " + f"any of the models: `{'`, `'.join(SupportedModels.keys)}`." + ), + dp.Group( + dp.BigNumber( + heading="Analysis was completed in ", + value=utils.human_time_friendly(elapsed_time), + ), + dp.BigNumber( + heading="Starting time index", + value=ds_column_series.min().strftime( + "%B %d, %Y" + ), # "%r" # TODO: Figure out a smarter way to format + ), + dp.BigNumber( + heading="Ending time index", + value=ds_column_series.max().strftime( + "%B %d, %Y" + ), # "%r" # TODO: Figure out a smarter way to format + ), + dp.BigNumber( + heading="Num series", value=len(self.target_columns) + ), + columns=4, + ), + dp.Text("### First 10 Rows of Data"), + dp.Select( + blocks=[ + dp.DataTable( + df.head(10).rename( + {col: self.target_column}, axis=1 + ), + caption="Start", + label=col, + ) + for col, df in self.full_data_dict.items() + ] + ), + dp.Text("----"), + dp.Text("### Last 10 Rows of Data"), + dp.Select( + blocks=[ + dp.DataTable( + df.tail(10).rename( + {col: self.target_column}, axis=1 + ), + caption="End", + label=col, + ) + for col, df in self.full_data_dict.items() + ] + ), + dp.Text("### Data Summary Statistics"), + dp.Select( + blocks=[ + dp.DataTable( + df.rename( + {col: self.target_column}, axis=1 + ).describe(), + caption="Summary Statistics", + label=col, + ) + for col, df in self.full_data_dict.items() + ] + ), + label="Summary", + ), + dp.Text( + "The following report compares a variety of metrics and plots " + f"for your target columns: \n {md_columns}.\n", + label="Target Columns", + ), + ] + ), + ) + + train_metric_sections = [] + if train_metrics: + self.eval_metrics = utils.evaluate_metrics( + self.target_columns, + self.data, + self.outputs, + target_col=forecast_col_name, + ) + sec6_text = dp.Text(f"## Historical Data Evaluation Metrics") + sec6 = dp.DataTable(self.eval_metrics) + train_metric_sections = [sec6_text, sec6] + + test_eval_metrics = [] + test_data = None + if self.test_filename: + ( + self.test_eval_metrics, + summary_metrics, + test_data, + ) = self._test_evaluate_metrics( + self.target_columns, + self.test_filename, + self.outputs, + target_col=forecast_col_name, + ) + sec7_text = dp.Text(f"## Holdout Data Evaluation Metrics") + sec7 = dp.DataTable(self.test_eval_metrics) + + sec8_text = dp.Text(f"## Holdout Data Summary Metrics") + sec8 = dp.DataTable(summary_metrics) + + test_eval_metrics = [sec7_text, sec7, sec8_text, sec8] + + forecast_text = dp.Text(f"## Forecasted Data Overlaying Historical") + forecast_sec = utils.get_forecast_plots( + self.data, + self.outputs, + self.target_columns, + test_data=test_data, + forecast_col_name=forecast_col_name, + ds_col=ds_column_series, + ds_forecast_col=ds_forecast_col, + ci_col_names=ci_col_names, + ci_interval_width=self.confidence_interval_width, + ) + forecast_plots = [forecast_text, forecast_sec] + + yaml_appendix_title = dp.Text(f"## Reference: YAML File") + yaml_appendix = dp.Code(code=yaml.dump(self.args), language="yaml") + report_sections = ( + [title_text, summary] + + forecast_plots + + other_sections + + test_eval_metrics + + train_metric_sections + + [yaml_appendix_title, yaml_appendix] + ) + + # save the report and result CSV + self._save_report(report_sections=report_sections, result_df=result_df) + + def _load_data(self): + data = utils._load_data( + filename=self.spec.historical_data.url, + format=self.spec.historical_data.format, + storage_options=default_signer(), + columns=self.spec.historical_data.columns, + ) + self.original_user_data = data.copy() + self.original_total_data = data + + additional_data = None + if self.spec.additional_data.url is not None: + additional_data = utils._load_data( + filename=self.spec.additional_data.url, + format=self.spec.additional_data.format, + storage_options=default_signer(), + columns=self.spec.additional_data.columns, + ) + + self.original_additional_data = additional_data.copy() + self.original_total_data = pd.concat([data, additional_data], axis=1) + ( + self.full_data_dict, + self.target_columns, + self.categories, + ) = utils._build_indexed_datasets( + data=data, + target_column=self.spec.target_column, + datetime_column=self.spec.datetime_column, + target_category_columns=self.spec.target_category_columns, + additional_data=additional_data, + ) + + def _test_evaluate_metrics( + self, target_columns, test_filename, outputs, target_col="yhat" + ): + total_metrics = pd.DataFrame() + + data = utils._load_data( + filename=test_filename, + format=self.spec.test_data.format, + storage_options=default_signer(), + columns=self.spec.test_data.columns, + ) + + data = self._preprocess( + data, self.spec.datetime_column.name, self.spec.datetime_column.format + ) + data, confirm_targ_columns = utils._clean_data( + data=data, + target_column=self.original_target_column, + target_category_columns=self.spec.target_category_columns, + datetime_column="ds", + ) + + for idx, col in enumerate(target_columns): + y_true = np.asarray(data[col]) + y_pred = np.asarray(outputs[idx][target_col][-len(y_true) :]) + + metrics_df = utils._build_metrics_df( + y_true=y_true, y_pred=y_pred, column_name=col + ) + total_metrics = pd.concat([total_metrics, metrics_df], axis=1) + + summary_metrics = pd.DataFrame( + { + "Mean sMAPE": np.mean(total_metrics.loc["sMAPE"]), + "Median sMAPE": np.median(total_metrics.loc["sMAPE"]), + "Mean MAPE": np.mean(total_metrics.loc["MAPE"]), + "Median MAPE": np.median(total_metrics.loc["MAPE"]), + "Mean RMSE": np.mean(total_metrics.loc["RMSE"]), + "Median RMSE": np.median(total_metrics.loc["RMSE"]), + "Mean r2": np.mean(total_metrics.loc["r2"]), + "Median r2": np.median(total_metrics.loc["r2"]), + "Mean Explained Variance": np.mean( + total_metrics.loc["Explained Variance"] + ), + "Median Explained Variance": np.median( + total_metrics.loc["Explained Variance"] + ), + "Elapsed Time": self.elapsed_time, + }, + index=["All Targets"], + ) + return total_metrics, summary_metrics, data + + def _save_report(self, report_sections: Tuple, result_df: pd.DataFrame): + """Saves resulting reports to the given folder.""" + + # datapane html report + with tempfile.TemporaryDirectory() as temp_dir: + report_local_path = os.path.join(temp_dir, "___report.html") + report_dst_path = os.path.join( + self.spec.output_directory, self.spec.report_file_name + ) + dp.save_report(report_sections, report_local_path) + with open(report_local_path) as f1: + with fsspec.open(report_dst_path, "w", **self.storage_options) as f2: + f2.write(f1.read()) + + logger.info(f"Generated Report: {report_dst_path}.") + + # metrics csv report + utils._write_data( + data=result_df, + report_dst_path=os.path.join( + self.spec.output_directory, self.spec.report_metrics_name + ), + format="csv", + storage_options=default_signer(), + ) + + def _preprocess(self, data, ds_column, datetime_format): + """The method that needs to be implemented on the particular model level.""" + + @abstractmethod + def _generate_report(self): + """The method that needs to be implemented on the particular model level.""" + + @abstractmethod + def _build_model(self) -> pd.DataFrame: + """The method that needs to be implemented on the particular model level.""" diff --git a/ads/opctl/operator/lowcode/forecast/model/factory.py b/ads/opctl/operator/lowcode/forecast/model/factory.py new file mode 100644 index 000000000..22fe99597 --- /dev/null +++ b/ads/opctl/operator/lowcode/forecast/model/factory.py @@ -0,0 +1,61 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +from ..const import SupportedModels +from ..operator import ForecastOperatorConfig +from .arima import ArimaOperatorModel +from .automlx import AutoMLXOperatorModel +from .base_model import ForecastOperatorBaseModel +from .neuralprophet import NeuralProphetOperatorModel +from .prophet import ProphetOperatorModel + + +class UnSupportedModelError(Exception): + def __init__(self, model_type: str): + super().__init__( + f"Model: `{model_type}` " + f"is not supported. Supported models: {SupportedModels.values}" + ) + + +class ForecastOperatorModelFactory: + """ + The factory class which contains a list of registered forecasting operator models. + """ + + _MAP = { + SupportedModels.Prophet: ProphetOperatorModel, + SupportedModels.Arima: ArimaOperatorModel, + SupportedModels.NeuralProphet: NeuralProphetOperatorModel, + SupportedModels.AutoMLX: AutoMLXOperatorModel, + } + + @classmethod + def get_model( + cls, operator_config: ForecastOperatorConfig + ) -> ForecastOperatorBaseModel: + """ + Gets the forecasting operator model based on the model type. + + Parameters + ---------- + operator_config: ForecastOperatorConfig + The forecasting operator config. + + Returns + ------- + ForecastOperatorBaseModel + The forecast operator model. + + Raises + ------ + UnSupportedModelError + In case of not supported model. + """ + model_type = operator_config.spec.model + if model_type not in cls._MAP: + raise UnSupportedModelError(model_type) + return cls._MAP[model_type](operator_config=operator_config) diff --git a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py index b8d0460f5..537301ce4 100644 --- a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py @@ -3,3 +3,294 @@ # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +import datapane as dp +import numpy as np +import optuna +from neuralprophet import NeuralProphet +from pandas import pd +from torch import Tensor +from torchmetrics.regression import ( + MeanAbsoluteError, + MeanAbsolutePercentageError, + MeanSquaredError, + R2Score, + SymmetricMeanAbsolutePercentageError, +) + +from ads.opctl import logger + +from .. import utils +from .base_model import ForecastOperatorBaseModel + + +def _get_np_metrics_dict(selected_metric): + metric_translation = { + "mape": MeanAbsolutePercentageError, + "smape": SymmetricMeanAbsolutePercentageError, + "mae": MeanAbsoluteError, + "r2": R2Score, + "rmse": MeanSquaredError, + } + if selected_metric not in metric_translation.keys(): + logger.warn( + f"Could not find the metric: {selected_metric} in torchmetrics. Defaulting to MAE and RMSE" + ) + return {"MAE": MeanAbsoluteError(), "RMSE": MeanSquaredError()} + return {selected_metric: metric_translation[selected_metric]()} + + +def _fit_model(data, params, additional_regressors, select_metric): + m = NeuralProphet(**params) + m.metrics = _get_np_metrics_dict(select_metric) + for add_reg in additional_regressors: + m = m.add_future_regressor(name=add_reg) + m.fit(df=data) + accepted_regressors_config = m.config_regressors or dict() + return m, list(accepted_regressors_config.keys()) + + +class NeuralProphetOperatorModel(ForecastOperatorBaseModel): + def _build_model(self) -> pd.DataFrame: + full_data_dict = self.full_data_dict + models = [] + outputs = dict() + outputs_legacy = [] + + # Extract the Confidence Interval Width and + # convert to neural prophets equivalent - quantiles + model_kwargs = self.spec.model_kwargs + + if self.spec.confidence_interval_width is None: + quantiles = model_kwargs.get("quantiles", [0.05, 0.95]) + self.spec.confidence_interval_width = float(quantiles[1]) - float( + quantiles[0] + ) + else: + boundaries = round((1 - self.spec.confidence_interval_width) / 2, 2) + quantiles = [boundaries, self.spec.confidence_interval_width + boundaries] + + model_kwargs["quantiles"] = quantiles + + for i, (target, df) in enumerate(full_data_dict.items()): + le, df_encoded = utils._label_encode_dataframe( + df, no_encode={self.spec.datetime_column.name, target} + ) + model_kwargs_i = model_kwargs.copy() + + # format the dataframe for this target. Dropping NA on target[df] will remove all future data + df_clean = self._preprocess( + df_encoded, + self.spec.datetime_column.name, + self.spec.datetime_column.format, + ) + data_i = df_clean[df_clean[target].notna()] + data_i.rename({target: "y"}, axis=1, inplace=True) + + # Assume that all columns passed in should be used as additional data + additional_regressors = set(data_i.columns) - {"y", "ds"} + training_data = data_i[["y", "ds"] + list(additional_regressors)] + + if self.perform_tuning: + + def objective(trial): + params = { + # 'seasonality_mode': trial.suggest_categorical('seasonality_mode', ['additive', 'multiplicative']), + # 'seasonality_reg': trial.suggest_float('seasonality_reg', 0.1, 500, log=True), + # 'learning_rate': trial.suggest_float('learning_rate', 0.0001, 0.1, log=True), + "newer_samples_start": trial.suggest_float( + "newer_samples_start", 0.001, 0.999 + ), + "newer_samples_weight": trial.suggest_float( + "newer_samples_weight", 0, 100 + ), + "changepoints_range": trial.suggest_float( + "changepoints_range", 0.8, 0.95 + ), + } + # trend_reg, trend_reg_threshold, ar_reg, impute_rolling/impute_linear, + params.update(model_kwargs_i) + + folds = NeuralProphet(**params).crossvalidation_split_df( + data_i, k=3 + ) + test_metrics_total_i = [] + for df_train, df_test in folds: + m, accepted_regressors = _fit_model( + data=df_train, + params=params, + additional_regressors=additional_regressors, + select_metric=self.spec.metric, + ) + df_test = df_test[["y", "ds"] + accepted_regressors] + + test_forecast_i = m.predict(df=df_test) + fold_metric_i = ( + m.metrics[self.spec.metric] + .forward( + Tensor(test_forecast_i["yhat1"]), + Tensor(test_forecast_i["y"]), + ) + .item() + ) + test_metrics_total_i.append(fold_metric_i) + logger.info( + f"----------------------{np.asarray(test_metrics_total_i).mean()}----------------------" + ) + return np.asarray(test_metrics_total_i).mean() + + study = optuna.create_study(direction="minimize") + m_params = NeuralProphet().parameters() + study.enqueue_trial( + { + # 'seasonality_mode': m_params['seasonality_mode'], + # 'seasonality_reg': m_params['seasonality_reg'], + # 'learning_rate': m_params['learning_rate'], + "newer_samples_start": m_params["newer_samples_start"], + "newer_samples_weight": m_params["newer_samples_weight"], + "changepoints_range": m_params["changepoints_range"], + } + ) + study.optimize( + objective, n_trials=self.spec.tuning.n_trials or 10, n_jobs=-1 + ) + + selected_params = study.best_params + selected_params.update(model_kwargs_i) + model_kwargs_i = selected_params + + # Build and fit model + model, accepted_regressors = _fit_model( + data=training_data, + params=model_kwargs_i, + additional_regressors=additional_regressors, + select_metric=self.spec.metric, + ) + logger.info( + f"Found the following additional data columns: {additional_regressors}" + ) + logger.info( + f"While fitting the model, some additional data may have been " + f"discarded. Only using the columns: {accepted_regressors}" + ) + + # Build future dataframe + future = df_clean.reset_index(drop=True) + future["y"] = None + future = future[["y", "ds"] + list(accepted_regressors)] + + # Forecast model and collect outputs + forecast = model.predict(future) + logger.info(f"-----------------Model {i}----------------------") + logger.info(forecast.tail()) + models.append(model) + outputs[target] = forecast + outputs_legacy.append(forecast) + + self.models = models + self.outputs = outputs_legacy + + logger.info("===========Done===========") + outputs_merged = pd.DataFrame() + + # Merge the outputs from each model into 1 df with all outputs by target and category + col = self.original_target_column + output_col = pd.DataFrame() + for cat in self.categories: # Note: to restrict columns, set this to [:2] + output_i = pd.DataFrame() + + output_i["Date"] = outputs[f"{col}_{cat}"]["ds"] + output_i["Series"] = cat + output_i[f"forecast_value"] = outputs[f"{col}_{cat}"]["yhat1"] + output_i[f"p{int(quantiles[1]*100)}"] = outputs[f"{col}_{cat}"][ + f"yhat1 {quantiles[1]*100}%" + ] + output_i[f"p{int(quantiles[0]*100)}"] = outputs[f"{col}_{cat}"][ + f"yhat1 {quantiles[0]*100}%" + ] + output_col = pd.concat([output_col, output_i]) + # output_col = output_col.sort_values(operator.ds_column).reset_index(drop=True) + output_col = output_col.reset_index(drop=True) + outputs_merged = pd.concat([outputs_merged, output_col], axis=1) + + # Re-merge historical data for processing + data_merged = pd.concat( + [v[v[k].notna()].set_index("ds") for k, v in full_data_dict.items()], axis=1 + ).reset_index() + + self.data = data_merged + return outputs_merged + + def _generate_report(self): + sec1_text = dp.Text( + "## Forecast Overview \nThese plots show your " + "forecast in the context of historical data." + ) # TODO add confidence intervals + sec1 = utils._select_plot_list( + lambda idx: self.models[idx].plot(self.outputs[idx]) + ) + + sec2_text = dp.Text(f"## Forecast Broken Down by Trend Component") + sec2 = utils._select_plot_list( + lambda idx: self.models[idx].plot_components(self.outputs[idx]) + ) + + sec3_text = dp.Text(f"## Forecast Parameter Plots") + sec3 = utils._select_plot_list(lambda idx: self.models[idx].plot_parameters()) + + sec5_text = dp.Text(f"## Neural Prophet Model Parameters") + model_states = [] + for i, m in enumerate(self.models): + model_states.append( + pd.Series( + m.state_dict(), + index=m.state_dict().keys(), + name=self.target_columns[i], + ) + ) + all_model_states = pd.concat(model_states, axis=1) + sec5 = dp.DataTable(all_model_states) + + # return [sec4_text, sec4] + all_sections = [ + sec1_text, + sec1, + sec2_text, + sec2, + sec3_text, + sec3, + sec5_text, + sec5, + ] + + model_description = dp.Text( + "NeuralProphet is an easy to learn framework for interpretable time " + "series forecasting. NeuralProphet is built on PyTorch and combines " + "Neural Network and traditional time-series algorithms, inspired by " + "Facebook Prophet and AR-Net." + ) + other_sections = all_sections + forecast_col_name = "yhat1" + train_metrics = True + ds_column_series = self.data["ds"] + ds_forecast_col = self.outputs[0]["ds"] + ci_col_names = None + + return ( + model_description, + other_sections, + forecast_col_name, + train_metrics, + ds_column_series, + ds_forecast_col, + ci_col_names, + ) + + def _preprocess(self, data, ds_column, datetime_format): + super()._preprocess(data, ds_column, datetime_format) + + data["ds"] = pd.to_datetime(data[ds_column], format=datetime_format) + if ds_column != "ds": + data.drop([ds_column], axis=1, inplace=True) + return data diff --git a/ads/opctl/operator/lowcode/forecast/model/prophet.py b/ads/opctl/operator/lowcode/forecast/model/prophet.py index b8d0460f5..8af029955 100644 --- a/ads/opctl/operator/lowcode/forecast/model/prophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/prophet.py @@ -3,3 +3,284 @@ # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +import datapane as dp +import numpy as np +import optuna +from pandas import pd +from prophet import Prophet +from prophet.diagnostics import cross_validation, performance_metrics +from prophet.plot import add_changepoints_to_plot + +from ads.opctl import logger + +from .. import utils +from .base_model import ForecastOperatorBaseModel + + +def _add_unit(num, unit): + return f"{num} {unit}" + + +def _fit_model(data, params, additional_regressors): + model = Prophet(**params) + for add_reg in additional_regressors: + model.add_regressor(add_reg) + model.fit(data) + return model + + +class ProphetOperatorModel(ForecastOperatorBaseModel): + def _build_model(self) -> pd.DataFrame: + full_data_dict = self.full_data_dict + models = [] + outputs = dict() + outputs_legacy = [] + + # Extract the Confidence Interval Width and convert to prophet's equivalent - interval_width + if self.spec.confidence_interval_width is None: + self.spec.confidence_interval_width = 1 - self.spec.model_kwargs.get( + "alpha", 0.90 + ) + + model_kwargs = self.spec.model_kwargs + model_kwargs["interval_width"] = self.spec.confidence_interval_width + + for i, (target, df) in enumerate(full_data_dict.items()): + le, df_encoded = utils._label_encode_dataframe( + df, no_encode={self.spec.datetime_column.name, target} + ) + + model_kwargs_i = model_kwargs.copy() + # format the dataframe for this target. Dropping NA on target[df] will remove all future data + df_clean = self._preprocess( + df_encoded, + self.spec.datetime_column.name, + self.spec.datetime_column.format, + ) + data_i = df_clean[df_clean[target].notna()] + data_i.rename({target: "y"}, axis=1, inplace=True) + + # Assume that all columns passed in should be used as additional data + additional_regressors = set(data_i.columns) - {"y", "ds"} + + if self.perform_tuning: + + def objective(trial): + params = { + "seasonality_mode": trial.suggest_categorical( + "seasonality_mode", ["additive", "multiplicative"] + ), + "changepoint_prior_scale": trial.suggest_float( + "changepoint_prior_scale", 0.001, 0.5, log=True + ), + "seasonality_prior_scale": trial.suggest_float( + "seasonality_prior_scale", 0.01, 10, log=True + ), + "holidays_prior_scale": trial.suggest_float( + "holidays_prior_scale", 0.01, 10, log=True + ), + "changepoint_range": trial.suggest_float( + "changepoint_range", 0.8, 0.95 + ), + } + params.update(model_kwargs_i) + + model = _fit_model( + data=data_i, + params=params, + additional_regressors=additional_regressors, + ) + + # Manual workaround because pandas 1.x dropped support for M and Y + interval = self.spec.horizon.interval + unit = self.spec.horizon.interval_unit + if unit == "M": + unit = "D" + interval = interval * 30.5 + elif unit == "Y": + unit = "D" + interval = interval * 365.25 + horizon = _add_unit( + int(self.spec.horizon.periods * interval), unit=unit + ) + initial = _add_unit((data_i.shape[0] * interval) // 2, unit=unit) + period = _add_unit((data_i.shape[0] * interval) // 4, unit=unit) + + logger.info( + f"using: horizon: {horizon}. initial:{initial}, period: {period}" + ) + + df_cv = cross_validation( + model, + horizon=horizon, + initial=initial, + period=period, + parallel="threads", + ) + df_p = performance_metrics(df_cv) + try: + return np.mean(df_p[self.spec.metric]) + except KeyError: + logger.warn( + f"Could not find the metric {self.spec.metric} within " + f"the performance metrics: {df_p.columns}. Defaulting to `rmse`" + ) + return np.mean(df_p["rmse"]) + + study = optuna.create_study(direction="minimize") + m_temp = Prophet() + study.enqueue_trial( + { + "seasonality_mode": m_temp.seasonality_mode, + "changepoint_prior_scale": m_temp.changepoint_prior_scale, + "seasonality_prior_scale": m_temp.seasonality_prior_scale, + "holidays_prior_scale": m_temp.holidays_prior_scale, + "changepoint_range": m_temp.changepoint_range, + } + ) + study.optimize( + objective, n_trials=self.spec.tuning.n_trials or 10, n_jobs=-1 + ) + + study.best_params.update(model_kwargs_i) + model_kwargs_i = study.best_params + model = _fit_model( + data=data_i, + params=model_kwargs_i, + additional_regressors=additional_regressors, + ) + + # Make future df for prediction + if len(additional_regressors): + # TOOD: this will use the period/range of the additional data + future = df_clean.drop(target, axis=1) + else: + future = model.make_future_dataframe( + periods=self.spec.horizon.periods, + freq=self.spec.horizon.interval_unit, + ) + # Make Prediction + forecast = model.predict(future) + logger.info(f"-----------------Model {i}----------------------") + logger.info(forecast[["ds", "yhat", "yhat_lower", "yhat_upper"]].tail()) + + # Collect Outputs + models.append(model) + outputs[target] = forecast + outputs_legacy.append(forecast) + + self.models = models + self.outputs = outputs_legacy + + logger.info("===========Done===========") + outputs_merged = pd.DataFrame() + + # Merge the outputs from each model into 1 df with all outputs by target and category + col = self.original_target_column + output_col = pd.DataFrame() + yhat_lower_percentage = (100 - model_kwargs["interval_width"] * 100) // 2 + yhat_upper_name = "p" + str(int(100 - yhat_lower_percentage)) + yhat_lower_name = "p" + str(int(yhat_lower_percentage)) + for cat in self.categories: # Note: add [:2] to restrict + output_i = pd.DataFrame() + + output_i["Date"] = outputs[f"{col}_{cat}"]["ds"] + output_i["Series"] = cat + output_i[f"forecast_value"] = outputs[f"{col}_{cat}"]["yhat"] + output_i[yhat_upper_name] = outputs[f"{col}_{cat}"]["yhat_upper"] + output_i[yhat_lower_name] = outputs[f"{col}_{cat}"]["yhat_lower"] + output_col = pd.concat([output_col, output_i]) + # output_col = output_col.sort_values(self.spec.datetime_column.name).reset_index(drop=True) + output_col = output_col.reset_index(drop=True) + outputs_merged = pd.concat([outputs_merged, output_col], axis=1) + + # Re-merge historical data for processing + data_merged = pd.concat( + [v[v[k].notna()].set_index("ds") for k, v in full_data_dict.items()], axis=1 + ).reset_index() + + self.data = data_merged + return outputs_merged + + def _generate_report(self): + sec1_text = dp.Text( + "## Forecast Overview \n" + "These plots show your forecast in the context of historical data." + ) + sec1 = utils._select_plot_list( + lambda idx: self.models[idx].plot(self.outputs[idx], include_legend=True), + target_columns=self.target_columns, + ) + + sec2_text = dp.Text(f"## Forecast Broken Down by Trend Component") + sec2 = utils._select_plot_list( + lambda idx: self.models[idx].plot_components(self.outputs[idx]), + target_columns=self.target_columns, + ) + + sec3_text = dp.Text(f"## Forecast Changepoints") + sec3_figs = [ + self.models[idx].plot(self.outputs[idx]) + for idx in range(len(self.target_columns)) + ] + [ + add_changepoints_to_plot( + sec3_figs[idx].gca(), self.models[idx], self.outputs[idx] + ) + for idx in range(len(self.target_columns)) + ] + sec3 = utils._select_plot_list( + lambda idx: sec3_figs[idx], target_columns=self.target_columns + ) + + all_sections = [sec1_text, sec1, sec2_text, sec2, sec3_text, sec3] + + sec5_text = dp.Text(f"## Prophet Model Seasonality Components") + model_states = [] + for i, m in enumerate(self.models): + model_states.append( + pd.Series( + m.seasonalities, + index=pd.Index(m.seasonalities.keys(), dtype="object"), + name=self.target_columns[i], + dtype="object", + ) + ) + all_model_states = pd.concat(model_states, axis=1) + if not all_model_states.empty: + sec5 = dp.DataTable(all_model_states) + all_sections = all_sections + [sec5_text, sec5] + + model_description = dp.Text( + "Prophet is a procedure for forecasting time series data based on an additive " + "model where non-linear trends are fit with yearly, weekly, and daily seasonality, " + "plus holiday effects. It works best with time series that have strong seasonal " + "effects and several seasons of historical data. Prophet is robust to missing " + "data and shifts in the trend, and typically handles outliers well." + ) + other_sections = all_sections + forecast_col_name = "yhat" + train_metrics = True + ds_column_series = self.data["ds"] + ds_forecast_col = self.outputs[0]["ds"] + ci_col_names = ["yhat_lower", "yhat_upper"] + + return ( + model_description, + other_sections, + forecast_col_name, + train_metrics, + ds_column_series, + ds_forecast_col, + ci_col_names, + ) + + def _preprocess(self, data, ds_column, datetime_format): + super()._preprocess(data, ds_column, datetime_format) + + data["ds"] = pd.to_datetime(data[ds_column], format=datetime_format) + if ds_column != "ds": + data.drop([ds_column], axis=1, inplace=True) + return data diff --git a/ads/opctl/operator/lowcode/forecast/operator.py b/ads/opctl/operator/lowcode/forecast/operator.py index 976e35fb9..d5827cc0b 100644 --- a/ads/opctl/operator/lowcode/forecast/operator.py +++ b/ads/opctl/operator/lowcode/forecast/operator.py @@ -12,6 +12,9 @@ from ads.opctl.operator.common.utils import _load_yaml_from_uri from ads.opctl.operator.operator import Operator +from .const import SupportedMetrics +from .model.factory import ForecastOperatorModelFactory + @dataclass(repr=True) class InputData(DataClassSerializable): @@ -53,29 +56,46 @@ class Horizon(DataClassSerializable): interval_unit: str = None +@dataclass(repr=True) +class Tuning(DataClassSerializable): + n_trials: int = None + + @dataclass(repr=True) class ForecastOperatorSpec(DataClassSerializable): + """The dataclass representing forecasting operator specification.""" + name: str = None historical_data: InputData = field(default_factory=InputData) additional_data: InputData = field(default_factory=InputData) - test_data: TestData = None + test_data: TestData = field(default_factory=TestData) output_directory: OutputDirectory = field(default_factory=OutputDirectory) report_file_name: str = None report_title: str = None report_theme: str = None report_metrics_name: str = None - target_columns: List[str] = None + target_column: str = None datetime_column: DateTimeColumn = field(default_factory=DateTimeColumn) - target_category_column: str = None - horizon: Horizon = None + target_category_columns: List[str] = field(default_factory=list) + horizon: Horizon = field(default_factory=Horizon) model: str = None - model_kwargs: Dict = None + model_kwargs: Dict = field(default_factory=dict) confidence_interval_width: float = None metric: str = None + tuning: Tuning = field(default_factory=Tuning) + + def __post_init__(self): + # setup default values + self.metric = (self.metric or "").lower() or SupportedMetrics.SMAPE + # self.confidence_interval_width = self.confidence_interval_width or 0.80 + self.report_file_name = self.report_file_name or "report.html" + self.report_theme = self.report_theme or "light" + self.report_metrics_name = self.report_metrics_name or "report.csv" + self.target_column = self.target_column or "Sales" @dataclass(repr=True) -class ForecastOperator(Operator): +class ForecastOperatorConfig(Operator): kind: str = "operator" type: str = "forecast" version: str = "v1" @@ -89,16 +109,16 @@ def _load_schema(cls) -> str: ) -def operate(operator_spec: ForecastOperator) -> None: - """Runs the operator.""" - print("#" * 100) - print(operator_spec.to_yaml()) +def operate(operator_config: ForecastOperatorConfig) -> None: + """Runs the forecasting operator.""" + ForecastOperatorModelFactory.get_model(operator_config).generate_report() def verify(spec: Dict) -> bool: """Verifies operator specification.""" - operator = ForecastOperator.from_dict(spec) - print("*" * 100) - print("The operator config has been successfully verified.") + operator = ForecastOperatorConfig.from_dict(spec) + msg_header = ( + f"{'*' * 50} The operator config has been successfully verified {'*' * 50}" + ) print(operator.to_yaml()) - print("*" * 100) + print("*" * len(msg_header)) diff --git a/ads/opctl/operator/lowcode/forecast/schema.yaml b/ads/opctl/operator/lowcode/forecast/schema.yaml index d6aac3efc..3028fe3ad 100644 --- a/ads/opctl/operator/lowcode/forecast/schema.yaml +++ b/ads/opctl/operator/lowcode/forecast/schema.yaml @@ -188,11 +188,9 @@ spec: description: "Placed into output_directory location. Defaults to report.csv" target_columns: - type: list + type: string required: true - default: ["Sales"] - schema: - type: string + default: "Sales" datetime_column: type: dict @@ -206,9 +204,11 @@ spec: type: string required: false - target_category_column: - type: string + target_category_columns: + type: list required: false + schema: + type: string horizon: required: false @@ -251,6 +251,16 @@ spec: confidence_interval_width: type: float required: false + default: 0.80 + + tuning: + type: dict + required: false + schema: + n_trials: + type: integer + required: false + default: 10 metric: type: string diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index b8d0460f5..bc02bbb92 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -3,3 +3,291 @@ # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +import os + +import datapane as dp +import fsspec +import numpy as np +import pandas as pd +import plotly.express as px +from plotly import graph_objects as go +from sklearn.metrics import ( + explained_variance_score, + mean_absolute_percentage_error, + mean_squared_error, + r2_score, +) + +from ads.dataset.label_encoder import DataFrameLabelEncoder + + +def _label_encode_dataframe(df, no_encode=set()): + df_to_encode = df[list(set(df.columns) - no_encode)] + le = DataFrameLabelEncoder().fit(df_to_encode) + return le, le.transform(df) + + +def _inverse_transform_dataframe(le, df): + return le.inverse_transform(df) + + +def smape(actual, predicted) -> float: + if not all([isinstance(actual, np.ndarray), isinstance(predicted, np.ndarray)]): + actual, predicted = (np.array(actual), np.array(predicted)) + return round( + np.mean(np.abs(actual - predicted) / (np.abs(actual) + np.abs(predicted))) + * 100, + 2, + ) + + +def _call_pandas_fsspec(pd_fn, filename, storage_options, **kwargs): + if fsspec.utils.get_protocol(filename) == "file": + return pd_fn(filename, **kwargs) + return pd_fn(filename, storage_options=storage_options, **kwargs) + + +def _load_data(filename, format, storage_options, columns, **kwargs): + if not format: + _, format = os.path.splitext(filename) + format = format[1:] + if format in ["json", "clipboard", "excel", "csv", "feather", "hdf"]: + read_fn = getattr(pd, f"read_{format}") + data = _call_pandas_fsspec(read_fn, filename, storage_options=storage_options) + if columns: + # keep only these columns, done after load because only CSV supports stream filtering + data = data[columns] + return data + raise ValueError(f"Unrecognized format: {format}") + + +def _write_data(data, filename, format, storage_options, **kwargs): + if not format: + _, format = os.path.splitext(filename) + format = format[1:] + if format in ["json", "clipboard", "excel", "csv", "feather", "hdf"]: + write_fn = getattr(data, f"to_{format}") + return _call_pandas_fsspec( + write_fn, filename, index=False, storage_options=storage_options + ) + raise ValueError(f"Unrecognized format: {format}") + + +def _merge_category_columns(data, target_category_columns): + return data.apply( + lambda x: "__".join([str(x[col]) for col in target_category_columns]), axis=1 + ) + + +def _clean_data(data, target_column, datetime_column, target_category_columns=None): + # Todo: KNN Imputer? + if target_category_columns is not None: + data["__Series__"] = _merge_category_columns(data, target_category_columns) + unique_categories = data["__Series__"].unique() + + df = pd.DataFrame() + new_target_columns = [] + + for cat in unique_categories: + data_cat = data[data["__Series__"] == cat].rename( + {target_column: f"{target_column}_{cat}"}, axis=1 + ) + data_cat_clean = data_cat.drop("__Series__", axis=1).set_index( + datetime_column + ) + df = pd.concat([df, data_cat_clean], axis=1) + new_target_columns.append(f"{target_column}_{cat}") + df = df.reset_index() + return df.fillna(0), new_target_columns + + raise ValueError( + f"Either target_columns, target_category_columns, or datetime_column not specified." + ) + + +def _build_indexed_datasets( + data, + target_column, + datetime_column, + target_category_columns=None, + additional_data=None, + metadata_data=None, +): + df_by_target = dict() + categories = [] + data_long = None + data_wide = None + + if target_category_columns is None: + if additional_data is None: + df_by_target[target_column] = data.fillna(0) + else: + df_by_target[target_column] = pd.concat( + [ + data.set_index(datetime_column).fillna(0), + additional_data.set_index(datetime_column).fillna(0), + ], + axis=1, + ).reset_index() + return df_by_target, target_column, categories + + data["__Series__"] = _merge_category_columns(data, target_category_columns) + unique_categories = data["__Series__"].unique() + + for cat in unique_categories: + data_by_cat = data[data["__Series__"] == cat].rename( + {target_column: f"{target_column}_{cat}"}, axis=1 + ) + data_by_cat_clean = ( + data_by_cat.drop(target_category_columns + ["__Series__"], axis=1) + .set_index(datetime_column) + .fillna(0) + ) + if additional_data is not None: + additional_data["__Series__"] = _merge_category_columns( + additional_data, target_category_columns + ) + data_add_by_cat = additional_data[ + additional_data["__Series__"] == cat + ].rename({target_column: f"{target_column}_{cat}"}, axis=1) + data_add_by_cat_clean = ( + data_add_by_cat.drop(target_category_columns + ["__Series__"], axis=1) + .set_index(datetime_column) + .fillna(0) + ) + data_by_cat_clean = pd.concat( + [data_add_by_cat_clean, data_by_cat_clean], axis=1 + ) + df_by_target[f"{target_column}_{cat}"] = data_by_cat_clean.reset_index() + + new_target_columns = list(df_by_target.keys()) + return df_by_target, new_target_columns, unique_categories + + +def _build_metrics_df(y_true, y_pred, column_name): + metrics = dict() + metrics["sMAPE"] = smape(actual=y_true, predicted=y_pred) + metrics["MAPE"] = mean_absolute_percentage_error(y_true=y_true, y_pred=y_pred) + metrics["RMSE"] = np.sqrt(mean_squared_error(y_true=y_true, y_pred=y_pred)) + metrics["r2"] = r2_score(y_true=y_true, y_pred=y_pred) + metrics["Explained Variance"] = explained_variance_score( + y_true=y_true, y_pred=y_pred + ) + return pd.DataFrame.from_dict(metrics, orient="index", columns=[column_name]) + + +def evaluate_metrics(target_columns, data, outputs, target_col="yhat"): + total_metrics = pd.DataFrame() + for idx, col in enumerate(target_columns): + y_true = np.asarray(data[col]) + y_pred = np.asarray(outputs[idx][target_col][: len(y_true)]) + + metrics_df = _build_metrics_df(y_true=y_true, y_pred=y_pred, column_name=col) + total_metrics = pd.concat([total_metrics, metrics_df], axis=1) + return total_metrics + + +def _select_plot_list(fn, target_columns): + return dp.Select( + blocks=[dp.Plot(fn(i, col), label=col) for i, col in enumerate(target_columns)] + ) + + +def _add_unit(num, unit): + return f"{num} {unit}" + + +def get_forecast_plots( + data, + outputs, + target_columns, + test_data=None, + ds_col=None, + ds_forecast_col=None, + forecast_col_name="yhat", + ci_col_names=None, + ci_interval_width=0.95, +): + if ds_forecast_col is None: + ds_forecast_col = ds_col + + def plot_forecast_plotly(idx, col): + fig = go.Figure() + if ci_col_names is not None: + fig.add_traces( + [ + go.Scatter( + x=ds_forecast_col, + y=outputs[idx][ci_col_names[0]], + mode="lines", + line_color="rgba(0,0,0,0)", + showlegend=False, + ), + go.Scatter( + x=ds_forecast_col, + y=outputs[idx][ci_col_names[1]], + mode="lines", + line_color="rgba(0,0,0,0)", + name=f"{ci_interval_width*100}% confidence interval", + fill="tonexty", + fillcolor="rgba(211, 211, 211, 0.5)", + ), + ] + ) + if test_data is not None: + fig.add_trace( + go.Scatter( + x=test_data["ds"], + y=test_data[col], + mode="markers", + marker_color="green", + name="Actual", + ) + ) + + fig.add_trace( + go.Scatter( + x=ds_col, + y=data[col], + mode="markers", + marker_color="black", + name="Historical", + ) + ) + fig.add_trace( + go.Scatter( + x=ds_forecast_col, + y=outputs[idx][forecast_col_name], + mode="lines+markers", + line_color="blue", + name="Forecast", + ) + ) + fig.add_vline( + x=ds_col[-1:].values[0], line_width=1, line_dash="dash", line_color="gray" + ) + return fig + + return _select_plot_list(plot_forecast_plotly, target_columns) + + +def human_time_friendly(seconds): + TIME_DURATION_UNITS = ( + ("week", 60 * 60 * 24 * 7), + ("day", 60 * 60 * 24), + ("hour", 60 * 60), + ("min", 60), + ("sec", 1), + ) + if seconds == 0: + return "inf" + accumulator = [] + for unit, div in TIME_DURATION_UNITS: + amount, seconds = divmod(int(seconds), div) + if amount > 0: + accumulator.append( + "{} {}{}".format(amount, unit, "" if amount == 1 else "s") + ) + return ", ".join(accumulator) diff --git a/setup.py b/setup.py index f2dfa0eab..192c798d8 100644 --- a/setup.py +++ b/setup.py @@ -1,7 +1,7 @@ #!/usr/bin/env python # -*- coding: utf-8; -*- -# Copyright (c) 2020, 2022 Oracle and/or its affiliates. +# Copyright (c) 2020, 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ import sys @@ -107,13 +107,18 @@ def update_extra_with_internal_packages(): "lightgbm==3.3.1", ] extras_require["optuna"] = extras_require["viz"] + ["optuna==2.9.0"] -extras_require["forecast"] = extras_require["opctl"] + [ - "prophet", - "neuralprophet", - "pmdarima", - "statsmodels", - "datapane", -] +extras_require["forecast"] = ( + extras_require["optuna"] + + extras_require["opctl"] + + [ + "prophet", + "neuralprophet", + "pmdarima", + "statsmodels", + "datapane", + "sktime", + ] +) extras_require["complete"] = sorted({v for req in extras_require.values() for v in req}) extras_require["all-optional"] = reduce( @@ -178,9 +183,5 @@ def update_extra_with_internal_packages(): "Github": "https://github.com/oracle/accelerated-data-science", "Documentation": "https://accelerated-data-science.readthedocs.io/en/latest/index.html", }, - entry_points={ - 'console_scripts': [ - 'ads=ads.cli:cli' - ] - }, + entry_points={"console_scripts": ["ads=ads.cli:cli"]}, ) diff --git a/ads/opctl/operator/lowcode/forecast/model/base.py b/tests/integration/opctl/__init__.py similarity index 87% rename from ads/opctl/operator/lowcode/forecast/model/base.py rename to tests/integration/opctl/__init__.py index b8d0460f5..fe904ad27 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base.py +++ b/tests/integration/opctl/__init__.py @@ -1,5 +1,4 @@ #!/usr/bin/env python -# -*- coding: utf-8 -*-- # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ diff --git a/tests/integration/opctl/operator/__init__.py b/tests/integration/opctl/operator/__init__.py new file mode 100644 index 000000000..fe904ad27 --- /dev/null +++ b/tests/integration/opctl/operator/__init__.py @@ -0,0 +1,4 @@ +#!/usr/bin/env python + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ diff --git a/tests/integration/opctl/operator/forecast/__init__.py b/tests/integration/opctl/operator/forecast/__init__.py new file mode 100644 index 000000000..fe904ad27 --- /dev/null +++ b/tests/integration/opctl/operator/forecast/__init__.py @@ -0,0 +1,4 @@ +#!/usr/bin/env python + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ diff --git a/tests/unitary/with_extras/operator/__init__.py b/tests/unitary/with_extras/operator/__init__.py new file mode 100644 index 000000000..fe904ad27 --- /dev/null +++ b/tests/unitary/with_extras/operator/__init__.py @@ -0,0 +1,4 @@ +#!/usr/bin/env python + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ diff --git a/tests/unitary/with_extras/operator/forecast/__init__.py b/tests/unitary/with_extras/operator/forecast/__init__.py new file mode 100644 index 000000000..fe904ad27 --- /dev/null +++ b/tests/unitary/with_extras/operator/forecast/__init__.py @@ -0,0 +1,4 @@ +#!/usr/bin/env python + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ diff --git a/tests/unitary/with_extras/operator/forecast/test_cmd.py b/tests/unitary/with_extras/operator/forecast/test_cmd.py new file mode 100644 index 000000000..a727b4710 --- /dev/null +++ b/tests/unitary/with_extras/operator/forecast/test_cmd.py @@ -0,0 +1,10 @@ +#!/usr/bin/env python +# -*- coding: utf-8; -*- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +class TestCMD: + def test_init(self): + """Tests generating a starter specification template YAML for the operator..""" diff --git a/tests/unitary/with_extras/operator/forecast/test_common_utils.py b/tests/unitary/with_extras/operator/forecast/test_common_utils.py new file mode 100644 index 000000000..4ef099829 --- /dev/null +++ b/tests/unitary/with_extras/operator/forecast/test_common_utils.py @@ -0,0 +1,11 @@ +#!/usr/bin/env python +# -*- coding: utf-8; -*- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +class TestCommonUtils: + """Tests all common utils methods of the forecast operator.""" + + pass diff --git a/tests/unitary/with_extras/operator/forecast/test_model_arima.py b/tests/unitary/with_extras/operator/forecast/test_model_arima.py new file mode 100644 index 000000000..0f9f4135e --- /dev/null +++ b/tests/unitary/with_extras/operator/forecast/test_model_arima.py @@ -0,0 +1,11 @@ +#!/usr/bin/env python +# -*- coding: utf-8; -*- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +class TestArimaOperatorModel: + """Tests the arima operator model class.""" + + pass diff --git a/tests/unitary/with_extras/operator/forecast/test_model_automlx.py b/tests/unitary/with_extras/operator/forecast/test_model_automlx.py new file mode 100644 index 000000000..f5c9bb99d --- /dev/null +++ b/tests/unitary/with_extras/operator/forecast/test_model_automlx.py @@ -0,0 +1,11 @@ +#!/usr/bin/env python +# -*- coding: utf-8; -*- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +class TestAutoMLXOperatorModel: + """Tests the automlx operator model class.""" + + pass diff --git a/tests/unitary/with_extras/operator/forecast/test_model_base_model.py b/tests/unitary/with_extras/operator/forecast/test_model_base_model.py new file mode 100644 index 000000000..3d5b62941 --- /dev/null +++ b/tests/unitary/with_extras/operator/forecast/test_model_base_model.py @@ -0,0 +1,11 @@ +#!/usr/bin/env python +# -*- coding: utf-8; -*- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +class TestForecastOperatorBaseModel: + """Tests the base class for the forecasting models""" + + pass diff --git a/tests/unitary/with_extras/operator/forecast/test_model_factory.py b/tests/unitary/with_extras/operator/forecast/test_model_factory.py new file mode 100644 index 000000000..1be489506 --- /dev/null +++ b/tests/unitary/with_extras/operator/forecast/test_model_factory.py @@ -0,0 +1,11 @@ +#!/usr/bin/env python +# -*- coding: utf-8; -*- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +class TestForecastOperatorModelFactory: + """Tests the factory class which contains a list of registered forecasting operator models.""" + + pass diff --git a/tests/unitary/with_extras/operator/forecast/test_model_neural_prophet.py b/tests/unitary/with_extras/operator/forecast/test_model_neural_prophet.py new file mode 100644 index 000000000..ead35cc39 --- /dev/null +++ b/tests/unitary/with_extras/operator/forecast/test_model_neural_prophet.py @@ -0,0 +1,11 @@ +#!/usr/bin/env python +# -*- coding: utf-8; -*- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +class TestNeuralProphetOperatorModel: + """Tests the neuralprophet operator model class.""" + + pass diff --git a/tests/unitary/with_extras/operator/forecast/test_model_prophet.py b/tests/unitary/with_extras/operator/forecast/test_model_prophet.py new file mode 100644 index 000000000..84b274821 --- /dev/null +++ b/tests/unitary/with_extras/operator/forecast/test_model_prophet.py @@ -0,0 +1,11 @@ +#!/usr/bin/env python +# -*- coding: utf-8; -*- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +class TestProphetOperatorModel: + """Tests the prophet operator model class.""" + + pass diff --git a/tests/unitary/with_extras/operator/forecast/test_operator.py b/tests/unitary/with_extras/operator/forecast/test_operator.py new file mode 100644 index 000000000..d41afafde --- /dev/null +++ b/tests/unitary/with_extras/operator/forecast/test_operator.py @@ -0,0 +1,17 @@ +#!/usr/bin/env python +# -*- coding: utf-8; -*- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +class TestOperator: + """Tests common methods of the forecast operator module.""" + + pass + + +class TestForecastOperatorConfig: + """Tests forecast operator config class""" + + pass diff --git a/tests/unitary/with_extras/operator/test_cmd.py b/tests/unitary/with_extras/operator/test_cmd.py new file mode 100644 index 000000000..6b9f30889 --- /dev/null +++ b/tests/unitary/with_extras/operator/test_cmd.py @@ -0,0 +1,13 @@ +#!/usr/bin/env python +# -*- coding: utf-8; -*- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +class TestCMD: + def test_list(self): + """Ensures that the list of the registered operators can be printed.""" + + def test_info(self): + """Ensures that the detailed information about the particular operator can be printed.""" diff --git a/tests/unitary/with_extras/operator/test_common_utils.py b/tests/unitary/with_extras/operator/test_common_utils.py new file mode 100644 index 000000000..5c95d19f3 --- /dev/null +++ b/tests/unitary/with_extras/operator/test_common_utils.py @@ -0,0 +1,11 @@ +#!/usr/bin/env python +# -*- coding: utf-8; -*- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +class TestCommonUtils: + """Tests all common utils methods of the operators.""" + + pass diff --git a/tests/unitary/with_extras/operator/test_operator.py b/tests/unitary/with_extras/operator/test_operator.py new file mode 100644 index 000000000..ef2557f59 --- /dev/null +++ b/tests/unitary/with_extras/operator/test_operator.py @@ -0,0 +1,11 @@ +#!/usr/bin/env python +# -*- coding: utf-8; -*- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +class TestOperator: + """Tests operator base class.""" + + pass diff --git a/tests/unitary/with_extras/operator/test_runtime.py b/tests/unitary/with_extras/operator/test_runtime.py new file mode 100644 index 000000000..396ca303e --- /dev/null +++ b/tests/unitary/with_extras/operator/test_runtime.py @@ -0,0 +1,11 @@ +#!/usr/bin/env python +# -*- coding: utf-8; -*- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +class TestContainerRuntime: + """Tests operator container local runtime.""" + + pass From a74a8e69c7957cdd08215bc4aa6d3d39162bac55 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Sun, 23 Jul 2023 20:13:55 -0700 Subject: [PATCH 009/247] Fixes circular import. --- ads/opctl/__init__.py | 4 +- .../operator/lowcode/forecast/__main__.py | 5 +- .../operator/lowcode/forecast/model/arima.py | 4 +- .../lowcode/forecast/model/base_model.py | 12 +- .../lowcode/forecast/model/factory.py | 4 +- .../lowcode/forecast/model/neuralprophet.py | 6 +- .../lowcode/forecast/model/prophet.py | 6 +- .../operator/lowcode/forecast/operator.py | 103 +----------------- .../operator/lowcode/forecast/schema.yaml | 2 +- ads/opctl/operator/lowcode/forecast/utils.py | 2 +- .../operator/forecast/test_operator.py | 6 - 11 files changed, 28 insertions(+), 126 deletions(-) diff --git a/ads/opctl/__init__.py b/ads/opctl/__init__.py index d5c24366e..42c94409f 100644 --- a/ads/opctl/__init__.py +++ b/ads/opctl/__init__.py @@ -1,7 +1,7 @@ #!/usr/bin/env python # -*- coding: utf-8; -*- -# Copyright (c) 2022 Oracle and/or its affiliates. +# Copyright (c) 2022, 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ import logging @@ -11,6 +11,8 @@ handler = logging.StreamHandler(sys.stdout) logger.addHandler(handler) +logger.setLevel(logging.INFO) + def set_log_level(level): handler.setLevel(level) diff --git a/ads/opctl/operator/lowcode/forecast/__main__.py b/ads/opctl/operator/lowcode/forecast/__main__.py index 721d19ba6..c3759ff8c 100644 --- a/ads/opctl/operator/lowcode/forecast/__main__.py +++ b/ads/opctl/operator/lowcode/forecast/__main__.py @@ -10,13 +10,14 @@ import yaml +from ads.common.auth import AuthContext from ads.opctl import logger from ads.opctl.operator.common.const import ENV_OPERATOR_ARGS from ads.opctl.operator.common.utils import _parse_input_args -from ads.common.auth import AuthContext from .__init__ import __name__ as MODULE -from .operator import ForecastOperatorConfig, operate, verify +from .operator import operate, verify +from .operator_config import ForecastOperatorConfig def main(raw_args): diff --git a/ads/opctl/operator/lowcode/forecast/model/arima.py b/ads/opctl/operator/lowcode/forecast/model/arima.py index 315ea628d..6733c76bc 100644 --- a/ads/opctl/operator/lowcode/forecast/model/arima.py +++ b/ads/opctl/operator/lowcode/forecast/model/arima.py @@ -137,8 +137,8 @@ def _generate_report(self): sec5_text = dp.Text(f"## ARIMA Model Parameters") sec5 = dp.Select( blocks=[ - dp.HTML(m.summary().as_html(), label=self.target_columns[i]) - for i, m in enumerate(self.models) + # dp.HTML(m.summary().as_html(), label=self.target_columns[i]) + # for i, m in enumerate(self.models) ] ) all_sections = [sec5_text, sec5] diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 04d844fc4..af43d7c18 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -21,7 +21,7 @@ from .. import utils from ..const import SupportedModels -from ..operator import ForecastOperatorConfig, ForecastOperatorSpec +from ..operator_config import ForecastOperatorConfig, ForecastOperatorSpec class ForecastOperatorBaseModel(ABC): @@ -49,7 +49,7 @@ def __init__(self, config: ForecastOperatorConfig): None # This will become [target__category1__category2 ...] ) - self.perform_tuning = self.spec.tuning.n_trials != None + self.perform_tuning = self.spec.tuning != None def generate_report(self): # load data and build models @@ -77,11 +77,11 @@ def generate_report(self): dp.Select( blocks=[ dp.Group( - dp.Text(f"You selected the **`{self.model}`** model."), + dp.Text(f"You selected the **`{self.spec.model}`** model."), model_description, dp.Text( "Based on your dataset, you could have also selected " - f"any of the models: `{'`, `'.join(SupportedModels.keys)}`." + f"any of the models: `{'`, `'.join(SupportedModels.keys())}`." ), dp.Group( dp.BigNumber( @@ -228,7 +228,7 @@ def _load_data(self): self.original_total_data = data additional_data = None - if self.spec.additional_data.url is not None: + if self.spec.additional_data is not None: additional_data = utils._load_data( filename=self.spec.additional_data.url, format=self.spec.additional_data.format, @@ -245,7 +245,7 @@ def _load_data(self): ) = utils._build_indexed_datasets( data=data, target_column=self.spec.target_column, - datetime_column=self.spec.datetime_column, + datetime_column=self.spec.datetime_column.name, target_category_columns=self.spec.target_category_columns, additional_data=additional_data, ) diff --git a/ads/opctl/operator/lowcode/forecast/model/factory.py b/ads/opctl/operator/lowcode/forecast/model/factory.py index 22fe99597..6865a6dec 100644 --- a/ads/opctl/operator/lowcode/forecast/model/factory.py +++ b/ads/opctl/operator/lowcode/forecast/model/factory.py @@ -5,7 +5,7 @@ # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ from ..const import SupportedModels -from ..operator import ForecastOperatorConfig +from ..operator_config import ForecastOperatorConfig from .arima import ArimaOperatorModel from .automlx import AutoMLXOperatorModel from .base_model import ForecastOperatorBaseModel @@ -58,4 +58,4 @@ def get_model( model_type = operator_config.spec.model if model_type not in cls._MAP: raise UnSupportedModelError(model_type) - return cls._MAP[model_type](operator_config=operator_config) + return cls._MAP[model_type](config=operator_config) diff --git a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py index 537301ce4..d3c15e17a 100644 --- a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py @@ -9,7 +9,7 @@ import numpy as np import optuna from neuralprophet import NeuralProphet -from pandas import pd +import pandas as pd from torch import Tensor from torchmetrics.regression import ( MeanAbsoluteError, @@ -153,7 +153,9 @@ def objective(trial): } ) study.optimize( - objective, n_trials=self.spec.tuning.n_trials or 10, n_jobs=-1 + objective, + n_trials=self.spec.tuning.n_trials if self.spec.tunning else 10, + n_jobs=-1, ) selected_params = study.best_params diff --git a/ads/opctl/operator/lowcode/forecast/model/prophet.py b/ads/opctl/operator/lowcode/forecast/model/prophet.py index 8af029955..494a97891 100644 --- a/ads/opctl/operator/lowcode/forecast/model/prophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/prophet.py @@ -8,7 +8,7 @@ import datapane as dp import numpy as np import optuna -from pandas import pd +import pandas as pd from prophet import Prophet from prophet.diagnostics import cross_validation, performance_metrics from prophet.plot import add_changepoints_to_plot @@ -141,7 +141,9 @@ def objective(trial): } ) study.optimize( - objective, n_trials=self.spec.tuning.n_trials or 10, n_jobs=-1 + objective, + n_trials=self.spec.tuning.n_trials if self.spec.tunning else 10, + n_jobs=-1, ) study.best_params.update(model_kwargs_i) diff --git a/ads/opctl/operator/lowcode/forecast/operator.py b/ads/opctl/operator/lowcode/forecast/operator.py index d5827cc0b..7db694b7c 100644 --- a/ads/opctl/operator/lowcode/forecast/operator.py +++ b/ads/opctl/operator/lowcode/forecast/operator.py @@ -4,109 +4,10 @@ # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ -import os -from dataclasses import dataclass, field -from typing import Dict, List +from typing import Dict -from ads.common.serializer import DataClassSerializable -from ads.opctl.operator.common.utils import _load_yaml_from_uri -from ads.opctl.operator.operator import Operator - -from .const import SupportedMetrics from .model.factory import ForecastOperatorModelFactory - - -@dataclass(repr=True) -class InputData(DataClassSerializable): - format: str = None - columns: List[str] = None - url: str = None - options: Dict = None - limit: int = None - - -@dataclass(repr=True) -class TestData(DataClassSerializable): - connect_args: Dict = None - format: str = None - url: str = None - name: str = None - options: Dict = None - - -@dataclass(repr=True) -class OutputDirectory(DataClassSerializable): - connect_args: Dict = None - format: str = None - url: str = None - name: str = None - options: Dict = None - - -@dataclass(repr=True) -class DateTimeColumn(DataClassSerializable): - name: str = None - format: str = None - - -@dataclass(repr=True) -class Horizon(DataClassSerializable): - periods: int = None - interval: int = None - interval_unit: str = None - - -@dataclass(repr=True) -class Tuning(DataClassSerializable): - n_trials: int = None - - -@dataclass(repr=True) -class ForecastOperatorSpec(DataClassSerializable): - """The dataclass representing forecasting operator specification.""" - - name: str = None - historical_data: InputData = field(default_factory=InputData) - additional_data: InputData = field(default_factory=InputData) - test_data: TestData = field(default_factory=TestData) - output_directory: OutputDirectory = field(default_factory=OutputDirectory) - report_file_name: str = None - report_title: str = None - report_theme: str = None - report_metrics_name: str = None - target_column: str = None - datetime_column: DateTimeColumn = field(default_factory=DateTimeColumn) - target_category_columns: List[str] = field(default_factory=list) - horizon: Horizon = field(default_factory=Horizon) - model: str = None - model_kwargs: Dict = field(default_factory=dict) - confidence_interval_width: float = None - metric: str = None - tuning: Tuning = field(default_factory=Tuning) - - def __post_init__(self): - # setup default values - self.metric = (self.metric or "").lower() or SupportedMetrics.SMAPE - # self.confidence_interval_width = self.confidence_interval_width or 0.80 - self.report_file_name = self.report_file_name or "report.html" - self.report_theme = self.report_theme or "light" - self.report_metrics_name = self.report_metrics_name or "report.csv" - self.target_column = self.target_column or "Sales" - - -@dataclass(repr=True) -class ForecastOperatorConfig(Operator): - kind: str = "operator" - type: str = "forecast" - version: str = "v1" - spec: ForecastOperatorSpec = field(default_factory=ForecastOperatorSpec) - - @classmethod - def _load_schema(cls) -> str: - """Loads operator's schema.""" - return _load_yaml_from_uri( - os.path.join(os.path.dirname(os.path.abspath(__file__)), "schema.yaml") - ) +from .operator_config import ForecastOperatorConfig def operate(operator_config: ForecastOperatorConfig) -> None: diff --git a/ads/opctl/operator/lowcode/forecast/schema.yaml b/ads/opctl/operator/lowcode/forecast/schema.yaml index 3028fe3ad..486646fb2 100644 --- a/ads/opctl/operator/lowcode/forecast/schema.yaml +++ b/ads/opctl/operator/lowcode/forecast/schema.yaml @@ -187,7 +187,7 @@ spec: meta: description: "Placed into output_directory location. Defaults to report.csv" - target_columns: + target_column: type: string required: true default: "Sales" diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index bc02bbb92..f3666d073 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -191,7 +191,7 @@ def evaluate_metrics(target_columns, data, outputs, target_col="yhat"): def _select_plot_list(fn, target_columns): return dp.Select( - blocks=[dp.Plot(fn(i, col), label=col) for i, col in enumerate(target_columns)] + blocks=[dp.Plot(fn(i), label=col) for i, col in enumerate(target_columns)] ) diff --git a/tests/unitary/with_extras/operator/forecast/test_operator.py b/tests/unitary/with_extras/operator/forecast/test_operator.py index d41afafde..f2b79b54e 100644 --- a/tests/unitary/with_extras/operator/forecast/test_operator.py +++ b/tests/unitary/with_extras/operator/forecast/test_operator.py @@ -9,9 +9,3 @@ class TestOperator: """Tests common methods of the forecast operator module.""" pass - - -class TestForecastOperatorConfig: - """Tests forecast operator config class""" - - pass From 449e163b5cfb36d82ee1eaa02b915e80d624e562 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Sun, 23 Jul 2023 20:14:36 -0700 Subject: [PATCH 010/247] Adds forecast operator config. --- .../lowcode/forecast/operator_config.py | 109 ++++++++++++++++++ .../operator/forecast/test_operator_config.py | 11 ++ 2 files changed, 120 insertions(+) create mode 100644 ads/opctl/operator/lowcode/forecast/operator_config.py create mode 100644 tests/unitary/with_extras/operator/forecast/test_operator_config.py diff --git a/ads/opctl/operator/lowcode/forecast/operator_config.py b/ads/opctl/operator/lowcode/forecast/operator_config.py new file mode 100644 index 000000000..06d806f70 --- /dev/null +++ b/ads/opctl/operator/lowcode/forecast/operator_config.py @@ -0,0 +1,109 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import os +from dataclasses import dataclass, field +from typing import Dict, List + +from ads.common.serializer import DataClassSerializable +from ads.opctl.operator.common.utils import _load_yaml_from_uri +from ads.opctl.operator.operator import Operator + +from .const import SupportedMetrics + + +@dataclass(repr=True) +class InputData(DataClassSerializable): + format: str = None + columns: List[str] = None + url: str = None + options: Dict = None + limit: int = None + + +@dataclass(repr=True) +class TestData(DataClassSerializable): + connect_args: Dict = None + format: str = None + url: str = None + name: str = None + options: Dict = None + + +@dataclass(repr=True) +class OutputDirectory(DataClassSerializable): + connect_args: Dict = None + format: str = None + url: str = None + name: str = None + options: Dict = None + + +@dataclass(repr=True) +class DateTimeColumn(DataClassSerializable): + name: str = None + format: str = None + + +@dataclass(repr=True) +class Horizon(DataClassSerializable): + periods: int = None + interval: int = None + interval_unit: str = None + + +@dataclass(repr=True) +class Tuning(DataClassSerializable): + n_trials: int = None + + +@dataclass(repr=True) +class ForecastOperatorSpec(DataClassSerializable): + """The dataclass representing forecasting operator specification.""" + + name: str = None + historical_data: InputData = field(default_factory=InputData) + additional_data: InputData = field(default_factory=InputData) + test_data: TestData = field(default_factory=TestData) + output_directory: OutputDirectory = field(default_factory=OutputDirectory) + report_file_name: str = None + report_title: str = None + report_theme: str = None + report_metrics_name: str = None + target_column: str = None + datetime_column: DateTimeColumn = field(default_factory=DateTimeColumn) + target_category_columns: List[str] = field(default_factory=list) + horizon: Horizon = field(default_factory=Horizon) + model: str = None + model_kwargs: Dict = field(default_factory=dict) + confidence_interval_width: float = None + metric: str = None + tuning: Tuning = field(default_factory=Tuning) + + def __post_init__(self): + # setup default values + self.metric = (self.metric or "").lower() or SupportedMetrics.SMAPE + # self.confidence_interval_width = self.confidence_interval_width or 0.80 + self.report_file_name = self.report_file_name or "report.html" + self.report_theme = self.report_theme or "light" + self.report_metrics_name = self.report_metrics_name or "report.csv" + self.target_column = self.target_column or "Sales" + self.model_kwargs = self.model_kwargs or dict() + + +@dataclass(repr=True) +class ForecastOperatorConfig(Operator): + kind: str = "operator" + type: str = "forecast" + version: str = "v1" + spec: ForecastOperatorSpec = field(default_factory=ForecastOperatorSpec) + + @classmethod + def _load_schema(cls) -> str: + """Loads operator's schema.""" + return _load_yaml_from_uri( + os.path.join(os.path.dirname(os.path.abspath(__file__)), "schema.yaml") + ) diff --git a/tests/unitary/with_extras/operator/forecast/test_operator_config.py b/tests/unitary/with_extras/operator/forecast/test_operator_config.py new file mode 100644 index 000000000..0973c0e54 --- /dev/null +++ b/tests/unitary/with_extras/operator/forecast/test_operator_config.py @@ -0,0 +1,11 @@ +#!/usr/bin/env python +# -*- coding: utf-8; -*- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +class TestForecastOperatorConfig: + """Tests forecast operator config class""" + + pass From 1b5fd5aae48cb41c5deb34cdc5e2be03b570b4de Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Mon, 24 Jul 2023 14:53:09 -0700 Subject: [PATCH 011/247] Fix the operator models. --- ads/common/decorator/runtime_dependency.py | 1 + .../operator/lowcode/forecast/model/arima.py | 7 +-- .../lowcode/forecast/model/automlx.py | 3 -- .../lowcode/forecast/model/base_model.py | 49 ++++++++++++------- .../lowcode/forecast/model/neuralprophet.py | 31 +++++++----- .../lowcode/forecast/model/prophet.py | 16 ++---- .../lowcode/forecast/operator_config.py | 1 + .../operator/lowcode/forecast/schema.yaml | 5 ++ ads/opctl/operator/lowcode/forecast/utils.py | 2 +- 9 files changed, 64 insertions(+), 51 deletions(-) diff --git a/ads/common/decorator/runtime_dependency.py b/ads/common/decorator/runtime_dependency.py index c6316f156..08ae48e78 100644 --- a/ads/common/decorator/runtime_dependency.py +++ b/ads/common/decorator/runtime_dependency.py @@ -64,6 +64,7 @@ class OptionalDependency: OPTUNA = "oracle-ads[optuna]" SPARK = "oracle-ads[spark]" HUGGINGFACE = "oracle-ads[huggingface]" + FORECAST = "oracle-ads[forecast]" def runtime_dependency( diff --git a/ads/opctl/operator/lowcode/forecast/model/arima.py b/ads/opctl/operator/lowcode/forecast/model/arima.py index 6733c76bc..698c45338 100644 --- a/ads/opctl/operator/lowcode/forecast/model/arima.py +++ b/ads/opctl/operator/lowcode/forecast/model/arima.py @@ -137,8 +137,8 @@ def _generate_report(self): sec5_text = dp.Text(f"## ARIMA Model Parameters") sec5 = dp.Select( blocks=[ - # dp.HTML(m.summary().as_html(), label=self.target_columns[i]) - # for i, m in enumerate(self.models) + dp.HTML(m.summary().as_html(), label=self.target_columns[i]) + for i, m in enumerate(self.models) ] ) all_sections = [sec5_text, sec5] @@ -165,6 +165,3 @@ def _generate_report(self): ds_forecast_col, ci_col_names, ) - - def _preprocess(self, data, ds_column, datetime_format): - super()._preprocess(data, ds_column, datetime_format) diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index 4ea44a172..939853fd3 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -164,6 +164,3 @@ def _generate_report(self): ds_forecast_col, ci_col_names, ) - - def _preprocess(self, data, ds_column, datetime_format): - super()._preprocess(data, ds_column, datetime_format) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index af43d7c18..9cdfe233c 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -110,7 +110,7 @@ def generate_report(self): blocks=[ dp.DataTable( df.head(10).rename( - {col: self.target_column}, axis=1 + {col: self.spec.target_column}, axis=1 ), caption="Start", label=col, @@ -124,7 +124,7 @@ def generate_report(self): blocks=[ dp.DataTable( df.tail(10).rename( - {col: self.target_column}, axis=1 + {col: self.spec.target_column}, axis=1 ), caption="End", label=col, @@ -137,7 +137,7 @@ def generate_report(self): blocks=[ dp.DataTable( df.rename( - {col: self.target_column}, axis=1 + {col: self.spec.target_column}, axis=1 ).describe(), caption="Summary Statistics", label=col, @@ -170,16 +170,17 @@ def generate_report(self): test_eval_metrics = [] test_data = None - if self.test_filename: + if self.spec.test_data.url: ( self.test_eval_metrics, summary_metrics, test_data, ) = self._test_evaluate_metrics( - self.target_columns, - self.test_filename, - self.outputs, + target_columns=self.target_columns, + test_filename=self.spec.test_data.url, + outputs=self.outputs, target_col=forecast_col_name, + elapsed_time=elapsed_time, ) sec7_text = dp.Text(f"## Holdout Data Evaluation Metrics") sec7 = dp.DataTable(self.test_eval_metrics) @@ -199,12 +200,12 @@ def generate_report(self): ds_col=ds_column_series, ds_forecast_col=ds_forecast_col, ci_col_names=ci_col_names, - ci_interval_width=self.confidence_interval_width, + ci_interval_width=self.spec.confidence_interval_width, ) forecast_plots = [forecast_text, forecast_sec] yaml_appendix_title = dp.Text(f"## Reference: YAML File") - yaml_appendix = dp.Code(code=yaml.dump(self.args), language="yaml") + yaml_appendix = dp.Code(code=self.config.to_yaml(), language="yaml") report_sections = ( [title_text, summary] + forecast_plots @@ -251,7 +252,7 @@ def _load_data(self): ) def _test_evaluate_metrics( - self, target_columns, test_filename, outputs, target_col="yhat" + self, target_columns, test_filename, outputs, target_col="yhat", elapsed_time=0 ): total_metrics = pd.DataFrame() @@ -297,7 +298,7 @@ def _test_evaluate_metrics( "Median Explained Variance": np.median( total_metrics.loc["Explained Variance"] ), - "Elapsed Time": self.elapsed_time, + "Elapsed Time": elapsed_time, }, index=["All Targets"], ) @@ -309,28 +310,38 @@ def _save_report(self, report_sections: Tuple, result_df: pd.DataFrame): # datapane html report with tempfile.TemporaryDirectory() as temp_dir: report_local_path = os.path.join(temp_dir, "___report.html") - report_dst_path = os.path.join( - self.spec.output_directory, self.spec.report_file_name - ) dp.save_report(report_sections, report_local_path) with open(report_local_path) as f1: - with fsspec.open(report_dst_path, "w", **self.storage_options) as f2: + with fsspec.open( + os.path.join( + self.spec.output_directory.url, self.spec.report_file_name + ), + "w", + **default_signer(), + ) as f2: f2.write(f1.read()) - logger.info(f"Generated Report: {report_dst_path}.") - # metrics csv report utils._write_data( data=result_df, - report_dst_path=os.path.join( - self.spec.output_directory, self.spec.report_metrics_name + filename=os.path.join( + self.spec.output_directory.url, self.spec.report_metrics_name ), format="csv", storage_options=default_signer(), ) + logger.info( + f"The report has been successfully " + "generated and placed to the: {self.spec.output_directory.url}." + ) + def _preprocess(self, data, ds_column, datetime_format): """The method that needs to be implemented on the particular model level.""" + data["ds"] = pd.to_datetime(data[ds_column], format=datetime_format) + if ds_column != "ds": + data.drop([ds_column], axis=1, inplace=True) + return data @abstractmethod def _generate_report(self): diff --git a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py index d3c15e17a..bf026b12b 100644 --- a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py @@ -8,7 +8,6 @@ import datapane as dp import numpy as np import optuna -from neuralprophet import NeuralProphet import pandas as pd from torch import Tensor from torchmetrics.regression import ( @@ -19,6 +18,10 @@ SymmetricMeanAbsolutePercentageError, ) +from ads.common.decorator.runtime_dependency import ( + OptionalDependency, + runtime_dependency, +) from ads.opctl import logger from .. import utils @@ -41,7 +44,14 @@ def _get_np_metrics_dict(selected_metric): return {selected_metric: metric_translation[selected_metric]()} +@runtime_dependency( + module="neuralprophet", + object="NeuralProphet", + install_from=OptionalDependency.FORECAST, +) def _fit_model(data, params, additional_regressors, select_metric): + from neuralprophet import NeuralProphet + m = NeuralProphet(**params) m.metrics = _get_np_metrics_dict(select_metric) for add_reg in additional_regressors: @@ -230,16 +240,21 @@ def _generate_report(self): "forecast in the context of historical data." ) # TODO add confidence intervals sec1 = utils._select_plot_list( - lambda idx: self.models[idx].plot(self.outputs[idx]) + lambda idx, *args: self.models[idx].plot(self.outputs[idx]), + target_columns=self.target_columns, ) sec2_text = dp.Text(f"## Forecast Broken Down by Trend Component") sec2 = utils._select_plot_list( - lambda idx: self.models[idx].plot_components(self.outputs[idx]) + lambda idx, *args: self.models[idx].plot_components(self.outputs[idx]), + target_columns=self.target_columns, ) sec3_text = dp.Text(f"## Forecast Parameter Plots") - sec3 = utils._select_plot_list(lambda idx: self.models[idx].plot_parameters()) + sec3 = utils._select_plot_list( + lambda idx, *args: self.models[idx].plot_parameters(), + target_columns=self.target_columns, + ) sec5_text = dp.Text(f"## Neural Prophet Model Parameters") model_states = [] @@ -288,11 +303,3 @@ def _generate_report(self): ds_forecast_col, ci_col_names, ) - - def _preprocess(self, data, ds_column, datetime_format): - super()._preprocess(data, ds_column, datetime_format) - - data["ds"] = pd.to_datetime(data[ds_column], format=datetime_format) - if ds_column != "ds": - data.drop([ds_column], axis=1, inplace=True) - return data diff --git a/ads/opctl/operator/lowcode/forecast/model/prophet.py b/ads/opctl/operator/lowcode/forecast/model/prophet.py index 494a97891..e1179a2de 100644 --- a/ads/opctl/operator/lowcode/forecast/model/prophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/prophet.py @@ -212,13 +212,15 @@ def _generate_report(self): "These plots show your forecast in the context of historical data." ) sec1 = utils._select_plot_list( - lambda idx: self.models[idx].plot(self.outputs[idx], include_legend=True), + lambda idx, *args: self.models[idx].plot( + self.outputs[idx], include_legend=True + ), target_columns=self.target_columns, ) sec2_text = dp.Text(f"## Forecast Broken Down by Trend Component") sec2 = utils._select_plot_list( - lambda idx: self.models[idx].plot_components(self.outputs[idx]), + lambda idx, *args: self.models[idx].plot_components(self.outputs[idx]), target_columns=self.target_columns, ) @@ -234,7 +236,7 @@ def _generate_report(self): for idx in range(len(self.target_columns)) ] sec3 = utils._select_plot_list( - lambda idx: sec3_figs[idx], target_columns=self.target_columns + lambda idx, *args: sec3_figs[idx], target_columns=self.target_columns ) all_sections = [sec1_text, sec1, sec2_text, sec2, sec3_text, sec3] @@ -278,11 +280,3 @@ def _generate_report(self): ds_forecast_col, ci_col_names, ) - - def _preprocess(self, data, ds_column, datetime_format): - super()._preprocess(data, ds_column, datetime_format) - - data["ds"] = pd.to_datetime(data[ds_column], format=datetime_format) - if ds_column != "ds": - data.drop([ds_column], axis=1, inplace=True) - return data diff --git a/ads/opctl/operator/lowcode/forecast/operator_config.py b/ads/opctl/operator/lowcode/forecast/operator_config.py index 06d806f70..cce8e3995 100644 --- a/ads/opctl/operator/lowcode/forecast/operator_config.py +++ b/ads/opctl/operator/lowcode/forecast/operator_config.py @@ -28,6 +28,7 @@ class InputData(DataClassSerializable): class TestData(DataClassSerializable): connect_args: Dict = None format: str = None + columns: List[str] = None url: str = None name: str = None options: Dict = None diff --git a/ads/opctl/operator/lowcode/forecast/schema.yaml b/ads/opctl/operator/lowcode/forecast/schema.yaml index 486646fb2..28150b216 100644 --- a/ads/opctl/operator/lowcode/forecast/schema.yaml +++ b/ads/opctl/operator/lowcode/forecast/schema.yaml @@ -118,6 +118,11 @@ spec: - excel - hdf - sql + columns: + required: false + type: list + schema: + type: string url: required: true type: string diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index f3666d073..bc02bbb92 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -191,7 +191,7 @@ def evaluate_metrics(target_columns, data, outputs, target_col="yhat"): def _select_plot_list(fn, target_columns): return dp.Select( - blocks=[dp.Plot(fn(i), label=col) for i, col in enumerate(target_columns)] + blocks=[dp.Plot(fn(i, col), label=col) for i, col in enumerate(target_columns)] ) From c0112caeb4b76e154a638f293ffd892bf308d945 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Mon, 24 Jul 2023 18:26:18 -0700 Subject: [PATCH 012/247] Adds pydocs. --- ads/opctl/operator/cli.py | 8 +- ads/opctl/operator/cmd.py | 42 +-- ads/opctl/operator/common/const.py | 2 + ads/opctl/operator/common/utils.py | 287 ++++++++++-------- .../operator/lowcode/forecast/__init__.py | 4 +- .../operator/lowcode/forecast/__main__.py | 5 +- ads/opctl/operator/lowcode/forecast/cmd.py | 24 +- ads/opctl/operator/lowcode/forecast/const.py | 4 +- .../lowcode/forecast/model/automlx.py | 2 + .../lowcode/forecast/model/base_model.py | 15 +- .../lowcode/forecast/model/factory.py | 2 +- .../lowcode/forecast/model/neuralprophet.py | 2 + .../lowcode/forecast/model/prophet.py | 2 + .../operator/lowcode/forecast/operator.py | 2 +- .../lowcode/forecast/operator_config.py | 36 ++- .../{operator.py => operator_config.py} | 28 +- .../operator/test_operator_config.py | 11 + 17 files changed, 307 insertions(+), 169 deletions(-) rename ads/opctl/operator/{operator.py => operator_config.py} (67%) create mode 100644 tests/unitary/with_extras/operator/test_operator_config.py diff --git a/ads/opctl/operator/cli.py b/ads/opctl/operator/cli.py index 5a1e63ff5..71ca32767 100644 --- a/ads/opctl/operator/cli.py +++ b/ads/opctl/operator/cli.py @@ -81,7 +81,7 @@ def info(debug: bool, **kwargs: Dict[str, Any]) -> None: default=None, ) def init(debug: bool, **kwargs: Dict[str, Any]) -> None: - """Generates a starter specification template YAML for the operator.""" + """Generates starter YAML configs for the operator.""" suppress_traceback(debug)(cmd_init)(**kwargs) @@ -122,7 +122,7 @@ def init(debug: bool, **kwargs: Dict[str, Any]) -> None: default=False, ) def build_image(debug: bool, **kwargs: Dict[str, Any]) -> None: - """Builds a new image for the given operator.""" + """Builds a new image for the particular operator.""" suppress_traceback(debug)(cmd_build_image)(**kwargs) @@ -201,9 +201,7 @@ def create(debug: bool, **kwargs: Dict[str, Any]) -> None: default=None, ) def verify(debug: bool, **kwargs: Dict[str, Any]) -> None: - """ - Verifies the operator config. - """ + """Verifies the operator config.""" p = ConfigProcessor().step(ConfigMerger, **kwargs) diff --git a/ads/opctl/operator/cmd.py b/ads/opctl/operator/cmd.py index 2a397afbd..c4c10cb11 100644 --- a/ads/opctl/operator/cmd.py +++ b/ads/opctl/operator/cmd.py @@ -24,16 +24,17 @@ from ads.opctl.config.base import ConfigProcessor from ads.opctl.config.merger import ConfigMerger from ads.opctl.constants import ( + BACKEND_NAME, DEFAULT_ADS_CONFIG_FOLDER, OPERATOR_MODULE_PATH, RESOURCE_TYPE, RUNTIME_TYPE, - BACKEND_NAME, ) from ads.opctl.operator.common.utils import OperatorInfo, _operator_info from ads.opctl.utils import publish_image as publish_image_cmd from .__init__ import __operators__ +from .common.errors import OperatorNotFoundError from .common.utils import ( _build_image, _convert_schema_to_html, @@ -47,18 +48,8 @@ OPERATOR_BASE_DOCKER_GPU_FILE = "Dockerfile.gpu" -class OperatorNotFoundError(Exception): - def __init__(self, operator: str): - super().__init__( - f"Operator with name: `{operator}` is not found." - "Use `ads opctl operator list` to get the list of registered operators." - ) - - def list() -> None: - """ - Prints the list of the registered operators. - """ + """Prints the list of the registered service operators.""" print( tabulate( ( @@ -85,6 +76,8 @@ def info( ---------- operator: str The name of the operator to generate the specification YAML. + kwargs: (Dict, optional). + Additional key value arguments. """ operator_info = {item.name: item for item in _operator_info_list()}.get(name) if operator_info: @@ -101,7 +94,7 @@ def init( **kwargs: Dict[str, Any], ) -> None: """ - Generates a starter specification template YAML for the operator. + Generates a starter YAML configurations for the operator. Parameters ---------- @@ -115,7 +108,7 @@ def init( ads_config: (str, optional) The folder where the ads opctl config located. kwargs: (Dict, optional). - Any optional kwargs arguments. + Additional key value arguments. Raises ------ @@ -236,8 +229,8 @@ def build_image( **kwargs: Dict[str, Any], ) -> None: """ - Builds image for the operator. - For the built-in operators, the name needs to be provided. + Builds the image for the particular operator. + For the service operators, the name needs to be provided. For the custom operators, the path (source_folder) to the operator needs to be provided. Parameters @@ -256,6 +249,9 @@ def build_image( The tag of the image. The `latest` will be used if not provided. rebuild_base_image: (optional, bool) If rebuilding both base and operator's images required. + kwargs: (Dict, optional). + Additional key value arguments. + Raises ------ ValueError @@ -362,7 +358,7 @@ def publish_image( **kwargs: Dict[str, Any], ) -> None: """ - Published image to the container registry. + Publishes image to the container registry. Parameters ---------- @@ -373,11 +369,17 @@ def publish_image( ads_config: (str, optional) The folder where the ads opctl config located. kwargs: (Dict, optional). - Any optional kwargs arguments. + Additional key value arguments. + + Raises + ------ + ValueError + When image name is not provided. """ if not image: raise ValueError("To publish image, the image name needs to be provided.") + # extract registry from the config. if not registry: p = ConfigProcessor().step( ConfigMerger, @@ -401,7 +403,7 @@ def verify( config: Dict The operator config. kwargs: (Dict, optional). - Any optional kwargs arguments. + Additional key value arguments. """ operator_type = config.get("type", "unknown") @@ -436,6 +438,6 @@ def create( The path to the folder to save the resulting specification templates. The Tmp folder will be created in case when `output` is not provided. kwargs: (Dict, optional). - Any optional kwargs arguments. + Additional key value arguments. """ raise NotImplementedError() diff --git a/ads/opctl/operator/common/const.py b/ads/opctl/operator/common/const.py index 224194531..b3fd9382e 100644 --- a/ads/opctl/operator/common/const.py +++ b/ads/opctl/operator/common/const.py @@ -4,4 +4,6 @@ # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ +# Env variable representing the operator input arguments. +# This variable is used when operator run on the OCI resources. ENV_OPERATOR_ARGS = "ENV_OPERATOR_ARGS" diff --git a/ads/opctl/operator/common/utils.py b/ads/opctl/operator/common/utils.py index ac719da41..1d93c8d56 100644 --- a/ads/opctl/operator/common/utils.py +++ b/ads/opctl/operator/common/utils.py @@ -27,9 +27,29 @@ CONTAINER_NETWORK = "CONTAINER_NETWORK" +class OperatorValidator(Validator): + """The custom validator class.""" + + pass + + @dataclass class OperatorInfo: - """Class to represent short information about the operator.""" + """Class representing short information about the operator. + + Attributes + ---------- + name: str + The name of the operator. + short_description: str + The short description of the operator. + description: str + The detailed description of the operator. + version: str + The version of the operator. + conda: str + The conda environment that have to be used to run the operator. + """ name: str short_description: str @@ -38,8 +58,8 @@ class OperatorInfo: conda: str @classmethod - def from_init(*args, **kwargs) -> "OperatorInfo": - """Instantiates class from init config.""" + def from_init(*args: List, **kwargs: Dict) -> "OperatorInfo": + """Instantiates the class from the initial operator details config.""" return OperatorInfo( name=kwargs.get("__name__"), description=kwargs.get("__description__"), @@ -52,7 +72,7 @@ def from_init(*args, **kwargs) -> "OperatorInfo": @dataclass class YamlGenerator: """ - Class for generating example YAML based on a schema. + Class for generating the YAML config based on the given YAML schema. Attributes ---------- @@ -64,15 +84,16 @@ class YamlGenerator: def generate_example(self, values: Optional[Dict[str, Any]] = None) -> str: """ - Generate an example YAML based on the schema. + Generate the YAML config based on the YAML schema. Properties ---------- - values: Optional dictionary containing specific values for attributes. + values: Optional dictionary containing specific values for the attributes. Returns ------- - The generated example YAML as a string. + str + The generated YAML config. """ example = self._generate_example(self.schema, values) return yaml.dump(example) @@ -80,6 +101,27 @@ def generate_example(self, values: Optional[Dict[str, Any]] = None) -> str: def _check_condition( self, condition: Dict[str, Any], example: Dict[str, Any] ) -> bool: + """ + Checks if the YAML schema condition fulfils. + This method is used to include conditional fields into the final config. + + Properties + ---------- + condition: Dict[str, Any] + The schema condition. + Example: + In the example below the `owner_name` field has dependency on the `model` field. + The `owner_name` will be included to the final config if only `model` is `prophet`. + owner_name: + type: string + dependencies: {"model":"prophet"} + example: Dict[str, Any] + The config to check if the dependable value presented there. + Returns + ------- + bool + True if the condition fulfils, false otherwise. + """ for key, value in condition.items(): if key not in example or example[key] != value: return False @@ -88,6 +130,22 @@ def _check_condition( def _generate_example( self, schema: Dict[str, Any], values: Optional[Dict[str, Any]] = None ) -> Dict[str, Any]: + """ + Generates the final YAML config. + This is a recursive method, which iterates through the entire schema. + + Properties + ---------- + schema: Dict[str, Any] + The schema to generate the config. + values: Optional[Dict[str, Any]] + The optional values that would be used instead of default values provided in the schama. + + Returns + ------- + Dict + The result config. + """ example = {} for key, value in schema.items(): # only generate values fro required fields @@ -116,39 +174,79 @@ def _generate_example( return example -class OperatorValidator(Validator): - pass +def _build_image( + dockerfile: str, + image_name: str, + tag: str = None, + target: str = None, + **kwargs: Dict[str, Any], +) -> str: + """ + Builds the operator image. + Parameters + ---------- + dockerfile: str + Path to the docker file. + image_name: str + The name of the image. + tag: (str, optional) + The tag of the image. + target: (str, optional) + The image target. + kwargs: (Dict, optional). + Additional key value arguments. -def _extant_file(x: str): - if not (x.endswith(".yml") or x.endswith(".yaml")): - raise argparse.ArgumentTypeError( - f"{x} exists, but must be a yaml file (.yaml/.yml)" - ) - return x + Returns + ------- + str + The final image name. + + Raises + ------ + ValueError + When dockerfile or image name not provided. + FileNotFoundError + When dockerfile doesn't exist. + RuntimeError + When docker build operation fails. + """ + if not (dockerfile and image_name): + raise ValueError("The `dockerfile` and `image_name` needs to be provided.") + if not os.path.isfile(dockerfile): + raise FileNotFoundError(f"The file `{dockerfile}` does not exist") -def _parse_input_args(raw_args) -> Tuple: - parser = argparse.ArgumentParser() - parser.add_argument( + image_name = f"{image_name}:{tag or 'latest'}" + + command = [ + "docker", + "build", + "-t", + image_name, "-f", - "--file", - type=_extant_file, - required=False, - help="Path to the operator specification YAML file", - ) - parser.add_argument( - "-s", "--spec", type=str, required=False, help="Operator Yaml specification" - ) - parser.add_argument( - "-v", - "--verify", - type=bool, - default=False, - required=False, - help="Verify operator schema", - ) - return parser.parse_known_args(raw_args) + dockerfile, + ] + + if target: + command += ["--target", target] + if os.environ.get("no_proxy"): + command += ["--build-arg", f"no_proxy={os.environ['no_proxy']}"] + if os.environ.get("http_proxy"): + command += ["--build-arg", f"http_proxy={os.environ['http_proxy']}"] + if os.environ.get("https_proxy"): + command += ["--build-arg", f"https_proxy={os.environ['https_proxy']}"] + if os.environ.get(CONTAINER_NETWORK): + command += ["--network", os.environ[CONTAINER_NETWORK]] + command += [os.path.dirname(dockerfile)] + + logger.info(f"Build image: {command}") + + proc = run_command(command) + if proc.returncode != 0: + raise RuntimeError("Docker build failed.") + + return image_name def _module_constant_values(module_name: str, module_path: str) -> Dict[str, Any]: @@ -203,22 +301,41 @@ def _operator_info_list() -> List[OperatorInfo]: ) -def text_clean(txt: str) -> str: - """Cleans the text from the special characters.""" +def _extant_file(x: str): + """Checks the extension of the file to yaml.""" + if not (x.lower().endswith(".yml") or x.lower().endswith(".yaml")): + raise argparse.ArgumentTypeError( + f"{x} exists, but must be a yaml file (.yaml/.yml)" + ) + return x - txt = re.sub("httpS+s*", " ", txt) # remove URLs - txt = re.sub("RT|cc", " ", txt) # remove RT and cc - # txt = re.sub("#S+", "", txt) # remove hashtags - txt = re.sub("@S+", " ", txt) # remove mentions - txt = re.sub( - "[%s]" % re.escape("""!"#$%&'()*+,-./:;<=>?@[]^_`{|}~"""), " ", txt - ) # remove punctuations - txt = re.sub(r"[^x00-x7f]", r" ", txt) - txt = re.sub("s+", " ", txt) # remove extra whitespace - return txt + +def _parse_input_args(raw_args) -> Tuple: + """Parses operator inout arguments.""" + parser = argparse.ArgumentParser() + parser.add_argument( + "-f", + "--file", + type=_extant_file, + required=False, + help="Path to the operator specification YAML file", + ) + parser.add_argument( + "-s", "--spec", type=str, required=False, help="Operator Yaml specification" + ) + parser.add_argument( + "-v", + "--verify", + type=bool, + default=False, + required=False, + help="Verify operator schema", + ) + return parser.parse_known_args(raw_args) def _load_yaml_from_string(doc: str, **kwargs) -> Dict: + """Loads YAML from string and merge it with env variables and kwargs.""" template_dict = {**os.environ, **kwargs} return yaml.safe_load( Template(doc).safe_substitute( @@ -228,6 +345,7 @@ def _load_yaml_from_string(doc: str, **kwargs) -> Dict: def _load_multi_document_yaml_from_string(doc: str, **kwargs) -> Dict: + """Loads multiline YAML from string and merge it with env variables and kwargs.""" template_dict = {**os.environ, **kwargs} return yaml.load_all( Template(doc).substitute( @@ -238,6 +356,7 @@ def _load_multi_document_yaml_from_string(doc: str, **kwargs) -> Dict: def _load_multi_document_yaml_from_uri(uri: str, **kwargs) -> Dict: + """Loads multiline YAML from file and merge it with env variables and kwargs.""" with fsspec.open(uri) as f: return _load_multi_document_yaml_from_string(str(f.read(), "UTF-8"), **kwargs) @@ -248,80 +367,8 @@ def _load_yaml_from_uri(uri: str, **kwargs) -> str: return _load_yaml_from_string(str(f.read(), "UTF-8"), **kwargs) -def _build_image( - dockerfile: str, - image_name: str, - tag: str = None, - target: str = None, - **kwargs: Dict[str, Any], -) -> str: - """ - Build an image for operator. - - Parameters - ---------- - dockerfile: str - Path to the docker file. - image_name: str - The name of the image. - tag: (str, optional) - The tag of the image. - target: (str, optional) - The image target. - - Returns - ------- - str - The final image name. - - Raises - ------ - ValueError - When dockerfile or image name not provided. - FileNotFoundError - When dockerfile doesn't exist. - RuntimeError - When docker build operation fails. - """ - if not (dockerfile and image_name): - raise ValueError("The `dockerfile` and `image_name` needs to be provided.") - - if not os.path.isfile(dockerfile): - raise FileNotFoundError(f"The file `{dockerfile}` does not exist") - - image_name = f"{image_name}:{tag or 'latest'}" - - command = [ - "docker", - "build", - "-t", - image_name, - "-f", - dockerfile, - ] - - if target: - command += ["--target", target] - if os.environ.get("no_proxy"): - command += ["--build-arg", f"no_proxy={os.environ['no_proxy']}"] - if os.environ.get("http_proxy"): - command += ["--build-arg", f"http_proxy={os.environ['http_proxy']}"] - if os.environ.get("https_proxy"): - command += ["--build-arg", f"https_proxy={os.environ['https_proxy']}"] - if os.environ.get(CONTAINER_NETWORK): - command += ["--network", os.environ[CONTAINER_NETWORK]] - command += [os.path.dirname(dockerfile)] - - logger.info(f"Build image: {command}") - - proc = run_command(command) - if proc.returncode != 0: - raise RuntimeError("Docker build failed.") - - return image_name - - def _convert_schema_to_html(module_name: str, module_schema: str) -> str: + """Converts operator YAML schema to HTML.""" t = Template( """ -

    Operator: $module_name

    - - $table - - """ - ) - - return t.substitute( - module_name=module_name, - table=convert( - OperatorValidator(module_schema, allow_unknown=True).schema.schema, - build_direction="LEFT_TO_RIGHT", - ), - ) diff --git a/ads/opctl/operator/lowcode/forecast/README.md b/ads/opctl/operator/lowcode/forecast/README.md index cdf3d89c8..91866cd6c 100644 --- a/ads/opctl/operator/lowcode/forecast/README.md +++ b/ads/opctl/operator/lowcode/forecast/README.md @@ -41,7 +41,6 @@ To run forecasting locally, create and activate a new conda environment (`ads-fo - statsmodels - datapane - cerberus -- json2table - sktime - optuna==2.9.0 - oracle-automlx==23.2.3 diff --git a/ads/opctl/operator/lowcode/forecast/environment.yaml b/ads/opctl/operator/lowcode/forecast/environment.yaml index b578968d4..4ee481a75 100644 --- a/ads/opctl/operator/lowcode/forecast/environment.yaml +++ b/ads/opctl/operator/lowcode/forecast/environment.yaml @@ -11,7 +11,6 @@ dependencies: - statsmodels - datapane - cerberus - - json2table - sktime - optuna==2.9.0 - oracle-automlx==23.2.3 diff --git a/pyproject.toml b/pyproject.toml index d47cc23e5..efb92d3bc 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -124,7 +124,6 @@ opctl = [ "nbformat", "oci-cli", "rich", - "json2table", ] optuna = [ "optuna==2.9.0", From c5e755149854e8cf3b59803a0c4204f7a69ca725 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Fri, 15 Sep 2023 12:13:14 -0700 Subject: [PATCH 067/247] Adds opctl environment validator decorator. --- ads/opctl/decorator/common.py | 61 +++++++++++++++++-- ads/opctl/operator/cmd.py | 4 +- .../opctl/test_opctl_decorators.py | 38 ++++++++++++ 3 files changed, 97 insertions(+), 6 deletions(-) create mode 100644 tests/unitary/with_extras/opctl/test_opctl_decorators.py diff --git a/ads/opctl/decorator/common.py b/ads/opctl/decorator/common.py index 98100977c..4d032a2d3 100644 --- a/ads/opctl/decorator/common.py +++ b/ads/opctl/decorator/common.py @@ -4,22 +4,73 @@ # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ -from typing import Dict, Callable from functools import wraps +from typing import Callable, Dict, List + +from ads.config import ( + JOB_RUN_OCID, + NB_SESSION_OCID, + PIPELINE_RUN_OCID, + DATAFLOW_RUN_OCID, + MD_OCID, +) RUN_ID_FIELD = "run_id" -def print_watch_command(func: callable)->Callable: + +class OpctlEnvironmentError(Exception): + """The custom error to validate OPCTL environment.""" + + NOT_SUPPORTED_ENVIRONMENTS = ( + "Notebook Sessions", + "Data Science Jobs", + "ML Pipelines", + "Data Flow Applications", + ) + + def __init__(self): + super().__init__( + "This operation cannot be executed in the current environment. " + f"It is not supported in: {', '.join(self.NOT_SUPPORTED_ENVIRONMENTS)}." + ) + + +def print_watch_command(func: callable) -> Callable: """The decorator to help build the `opctl watch` command.""" + @wraps(func) - def wrapper(*args, **kwargs)->Dict: + def wrapper(*args: List, **kwargs: Dict) -> Dict: result = func(*args, **kwargs) if result and isinstance(result, Dict) and RUN_ID_FIELD in result: msg_header = ( - f"{'*' * 40} To monitor the progress of a task, execute the following command {'*' * 40}" + f"{'*' * 40} To monitor the progress of the task, " + "execute the following command {'*' * 40}" ) print(msg_header) print(f"ads opctl watch {result[RUN_ID_FIELD]}") print("*" * len(msg_header)) return result - return wrapper \ No newline at end of file + + return wrapper + + +def validate_environment(func: callable) -> Callable: + """Validates whether an opctl command can be executed in the current environment.""" + + @wraps(func) + def wrapper(*args: List, **kwargs: Dict) -> Dict: + if any( + value + for value in ( + JOB_RUN_OCID, + NB_SESSION_OCID, + PIPELINE_RUN_OCID, + DATAFLOW_RUN_OCID, + MD_OCID, + ) + ): + raise OpctlEnvironmentError() + + return func(*args, **kwargs) + + return wrapper diff --git a/ads/opctl/operator/cmd.py b/ads/opctl/operator/cmd.py index d2faf9d48..29388ab6e 100644 --- a/ads/opctl/operator/cmd.py +++ b/ads/opctl/operator/cmd.py @@ -36,6 +36,7 @@ ) from ads.opctl.operator.common.const import PACK_TYPE from ads.opctl.operator.common.utils import OperatorInfo, _operator_info +from ads.opctl.decorator.common import validate_environment from ads.opctl.utils import publish_image as publish_image_cmd from .__init__ import __operators__ @@ -46,7 +47,6 @@ ) from .common.utils import ( _build_image, - _load_yaml_from_uri, _operator_info_list, ) @@ -312,6 +312,7 @@ def init( @runtime_dependency(module="docker", install_from=OptionalDependency.OPCTL) +@validate_environment def build_image( name: str = None, source_folder: str = None, @@ -442,6 +443,7 @@ def build_image( @runtime_dependency(module="docker", install_from=OptionalDependency.OPCTL) +@validate_environment def publish_image( name: str, registry: str = None, diff --git a/tests/unitary/with_extras/opctl/test_opctl_decorators.py b/tests/unitary/with_extras/opctl/test_opctl_decorators.py new file mode 100644 index 000000000..27d93f45b --- /dev/null +++ b/tests/unitary/with_extras/opctl/test_opctl_decorators.py @@ -0,0 +1,38 @@ +#!/usr/bin/env python + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import pytest +from ads.opctl.decorator import common +from ads.opctl.decorator.common import validate_environment, OpctlEnvironmentError +from unittest.mock import patch + + +class TestOpctlDecorators: + """Tests the all OPCTL common decorators.""" + + @patch("ads.opctl.decorator.common.NB_SESSION_OCID", None) + @patch("ads.opctl.decorator.common.JOB_RUN_OCID", None) + @patch("ads.opctl.decorator.common.PIPELINE_RUN_OCID", None) + @patch("ads.opctl.decorator.common.DATAFLOW_RUN_OCID", None) + @patch("ads.opctl.decorator.common.MD_OCID", None) + def test_validate_environment_success(self): + """Tests validating environment decorator.""" + + @validate_environment + def mock_function(): + return "SUCCESS" + + assert mock_function() == "SUCCESS" + + @patch("ads.opctl.decorator.common.NB_SESSION_OCID", "TEST") + def test_validate_environment_fail(self): + """Tests validating environment decorator fails.""" + + @validate_environment + def mock_function(): + return "SUCCESS" + + with pytest.raises(OpctlEnvironmentError): + assert mock_function() From a28acd38e8dd27a39f7186f3045838c52f65d949 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Fri, 15 Sep 2023 13:53:37 -0700 Subject: [PATCH 068/247] Cleans up the operator's redundant functionality. --- ads/opctl/cli.py | 58 ++++------------------- ads/opctl/conda/cli.py | 3 +- ads/opctl/distributed/cli.py | 3 +- ads/opctl/model/cli.py | 1 + ads/opctl/operator/cli.py | 5 +- ads/opctl/spark/cli.py | 1 + ads/opctl/utils.py | 92 ++++++++++-------------------------- 7 files changed, 43 insertions(+), 120 deletions(-) diff --git a/ads/opctl/cli.py b/ads/opctl/cli.py index 28836edd7..7f80d7d69 100644 --- a/ads/opctl/cli.py +++ b/ads/opctl/cli.py @@ -54,6 +54,7 @@ def commands(): @click.help_option("--help", "-h") @click.option("--debug", "-d", help="set debug mode", is_flag=True, default=False) def configure(debug): + """Sets up the initial configurations for the ADS OPCTL.""" suppress_traceback(debug)(configure_cmd)() @@ -68,23 +69,10 @@ def configure(debug): default=False, required=False, ) -@click.option( - "--source-folder", - "-s", - help="when building custom operator image, source folder of the custom operator", - default=None, - required=False, -) -@click.option( - "--image", - "-i", - help="image name, used when building custom image", - default=None, - required=False, -) @click.option("--debug", "-d", help="set debug mode", is_flag=True, default=False) -def build_image(image_type, gpu, source_folder, image, debug): - suppress_traceback(debug)(build_image_cmd)(image_type, gpu, source_folder, image) +def build_image(image_type, gpu, debug): + """Builds the local Data Science Jobs image.""" + suppress_traceback(debug)(build_image_cmd)(image_type, gpu) @commands.command() @@ -101,6 +89,7 @@ def build_image(image_type, gpu, source_folder, image, debug): @click.help_option("--help", "-h") @click.option("--debug", "-d", help="set debug mode", is_flag=True, default=False) def publish_image(**kwargs): + """Publishes image to the OCI Container Registry.""" debug = kwargs.pop("debug") if kwargs.get("registry", None): registry = kwargs["registry"] @@ -449,30 +438,8 @@ def check(file, **kwargs): suppress_traceback(debug)(run_diagnostics_cmd)(config, **kwargs) -@commands.command() -@click.argument("operator_slug", nargs=1) -@click.option( - "--folder_path", - "-fp", - help="the name of the folder wherein to put the operator code", - multiple=True, - required=False, - default=None, -) -@add_options(_options) -def init_operator(**kwargs): - suppress_traceback(kwargs["debug"])(init_operator_cmd)(**kwargs) - - @commands.command() @click.argument("ocid", nargs=1) -@add_options(_model_deployment_options) -@click.option( - "--conda-pack-folder", - required=False, - default=None, - help="folder where conda packs are saved", -) @click.option( "--auth", "-a", @@ -487,6 +454,7 @@ def init_operator(**kwargs): ) @click.option("--debug", "-d", help="set debug mode", is_flag=True, default=False) def delete(**kwargs): + """Deletes a data science service resource.""" suppress_traceback(kwargs["debug"])(delete_cmd)(**kwargs) @@ -513,6 +481,7 @@ def delete(**kwargs): ) @click.option("--debug", "-d", help="set debug mode", is_flag=True, default=False) def cancel(**kwargs): + """Aborts the execution of the OCI resource run.""" suppress_traceback(kwargs["debug"])(cancel_cmd)(**kwargs) @@ -566,7 +535,7 @@ def cancel(**kwargs): @click.option("--debug", "-d", help="set debug mode", is_flag=True, default=False) def watch(**kwargs): """ - ``tail`` logs form a job run, dataflow run or pipeline run. + Tails the logs form a job run, data flow run or pipeline run. Connects to the logging service that was configured with the JobRun, Application Run or Pipeline Run and streams the logs. """ suppress_traceback(kwargs["debug"])(watch_cmd)(**kwargs) @@ -575,13 +544,6 @@ def watch(**kwargs): @commands.command() @click.argument("ocid", nargs=1) @click.option("--debug", "-d", help="Set debug mode", is_flag=True, default=False) -@add_options(_model_deployment_options) -@click.option( - "--conda-pack-folder", - required=False, - default=None, - help="folder where conda packs are saved", -) @click.option( "--auth", "-a", @@ -597,7 +559,7 @@ def watch(**kwargs): @click.option("--debug", "-d", help="set debug mode", is_flag=True, default=False) def activate(**kwargs): """ - Activates a data science service. + Activates a data science service resource. """ suppress_traceback(kwargs["debug"])(activate_cmd)(**kwargs) @@ -627,7 +589,7 @@ def activate(**kwargs): @click.option("--debug", "-d", help="set debug mode", is_flag=True, default=False) def deactivate(**kwargs): """ - Deactivates a data science service. + Deactivates a data science service resource. """ suppress_traceback(kwargs["debug"])(deactivate_cmd)(**kwargs) diff --git a/ads/opctl/conda/cli.py b/ads/opctl/conda/cli.py index b08d9cb08..aac63eb51 100644 --- a/ads/opctl/conda/cli.py +++ b/ads/opctl/conda/cli.py @@ -1,7 +1,7 @@ #!/usr/bin/env python # -*- coding: utf-8; -*- -# Copyright (c) 2022 Oracle and/or its affiliates. +# Copyright (c) 2022, 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ import click @@ -17,6 +17,7 @@ @click.group("conda") @click.help_option("--help", "-h") def commands(): + "The CLI to assist in the management of conda environments." pass diff --git a/ads/opctl/distributed/cli.py b/ads/opctl/distributed/cli.py index cee55287a..7297a5a15 100644 --- a/ads/opctl/distributed/cli.py +++ b/ads/opctl/distributed/cli.py @@ -1,7 +1,7 @@ #!/usr/bin/env python # -*- coding: utf-8; -*- -# Copyright (c) 2022 Oracle and/or its affiliates. +# Copyright (c) 2022, 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ import os @@ -21,6 +21,7 @@ @click.group("distributed-training") @click.help_option("--help", "-h") def commands(): + "The CLI to assist in the management of the distributed training." pass diff --git a/ads/opctl/model/cli.py b/ads/opctl/model/cli.py index 4588d4ba9..8d4875b4c 100644 --- a/ads/opctl/model/cli.py +++ b/ads/opctl/model/cli.py @@ -14,6 +14,7 @@ @click.group("model") @click.help_option("--help", "-h") def commands(): + "The CLI to assist in the management of the Data Science Model Deployment." pass diff --git a/ads/opctl/operator/cli.py b/ads/opctl/operator/cli.py index 5546b12b7..deda800f8 100644 --- a/ads/opctl/operator/cli.py +++ b/ads/opctl/operator/cli.py @@ -30,6 +30,7 @@ @click.group("operator") @click.help_option("--help", "-h") def commands(): + "The CLI to assist in the management of the ADS operators." pass @@ -113,7 +114,7 @@ def init(debug: bool, **kwargs: Dict[str, Any]) -> None: default=False, ) def build_image(debug: bool, **kwargs: Dict[str, Any]) -> None: - """Builds a new image for the particular operator.""" + """Creates a new image for the specified operator.""" suppress_traceback(debug)(cmd_build_image)(**kwargs) @@ -257,7 +258,7 @@ def verify(debug: bool, **kwargs: Dict[str, Any]) -> None: default=None, ) def build_conda(debug: bool, **kwargs: Dict[str, Any]) -> None: - """Builds a new conda environment for the particular operator.""" + """Creates a new conda environment for the specified operator.""" suppress_traceback(debug)(cmd_build_conda)(**kwargs) diff --git a/ads/opctl/spark/cli.py b/ads/opctl/spark/cli.py index f63b0be6b..9d571e997 100644 --- a/ads/opctl/spark/cli.py +++ b/ads/opctl/spark/cli.py @@ -15,6 +15,7 @@ @click.group("spark") @click.help_option("--help", "-h") def commands(): + "The CLI to assist in the management of the Spark workloads." pass diff --git a/ads/opctl/utils.py b/ads/opctl/utils.py index c8ff47a22..0a42deb26 100644 --- a/ads/opctl/utils.py +++ b/ads/opctl/utils.py @@ -131,9 +131,7 @@ def publish_image(image: str, registry: str = None) -> None: # pragma: no cover return f"{registry}/{os.path.basename(image)}" -def build_image( - image_type: str, gpu: bool = False, source_folder: str = None, dst_image: str = None -) -> None: +def build_image(image_type: str, gpu: bool = False) -> None: """ Build an image for opctl. @@ -145,8 +143,6 @@ def build_image( latter for running operators gpu: bool whether to use gpu version of image - source_folder: str - source folder when building custom operator, to be included in custom image dst_image: str image to save as when building custom operator @@ -155,35 +151,29 @@ def build_image( None """ curr_dir = os.path.dirname(os.path.abspath(__file__)) - if image_type == "ads-ops-custom": - if not source_folder or not dst_image: - raise ValueError( - "Please provide both source_folder and image_name to build a image for custom operator." - ) - proc = _build_custom_operator_image(gpu, source_folder, dst_image) - else: - image, dockerfile, target = _get_image_name_dockerfile_target(image_type, gpu) - command = [ - "docker", - "build", - "-t", - image, - "-f", - os.path.join(curr_dir, "docker", dockerfile), - ] - if target: - command += ["--target", target] - if os.environ.get("no_proxy"): - command += ["--build-arg", f"no_proxy={os.environ['no_proxy']}"] - if os.environ.get("http_proxy"): - command += ["--build-arg", f"http_proxy={os.environ['http_proxy']}"] - if os.environ.get("https_proxy"): - command += ["--build-arg", f"https_proxy={os.environ['https_proxy']}"] - if os.environ.get(CONTAINER_NETWORK): - command += ["--network", os.environ[CONTAINER_NETWORK]] - command += [os.path.abspath(curr_dir)] - logger.info("Build image with command %s", command) - proc = run_command(command) + image, dockerfile, target = _get_image_name_dockerfile_target(image_type, gpu) + command = [ + "docker", + "build", + "-t", + image, + "-f", + os.path.join(curr_dir, "docker", dockerfile), + ] + if target: + command += ["--target", target] + if os.environ.get("no_proxy"): + command += ["--build-arg", f"no_proxy={os.environ['no_proxy']}"] + if os.environ.get("http_proxy"): + command += ["--build-arg", f"http_proxy={os.environ['http_proxy']}"] + if os.environ.get("https_proxy"): + command += ["--build-arg", f"https_proxy={os.environ['https_proxy']}"] + if os.environ.get(CONTAINER_NETWORK): + command += ["--network", os.environ[CONTAINER_NETWORK]] + command += [os.path.abspath(curr_dir)] + logger.info("Build image with command %s", command) + proc = run_command(command) + if proc.returncode != 0: raise RuntimeError("Docker build failed.") @@ -198,40 +188,6 @@ def _get_image_name_dockerfile_target(type: str, gpu: bool) -> str: return look_up[(type, gpu)] -@runtime_dependency(module="docker", install_from=OptionalDependency.OPCTL) -def _build_custom_operator_image( - gpu: bool, source_folder: str, dst_image: str -) -> None: # pragma: no cover - operator = os.path.basename(source_folder) - base_image_name = OPS_IMAGE_BASE if not gpu else OPS_IMAGE_GPU_BASE - try: - client = docker.from_env() - client.api.inspect_image(base_image_name) - except docker.errors.ImageNotFound: - build_image("ads-ops-base", gpu) - with tempfile.TemporaryDirectory() as td: - dir_util.copy_tree(source_folder, os.path.join(td, operator)) - if os.path.exists(os.path.join(td, operator, "environment.yaml")): - with open(os.path.join(td, "Dockerfile"), "w") as f: - f.write( - f""" -FROM {base_image_name} -COPY ./{operator}/environment.yaml operators/{operator}/environment.yaml -RUN conda env update -f operators/{operator}/environment.yaml --name op_env && conda clean -afy -COPY ./{operator} operators/{operator} - """ - ) - else: - with open(os.path.join(td, "Dockerfile"), "w") as f: - f.write( - f""" -FROM {base_image_name} -COPY ./{operator} operators/{operator} - """ - ) - return run_command(["docker", "build", "-t", f"{dst_image}", "."], td) - - def run_command( cmd: Union[str, List[str]], cwd: str = None, shell: bool = False ) -> Popen: From 79d3f9bf000315f0f8dac55cabf809cd78c64c92 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Sun, 17 Sep 2023 10:45:53 -0700 Subject: [PATCH 069/247] Removes redundant docker files. --- ads/opctl/backend/ads_ml_job.py | 51 --------------------- ads/opctl/cli.py | 3 +- ads/opctl/cmds.py | 25 ----------- ads/opctl/constants.py | 2 - ads/opctl/docker/Dockerfile | 29 ------------ ads/opctl/docker/Dockerfile.gpu | 78 --------------------------------- ads/opctl/utils.py | 14 +----- 7 files changed, 2 insertions(+), 200 deletions(-) delete mode 100644 ads/opctl/docker/Dockerfile delete mode 100644 ads/opctl/docker/Dockerfile.gpu diff --git a/ads/opctl/backend/ads_ml_job.py b/ads/opctl/backend/ads_ml_job.py index 1c7b581e0..114c8592d 100644 --- a/ads/opctl/backend/ads_ml_job.py +++ b/ads/opctl/backend/ads_ml_job.py @@ -16,8 +16,6 @@ from distutils import dir_util from typing import Dict, Tuple, Union -from jinja2 import Environment, PackageLoader - from ads.common.auth import AuthContext, AuthType, create_signer from ads.common.oci_client import OCIClientFactory from ads.jobs import ( @@ -199,36 +197,6 @@ def run(self) -> Dict: print("JOB RUN OCID:", run_id) return {"job_id": job_id, "run_id": run_id} - def init_operator(self): - # TODO: check if folder is empty, check for force overwrite - # TODO: check that command is being run from advanced-ds repo (important until ads released) - - operator_folder = self.config["execution"].get("operator_folder_path") - os.makedirs(operator_folder, exist_ok=True) - - operator_folder_name = os.path.basename(os.path.normpath(operator_folder)) - docker_tag = f"{os.path.join(self.config['infrastructure'].get('docker_registry'), operator_folder_name)}:latest" - - self.config["execution"]["operator_folder_name"] = operator_folder_name - self.config["execution"]["docker_tag"] = docker_tag - - operator_slug = self.config["execution"].get("operator_slug") - self._jinja_write(operator_slug, operator_folder) - - # DONE - print( - "\nInitialization Successful.\n" - f"All code should be written in main.py located at: {os.path.join(operator_folder, 'main.py')}\n" - f"Additional libraries should be added to environment.yaml located at: {os.path.join(operator_folder, 'environment.yaml')}\n" - "Any changes to main.py will require re-building the docker image, whereas changes to args in the" - " runtime section of the yaml file do not. Write accordingly.\n" - "Run this cluster with:\n" - f"\tdocker build -t {docker_tag} -f {os.path.join(operator_folder, 'Dockerfile')} .\n" - f"\tads opctl publish-image {docker_tag} \n" - f"\tads opctl run -f {os.path.join(operator_folder, operator_slug + '.yaml')} \n" - ) - return operator_folder - def delete(self): """ Delete Job or Job Run from OCID. @@ -264,25 +232,6 @@ def watch(self): run = DataScienceJobRun.from_ocid(run_id) run.watch(interval=interval, wait=wait) - def _jinja_write(self, operator_slug, operator_folder): - # TODO AH: fill in templates with relevant details - env = Environment( - loader=PackageLoader("ads", f"opctl/operators/{operator_slug}") - ) - - for setup_file in [ - "Dockerfile", - "environment.yaml", - "main.py", - "run.py", - "start_scheduler.sh", - "start_worker.sh", - "dask_cluster.yaml", - ]: - template = env.get_template(setup_file + ".jinja2") - with open(os.path.join(operator_folder, setup_file), "w") as ff: - ff.write(template.render(config=self.config)) - def _create_payload(self, infra=None, name=None) -> Job: if not infra: infra = self.config.get("infrastructure", {}) diff --git a/ads/opctl/cli.py b/ads/opctl/cli.py index 7f80d7d69..744a0dbd6 100644 --- a/ads/opctl/cli.py +++ b/ads/opctl/cli.py @@ -24,7 +24,6 @@ from ads.opctl.cmds import deactivate as deactivate_cmd from ads.opctl.cmds import delete as delete_cmd from ads.opctl.cmds import init as init_cmd -from ads.opctl.cmds import init_operator as init_operator_cmd from ads.opctl.cmds import init_vscode as init_vscode_cmd from ads.opctl.cmds import predict as predict_cmd from ads.opctl.cmds import run as run_cmd @@ -59,7 +58,7 @@ def configure(debug): @commands.command() -@click.argument("image-type", type=click.Choice(["job-local", "ads-ops-base"])) +@click.argument("image-type", type=click.Choice(["job-local"])) @click.help_option("--help", "-h") @click.option( "--gpu", diff --git a/ads/opctl/cmds.py b/ads/opctl/cmds.py index 71040933d..a0f395e54 100644 --- a/ads/opctl/cmds.py +++ b/ads/opctl/cmds.py @@ -332,31 +332,6 @@ def _update_env_vars(config, env_vars: List): return config -def init_operator(**kwargs) -> str: - """ - Initialize the resources for an operator - - Parameters - ---------- - kwargs: dict - keyword argument, stores command line args - Returns - ------- - folder_path: str - a path to the folder with all of the resources - """ - # TODO: confirm that operator slug is in the set of valid operator slugs - assert kwargs["operator_slug"] == "dask_cluster" - - if kwargs.get("folder_path"): - kwargs["operator_folder_path"] = kwargs.pop("folder_path")[0] - else: - kwargs["operator_folder_path"] = kwargs["operator_slug"] - p = ConfigProcessor().step(ConfigMerger, **kwargs) - print(f"config check: {p.config}") - return _BackendFactory(p.config).backend.init_operator() - - def delete(**kwargs) -> None: """ Delete a MLJob/DataFlow run. diff --git a/ads/opctl/constants.py b/ads/opctl/constants.py index 88e300b5e..0e62a3e0a 100644 --- a/ads/opctl/constants.py +++ b/ads/opctl/constants.py @@ -12,10 +12,8 @@ DEFAULT_MODEL_FOLDER = "~/.ads_ops/models" CONDA_PACK_OS_PREFIX_FORMAT = "oci://@/" DEFAULT_ADS_CONFIG_FOLDER = "~/.ads_ops" -OPS_IMAGE_BASE = "ads-operators-base" ML_JOB_IMAGE = "ml-job" ML_JOB_GPU_IMAGE = "ml-job-gpu" -OPS_IMAGE_GPU_BASE = "ads-operators-gpu-base" DEFAULT_MANIFEST_VERSION = "1.0" ADS_CONFIG_FILE_NAME = "config.ini" ADS_JOBS_CONFIG_FILE_NAME = "ml_job_config.ini" diff --git a/ads/opctl/docker/Dockerfile b/ads/opctl/docker/Dockerfile deleted file mode 100644 index c91343106..000000000 --- a/ads/opctl/docker/Dockerfile +++ /dev/null @@ -1,29 +0,0 @@ -# Copyright (c) 2021 Oracle and/or its affiliates. -# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ - -FROM ghcr.io/oracle/oraclelinux7-instantclient:19 AS base - -RUN rm -rf /var/cache/yum/* && yum clean all && yum install -y gcc mesa-libGL vim && rm -rf /var/cache/yum/* -RUN curl -L https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh >> miniconda.sh -RUN bash ./miniconda.sh -b -p /miniconda; rm ./miniconda.sh; -ENV PATH="/miniconda/bin:$PATH" - -ENV HOME /home/datascience -RUN mkdir -p /etc/datascience -WORKDIR /etc/datascience - -COPY operators/environment.yaml operators/environment.yaml -RUN conda env create -f operators/environment.yaml --name op_env && conda clean -afy -ENV PATH="/miniconda/envs/op_env/bin:$PATH" - -RUN /bin/bash -c "source activate op_env" -COPY operators/run.py operators/run.py -CMD bash - -FROM base -COPY docker/merge_dependencies.py merge_dependencies.py -COPY operators/ operators/ - -RUN pip install pyyaml click && python merge_dependencies.py environment.yaml -RUN conda env update -f environment.yaml --name op_env && conda clean -afy -RUN source activate op_env diff --git a/ads/opctl/docker/Dockerfile.gpu b/ads/opctl/docker/Dockerfile.gpu deleted file mode 100644 index 86b3560dd..000000000 --- a/ads/opctl/docker/Dockerfile.gpu +++ /dev/null @@ -1,78 +0,0 @@ -# Copyright (c) 2021 Oracle and/or its affiliates. -# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ - -FROM ghcr.io/oracle/oraclelinux7-instantclient:19 AS base - -RUN yum install -y tar gzip - -########################### CUDA INSTALLATION ######################################## - -#Reference: https://gitlab.com/nvidia/container-images/cuda/-/blob/master/dist/centos7/10.1/runtime/cudnn7/Dockerfile -#Reference: https://gitlab.com/nvidia/container-images/cuda/-/blob/master/dist/centos7/10.1/runtime/Dockerfile -#Reference: https://gitlab.com/nvidia/container-images/cuda/-/blob/master/dist/centos7/10.1/base/Dockerfile - -RUN NVIDIA_GPGKEY_SUM=d1be581509378368edeec8c1eb2958702feedf3bc3d17011adbf24efacce4ab5 && \ -curl -fsSL https://developer.download.nvidia.com/compute/cuda/repos/rhel7/x86_64/7fa2af80.pub | sed '/^Version/d' > /etc/pki/rpm-gpg/RPM-GPG-KEY-NVIDIA && \ - echo "$NVIDIA_GPGKEY_SUM /etc/pki/rpm-gpg/RPM-GPG-KEY-NVIDIA" | sha256sum -c --strict - - -COPY docker/cuda.repo /etc/yum.repos.d/cuda.repo - -ENV CUDA_VERSION 10.1.243 - -ENV CUDA_PKG_VERSION 10-1-$CUDA_VERSION-1 -# For libraries in the cuda-compat-* package: https://docs.nvidia.com/cuda/eula/index.html#attachment-a -RUN yum install -y \ -cuda-cudart-$CUDA_PKG_VERSION \ -cuda-compat-10-1 \ -&& \ - ln -s cuda-10.1 /usr/local/cuda && \ - rm -rf /var/cache/yum/* - -# nvidia-docker 1.0 -RUN echo "/usr/local/nvidia/lib" >> /etc/ld.so.conf.d/nvidia.conf && \ - echo "/usr/local/nvidia/lib64" >> /etc/ld.so.conf.d/nvidia.conf - -ENV PATH /usr/local/nvidia/bin:/usr/local/cuda/bin:${PATH} -ENV LD_LIBRARY_PATH /usr/local/nvidia/lib:/usr/local/nvidia/lib64 - -# nvidia-container-runtime -ENV NVIDIA_VISIBLE_DEVICES all -ENV NVIDIA_DRIVER_CAPABILITIES compute,utility -ENV NVIDIA_REQUIRE_CUDA "cuda>=10.1 brand=tesla,driver>=384,driver<385 brand=tesla,driver>=396,driver<397 brand=tesla,driver>=410,driver<411" - -ENV CUDNN_VERSION 7.6.5.32 -LABEL com.nvidia.cudnn.version="${CUDNN_VERSION}" - -RUN CUDNN_DOWNLOAD_SUM=7eaec8039a2c30ab0bc758d303588767693def6bf49b22485a2c00bf2e136cb3 && \ - curl -fsSL http://developer.download.nvidia.com/compute/redist/cudnn/v7.6.5/cudnn-10.1-linux-x64-v7.6.5.32.tgz -O && \ - echo "$CUDNN_DOWNLOAD_SUM cudnn-10.1-linux-x64-v7.6.5.32.tgz" | sha256sum -c - -RUN ls -ltr -RUN tar --no-same-owner -xzf cudnn-10.1-linux-x64-v7.6.5.32.tgz -C /usr/local --wildcards 'cuda/lib64/libcudnn.so.*' && \ - rm cudnn-10.1-linux-x64-v7.6.5.32.tgz && \ - ldconfig -##############################################CUDA END######################## - -RUN rm -rf /var/cache/yum/* && yum clean all && yum install -y gcc mesa-libGL vim && rm -rf /var/cache/yum/* -RUN curl -L https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh >> miniconda.sh -RUN bash ./miniconda.sh -b -p /miniconda; rm ./miniconda.sh; -ENV PATH="/miniconda/bin:$PATH" - -ENV HOME /home/datascience -RUN mkdir -p /etc/datascience -WORKDIR /etc/datascience - -COPY operators/environment.yaml operators/environment.yaml -RUN conda env create -f operators/environment.yaml --name op_env && conda clean -afy -ENV PATH="/miniconda/envs/op_env/bin:$PATH" - -RUN /bin/bash -c "source activate op_env" -COPY operators/run.py operators/run.py -CMD bash - -FROM base -COPY docker/merge_dependencies.py merge_dependencies.py -COPY operators/ operators/ - -RUN pip install pyyaml click && python merge_dependencies.py environment.yaml -RUN conda env update -f environment.yaml --name op_env && conda clean -afy -RUN source activate op_env diff --git a/ads/opctl/utils.py b/ads/opctl/utils.py index 0a42deb26..fb6804780 100644 --- a/ads/opctl/utils.py +++ b/ads/opctl/utils.py @@ -11,9 +11,7 @@ import subprocess import sys import shlex -import tempfile import urllib.parse -from distutils import dir_util from subprocess import Popen, PIPE, STDOUT from typing import Union, List, Tuple, Dict import yaml @@ -23,9 +21,7 @@ from ads.opctl import logger from ads.opctl.constants import ( ML_JOB_IMAGE, - OPS_IMAGE_BASE, ML_JOB_GPU_IMAGE, - OPS_IMAGE_GPU_BASE, ) from ads.common.decorator.runtime_dependency import ( runtime_dependency, @@ -96,12 +92,6 @@ def get_region_key(auth: dict) -> str: return client.get_tenancy(tenancy).data.home_region_key -# Not needed at the moment -# def _get_compartment_name(compartment_id: str, auth: dict) -> str: -# client = OCIClientFactory(**auth).identity -# return client.get_compartment(compartment_id=compartment_id).data.name - - def publish_image(image: str, registry: str = None) -> None: # pragma: no cover """ Publish an image. @@ -138,7 +128,7 @@ def build_image(image_type: str, gpu: bool = False) -> None: Parameters ---------- image_type: str - specify the image to build, can take 'job-local' or 'ads-ops-base', + specify the image to build, can take 'job-local', former for running job with conda pack locally, latter for running operators gpu: bool @@ -182,8 +172,6 @@ def _get_image_name_dockerfile_target(type: str, gpu: bool) -> str: look_up = { ("job-local", False): (ML_JOB_IMAGE, "Dockerfile.job", None), ("job-local", True): (ML_JOB_GPU_IMAGE, "Dockerfile.job.gpu", None), - ("ads-ops-base", False): (OPS_IMAGE_BASE, "Dockerfile", "base"), - ("ads-ops-base", True): (OPS_IMAGE_GPU_BASE, "Dockerfile.gpu", "base"), } return look_up[(type, gpu)] From 22c333819472812946a2addd09cf67b715f1b744 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Mon, 18 Sep 2023 15:13:36 -0700 Subject: [PATCH 070/247] Adds supported backends to the operator's init file. --- ads/opctl/cmds.py | 2 +- ads/opctl/config/merger.py | 2 +- ads/opctl/decorator/common.py | 24 ++- ads/opctl/operator/cli.py | 145 +++++------------- ads/opctl/operator/cmd.py | 70 +++++---- ads/opctl/operator/common/const.py | 6 +- ads/opctl/operator/common/errors.py | 2 +- ads/opctl/operator/common/utils.py | 49 ++++-- .../operator/lowcode/forecast/__init__.py | 2 + 9 files changed, 139 insertions(+), 163 deletions(-) diff --git a/ads/opctl/cmds.py b/ads/opctl/cmds.py index 71040933d..f5dff7f1f 100644 --- a/ads/opctl/cmds.py +++ b/ads/opctl/cmds.py @@ -957,7 +957,7 @@ def apply(config: Dict, backend: Union[Dict, str] = None, **kwargs) -> None: os.path.dirname(__file__), "operator", "lowcode", operator_type ) # load operator info - operator_info: OperatorInfo = _operator_info(operator_path) + operator_info: OperatorInfo = _operator_info(path=operator_path) backends = operator_cmd._init_backend_config( operator_info=operator_info, **kwargs diff --git a/ads/opctl/config/merger.py b/ads/opctl/config/merger.py index d18c82a94..1eb3bfa87 100644 --- a/ads/opctl/config/merger.py +++ b/ads/opctl/config/merger.py @@ -131,7 +131,7 @@ def _fill_config_with_defaults(self, ads_config_path: str) -> None: ) self.config["execution"]["oci_profile"] = profile # loading config for corresponding profile - logger.info(f"Loading service config for profile {profile}.") + logger.debug(f"Loading service config for profile {profile}.") infra_config = self._get_service_config(profile, ads_config_path) if infra_config.get( "conda_pack_os_prefix" diff --git a/ads/opctl/decorator/common.py b/ads/opctl/decorator/common.py index 98100977c..a350fb3a1 100644 --- a/ads/opctl/decorator/common.py +++ b/ads/opctl/decorator/common.py @@ -9,17 +9,29 @@ RUN_ID_FIELD = "run_id" -def print_watch_command(func: callable)->Callable: + +def print_watch_command(func: callable) -> Callable: """The decorator to help build the `opctl watch` command.""" + @wraps(func) - def wrapper(*args, **kwargs)->Dict: + def wrapper(*args, **kwargs) -> Dict: result = func(*args, **kwargs) if result and isinstance(result, Dict) and RUN_ID_FIELD in result: - msg_header = ( - f"{'*' * 40} To monitor the progress of a task, execute the following command {'*' * 40}" - ) + msg_header = f"{'*' * 40} To monitor the progress of a task, execute the following command {'*' * 40}" print(msg_header) print(f"ads opctl watch {result[RUN_ID_FIELD]}") print("*" * len(msg_header)) return result - return wrapper \ No newline at end of file + + return wrapper + + +def click_options(options): + """The decorator to help group the click options.""" + + def _add_options(func): + for option in reversed(options): + func = option(func) + return func + + return _add_options diff --git a/ads/opctl/operator/cli.py b/ads/opctl/operator/cli.py index 5546b12b7..9b30e2e3b 100644 --- a/ads/opctl/operator/cli.py +++ b/ads/opctl/operator/cli.py @@ -11,6 +11,7 @@ import yaml from ads.common.auth import AuthContext, AuthType +from ads.opctl.decorator.common import click_options from ads.opctl.config.base import ConfigProcessor from ads.opctl.config.merger import ConfigMerger from ads.opctl.utils import suppress_traceback @@ -26,43 +27,56 @@ from .cmd import publish_image as cmd_publish_image from .cmd import verify as cmd_verify +DEBUG_OPTION = ( + click.option("--debug", "-d", help="Set debug mode.", is_flag=True, default=False), +) + +ADS_CONFIG_OPTION = ( + click.option( + "--ads-config", + help=( + "The folder where the ADS opctl config located. " + "The default location is: `~/.ads_ops` folder." + ), + required=False, + default=None, + ), +) + +OPERATOR_NAME_OPTION = ( + click.option( + "--name", + "-n", + help=( + "The name of the service operator. " + f"Available operators: `{'`, `'.join(__operators__)}`." + ), + required=True, + ), +) + @click.group("operator") -@click.help_option("--help", "-h") def commands(): pass @commands.command() -@click.option("--debug", "-d", help="Set debug mode", is_flag=True, default=False) +@click_options(DEBUG_OPTION) def list(debug: bool, **kwargs: Dict[str, Any]) -> None: """Prints the list of the registered operators.""" suppress_traceback(debug)(cmd_list)(**kwargs) @commands.command() -@click.option("--debug", "-d", help="Set debug mode.", is_flag=True, default=False) -@click.option( - "--name", - "-n", - type=click.Choice(__operators__), - help="The name of the operator.", - required=True, -) +@click_options(DEBUG_OPTION + OPERATOR_NAME_OPTION) def info(debug: bool, **kwargs: Dict[str, Any]) -> None: """Prints the detailed information about the particular operator.""" suppress_traceback(debug)(cmd_info)(**kwargs) @commands.command() -@click.option( - "--name", - "-n", - type=click.Choice(__operators__), - help="The name of the operator.", - required=True, -) -@click.option("--debug", "-d", help="Set debug mode.", is_flag=True, default=False) +@click_options(DEBUG_OPTION + OPERATOR_NAME_OPTION + ADS_CONFIG_OPTION) @click.option( "--output", help=f"The folder name to save the resulting specification templates.", @@ -76,20 +90,13 @@ def info(debug: bool, **kwargs: Dict[str, Any]) -> None: is_flag=True, default=False, ) -@click.option( - "--ads-config", - help="The folder where the ADS opctl config located.", - required=False, - default=None, -) def init(debug: bool, **kwargs: Dict[str, Any]) -> None: """Generates starter YAML configs for the operator.""" suppress_traceback(debug)(cmd_init)(**kwargs) @commands.command() -@click.option("--debug", "-d", help="Set debug mode.", is_flag=True, default=False) -@click.help_option("--help", "-h") +@click_options(DEBUG_OPTION + OPERATOR_NAME_OPTION) @click.option( "--gpu", "-g", @@ -98,13 +105,6 @@ def init(debug: bool, **kwargs: Dict[str, Any]) -> None: default=False, required=False, ) -@click.option( - "--name", - "-n", - help=("Name of the operator to build the image. "), - default=None, - required=False, -) @click.option( "--rebuild-base-image", "-r", @@ -118,25 +118,11 @@ def build_image(debug: bool, **kwargs: Dict[str, Any]) -> None: @commands.command() -@click.option("--debug", "-d", help="Set debug mode.", is_flag=True, default=False) -@click.help_option("--help", "-h") -@click.option( - "--name", - "-n", - type=click.Choice(__operators__), - help="The name of the operator.", - required=True, -) +@click_options(DEBUG_OPTION + OPERATOR_NAME_OPTION + ADS_CONFIG_OPTION) @click.option( "--registry", "-r", - help="Registry to publish to. By default will be taken form the ADS opctl config.", - required=False, - default=None, -) -@click.option( - "--ads-config", - help="The folder where the ADS opctl config located.", + help="Registry to publish to. By default the value will be taken from the ADS opctl config.", required=False, default=None, ) @@ -146,14 +132,7 @@ def publish_image(debug, **kwargs): @commands.command(hidden=True) -@click.option("--debug", "-d", help="Set debug mode.", is_flag=True, default=False) -@click.option( - "--name", - "-n", - type=click.Choice(__operators__), - help="The name of the operator.", - required=True, -) +@click_options(DEBUG_OPTION + OPERATOR_NAME_OPTION + ADS_CONFIG_OPTION) @click.option( "--overwrite", "-o", @@ -161,15 +140,9 @@ def publish_image(debug, **kwargs): is_flag=True, default=False, ) -@click.option( - "--ads-config", - help="The folder where the ADS opctl config located.", - required=False, - default=None, -) @click.option( "--output", - help=f"The folder to save the resulting specification template YAML.", + help="The folder to save the resulting specification template YAML.", required=False, default=None, ) @@ -179,24 +152,16 @@ def create(debug: bool, **kwargs: Dict[str, Any]) -> None: @commands.command() -@click.help_option("--help", "-h") -@click.option("--debug", "-d", help="Set debug mode.", is_flag=True, default=False) +@click_options(DEBUG_OPTION + OPERATOR_NAME_OPTION + ADS_CONFIG_OPTION) @click.option( "--file", "-f", help="The path to resource YAML file.", required=True, default=None ) -@click.option( - "--ads-config", - "-c", - help="The folder where the ADS opctl config.ini located. Default value: `~/.ads_ops`.", - required=False, - default=None, -) @click.option( "--auth", "-a", help=( "The authentication method to leverage OCI resources. " - "The default value will be taken form the ADS `config.ini` file." + "The default value will be taken from the ADS `config.ini` file." ), type=click.Choice(AuthType.values()), default=None, @@ -224,15 +189,7 @@ def verify(debug: bool, **kwargs: Dict[str, Any]) -> None: @commands.command() -@click.option("--debug", "-d", help="Set debug mode.", is_flag=True, default=False) -@click.help_option("--help", "-h") -@click.option( - "--name", - "-n", - help=("Name of the operator to build the conda environment for. "), - default=None, - required=False, -) +@click_options(DEBUG_OPTION + OPERATOR_NAME_OPTION + ADS_CONFIG_OPTION) @click.option( "--conda-pack-folder", help=( @@ -250,27 +207,13 @@ def verify(debug: bool, **kwargs: Dict[str, Any]) -> None: is_flag=True, default=False, ) -@click.option( - "--ads-config", - help="The folder where the ADS opctl config located.", - required=False, - default=None, -) def build_conda(debug: bool, **kwargs: Dict[str, Any]) -> None: """Builds a new conda environment for the particular operator.""" suppress_traceback(debug)(cmd_build_conda)(**kwargs) @commands.command() -@click.option("--debug", "-d", help="Set debug mode.", is_flag=True, default=False) -@click.help_option("--help", "-h") -@click.option( - "--name", - "-n", - help=("Name of the operator to publish the conda environment for. "), - default=None, - required=False, -) +@click_options(DEBUG_OPTION + OPERATOR_NAME_OPTION + ADS_CONFIG_OPTION) @click.option( "--conda-pack-folder", help=( @@ -288,12 +231,6 @@ def build_conda(debug: bool, **kwargs: Dict[str, Any]) -> None: is_flag=True, default=False, ) -@click.option( - "--ads-config", - help="The folder where the ADS opctl config located.", - required=False, - default=None, -) def publish_conda(debug: bool, **kwargs: Dict[str, Any]) -> None: """Publishes an operator's conda environment to the Object Storage bucket.""" suppress_traceback(debug)(cmd_publish_conda)(**kwargs) diff --git a/ads/opctl/operator/cmd.py b/ads/opctl/operator/cmd.py index d2faf9d48..45b9a95b8 100644 --- a/ads/opctl/operator/cmd.py +++ b/ads/opctl/operator/cmd.py @@ -34,7 +34,13 @@ RESOURCE_TYPE, RUNTIME_TYPE, ) -from ads.opctl.operator.common.const import PACK_TYPE +from ads.opctl.operator.common.const import ( + PACK_TYPE, + OPERATOR_BASE_DOCKER_FILE, + OPERATOR_BASE_DOCKER_GPU_FILE, + OPERATOR_BASE_GPU_IMAGE, + OPERATOR_BASE_IMAGE, +) from ads.opctl.operator.common.utils import OperatorInfo, _operator_info from ads.opctl.utils import publish_image as publish_image_cmd @@ -46,18 +52,17 @@ ) from .common.utils import ( _build_image, - _load_yaml_from_uri, _operator_info_list, ) -OPERATOR_BASE_IMAGE = "ads-operator-base" -OPERATOR_BASE_GPU_IMAGE = "ads-operator-gpu-base" -OPERATOR_BASE_DOCKER_FILE = "Dockerfile" -OPERATOR_BASE_DOCKER_GPU_FILE = "Dockerfile.gpu" - def list() -> None: - """Prints the list of the registered operators.""" + """Prints the list of the registered service operators. + + Returns + ------- + None + """ print( tabulate( ( @@ -87,14 +92,17 @@ def info( The name of the operator to generate the specification YAML. kwargs: (Dict, optional). Additional key value arguments. + + Returns + ------- + None """ from rich.console import Console from rich.markdown import Markdown console = Console() - operator_info = {item.name: item for item in _operator_info_list()}.get(name) - + operator_info = _operator_info(name=name) if not operator_info: raise OperatorNotFoundError(name) @@ -143,7 +151,7 @@ def _init_backend_config( # generate supported backend specifications templates YAML RUNTIME_TYPE_MAP = { - RESOURCE_TYPE.JOB: [ + RESOURCE_TYPE.JOB.value: [ { RUNTIME_TYPE.PYTHON: { "conda_slug": operator_info.conda @@ -159,7 +167,7 @@ def _init_backend_config( } }, ], - RESOURCE_TYPE.DATAFLOW: [ + RESOURCE_TYPE.DATAFLOW.value: [ { RUNTIME_TYPE.DATAFLOW: { "conda_slug": operator_info.conda_prefix, @@ -167,7 +175,7 @@ def _init_backend_config( } } ], - BACKEND_NAME.OPERATOR_LOCAL: [ + BACKEND_NAME.OPERATOR_LOCAL.value: [ { RUNTIME_TYPE.CONTAINER: { "kind": "operator", @@ -185,13 +193,17 @@ def _init_backend_config( ], } - for resource_type in RUNTIME_TYPE_MAP: - for runtime_type_item in RUNTIME_TYPE_MAP[resource_type]: + supported_backends = set( + operator_info.backends + [BACKEND_NAME.OPERATOR_LOCAL.value] + ) + + for resource_type in supported_backends: + for runtime_type_item in RUNTIME_TYPE_MAP.get(resource_type.lower(), []): runtime_type, runtime_kwargs = next(iter(runtime_type_item.items())) # get config info from ini files p = ConfigProcessor( - {**runtime_kwargs, **{"execution": {"backend": resource_type.value}}} + {**runtime_kwargs, **{"execution": {"backend": resource_type}}} ).step( ConfigMerger, ads_config=ads_config or DEFAULT_ADS_CONFIG_FOLDER, @@ -202,7 +214,7 @@ def _init_backend_config( if output: uri = os.path.join( output, - f"backend_{resource_type.value.lower().replace('.','_') }" + f"backend_{resource_type.lower().replace('.','_') }" f"_{runtime_type.value.lower()}_config.yaml", ) @@ -215,9 +227,9 @@ def _init_backend_config( ) if yaml_str: - result[ - (resource_type.value.lower(), runtime_type.value.lower()) - ] = yaml.load(yaml_str, Loader=yaml.FullLoader) + result[(resource_type.lower(), runtime_type.value.lower())] = yaml.load( + yaml_str, Loader=yaml.FullLoader + ) return result @@ -283,7 +295,7 @@ def init( operator_path = os.path.join(os.path.dirname(__file__), "lowcode", name) # load operator info - operator_info: OperatorInfo = _operator_info(operator_path) + operator_info: OperatorInfo = _operator_info(path=operator_path) # save operator spec YAML with fsspec.open(os.path.join(output, f"{name}.yaml"), mode="w") as f: @@ -378,7 +390,7 @@ def build_image( ) # get operator details stored in operator's init file. - operator_info: OperatorInfo = _operator_info(source_folder) + operator_info: OperatorInfo = _operator_info(path=source_folder) tag = operator_info.version # checks if GPU base image needs to be used. @@ -483,11 +495,7 @@ def publish_image( raise OperatorNotFoundError(name) # get operator details stored in operator's init file. - operator_info: OperatorInfo = _operator_info( - os.path.dirname( - inspect.getfile(importlib.import_module(f"{OPERATOR_MODULE_PATH}.{name}")) - ) - ) + operator_info: OperatorInfo = _operator_info(name=name) try: image = f"{operator_info.name}:{operator_info.version or 'undefined'}" @@ -597,7 +605,7 @@ def build_conda( ) # get operator details stored in operator's __init__.py file. - operator_info: OperatorInfo = _operator_info(source_folder) + operator_info: OperatorInfo = _operator_info(path=source_folder) # invoke the conda create command conda_create( @@ -655,11 +663,7 @@ def publish_conda( raise OperatorNotFoundError(name) # get operator details stored in operator's init file. - operator_info: OperatorInfo = _operator_info( - os.path.dirname( - inspect.getfile(importlib.import_module(f"{OPERATOR_MODULE_PATH}.{name}")) - ) - ) + operator_info: OperatorInfo = _operator_info(name=name) version = re.sub("[^0-9.]", "", operator_info.version) slug = f"{operator_info.name}_v{version}".replace(" ", "").replace(".", "_").lower() diff --git a/ads/opctl/operator/common/const.py b/ads/opctl/operator/common/const.py index 932cda0ef..4ef54a26a 100644 --- a/ads/opctl/operator/common/const.py +++ b/ads/opctl/operator/common/const.py @@ -4,13 +4,17 @@ # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ -from enum import Enum from ads.common.extended_enum import ExtendedEnumMeta # Env variable representing the operator input arguments. # This variable is used when operator run on the OCI resources. ENV_OPERATOR_ARGS = "ENV_OPERATOR_ARGS" +OPERATOR_BASE_IMAGE = "ads-operator-base" +OPERATOR_BASE_GPU_IMAGE = "ads-operator-gpu-base" +OPERATOR_BASE_DOCKER_FILE = "Dockerfile" +OPERATOR_BASE_DOCKER_GPU_FILE = "Dockerfile.gpu" + class PACK_TYPE(str, metaclass=ExtendedEnumMeta): SERVICE = "service" diff --git a/ads/opctl/operator/common/errors.py b/ads/opctl/operator/common/errors.py index 27e7c4d99..5ab8bf306 100644 --- a/ads/opctl/operator/common/errors.py +++ b/ads/opctl/operator/common/errors.py @@ -11,7 +11,7 @@ class OperatorNotFoundError(Exception): def __init__(self, operator: str): super().__init__( f"The provided operator: `{operator}` " - f"is not found. Available operators: {__operators__}" + f"is not found. Available service operators: `{'`, `'.join(__operators__)}`" ) diff --git a/ads/opctl/operator/common/utils.py b/ads/opctl/operator/common/utils.py index 66502e7e8..febcf9cef 100644 --- a/ads/opctl/operator/common/utils.py +++ b/ads/opctl/operator/common/utils.py @@ -20,6 +20,7 @@ from ads.opctl import logger from ads.opctl.constants import OPERATOR_MODULE_PATH +from ads.opctl.operator.common.errors import OperatorNotFoundError from ads.opctl.operator import __operators__ from ads.opctl.utils import run_command @@ -62,6 +63,8 @@ class OperatorInfo: conda: str conda_type: str path: str + keywords: List[str] + backends: List[str] @property def conda_prefix(self) -> str: @@ -104,6 +107,8 @@ def from_init(*args: List, **kwargs: Dict) -> "OperatorInfo": conda=kwargs.get("__conda__"), conda_type=kwargs.get("__conda_type__", PACK_TYPE.CUSTOM), path=path, + keywords=kwargs.get("__keywords__", []), + backends=kwargs.get("__backends__", []), ) @@ -290,10 +295,13 @@ def _build_image( def _module_constant_values(module_name: str, module_path: str) -> Dict[str, Any]: """Returns the list of constant variables from a given module. + Parameters + ---------- module_name: str The name of the module to be imported. module_path: str The physical path of the module. + Returns ------- Dict[str, Any] @@ -305,18 +313,36 @@ def _module_constant_values(module_name: str, module_path: str) -> Dict[str, Any return {name: value for name, value in vars(module).items()} -def _operator_info(path: str) -> OperatorInfo: +def _operator_info(path: str = None, name: str = None) -> OperatorInfo: """Extracts operator's details by given path. The expectation is that operator has init file where the all details placed. + Parameters + ---------- + path: (str, optional). The path to the operator. + name: (str, optional). The name of the service operator. + Returns ------- OperatorInfo The operator details. """ - module_name = os.path.basename(path.rstrip("/")) - module_path = f"{path.rstrip('/')}/__init__.py" - return OperatorInfo.from_init(**_module_constant_values(module_name, module_path)) + try: + if name: + path = os.path.dirname( + inspect.getfile( + importlib.import_module(f"{OPERATOR_MODULE_PATH}.{name}") + ) + ) + + module_name = os.path.basename(path.rstrip("/")) + module_path = f"{path.rstrip('/')}/__init__.py" + return OperatorInfo.from_init( + **_module_constant_values(module_name, module_path) + ) + except ModuleNotFoundError as ex: + logger.debug(ex) + raise OperatorNotFoundError(name or path) def _operator_info_list() -> List[OperatorInfo]: @@ -327,28 +353,19 @@ def _operator_info_list() -> List[OperatorInfo]: List[OperatorInfo] The list of registered operators. """ - return ( - _operator_info( - os.path.dirname( - inspect.getfile( - importlib.import_module(f"{OPERATOR_MODULE_PATH}.{operator_name}") - ) - ) - ) - for operator_name in __operators__ - ) + return (_operator_info(name=operator_name) for operator_name in __operators__) def _extant_file(x: str): """Checks the extension of the file to yaml.""" if not (x.lower().endswith(".yml") or x.lower().endswith(".yaml")): raise argparse.ArgumentTypeError( - f"{x} exists, but must be a yaml file (.yaml/.yml)" + f"The {x} exists, but must be a yaml file (.yaml/.yml)" ) return x -def _parse_input_args(raw_args) -> Tuple: +def _parse_input_args(raw_args: List) -> Tuple: """Parses operator input arguments.""" parser = argparse.ArgumentParser() parser.add_argument( diff --git a/ads/opctl/operator/lowcode/forecast/__init__.py b/ads/opctl/operator/lowcode/forecast/__init__.py index 1f0d21699..440acbf7f 100644 --- a/ads/opctl/operator/lowcode/forecast/__init__.py +++ b/ads/opctl/operator/lowcode/forecast/__init__.py @@ -18,6 +18,8 @@ __keywords__ = ["Prophet", "AutoML", "ARIMA", "RNN", "LSTM"] +__backends__ = ["job", "dataflow"] # job/dataflow + __operator_path__ = os.path.dirname(__file__) __short_description__ = """ From c299c08924e9f62841f4670763a2bfbf87e396d4 Mon Sep 17 00:00:00 2001 From: Prashant Sankhla Date: Tue, 19 Sep 2023 13:57:18 +0530 Subject: [PATCH 071/247] fixed bugs that is causing errors when series are missing in test dataset --- .../lowcode/forecast/model/base_model.py | 21 +++++++++++-------- ads/opctl/operator/lowcode/forecast/utils.py | 2 +- 2 files changed, 13 insertions(+), 10 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 87bb42f9a..220963ace 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -291,13 +291,15 @@ def _test_evaluate_metrics( ) for idx, col in enumerate(target_columns): - y_true = np.asarray(data[col]) - y_pred = np.asarray(outputs[idx][target_col][-len(y_true) :]) + # Only columns present in test file will be used to generate holdout error + if col in data: + y_true = np.asarray(data[col]) + y_pred = np.asarray(outputs[idx][target_col][-len(y_true) :]) - metrics_df = utils._build_metrics_df( - y_true=y_true, y_pred=y_pred, column_name=col - ) - total_metrics = pd.concat([total_metrics, metrics_df], axis=1) + metrics_df = utils._build_metrics_df( + y_true=y_true, y_pred=y_pred, column_name=col + ) + total_metrics = pd.concat([total_metrics, metrics_df], axis=1) summary_metrics = pd.DataFrame( { @@ -338,7 +340,8 @@ def _test_evaluate_metrics( """Calculates Mean sMAPE, Median sMAPE, Mean MAPE, Median MAPE, Mean wMAPE, Median wMAPE values for each horizon if horizon <= 10.""" - if len(data["ds"]) <= 10: + target_columns_in_output = set(target_columns).intersection(data.columns) + if len(data["ds"]) <= 10 and len(outputs) == len(target_columns_in_output): metrics_per_horizon = utils._build_metrics_per_horizon( data=data, outputs=outputs, @@ -404,11 +407,11 @@ def _save_report( # metrics csv report utils._write_data( - data=metrics_df, + data=metrics_df.rename_axis('metrics').reset_index(), filename=os.path.join(output_dir, self.spec.metrics_filename), format="csv", storage_options=default_signer(), - index=True, + index=False, ) logger.warn( diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index a5e24270d..d88499c4c 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -374,7 +374,7 @@ def plot_forecast_plotly(idx, col): ), ] ) - if test_data is not None: + if test_data is not None and col in test_data: fig.add_trace( go.Scatter( x=test_data["ds"], From 484cc248e6a853003f4deb6d84f2f7e3a1c7f53c Mon Sep 17 00:00:00 2001 From: Prashant Sankhla Date: Tue, 19 Sep 2023 16:47:31 +0530 Subject: [PATCH 072/247] initial benchmarks --- .../forecast/benchmarks/benchmark_datasets.py | 69 +++++++++++++++++++ 1 file changed, 69 insertions(+) create mode 100755 tests/unitary/with_extras/operator/forecast/benchmarks/benchmark_datasets.py diff --git a/tests/unitary/with_extras/operator/forecast/benchmarks/benchmark_datasets.py b/tests/unitary/with_extras/operator/forecast/benchmarks/benchmark_datasets.py new file mode 100755 index 000000000..ca9d46190 --- /dev/null +++ b/tests/unitary/with_extras/operator/forecast/benchmarks/benchmark_datasets.py @@ -0,0 +1,69 @@ +#!/usr/bin/env python +# -*- coding: utf-8; -*- +import copy + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +from ads.opctl.operator.lowcode.forecast.operator_config import * +from ads.opctl.operator.lowcode.forecast.model.factory import ForecastOperatorModelFactory +import pandas as pd +from ads.opctl import logger + +if __name__ == '__main__': + """Benchmarks for datasets.""" + + data_dir = "oci://ads_preview_sdk@ociodscdev/Forecasting/data/" + smape = SupportedMetrics.SMAPE + mape = SupportedMetrics.MAPE + rmse = SupportedMetrics.RMSE + + prophet = 'prophet' + arima = 'arima' + automlx = 'automlx' + neuralprophet = 'neuralprophet' + + benchmark_metrics = [smape, mape, rmse] + + # Expected values + ppg_sales_benchmark_numbers = { + prophet: {smape: 30, mape: 10, rmse: 1780}, + arima: {smape: 20, mape: 2, rmse: 1500}, + automlx: {smape: 25, mape: 6, rmse: 1530}, + # neuralprophet: {smape: 29, mape: 9.5, rmse: 1760}, + } + + ttx_small_benchmark_numbers = { + prophet: {smape: 18, mape: 0.5, rmse: 75}, + arima: {smape: 21, mape: 0.45, rmse: 75}, + automlx: {smape: 15, mape: 0.3, rmse: 74}, + # neuralprophet: {smape: 30, mape: 10, rmse: 1780}, + } + + datasets = { + 'EPM-PPG-CODE-SALES': ppg_sales_benchmark_numbers, + 'TTX-small': ttx_small_benchmark_numbers + } + metrics = [SupportedMetrics.SMAPE, SupportedMetrics.MAPE, SupportedMetrics.RMSE] + + for dataset in datasets: + for model in datasets[dataset]: + operator_config: ForecastOperatorConfig = ForecastOperatorConfig.from_yaml( + uri='{}/{}/forecast.yaml'.format(data_dir, dataset) + ) + operator_config.spec.model = model + operator_config.spec.output_directory = OutputDirectory( + url="{}/{}".format(operator_config.spec.output_directory.url, model)) + + # Training and generating the model outputs + ForecastOperatorModelFactory.get_model(operator_config).generate_report() + + # Reading holdout erros. + metrics_df = pd.read_csv('{}/{}/output/{}/metrics.csv'.format(data_dir, dataset, model)).set_index( + 'metrics') + metrics_dict = metrics_df.mean(axis=1).to_dict() + logger.info("{} | {} | {}".format(dataset, model, metrics_dict)) + # Actual values should be less than actual values + for metric in benchmark_metrics: + assert metrics_dict[metric] <= datasets[dataset][model][metric] + logger.info("Test completed for {} and {} model".format(dataset, model)) From f02d4a69c52f433407c2e28fe5bcc48775e81b82 Mon Sep 17 00:00:00 2001 From: Vikas Pandey Date: Wed, 20 Sep 2023 09:40:35 +0530 Subject: [PATCH 073/247] get the possible tunable model params via kwargs --- .../operator/lowcode/forecast/model/autots.py | 20 +++++++++---------- 1 file changed, 10 insertions(+), 10 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index 0931ace78..aba5fb021 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -38,13 +38,13 @@ def _build_model(self) -> pd.DataFrame: forecast_length=self.spec.horizon.periods, frequency="infer", prediction_interval=self.spec.confidence_interval_width, - max_generations=10, + max_generations=self.spec.model_kwargs.get("max_generations", 10), no_negatives=False, constraint=None, ensemble=self.spec.model_kwargs.get("ensemble", "auto"), - initial_template="General+Random", + initial_template=self.spec.model_kwargs.get("initial_template", "General+Random"), random_seed=2022, - holiday_country="US", + holiday_country=self.spec.model_kwargs.get("holiday_country", "US"), subset=None, aggfunc="first", na_tolerance=1, @@ -52,13 +52,13 @@ def _build_model(self) -> pd.DataFrame: drop_data_older_than_periods=None, model_list=self.spec.model_kwargs.get("model_list", "multivariate"), transformer_list=self.spec.model_kwargs.get("transformer_list", "auto"), - transformer_max_depth=6, - models_mode="random", - num_validations="auto", - models_to_validate=0.15, + transformer_max_depth=self.spec.model_kwargs.get("transformer_max_depth", 6), + models_mode=self.spec.model_kwargs.get("models_mode", "random"), + num_validations=self.spec.model_kwargs.get("num_validations", "auto"), + models_to_validate=self.spec.model_kwargs.get("models_to_validate", 0.15), max_per_model_class=None, - validation_method="backwards", - min_allowed_train_percent=0.5, + validation_method=self.spec.model_kwargs.get("validation_method", "backwards"), + min_allowed_train_percent=self.spec.model_kwargs.get("min_allowed_train_percent", 0.5), remove_leading_zeroes=False, prefill_na=None, introduce_na=None, @@ -204,7 +204,7 @@ def _generate_report(self) -> tuple: # Section 2: AutoTS Model Parameters sec2_text = dp.Text(f"## AutoTS Model Parameters") - # TODO: Format the parameters better for display in report. + # TODO: ODSC-47612 Format the parameters better for display in report. sec2 = dp.Select( blocks=[ dp.HTML( From 8f8d0ba3b41fcc0ccd0f025e4161838209147962 Mon Sep 17 00:00:00 2001 From: Allen Hosler Date: Wed, 20 Sep 2023 07:56:47 +0100 Subject: [PATCH 074/247] update default yaml (#330) --- ads/opctl/operator/lowcode/forecast/schema.yaml | 15 ++++++++------- 1 file changed, 8 insertions(+), 7 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/schema.yaml b/ads/opctl/operator/lowcode/forecast/schema.yaml index 25aac64ec..5ab3e54dd 100644 --- a/ads/opctl/operator/lowcode/forecast/schema.yaml +++ b/ads/opctl/operator/lowcode/forecast/schema.yaml @@ -171,7 +171,7 @@ spec: type: dict report_file_name: - required: true + required: false type: string default: report.html meta: @@ -196,7 +196,7 @@ spec: target_column: type: string required: true - default: "Sales" + default: target datetime_column: type: dict @@ -205,7 +205,7 @@ spec: name: type: string required: true - default: last_day_of_week + default: Date format: type: string required: false @@ -217,18 +217,19 @@ spec: type: string horizon: - required: false + required: true schema: periods: type: integer - required: false + default: 3 + required: true interval: type: integer required: false interval_unit: - required: false + required: true type: string - default: auto + default: M allowed: - S - M From b028fb6eb89741c1c8b2f61f8fb8102b23f36d02 Mon Sep 17 00:00:00 2001 From: Allen Hosler Date: Wed, 20 Sep 2023 11:01:49 +0100 Subject: [PATCH 075/247] Update benchmark_datasets.py --- .../forecast/benchmarks/benchmark_datasets.py | 14 +++++++++----- 1 file changed, 9 insertions(+), 5 deletions(-) diff --git a/tests/unitary/with_extras/operator/forecast/benchmarks/benchmark_datasets.py b/tests/unitary/with_extras/operator/forecast/benchmarks/benchmark_datasets.py index ca9d46190..dcabb802b 100755 --- a/tests/unitary/with_extras/operator/forecast/benchmarks/benchmark_datasets.py +++ b/tests/unitary/with_extras/operator/forecast/benchmarks/benchmark_datasets.py @@ -13,7 +13,11 @@ if __name__ == '__main__': """Benchmarks for datasets.""" - data_dir = "oci://ads_preview_sdk@ociodscdev/Forecasting/data/" + try: + data_dir = os.environ["OCI__FORECASTING_DATA_DIR"] + except: + raise ValueError("Please set the environment variable `OCI__FORECASTING_DATA_DIR` to the location of the forecasting datasets") + smape = SupportedMetrics.SMAPE mape = SupportedMetrics.MAPE rmse = SupportedMetrics.RMSE @@ -26,14 +30,14 @@ benchmark_metrics = [smape, mape, rmse] # Expected values - ppg_sales_benchmark_numbers = { + cust1_numbers = { prophet: {smape: 30, mape: 10, rmse: 1780}, arima: {smape: 20, mape: 2, rmse: 1500}, automlx: {smape: 25, mape: 6, rmse: 1530}, # neuralprophet: {smape: 29, mape: 9.5, rmse: 1760}, } - ttx_small_benchmark_numbers = { + cust2_numbers = { prophet: {smape: 18, mape: 0.5, rmse: 75}, arima: {smape: 21, mape: 0.45, rmse: 75}, automlx: {smape: 15, mape: 0.3, rmse: 74}, @@ -41,8 +45,8 @@ } datasets = { - 'EPM-PPG-CODE-SALES': ppg_sales_benchmark_numbers, - 'TTX-small': ttx_small_benchmark_numbers + 'cust1': cust1_numbers, + 'cust2': cust2_numbers, } metrics = [SupportedMetrics.SMAPE, SupportedMetrics.MAPE, SupportedMetrics.RMSE] From b1b836b88ab6dad266ff2db618dc271fafbdb2e8 Mon Sep 17 00:00:00 2001 From: Allen Hosler Date: Wed, 20 Sep 2023 11:14:38 +0100 Subject: [PATCH 076/247] Update benchmark_datasets.py --- .../operator/forecast/benchmarks/benchmark_datasets.py | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/tests/unitary/with_extras/operator/forecast/benchmarks/benchmark_datasets.py b/tests/unitary/with_extras/operator/forecast/benchmarks/benchmark_datasets.py index dcabb802b..411887f6c 100755 --- a/tests/unitary/with_extras/operator/forecast/benchmarks/benchmark_datasets.py +++ b/tests/unitary/with_extras/operator/forecast/benchmarks/benchmark_datasets.py @@ -9,6 +9,7 @@ from ads.opctl.operator.lowcode.forecast.model.factory import ForecastOperatorModelFactory import pandas as pd from ads.opctl import logger +import os if __name__ == '__main__': """Benchmarks for datasets.""" @@ -53,17 +54,18 @@ for dataset in datasets: for model in datasets[dataset]: operator_config: ForecastOperatorConfig = ForecastOperatorConfig.from_yaml( - uri='{}/{}/forecast.yaml'.format(data_dir, dataset) + uri=os.path.join(data_dir, dataset, 'forecast.yaml') ) operator_config.spec.model = model operator_config.spec.output_directory = OutputDirectory( - url="{}/{}".format(operator_config.spec.output_directory.url, model)) + url=os.path.join(operator_config.spec.output_directory.url, model) + ) # Training and generating the model outputs ForecastOperatorModelFactory.get_model(operator_config).generate_report() # Reading holdout erros. - metrics_df = pd.read_csv('{}/{}/output/{}/metrics.csv'.format(data_dir, dataset, model)).set_index( + metrics_df = pd.read_csv(os.path.join(data_dir, dataset, 'output', model, 'metrics.csv')).set_index( 'metrics') metrics_dict = metrics_df.mean(axis=1).to_dict() logger.info("{} | {} | {}".format(dataset, model, metrics_dict)) From a513d7bbcd45122e87159ba7fbb4eb186828e096 Mon Sep 17 00:00:00 2001 From: Allen Hosler Date: Wed, 20 Sep 2023 12:04:25 +0100 Subject: [PATCH 077/247] adding 15% margin to automlx numbers --- .../operator/forecast/benchmarks/benchmark_datasets.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/unitary/with_extras/operator/forecast/benchmarks/benchmark_datasets.py b/tests/unitary/with_extras/operator/forecast/benchmarks/benchmark_datasets.py index 411887f6c..14912d4dc 100755 --- a/tests/unitary/with_extras/operator/forecast/benchmarks/benchmark_datasets.py +++ b/tests/unitary/with_extras/operator/forecast/benchmarks/benchmark_datasets.py @@ -34,7 +34,7 @@ cust1_numbers = { prophet: {smape: 30, mape: 10, rmse: 1780}, arima: {smape: 20, mape: 2, rmse: 1500}, - automlx: {smape: 25, mape: 6, rmse: 1530}, + automlx: {smape: 30, mape: 7, rmse: 1750}, # neuralprophet: {smape: 29, mape: 9.5, rmse: 1760}, } From 9c08c4f17b0a9a2d50487dd3d9621f02452b2f97 Mon Sep 17 00:00:00 2001 From: Prashant Sankhla Date: Thu, 21 Sep 2023 11:40:00 +0530 Subject: [PATCH 078/247] added flag for feature engineering --- ads/opctl/operator/lowcode/forecast/model/automlx.py | 4 +--- .../operator/lowcode/forecast/model/transformations.py | 10 +++++++++- ads/opctl/operator/lowcode/forecast/operator_config.py | 2 ++ ads/opctl/operator/lowcode/forecast/schema.yaml | 7 +++++++ 4 files changed, 19 insertions(+), 4 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index 172323150..a2c4a89ee 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -22,9 +22,7 @@ class AutoMLXOperatorModel(ForecastOperatorBaseModel): @runtime_dependency( module="automl", err_msg=( - "Please run `pip3 install " - "--extra-index-url=https://artifacthub-phx.oci.oraclecorp.com/artifactory/api/pypi/automlx-pypi/simple/automlx==23.2.2` " - "to install the required dependencies for automlx." + "Please run `pip3 install oracle-automlx==23.2.3` to install the required dependencies for automlx." ), ) def _build_model(self) -> pd.DataFrame: diff --git a/ads/opctl/operator/lowcode/forecast/model/transformations.py b/ads/opctl/operator/lowcode/forecast/model/transformations.py index 1322acc56..aa2fda136 100644 --- a/ads/opctl/operator/lowcode/forecast/model/transformations.py +++ b/ads/opctl/operator/lowcode/forecast/model/transformations.py @@ -4,6 +4,9 @@ # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ +from ads.opctl import logger + + class Transformations: """A class which implements transformation for forecast operator""" def __init__(self, data, dataset_info): @@ -19,6 +22,7 @@ def __init__(self, data, dataset_info): self.series_id_column = dataset_info.target_category_columns self.target_variables = dataset_info.target_column self.date_column = dataset_info.datetime_column.name + self.feature_engineering = dataset_info.feature_engineering def run(self): """ @@ -29,7 +33,11 @@ def run(self): A new Pandas DataFrame with treated / transformed target values. """ imputed_df = self._missing_value_imputation(self.data) - treated_df = self._outlier_treatment(imputed_df) + if self.feature_engineering: + treated_df = self._outlier_treatment(imputed_df) + else: + logger.info("Skipping outlier treatment as feature_engineering is disabled") + treated_df = imputed_df return treated_df def _missing_value_imputation(self, df): diff --git a/ads/opctl/operator/lowcode/forecast/operator_config.py b/ads/opctl/operator/lowcode/forecast/operator_config.py index 629a5109f..2679387cb 100644 --- a/ads/opctl/operator/lowcode/forecast/operator_config.py +++ b/ads/opctl/operator/lowcode/forecast/operator_config.py @@ -88,6 +88,7 @@ class ForecastOperatorSpec(DataClassSerializable): metrics_filename: str = None forecast_filename: str = None target_column: str = None + feature_engineering: bool = None datetime_column: DateTimeColumn = field(default_factory=DateTimeColumn) target_category_columns: List[str] = field(default_factory=list) horizon: Horizon = field(default_factory=Horizon) @@ -102,6 +103,7 @@ def __post_init__(self): self.metric = (self.metric or "").lower() or SupportedMetrics.SMAPE.lower() self.confidence_interval_width = self.confidence_interval_width or 0.80 self.report_file_name = self.report_file_name or "report.html" + self.feature_engineering = self.feature_engineering if self.feature_engineering is not None else True self.report_theme = self.report_theme or "light" self.metrics_filename = self.metrics_filename or "metrics.csv" self.forecast_filename = self.forecast_filename or "forecast.csv" diff --git a/ads/opctl/operator/lowcode/forecast/schema.yaml b/ads/opctl/operator/lowcode/forecast/schema.yaml index 5ab3e54dd..3d9580202 100644 --- a/ads/opctl/operator/lowcode/forecast/schema.yaml +++ b/ads/opctl/operator/lowcode/forecast/schema.yaml @@ -198,6 +198,13 @@ spec: required: true default: target + feature_engineering: + type: boolean + required: true + default: true + meta: + description: "feature_engineering disabled using this flag, Defaults to true" + datetime_column: type: dict required: true From 83032050ad684ed93543163b0850d6045d1fdee4 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Sat, 23 Sep 2023 22:04:20 -0700 Subject: [PATCH 079/247] Adds operator loader to load operator from the remote source. --- ads/common/auth.py | 1 - ads/opctl/backend/ads_dataflow.py | 42 +- ads/opctl/backend/ads_ml_job.py | 65 +- ads/opctl/backend/local.py | 51 +- ads/opctl/cmds.py | 38 +- ads/opctl/config/merger.py | 9 +- ads/opctl/decorator/common.py | 27 + ads/opctl/operator/cli.py | 71 +- ads/opctl/operator/cmd.py | 266 +++---- ads/opctl/operator/common/errors.py | 8 +- ads/opctl/operator/common/operator_loader.py | 713 ++++++++++++++++++ .../common/operator_yaml_generator.py | 116 +++ ads/opctl/operator/common/utils.py | 255 +------ .../operator/lowcode/forecast/__init__.py | 9 +- ads/opctl/operator/lowcode/forecast/cmd.py | 3 +- .../lowcode/forecast/model/neuralprophet.py | 2 +- .../lowcode/forecast/model/prophet.py | 2 +- .../operator/lowcode/forecast/operator.py | 2 +- 18 files changed, 1171 insertions(+), 509 deletions(-) create mode 100644 ads/opctl/operator/common/operator_loader.py create mode 100644 ads/opctl/operator/common/operator_yaml_generator.py diff --git a/ads/common/auth.py b/ads/common/auth.py index 7058484dd..48c1dcfd6 100644 --- a/ads/common/auth.py +++ b/ads/common/auth.py @@ -1084,7 +1084,6 @@ def __enter__(self): """ self.previous_state = copy.deepcopy(AuthState()) set_auth(**self.kwargs) - return default_signer() def __exit__(self, exc_type, exc_val, exc_tb): """ diff --git a/ads/opctl/backend/ads_dataflow.py b/ads/opctl/backend/ads_dataflow.py index eb9848c14..2d4e76c6c 100644 --- a/ads/opctl/backend/ads_dataflow.py +++ b/ads/opctl/backend/ads_dataflow.py @@ -26,6 +26,7 @@ from ads.opctl.constants import OPERATOR_MODULE_PATH from ads.opctl.decorator.common import print_watch_command from ads.opctl.operator.common.const import ENV_OPERATOR_ARGS +from ads.opctl.operator.common.operator_loader import OperatorInfo, OperatorLoader REQUIRED_FIELDS = [ "compartment_id", @@ -214,10 +215,36 @@ def watch(self): class DataFlowOperatorBackend(DataFlowBackend): - """Backend class to run operator on Data Flow Applications.""" + """ + Backend class to run operator on Data Flow Application. + + Attributes + ---------- + runtime_config: (Dict) + The runtime config for the operator. + operator_config: (Dict) + The operator specification config. + operator_type: str + The type of the operator. + operator_version: str + The version of the operator. + job: Job + The Data Science Job. + """ + + def __init__(self, config: Dict, operator_info: OperatorInfo = None) -> None: + """ + Instantiates the operator backend. - def __init__(self, config: Dict) -> None: - super().__init__(config=config) + Parameters + ---------- + config: (Dict) + The configuration file containing operator's specification details and execution section. + operator_info: (OperatorInfo, optional) + The operator's detailed information extracted from the operator.__init__ file. + Will be extracted from the operator type in case if not provided. + """ + super().__init__(config=config or {}) self.job = None @@ -231,13 +258,15 @@ def __init__(self, config: Dict) -> None: } self.operator_type = self.operator_config.get("type", "unknown") self.operator_version = self.operator_config.get("version", "unknown") + self.operator_info = operator_info def _adjust_common_information(self): """Adjusts common information of the application.""" if self.job.name.lower().startswith("{job"): self.job.with_name( - f"job_{self.operator_type.lower()}" f"_{self.operator_version.lower()}" + f"job_{self.operator_info.name.lower()}" + f"_{self.operator_version.lower()}" ) self.job.runtime.with_maximum_runtime_in_minutes( self.config["execution"].get("max_wait_time", 1200) @@ -247,7 +276,7 @@ def _adjust_common_information(self): # prepare run.py file to run the operator script_file = os.path.join( - temp_dir, f"{self.operator_type}_{int(time.time())}_run.py" + temp_dir, f"{self.operator_info.name}_{int(time.time())}_run.py" ) operator_module = f"{OPERATOR_MODULE_PATH}.{self.operator_type}" @@ -291,6 +320,9 @@ def run(self, **kwargs: Dict) -> Union[Dict, None]: """ Runs the operator on the Data Flow service. """ + if not self.operator_info: + self.operator_info = OperatorLoader.from_uri(self.operator_type).load() + self.job = Job.from_dict(self.runtime_config).build() # adjust job's common information diff --git a/ads/opctl/backend/ads_ml_job.py b/ads/opctl/backend/ads_ml_job.py index 1c7b581e0..04baddf2d 100644 --- a/ads/opctl/backend/ads_ml_job.py +++ b/ads/opctl/backend/ads_ml_job.py @@ -5,8 +5,6 @@ # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ import copy -import importlib -import inspect import json import os import shlex @@ -33,12 +31,13 @@ from ads.opctl import logger from ads.opctl.backend.base import Backend, RuntimeFactory from ads.opctl.config.resolver import ConfigResolver -from ads.opctl.constants import DEFAULT_IMAGE_SCRIPT_DIR, OPERATOR_MODULE_PATH +from ads.opctl.constants import DEFAULT_IMAGE_SCRIPT_DIR from ads.opctl.decorator.common import print_watch_command from ads.opctl.distributed.common.cluster_config_helper import ( ClusterConfigToJobSpecConverter, ) from ads.opctl.operator.common.const import ENV_OPERATOR_ARGS +from ads.opctl.operator.common.operator_loader import OperatorInfo, OperatorLoader REQUIRED_FIELDS = [ "project_id", @@ -579,10 +578,41 @@ def run(self, cluster_info, dry_run=False) -> None: class MLJobOperatorBackend(MLJobBackend): - """Backend class to run operator on Data Science Jobs.""" + """ + Backend class to run operator on Data Science Jobs. + Currently supported two scenarios: + * Running operator within container runtime. + * Running operator within python runtime. + + Attributes + ---------- + runtime_config: (Dict) + The runtime config for the operator. + operator_config: (Dict) + The operator specification config. + operator_type: str + The type of the operator. + operator_version: str + The version of the operator. + operator_info: OperatorInfo + The detailed information about the operator. + job: Job + The Data Science Job. + """ + + def __init__(self, config: Dict, operator_info: OperatorInfo = None) -> None: + """ + Instantiates the operator backend. - def __init__(self, config: Dict) -> None: - super().__init__(config=config) + Parameters + ---------- + config: (Dict) + The configuration file containing operator's specification details and execution section. + operator_info: (OperatorInfo, optional) + The operator's detailed information extracted from the operator.__init__ file. + Will be extracted from the operator type in case if not provided. + """ + super().__init__(config=config or {}) self.job = None @@ -603,12 +633,15 @@ def __init__(self, config: Dict) -> None: PythonRuntime().type: self._adjust_python_runtime, } + self.operator_info = operator_info + def _adjust_common_information(self): """Adjusts common information of the job.""" if self.job.name.lower().startswith("{job"): self.job.with_name( - f"job_{self.operator_type.lower()}" f"_{self.operator_version.lower()}" + f"job_{self.operator_info.name.lower()}" + f"_{self.operator_version.lower()}" ) self.job.runtime.with_maximum_runtime_in_minutes( self.config["execution"].get("max_wait_time", 1200) @@ -622,7 +655,7 @@ def _adjust_container_runtime(self): [ "python3", "-m", - f"{self.operator_type}", + f"{self.operator_info.name}", ] ) self.job.runtime.with_environment_variable( @@ -642,20 +675,15 @@ def _adjust_python_runtime(self): # prepare run.sh file to run the operator's code script_file = os.path.join( - temp_dir, f"{self.operator_type}_{int(time.time())}_run.sh" + temp_dir, f"{self.operator_info.name}_{int(time.time())}_run.sh" ) with open(script_file, "w") as fp: - fp.write(f"python3 -m {self.operator_type}") + fp.write(f"python3 -m {self.operator_info.name}") # copy the operator's source code to the temporary folder - operator_source_folder = os.path.dirname( - inspect.getfile( - importlib.import_module(f"{OPERATOR_MODULE_PATH}.{self.operator_type}") - ) - ) shutil.copytree( - operator_source_folder.rstrip("/"), - os.path.join(temp_dir, self.operator_type), + self.operator_info.path.rstrip("/"), + os.path.join(temp_dir, self.operator_info.name), dirs_exist_ok=True, ) @@ -679,6 +707,9 @@ def run(self, **kwargs: Dict) -> Union[Dict, None]: """ Runs the operator on the Data Science Jobs. """ + if not self.operator_info: + self.operator_info = OperatorLoader.from_uri(self.operator_type).load() + self.job = Job.from_dict(self.runtime_config).build() # adjust job's common information diff --git a/ads/opctl/backend/local.py b/ads/opctl/backend/local.py index ee0b7baf0..73b4d3d20 100644 --- a/ads/opctl/backend/local.py +++ b/ads/opctl/backend/local.py @@ -39,13 +39,12 @@ DEFAULT_NOTEBOOK_SESSION_SPARK_CONF_DIR, ML_JOB_GPU_IMAGE, ML_JOB_IMAGE, - OPERATOR_MODULE_PATH, ) from ads.opctl.distributed.cmds import load_ini, local_run from ads.opctl.model.cmds import _download_model from ads.opctl.operator import __operators__ from ads.opctl.operator.common.const import ENV_OPERATOR_ARGS -from ads.opctl.operator.common.errors import OperatorNotFoundError +from ads.opctl.operator.common.operator_loader import OperatorInfo, OperatorLoader from ads.opctl.operator.runtime import const as operator_runtime_const from ads.opctl.operator.runtime import runtime as operator_runtime from ads.opctl.spark.cmds import ( @@ -830,9 +829,38 @@ def _get_conda_info_from_runtime(artifact_dir): class LocalOperatorBackend(Backend): - """Class representing local operator backend.""" + """ + The local operator backend to execute operator in the local environment. + Currently supported two scenarios: + * Running operator within local conda environment. + * Running operator within local container. + + Attributes + ---------- + runtime_config: (Dict) + The runtime config for the operator. + operator_config: (Dict) + The operator specification config. + operator_type: str + The type of the operator. + operator_info: OperatorInfo + The detailed information about the operator. + """ + + def __init__( + self, config: Optional[Dict], operator_info: OperatorInfo = None + ) -> None: + """ + Instantiates the operator backend. - def __init__(self, config: Optional[Dict]) -> None: + Parameters + ---------- + config: (Dict) + The configuration file containing operator's specification details and execution section. + operator_info: (OperatorInfo, optional) + The operator's detailed information extracted from the operator.__init__ file. + Will be extracted from the operator type in case if not provided. + """ super().__init__(config=config or {}) self.runtime_config = self.config.get("runtime", {}) @@ -850,6 +878,8 @@ def __init__(self, config: Optional[Dict]) -> None: operator_runtime.PythonRuntime.type: self._run_with_python, } + self.operator_info = operator_info + def _run_with_python(self) -> int: """Runs the operator within a local python environment. @@ -865,15 +895,14 @@ def _run_with_python(self) -> int: ) # run operator - operator_module = f"{OPERATOR_MODULE_PATH}.{self.operator_type}" operator_spec = json.dumps(self.operator_config) - sys.argv = [operator_module, "--spec", operator_spec] + sys.argv = [self.operator_info.name, "--spec", operator_spec] print(f"{'*' * 50} Runtime Config {'*' * 50}") print(runtime.to_yaml()) try: - runpy.run_module(operator_module, run_name="__main__") + runpy.run_module(self.operator_info.name, run_name="__main__") except SystemExit as exception: return exception.code else: @@ -915,7 +944,7 @@ def _run_with_container(self) -> int: image=runtime.spec.image, bind_volumes=bind_volumes, env_vars=env_vars, - command=f"'python3 -m {self.operator_type}'", + command=f"'python3 -m {self.operator_info.name}'", ) def run(self, **kwargs: Dict) -> Dict: @@ -925,15 +954,15 @@ def run(self, **kwargs: Dict) -> Dict: runtime_type = self.runtime_config.get( "type", operator_runtime.OPERATOR_LOCAL_RUNTIME_TYPE.PYTHON ) + if runtime_type not in self._RUNTIME_RUN_MAP: raise RuntimeError( f"Not supported runtime - {runtime_type} for local backend. " f"Supported values: {self._RUNTIME_RUN_MAP.keys()}" ) - # check if operator exists - if self.operator_type not in __operators__: - raise OperatorNotFoundError(self.operator_type) + if not self.operator_info: + self.operator_info = OperatorLoader.from_uri(self.operator_type).load() # run operator with provided runtime exit_code = self._RUNTIME_RUN_MAP.get(runtime_type, lambda: None)(**kwargs) diff --git a/ads/opctl/cmds.py b/ads/opctl/cmds.py index f5dff7f1f..e4758e35b 100644 --- a/ads/opctl/cmds.py +++ b/ads/opctl/cmds.py @@ -543,6 +543,12 @@ def configure() -> None: if "CONDA" not in config_parser: config_parser["CONDA"] = {} + oci_auth = click.prompt( + text="Default OCI authentication type:", + type=click.Choice(AuthType.values()), + default=None, + ) + oci_config_path = click.prompt( "OCI config path:", default=config_parser["OCI"].get("oci_config", DEFAULT_OCI_CONFIG_FILE), @@ -558,6 +564,7 @@ def configure() -> None: config_parser["OCI"] = { "oci_config": oci_config_path, "oci_profile": oci_profile, + "auth": oci_auth, } conda_pack_path = click.prompt( "Conda pack install folder:", @@ -884,14 +891,22 @@ def apply(config: Dict, backend: Union[Dict, str] = None, **kwargs) -> None: p = ConfigProcessor(config).step(ConfigMerger, **kwargs) if p.config.get("kind", "").lower() == "operator": - from ads.opctl.operator import OperatorNotFoundError, __operators__ from ads.opctl.operator import cmd as operator_cmd - from ads.opctl.operator.common.utils import OperatorInfo, _operator_info + from ads.opctl.operator.common.operator_loader import ( + OperatorLoader, + OperatorInfo, + ) operator_type = p.config.get("type", "").lower() - if not (operator_type and operator_type in __operators__): - raise OperatorNotFoundError(operator_type or "unknown") + # validation + if not operator_type: + raise ValueError( + f"The `type` attribute must be specified in the operator's config." + ) + + # extracting details about the operator + operator_info: OperatorInfo = OperatorLoader.from_uri(uri=operator_type).load() supported_backends = ( BACKEND_NAME.JOB.value, @@ -952,13 +967,6 @@ def apply(config: Dict, backend: Union[Dict, str] = None, **kwargs) -> None: # generate backend specification in case if it is not provided if not backend.get("spec"): - # get operator physical location - operator_path = os.path.join( - os.path.dirname(__file__), "operator", "lowcode", operator_type - ) - # load operator info - operator_info: OperatorInfo = _operator_info(path=operator_path) - backends = operator_cmd._init_backend_config( operator_info=operator_info, **kwargs ) @@ -981,10 +989,10 @@ def apply(config: Dict, backend: Union[Dict, str] = None, **kwargs) -> None: "The dry run option is not supported for " "the local backend and will be ignored." ) - LocalOperatorBackend(config=p.config).run() + LocalOperatorBackend(config=p.config, operator_info=operator_info).run() elif p_backend.config["execution"]["backend"] == BACKEND_NAME.JOB.value: - MLJobOperatorBackend(config=p.config).run() + MLJobOperatorBackend(config=p.config, operator_info=operator_info).run() elif p_backend.config["execution"]["backend"] == BACKEND_NAME.DATAFLOW.value: - DataFlowOperatorBackend(config=p.config).run() + DataFlowOperatorBackend(config=p.config, operator_info=operator_info).run() else: - raise RuntimeError("Not supported operator.") + raise RuntimeError("Not supported kind of workload.") diff --git a/ads/opctl/config/merger.py b/ads/opctl/config/merger.py index 1eb3bfa87..f6c7c7b07 100644 --- a/ads/opctl/config/merger.py +++ b/ads/opctl/config/merger.py @@ -117,9 +117,13 @@ def _fill_config_with_defaults(self, ads_config_path: str) -> None: # set default auth if not self.config["execution"].get("auth", None): if is_in_notebook_session(): - self.config["execution"]["auth"] = AuthType.RESOURCE_PRINCIPAL + self.config["execution"]["auth"] = ( + exec_config.get("auth") or AuthType.RESOURCE_PRINCIPAL + ) else: - self.config["execution"]["auth"] = AuthType.API_KEY + self.config["execution"]["auth"] = ( + exec_config.get("auth") or AuthType.API_KEY + ) # determine profile if self.config["execution"]["auth"] == AuthType.RESOURCE_PRINCIPAL: profile = self.config["execution"]["auth"].upper() @@ -173,6 +177,7 @@ def _get_config_from_config_ini(ads_config_folder: str) -> Dict: return { "oci_config": parser["OCI"].get("oci_config"), "oci_profile": parser["OCI"].get("oci_profile"), + "auth": parser["OCI"].get("auth"), "conda_pack_folder": parser["CONDA"].get("conda_pack_folder"), "conda_pack_os_prefix": parser["CONDA"].get("conda_pack_os_prefix"), } diff --git a/ads/opctl/decorator/common.py b/ads/opctl/decorator/common.py index a350fb3a1..b4bea86cf 100644 --- a/ads/opctl/decorator/common.py +++ b/ads/opctl/decorator/common.py @@ -7,6 +7,10 @@ from typing import Dict, Callable from functools import wraps +from ads.opctl.config.base import ConfigProcessor +from ads.opctl.config.merger import ConfigMerger +from ads.common.auth import AuthContext, AuthType + RUN_ID_FIELD = "run_id" @@ -35,3 +39,26 @@ def _add_options(func): return func return _add_options + + +def with_auth(func: Callable) -> Callable: + """The decorator to add AuthContext to the method.""" + + @wraps(func) + def wrapper(*args, **kwargs) -> Dict: + p = ConfigProcessor().step(ConfigMerger, **kwargs) + + with AuthContext( + **{ + key: value + for key, value in { + "auth": p.config["execution"]["auth"], + "oci_config_location": p.config["execution"]["oci_config"], + "profile": p.config["execution"]["oci_profile"], + }.items() + if value + } + ): + return func(*args, **kwargs) + + return wrapper diff --git a/ads/opctl/operator/cli.py b/ads/opctl/operator/cli.py index 9b30e2e3b..4f0c85eff 100644 --- a/ads/opctl/operator/cli.py +++ b/ads/opctl/operator/cli.py @@ -11,7 +11,7 @@ import yaml from ads.common.auth import AuthContext, AuthType -from ads.opctl.decorator.common import click_options +from ads.opctl.decorator.common import click_options, with_auth from ads.opctl.config.base import ConfigProcessor from ads.opctl.config.merger import ConfigMerger from ads.opctl.utils import suppress_traceback @@ -35,8 +35,9 @@ click.option( "--ads-config", help=( - "The folder where the ADS opctl config located. " - "The default location is: `~/.ads_ops` folder." + "The folder where the ADS `config.ini` located. " + "The default location is: `~/.ads_ops` folder. " + "Check the `ads opctl configure --help` command to get details about the `config.ini`." ), required=False, default=None, @@ -48,13 +49,27 @@ "--name", "-n", help=( - "The name of the service operator. " - f"Available operators: `{'`, `'.join(__operators__)}`." + "The name of the operator. " + f"Available service operators: `{'`, `'.join(__operators__)}`." ), required=True, ), ) +AUTH_TYPE_OPTION = ( + click.option( + "--auth", + "-a", + help=( + "The authentication method to leverage OCI resources. " + "The default value will be taken from the ADS `config.ini` file. " + "Check the `ads opctl configure --help` command to get details about the `config.ini`." + ), + type=click.Choice(AuthType.values()), + default=None, + ), +) + @click.group("operator") def commands(): @@ -69,7 +84,10 @@ def list(debug: bool, **kwargs: Dict[str, Any]) -> None: @commands.command() -@click_options(DEBUG_OPTION + OPERATOR_NAME_OPTION) +@click_options( + DEBUG_OPTION + OPERATOR_NAME_OPTION + ADS_CONFIG_OPTION + AUTH_TYPE_OPTION +) +@with_auth def info(debug: bool, **kwargs: Dict[str, Any]) -> None: """Prints the detailed information about the particular operator.""" suppress_traceback(debug)(cmd_info)(**kwargs) @@ -90,6 +108,7 @@ def info(debug: bool, **kwargs: Dict[str, Any]) -> None: is_flag=True, default=False, ) +@with_auth def init(debug: bool, **kwargs: Dict[str, Any]) -> None: """Generates starter YAML configs for the operator.""" suppress_traceback(debug)(cmd_init)(**kwargs) @@ -112,6 +131,7 @@ def init(debug: bool, **kwargs: Dict[str, Any]) -> None: is_flag=True, default=False, ) +@with_auth def build_image(debug: bool, **kwargs: Dict[str, Any]) -> None: """Builds a new image for the particular operator.""" suppress_traceback(debug)(cmd_build_image)(**kwargs) @@ -126,6 +146,7 @@ def build_image(debug: bool, **kwargs: Dict[str, Any]) -> None: required=False, default=None, ) +@with_auth def publish_image(debug, **kwargs): """Publishes an operator's image to the container registry.""" suppress_traceback(debug)(cmd_publish_image)(**kwargs) @@ -146,44 +167,22 @@ def publish_image(debug, **kwargs): required=False, default=None, ) +@with_auth def create(debug: bool, **kwargs: Dict[str, Any]) -> None: """Creates new operator.""" suppress_traceback(debug)(cmd_create)(**kwargs) @commands.command() -@click_options(DEBUG_OPTION + OPERATOR_NAME_OPTION + ADS_CONFIG_OPTION) +@click_options(DEBUG_OPTION + ADS_CONFIG_OPTION + AUTH_TYPE_OPTION) @click.option( "--file", "-f", help="The path to resource YAML file.", required=True, default=None ) -@click.option( - "--auth", - "-a", - help=( - "The authentication method to leverage OCI resources. " - "The default value will be taken from the ADS `config.ini` file." - ), - type=click.Choice(AuthType.values()), - default=None, -) +@with_auth def verify(debug: bool, **kwargs: Dict[str, Any]) -> None: """Verifies the operator config.""" - - p = ConfigProcessor().step(ConfigMerger, **kwargs) - - with AuthContext( - **{ - key: value - for key, value in { - "auth": kwargs["auth"], - "oci_config_location": p.config["execution"]["oci_config"], - "profile": p.config["execution"]["oci_profile"], - }.items() - if value - } - ) as auth: - with fsspec.open(kwargs["file"], "r", **auth) as f: - operator_spec = suppress_traceback(debug)(yaml.safe_load)(f.read()) + with fsspec.open(kwargs["file"], "r", **(kwargs.get("auth", {}) or {})) as f: + operator_spec = suppress_traceback(debug)(yaml.safe_load)(f.read()) suppress_traceback(debug)(cmd_verify)(operator_spec, **kwargs) @@ -207,13 +206,16 @@ def verify(debug: bool, **kwargs: Dict[str, Any]) -> None: is_flag=True, default=False, ) +@with_auth def build_conda(debug: bool, **kwargs: Dict[str, Any]) -> None: """Builds a new conda environment for the particular operator.""" suppress_traceback(debug)(cmd_build_conda)(**kwargs) @commands.command() -@click_options(DEBUG_OPTION + OPERATOR_NAME_OPTION + ADS_CONFIG_OPTION) +@click_options( + DEBUG_OPTION + OPERATOR_NAME_OPTION + ADS_CONFIG_OPTION + AUTH_TYPE_OPTION +) @click.option( "--conda-pack-folder", help=( @@ -231,6 +233,7 @@ def build_conda(debug: bool, **kwargs: Dict[str, Any]) -> None: is_flag=True, default=False, ) +@with_auth def publish_conda(debug: bool, **kwargs: Dict[str, Any]) -> None: """Publishes an operator's conda environment to the Object Storage bucket.""" suppress_traceback(debug)(cmd_publish_conda)(**kwargs) diff --git a/ads/opctl/operator/cmd.py b/ads/opctl/operator/cmd.py index 45b9a95b8..a6524bb5b 100644 --- a/ads/opctl/operator/cmd.py +++ b/ads/opctl/operator/cmd.py @@ -4,11 +4,11 @@ # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ -import importlib -import inspect import os import re +import runpy import shutil +import sys import tempfile from typing import Any, Dict, Union @@ -30,30 +30,23 @@ from ads.opctl.constants import ( BACKEND_NAME, DEFAULT_ADS_CONFIG_FOLDER, - OPERATOR_MODULE_PATH, RESOURCE_TYPE, RUNTIME_TYPE, ) from ads.opctl.operator.common.const import ( - PACK_TYPE, OPERATOR_BASE_DOCKER_FILE, OPERATOR_BASE_DOCKER_GPU_FILE, OPERATOR_BASE_GPU_IMAGE, OPERATOR_BASE_IMAGE, + PACK_TYPE, ) -from ads.opctl.operator.common.utils import OperatorInfo, _operator_info +from ads.opctl.operator.common.operator_loader import OperatorInfo, OperatorLoader from ads.opctl.utils import publish_image as publish_image_cmd from .__init__ import __operators__ -from .common.errors import ( - OperatorCondaNotFoundError, - OperatorImageNotFoundError, - OperatorNotFoundError, -) -from .common.utils import ( - _build_image, - _operator_info_list, -) +from .common.errors import OperatorCondaNotFoundError, OperatorImageNotFoundError +from .common.operator_loader import _operator_info_list +from .common.utils import _build_image def list() -> None: @@ -101,10 +94,7 @@ def info( from rich.markdown import Markdown console = Console() - - operator_info = _operator_info(name=name) - if not operator_info: - raise OperatorNotFoundError(name) + operator_info = OperatorLoader.from_uri(uri=name).load() console.print( Markdown( @@ -261,24 +251,16 @@ def init( Raises ------ ValueError - If `operator` not specified. + If `name` not specified. OperatorNotFoundError If `operator` not found. """ - # validation if not name: - raise ValueError( - f"The `name` attribute must be specified. Supported values: {__operators__}" - ) + raise ValueError(f"The `name` attribute must be specified.") - if name not in __operators__: - raise OperatorNotFoundError(name) - - # generating operator specification - operator_cmd_module = importlib.import_module(f"{OPERATOR_MODULE_PATH}.{name}.cmd") - importlib.reload(operator_cmd_module) - operator_specification_template = getattr(operator_cmd_module, "init")(**kwargs) + # load operator info + operator_info: OperatorInfo = OperatorLoader.from_uri(uri=name).load() # create TMP folder if one is not provided by user if output: @@ -291,20 +273,29 @@ def init( overwrite = True output = os.path.join(tempfile.TemporaryDirectory().name, "") - # get operator physical location - operator_path = os.path.join(os.path.dirname(__file__), "lowcode", name) - - # load operator info - operator_info: OperatorInfo = _operator_info(path=operator_path) - - # save operator spec YAML - with fsspec.open(os.path.join(output, f"{name}.yaml"), mode="w") as f: - f.write(operator_specification_template) + # generating operator specification + try: + operator_cmd_module = runpy.run_module( + f"{operator_info.name}.cmd", run_name="init" + ) + operator_specification_template = operator_cmd_module.get("init", lambda: "")( + **kwargs + ) + with fsspec.open( + os.path.join(output, f"{operator_info.name}.yaml"), mode="w" + ) as f: + f.write(operator_specification_template) + except Exception as ex: + logger.info( + "The operator's specification was not generated " + f"because it is not supported by the `{operator_info.name}` operator." + ) + logger.debug(ex) # copy README and original schema files into a destination folder for src_file in ("README.md", "schema.yaml", "environment.yaml"): ads_common_utils.copy_file( - uri_src=os.path.join(operator_path, src_file), + uri_src=os.path.join(operator_info.path, src_file), uri_dst=output, force_overwrite=overwrite, ) @@ -326,15 +317,12 @@ def init( @runtime_dependency(module="docker", install_from=OptionalDependency.OPCTL) def build_image( name: str = None, - source_folder: str = None, gpu: bool = None, rebuild_base_image: bool = None, **kwargs: Dict[str, Any], ) -> None: """ Builds the image for the particular operator. - For the service operators, the name needs to be provided. - For the custom operators, the path (source_folder) to the operator needs to be provided. Parameters ---------- @@ -342,9 +330,6 @@ def build_image( Name of the operator to build the image. gpu: (bool, optional) Whether to build a GPU-enabled Docker image. - source_folder: (str, optional) - The folder containing the operator source code. - Only relevant for custom operators. rebuild_base_image: (optional, bool) If rebuilding both base and operator's images required. kwargs: (Dict, optional). @@ -353,45 +338,19 @@ def build_image( Raises ------ ValueError - If neither `name` nor `source_folder` were provided. - OperatorNotFoundError - If the service operator not found. - FileNotFoundError - If source_folder not exists. + If `name` not specified. """ import docker - operator_image_name = "" - operator_name = name - - if name: - if name not in __operators__: - raise OperatorNotFoundError(name) - source_folder = os.path.dirname( - inspect.getfile(importlib.import_module(f"{OPERATOR_MODULE_PATH}.{name}")) - ) - operator_image_name = operator_image_name or name - logger.info(f"Building Docker image for the `{name}` service operator.") - elif source_folder: - source_folder = os.path.abspath(os.path.expanduser(source_folder)) - if not os.path.isdir(source_folder): - raise FileNotFoundError(f"The path {source_folder} does not exist") - - operator_name = os.path.basename(source_folder.rstrip("/")) - operator_image_name = operator_image_name or operator_name - logger.info( - "Building Docker image for custom operator using source folder: " - f"`{source_folder}`." - ) - else: - raise ValueError( - "No operator name or source folder specified." - "Please provide relevant options." - ) + # validation + if not name: + raise ValueError(f"The `name` attribute must be specified.") - # get operator details stored in operator's init file. - operator_info: OperatorInfo = _operator_info(path=source_folder) - tag = operator_info.version + # load operator info + operator_info: OperatorInfo = OperatorLoader.from_uri(uri=name).load() + logger.info( + f"Building Docker image for the `{operator_info.name}` service operator." + ) # checks if GPU base image needs to be used. gpu = operator_info.gpu or gpu @@ -403,9 +362,9 @@ def build_image( client = docker.from_env() client.api.inspect_image(base_image_name) if rebuild_base_image: - raise docker.errors.ImageNotFound("Rebuilding base image requested.") + raise docker.errors.ImageNotFound() except docker.errors.ImageNotFound: - logger.info(f"Building base operator image {base_image_name}") + logger.info(f"Building the base operator's image `{base_image_name}`.") base_docker_file = os.path.join( cur_dir, @@ -426,16 +385,16 @@ def build_image( ) with tempfile.TemporaryDirectory() as td: - shutil.copytree(source_folder, os.path.join(td, "operator")) + shutil.copytree(operator_info.path, os.path.join(td, "operator")) run_command = [ f"FROM {base_image_name}", - f"COPY ./operator/ $OPERATOR_DIR/{operator_name}/", + f"COPY ./operator/ $OPERATOR_DIR/{operator_info.name}/", "RUN yum install -y libX11", ] if os.path.exists(os.path.join(td, "operator", "environment.yaml")): run_command.append( - f"RUN mamba env update -f $OPERATOR_DIR/{operator_name}/environment.yaml " + f"RUN mamba env update -f $OPERATOR_DIR/{operator_info.name}/environment.yaml " "--name $CONDA_ENV_NAME && conda clean -afy" ) @@ -445,11 +404,15 @@ def build_image( f.writelines("\n".join(run_command)) result_image_name = _build_image( - dockerfile=custom_docker_file, image_name=operator_image_name, tag=tag + dockerfile=custom_docker_file, + image_name=operator_info.name, + tag=operator_info.version, ) logger.info( f"The operator image `{result_image_name}` has been successfully built." + "To publish the image to OCI Container Registry run the " + f"`apds opctl operator publish-image -n {result_image_name}` command" ) @@ -466,7 +429,7 @@ def publish_image( Parameters ---------- name: (str, optional) - Operator's name for publishing the image. + The operator or image name for publishing to container registry. registry: str Container registry. ads_config: (str, optional) @@ -477,33 +440,32 @@ def publish_image( Raises ------ ValueError - When operator's name is not provided. - OperatorNotFoundError - If the service operator not found. + If `name` not specified. OperatorImageNotFoundError If the operator's image doesn't exist. """ import docker + # validation if not name: - raise ValueError( - f"The `name` attribute must be specified. Supported values: {__operators__}" - ) - - if name not in __operators__: - raise OperatorNotFoundError(name) + raise ValueError(f"The `name` attribute must be specified.") - # get operator details stored in operator's init file. - operator_info: OperatorInfo = _operator_info(name=name) + client = docker.from_env() + # Check if image with given name exists + image = name try: - image = f"{operator_info.name}:{operator_info.version or 'undefined'}" - # check if the operator's image exists - client = docker.from_env() client.api.inspect_image(image) except docker.errors.ImageNotFound: - raise OperatorImageNotFoundError(operator_info.name) + # load operator info + operator_info: OperatorInfo = OperatorLoader.from_uri(uri=name).load() + try: + image = f"{operator_info.name}:{operator_info.version or 'undefined'}" + # check if the operator's image exists + client.api.inspect_image(image) + except docker.errors.ImageNotFound: + raise OperatorImageNotFoundError(operator_info.name) # extract registry from the ADS config. if not registry: @@ -534,20 +496,32 @@ def verify( kwargs: (Dict, optional). Additional key value arguments. """ - operator_type = config.get("type", "unknown") + operator_type = config.get("type") - if operator_type not in __operators__: - raise OperatorNotFoundError(operator_type) + # validation + if not operator_type: + raise ValueError(f"The `type` attribute must be specified.") - operator_module = importlib.import_module( - f"{OPERATOR_MODULE_PATH}.{operator_type}.operator" - ) - operator_module.verify(config, **kwargs) + # load operator info + operator_info: OperatorInfo = OperatorLoader.from_uri(uri=operator_type).load() + + # validate operator + try: + operator_module = runpy.run_module( + f"{operator_info.name}.operator", + run_name="verify", + ) + operator_module.get("verify")(config, **kwargs) + except Exception as ex: + print(ex) + logger.debug(ex) + raise ValueError( + f"The validator is not implemented for the `{operator_info.name}` operator." + ) def build_conda( name: str = None, - source_folder: str = None, conda_pack_folder: str = None, overwrite: bool = False, ads_config: Union[str, None] = None, @@ -562,9 +536,6 @@ def build_conda( ---------- name: str The name of the operator to build conda environment for.. - source_folder: (str, optional) - The folder containing the operator source code. - Only relevant for custom operators. conda_pack_folder: str The destination folder to save the conda environment. By default will be used the path specified in the config file generated @@ -575,43 +546,30 @@ def build_conda( The folder where the ads opctl config located. kwargs: (Dict, optional). Additional key value arguments. + + Returns + ------- + None + + Raises + ------ + ValueError + If `name` not specified. """ - operator_conda_name = name - operator_name = name - - if name: - if name not in __operators__: - raise OperatorNotFoundError(name) - source_folder = os.path.dirname( - inspect.getfile(importlib.import_module(f"{OPERATOR_MODULE_PATH}.{name}")) - ) - operator_conda_name = operator_conda_name or name - logger.info(f"Building conda environment for the `{name}` operator.") - elif source_folder: - source_folder = os.path.abspath(os.path.expanduser(source_folder)) - if not os.path.isdir(source_folder): - raise FileNotFoundError(f"The path {source_folder} does not exist") - - operator_name = os.path.basename(source_folder.rstrip("/")) - operator_conda_name = operator_conda_name or operator_name - logger.info( - "Building conda environment for custom operator using source folder: " - f"`{source_folder}`." - ) - else: - raise ValueError( - "No operator name or source folder specified." - "Please provide relevant options." - ) - # get operator details stored in operator's __init__.py file. - operator_info: OperatorInfo = _operator_info(path=source_folder) + # validation + if not name: + raise ValueError(f"The `name` attribute must be specified.") + + # load operator info + operator_info: OperatorInfo = OperatorLoader.from_uri(uri=name).load() + logger.info(f"Building conda environment for the `{operator_info.name}` operator.") # invoke the conda create command conda_create( - name=name, + name=operator_info.name, version=re.sub("[^0-9.]", "", operator_info.version), - environment_file=os.path.join(source_folder, "environment.yaml"), + environment_file=os.path.join(operator_info.path, "environment.yaml"), conda_pack_folder=conda_pack_folder, gpu=operator_info.gpu, overwrite=overwrite, @@ -648,22 +606,18 @@ def publish_conda( Raises ------ ValueError - When operator's name is not provided. - OperatorNotFoundError - If the service operator not found. + If `name` not specified. OperatorCondaNotFoundError - If the operator's image doesn't exist. + If the operator's conda environment not exists. """ + + # validation if not name: - raise ValueError( - f"The `name` attribute must be specified. Supported values: {__operators__}" - ) + raise ValueError(f"The `name` attribute must be specified.") - if name not in __operators__: - raise OperatorNotFoundError(name) + # load operator info + operator_info: OperatorInfo = OperatorLoader.from_uri(uri=name).load() - # get operator details stored in operator's init file. - operator_info: OperatorInfo = _operator_info(name=name) version = re.sub("[^0-9.]", "", operator_info.version) slug = f"{operator_info.name}_v{version}".replace(" ", "").replace(".", "_").lower() diff --git a/ads/opctl/operator/common/errors.py b/ads/opctl/operator/common/errors.py index 5ab8bf306..bcc1af421 100644 --- a/ads/opctl/operator/common/errors.py +++ b/ads/opctl/operator/common/errors.py @@ -10,8 +10,8 @@ class OperatorNotFoundError(Exception): def __init__(self, operator: str): super().__init__( - f"The provided operator: `{operator}` " - f"is not found. Available service operators: `{'`, `'.join(__operators__)}`" + f"The provided operator: `{operator}` is not found. You can pick up one from the " + f"registered service operators: `{'`, `'.join(__operators__)}`." ) @@ -20,8 +20,6 @@ def __init__(self, operator: str): super().__init__( f"The Docker image for the operator: `{operator}` nas not been built yet. " "Please ensure that you build the image before attempting to publish it. " - f"Use the `ads opctl operator build-image --name {operator}` command " - "to build the image." ) @@ -30,6 +28,4 @@ def __init__(self, operator: str): super().__init__( f"The Conda environment for the operator: `{operator}` nas not been built yet. " "Please ensure that you build the conda environment before attempting to publish it. " - f"Use the `ads opctl operator build-conda --name {operator}` " - "command to build the conda environment." ) diff --git a/ads/opctl/operator/common/operator_loader.py b/ads/opctl/operator/common/operator_loader.py new file mode 100644 index 000000000..02e9f7284 --- /dev/null +++ b/ads/opctl/operator/common/operator_loader.py @@ -0,0 +1,713 @@ +#!/usr/bin/env python +# -*- coding: utf-8; -*- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import glob +import importlib +import inspect +import os +import re +import shutil +import sys +import tempfile +from abc import ABC, abstractmethod +from dataclasses import dataclass +from typing import Any, Dict, List +from urllib.parse import urlparse + +from ads.common import auth as authutil +from ads.common.decorator.runtime_dependency import runtime_dependency +from ads.common.utils import copy_from_uri +from ads.opctl import logger +from ads.opctl.constants import OPERATOR_MODULE_PATH +from ads.opctl.operator import __operators__ + +from .const import ARCH_TYPE, PACK_TYPE +from .errors import OperatorNotFoundError + +LOCAL_SCHEME = "local" +MAIN_BRANCH = "main" + + +@dataclass +class OperatorInfo: + """Class representing brief information about the operator. + + Attributes + ---------- + name (str) + The name of the operator. + gpu (bool) + Whether the operator supports GPU. + short_description (str) + A short description of the operator. + description (str) + A detailed description of the operator. + version (str) + The version of the operator. + conda (str) + The conda environment required to run the operator. + conda_type (str) + The type of conda pack (e.g., PACK_TYPE.CUSTOM). + path (str) + The location of the operator. + keywords (List[str]) + Keywords associated with the operator. + backends (List[str]) + List of supported backends. + + Properties + ---------- + conda_prefix (str) + Generates the conda prefix for the custom conda pack. + """ + + name: str + gpu: bool + short_description: str + description: str + version: str + conda: str + conda_type: str + path: str + keywords: List[str] + backends: List[str] + + @property + def conda_prefix(self) -> str: + """ + Generates conda prefix for the custom conda pack. + + Example + ------- + conda = "forecast_v1" + conda_prefix == "cpu/forecast/1/forecast_v1" + + Returns + ------- + str + The conda prefix for the custom conda pack. + """ + return os.path.join( + f"{ARCH_TYPE.GPU if self.gpu else ARCH_TYPE.CPU}", + self.name, + re.sub("[^0-9.]", "", self.version), + f"{self.name}_{self.version}", + ) + + @classmethod + def from_init(cls, **kwargs: Dict) -> "OperatorInfo": + """ + Instantiates the class from the initial operator details config. + + Parameters + ---------- + **kwargs (Dict) + Keyword arguments containing operator details. + + Returns + ------- + OperatorInfo + An instance of OperatorInfo. + """ + path = kwargs.get("__operator_path__") + operator_readme = None + if path: + readme_file_path = os.path.join(path, "readme.md") + if os.path.exists(readme_file_path): + with open(readme_file_path, "r") as readme_file: + operator_readme = readme_file.read() + + return OperatorInfo( + name=kwargs.get("__type__"), + gpu=kwargs.get("__gpu__", "").lower() == "yes", + description=operator_readme or kwargs.get("__short_description__"), + short_description=kwargs.get("__short_description__"), + version=kwargs.get("__version__"), + conda=kwargs.get("__conda__"), + conda_type=kwargs.get("__conda_type__", PACK_TYPE.CUSTOM), + path=path, + keywords=kwargs.get("__keywords__", []), + backends=kwargs.get("__backends__", []), + ) + + +class Loader(ABC): + """Operator Loader Interface. + + Attributes + ---------- + uri (str) + The operator's location (e.g., local path, HTTP path, OCI path, GIT path). + uri_dst (str) + The local folder where the operator can be downloaded from the remote location. + A temporary folder will be generated if not provided. + auth (Dict, optional) + Default authentication settings. + + Methods + ------- + load (**kwargs) + Downloads the operator's source code to the local folder. + cleanup (**kwargs) + Cleans up all temporary files and folders created during operator loading. + """ + + def __init__(self, uri: str, uri_dst: str = None, auth: Dict = None) -> None: + """ + Instantiates Loader. + + Parameters + ---------- + uri (str) + The operator's location. + uri_dst (str) + The local folder where the operator can be downloaded from the remote location. + A temporary folder will be generated if not provided. + auth (Dict, optional) + Default authentication settings. + """ + self.uri = uri + self.uri_dst = uri_dst + self.auth = auth + + @abstractmethod + def _load(self, **kwargs: Dict) -> OperatorInfo: + """ + Downloads the operator's source code to the local folder. + This method needs to be implemented on the child level. + + Parameters + ------------ + **kwargs (Dict) + Additional optional attributes. + + Returns + ------- + OperatorInfo + Information about the operator. + """ + pass + + def load(self, **kwargs: Dict) -> OperatorInfo: + """ + Downloads the operator's source code to the local folder. + + Parameters + ------------ + **kwargs (Dict) + Additional optional attributes. + + Returns + ------- + OperatorInfo + Information about the operator. + """ + operator_info = self._load(**kwargs) + # Adds the operators path to the system path. + # This will allow to execute the operator via runpy.run_module() + sys.path.insert(0, "/".join(operator_info.path.split("/")[0:-1])) + return operator_info + + def cleanup(self, **kwargs: Dict) -> None: + """ + Cleans up all temporary files and folders created during the loading of the operator. + + Parameters + ------------ + **kwargs (Dict) + Additional optional attributes. + """ + pass + + @classmethod + @abstractmethod + def compatible(cls, uri: str, **kwargs: Dict) -> bool: + """ + Checks if the loader is compatible with the given URI. + + Parameters + ------------ + uri (str) + The operator's location. + **kwargs (Dict) + Additional optional attributes. + Returns + ------- + bool + Whether the loader is compatible with the given URI. + """ + pass + + +class OperatorLoader: + """ + The operator loader class. + Helps to download the operator's source code to the local folder. + + Attributes + ---------- + loader (Loader) + The specific operator's loader. + """ + + def __init__(self, loader: Loader): + """ + Initializes OperatorLoader. + + Parameters + ---------- + loader (Loader) + The particular operator loader. + """ + self.loader = loader + + def load(self, **kwargs: Dict) -> OperatorInfo: + """ + Downloads the operator's source code to the local folder. + + Parameters + ------------ + **kwargs (Dict) + Additional optional attributes. + + Returns + ------- + OperatorInfo + Detailed information about the operator. + """ + return self.loader.load(**kwargs) + + @classmethod + def from_uri( + cls, uri: str, uri_dst: str = None, auth: Dict = None + ) -> "OperatorLoader": + """ + Constructs the operator's loader instance. + + Parameters + ---------- + uri (str) + The operator's location. + uri_dst (str) + The local folder where the operator can be downloaded from the remote location. + A temporary folder will be generated if not provided. + auth (Dict, optional) + Default authentication settings. + + Returns + ------- + OperatorLoader + An instance of OperatorLoader. + """ + if not uri: + raise ValueError("The `uri` attribute must be provided.") + + uri = os.path.expanduser(uri) + + auth = auth or authutil.default_signer() + + for loader in ( + ServiceOperatorLoader, + LocalOperatorLoader, + GitOperatorLoader, + RemoteOperatorLoader, + ): + if loader.compatible(uri=uri, auth=auth): + return cls(loader=loader(uri=uri, uri_dst=uri_dst, auth=auth)) + + raise ValueError(f"The operator cannot be loaded from the given source: {uri}.") + + +class ServiceOperatorLoader(Loader): + """ + Class to load a service operator. + + Attributes + ---------- + uri (str) + The operator's location (e.g., local path, HTTP path, OCI path, GIT path). + uri_dst (str) + The local folder where the operator can be downloaded from the remote location. + A temporary folder will be generated if not provided. + auth (Dict, optional) + Default authentication settings. + """ + + def _load(self, **kwargs: Dict) -> OperatorInfo: + """ + Loads the service operator info. + + Parameters + ---------- + **kwargs (Dict) + Additional optional attributes. + + Returns + ------- + OperatorInfo + Detailed information about the operator. + """ + return _operator_info(name=self.uri) + + @classmethod + def compatible(cls, uri: str, **kwargs: Dict) -> bool: + """ + Checks if the loader is compatible with the given URI. + + Parameters + ---------- + uri (str) + The operator's location. + **kwargs (Dict) + Additional optional attributes. + + Returns + ------- + bool + Whether the loader is compatible with the given URI. + """ + return uri.lower() in __operators__ + + +class LocalOperatorLoader(Loader): + """ + Class to load a local operator. + + Attributes + ---------- + uri (str) + The operator's location (e.g., local path, HTTP path, OCI path, GIT path). + uri_dst (str) + The local folder where the operator can be downloaded from the remote location. + A temporary folder will be generated if not provided. + auth (Dict, optional) + Default authentication settings. + """ + + def _load(self, **kwargs: Dict) -> OperatorInfo: + """ + Loads the local operator info. + + Parameters + ---------- + **kwargs (Dict) + Additional optional attributes. + + Returns + ------- + OperatorInfo + Detailed information about the operator. + """ + return _operator_info(path=self.uri) + + @classmethod + def compatible(cls, uri: str, **kwargs: Dict) -> bool: + """Checks if the loader is compatible with the given URI. + + Parameters + ---------- + uri (str) + The operator's location. + **kwargs (Dict) + Additional optional attributes. + + Returns + ------- + bool + Whether the loader is compatible with the given URI. + """ + return not urlparse(uri).scheme + + +class RemoteOperatorLoader(Loader): + """ + Class to load an operator from a remote location (OCI Object Storage). + + Attributes + ---------- + uri (str) + The operator's location (e.g., local path, HTTP path, OCI path, GIT path). + uri_dst (str) + The local folder where the operator can be downloaded from the remote location. + A temporary folder will be generated if not provided. + auth (Dict, optional) + Default authentication settings. + """ + + def _load(self, **kwargs: Dict) -> OperatorInfo: + """Downloads the operator's source code to the local folder. + + Parameters + ---------- + **kwargs (Dict) + Additional optional attributes. + + Returns + ------- + OperatorInfo + Detailed information about the operator. + """ + self.tmp_dir = tempfile.mkdtemp() if not self.uri_dst else None + uri_dst = os.path.join( + (self.uri_dst or self.tmp_dir).rstrip(), + os.path.splitext(os.path.basename(self.uri.rstrip()))[0], + ) + + logger.info(f"Downloading operator from `{self.uri}` to `{uri_dst}`.") + copy_from_uri( + self.uri, uri_dst, force_overwrite=True, auth=self.auth, unpack=True + ) + + return _operator_info(path=uri_dst) + + def cleanup(self, **kwargs: Dict) -> None: + """Cleans up all temporary files and folders created during operator loading. + + Parameters + ---------- + **kwargs (Dict) + Additional optional attributes. + """ + super().cleanup(**kwargs) + try: + shutil.rmtree(self.tmp_dir) + except Exception as ex: + logger.debug(ex) + + @classmethod + def compatible(cls, uri: str, **kwargs: Dict) -> bool: + """Checks if the loader is compatible with the given URI. + + Parameters + ---------- + uri (str) + The operator's location. + **kwargs (Dict) + Additional optional attributes. + Returns + ------- + bool + Whether the loader is compatible with the given URI. + """ + return urlparse(uri).scheme.lower() == "oci" + + +class GitOperatorLoader(Loader): + """ + Class to load an operator from a GIT repository. + Supported URI format: https://github.com/@# + Examples: + - https://github.com/my-operator-repository.git@feature-branch#forecasting + - https://github.com/my-operator-repository#forecasting + - https://github.com/my-operator-repository + + Attributes + ---------- + uri (str) + The operator's location (e.g., local path, HTTP path, OCI path, GIT path). + uri_dst (str) + The local folder where the operator can be downloaded from the remote location. + A temporary folder will be generated if not provided. + auth (Dict, optional) + Default authentication settings. + """ + + @runtime_dependency( + module="git", + err_msg=( + "The `git` library is required. " + "Use `pip install git` to install the `git` library." + ), + ) + def _load(self, **kwargs: Dict) -> OperatorInfo: + """ + Downloads the operator's source code to the local folder. + + Parameters + ---------- + **kwargs (Dict) + Additional optional attributes. + + Returns + ------- + OperatorInfo + Detailed information about the operator. + """ + import git + + self.tmp_dir = tempfile.mkdtemp() if not self.uri_dst else None + uri_dst = self.uri_dst or self.tmp_dir + + uri_dst = os.path.join( + (self.uri_dst or self.tmp_dir).rstrip(), + os.path.splitext(os.path.basename(self.uri.rstrip()))[0], + ) + + logger.info(f"Fetching operator from `{self.uri}` to `{uri_dst}`.") + + # Parse the GitHub URL + parsed_url = urlparse(self.uri) + logger.debug(parsed_url) + + branch = "main" # Default branch + repo_name = parsed_url.path + + if "@" in parsed_url.path: + # Extract the branch if provided in the URL + branch = parsed_url.path.split("@")[1] + repo_name = parsed_url.path.split("@")[0] + + # Construct the repository URL + repo_url = f"https://{parsed_url.netloc}{repo_name}" + logger.debug(repo_url) + + # Clone the GitHub repository to a temporary directory + with tempfile.TemporaryDirectory() as tmp_git_dir: + repo = git.Repo.clone_from(repo_url, tmp_git_dir, branch=branch) + + # Find the folder to download + if parsed_url.fragment: + folder_to_download = parsed_url.fragment + folder_path = os.path.join(tmp_git_dir, folder_to_download) + + if not os.path.exists(folder_path): + raise ValueError( + f"Folder '{folder_to_download}' not found in the repository." + ) + + # Move the folder to the desired local path + for item in glob.glob(os.path.join(folder_path, "**"), recursive=True): + destination_item = os.path.join( + uri_dst, os.path.relpath(item, folder_path) + ) + if os.path.isdir(item): + # If it's a directory, create it in the destination directory + if not os.path.exists(destination_item): + os.makedirs(destination_item) + else: + # If it's a file, move it to the destination directory + shutil.move(item, destination_item) + + # Clean up the temporary directory + repo.close() + + def cleanup(self, **kwargs: Dict) -> None: + """Cleans up all temporary files and folders created during operator loading. + + Parameters + ---------- + **kwargs (Dict) + Additional optional attributes. + """ + super().cleanup(**kwargs) + try: + shutil.rmtree(self.tmp_dir) + except Exception as ex: + logger.debug(ex) + + @classmethod + def compatible(cls, uri: str, **kwargs: Dict) -> bool: + """Checks if the loader is compatible with the given URI. + + Parameters + ---------- + uri (str) + The operator's location. + **kwargs (Dict) + Additional optional attributes. + + Returns + ------- + bool + Whether the loader is compatible with the given URI. + """ + return any(element in uri.lower() for element in ("github", ".git")) + + +def _module_from_file(module_name: str, module_path: str) -> Any: + """ + Loads module by it's location. + + Parameters + ---------- + module_name (str) + The name of the module to be imported. + module_path (str) + The physical path of the module. + + Returns + ------- + Loaded module. + """ + spec = importlib.util.spec_from_file_location(module_name, module_path) + module = importlib.util.module_from_spec(spec) + spec.loader.exec_module(module) + return module + + +def _module_constant_values(module_name: str, module_path: str) -> Dict[str, Any]: + """Returns the list of constant variables from a given module. + + Parameters + ---------- + module_name (str) + The name of the module to be imported. + module_path (str) + The physical path of the module. + + Returns + ------- + Dict[str, Any] + Map of variable names and their values. + """ + module = _module_from_file(module_name, module_path) + return {name: value for name, value in vars(module).items()} + + +def _operator_info(path: str = None, name: str = None) -> OperatorInfo: + """ + Extracts operator's details by given path. + The expectation is that the operator has an init file where all details are placed. + + Parameters + ------------ + path (str, optional) + The path to the operator. + name (str, optional) + The name of the service operator. + + Returns + ------- + OperatorInfo + The operator details. + """ + try: + if name: + path = os.path.dirname( + inspect.getfile( + importlib.import_module(f"{OPERATOR_MODULE_PATH}.{name}") + ) + ) + + module_name = os.path.basename(path.rstrip("/")) + module_path = f"{path.rstrip('/')}/__init__.py" + return OperatorInfo.from_init( + **_module_constant_values(module_name, module_path) + ) + except (ModuleNotFoundError, FileNotFoundError) as ex: + logger.debug(ex) + raise OperatorNotFoundError(name or path) + + +def _operator_info_list() -> List[OperatorInfo]: + """Returns the list of registered operators. + + Returns + ------- + List[OperatorInfo] + The list of registered operators. + """ + return (_operator_info(name=operator_name) for operator_name in __operators__) diff --git a/ads/opctl/operator/common/operator_yaml_generator.py b/ads/opctl/operator/common/operator_yaml_generator.py new file mode 100644 index 000000000..82f466788 --- /dev/null +++ b/ads/opctl/operator/common/operator_yaml_generator.py @@ -0,0 +1,116 @@ +#!/usr/bin/env python +# -*- coding: utf-8; -*- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +from dataclasses import dataclass +from typing import Any, Dict, Optional + +import yaml + + +@dataclass +class YamlGenerator: + """ + Class for generating the YAML config based on the given YAML schema. + + Attributes + ---------- + schema: Dict + The schema of the template. + """ + + schema: Dict[str, Any] = None + + def generate_example(self, values: Optional[Dict[str, Any]] = None) -> str: + """ + Generate the YAML config based on the YAML schema. + + Properties + ---------- + values: Optional dictionary containing specific values for the attributes. + + Returns + ------- + str + The generated YAML config. + """ + example = self._generate_example(self.schema, values) + return yaml.dump(example) + + def _check_condition( + self, condition: Dict[str, Any], example: Dict[str, Any] + ) -> bool: + """ + Checks if the YAML schema condition fulfils. + This method is used to include conditional fields into the final config. + + Properties + ---------- + condition: Dict[str, Any] + The schema condition. + Example: + In the example below the `owner_name` field has dependency on the `model` field. + The `owner_name` will be included to the final config if only `model` is `prophet`. + owner_name: + type: string + dependencies: {"model":"prophet"} + example: Dict[str, Any] + The config to check if the dependable value presented there. + Returns + ------- + bool + True if the condition fulfils, false otherwise. + """ + for key, value in condition.items(): + if key not in example or example[key] != value: + return False + return True + + def _generate_example( + self, schema: Dict[str, Any], values: Optional[Dict[str, Any]] = None + ) -> Dict[str, Any]: + """ + Generates the final YAML config. + This is a recursive method, which iterates through the entire schema. + + Properties + ---------- + schema: Dict[str, Any] + The schema to generate the config. + values: Optional[Dict[str, Any]] + The optional values that would be used instead of default values provided in the schema. + + Returns + ------- + Dict + The result config. + """ + example = {} + for key, value in schema.items(): + # only generate values fro required fields + if value.get("required", False) or value.get("dependencies", False): + if not "dependencies" in value or self._check_condition( + value["dependencies"], example + ): + data_type = value.get("type") + + if key in values: + example[key] = values[key] + elif "default" in value: + example[key] = value["default"] + elif data_type == "string": + example[key] = "value" + elif data_type == "number": + example[key] = 1 + elif data_type == "boolean": + example[key] = True + elif data_type == "array": + example[key] = ["item1", "item2"] + elif data_type == "dict": + example[key] = self._generate_example( + schema=value.get("schema", {}), values=values + ) + return example diff --git a/ads/opctl/operator/common/utils.py b/ads/opctl/operator/common/utils.py index febcf9cef..0ab05efbd 100644 --- a/ads/opctl/operator/common/utils.py +++ b/ads/opctl/operator/common/utils.py @@ -6,12 +6,9 @@ import argparse import importlib -import inspect import os -import re -from dataclasses import dataclass from string import Template -from typing import Any, Dict, List, Optional, Tuple +from typing import Any, Dict, List, Tuple import fsspec import yaml @@ -19,13 +16,9 @@ from yaml import SafeLoader from ads.opctl import logger -from ads.opctl.constants import OPERATOR_MODULE_PATH -from ads.opctl.operator.common.errors import OperatorNotFoundError from ads.opctl.operator import __operators__ from ads.opctl.utils import run_command -from .const import ARCH_TYPE, PACK_TYPE - CONTAINER_NETWORK = "CONTAINER_NETWORK" @@ -35,188 +28,6 @@ class OperatorValidator(Validator): pass -@dataclass -class OperatorInfo: - """Class representing short information about the operator. - - Attributes - ---------- - name: str - The name of the operator. - short_description: str - The short description of the operator. - description: str - The detailed description of the operator. - version: str - The version of the operator. - conda: str - The conda environment that have to be used to run the operator. - path: str - The operator location. - """ - - name: str - gpu: bool - short_description: str - description: str - version: str - conda: str - conda_type: str - path: str - keywords: List[str] - backends: List[str] - - @property - def conda_prefix(self) -> str: - """Generates conda prefix for the custom conda pack. - - Example: - conda = "forecast_v1" - conda_prefix == "cpu/forecast/1/forecast_v1" - - Returns - ------- - str - The conda prefix for the custom conda pack. - """ - return os.path.join( - f"{ARCH_TYPE.GPU if self.gpu else ARCH_TYPE.CPU}", - self.name, - re.sub("[^0-9.]", "", self.version), - f"{self.name}_{self.version}", - ) - - @classmethod - def from_init(*args: List, **kwargs: Dict) -> "OperatorInfo": - """Instantiates the class from the initial operator details config.""" - - path = kwargs.get("__operator_path__") - operator_readme = None - if path: - readme_file_path = os.path.join(path, "readme.md") - if os.path.exists(readme_file_path): - with open(readme_file_path, "r") as readme_file: - operator_readme = readme_file.read() - - return OperatorInfo( - name=kwargs.get("__type__"), - gpu=kwargs.get("__gpu__", "").lower() == "yes", - description=operator_readme or kwargs.get("__short_description__"), - short_description=kwargs.get("__short_description__"), - version=kwargs.get("__version__"), - conda=kwargs.get("__conda__"), - conda_type=kwargs.get("__conda_type__", PACK_TYPE.CUSTOM), - path=path, - keywords=kwargs.get("__keywords__", []), - backends=kwargs.get("__backends__", []), - ) - - -@dataclass -class YamlGenerator: - """ - Class for generating the YAML config based on the given YAML schema. - - Attributes - ---------- - schema: Dict - The schema of the template. - """ - - schema: Dict[str, Any] = None - - def generate_example(self, values: Optional[Dict[str, Any]] = None) -> str: - """ - Generate the YAML config based on the YAML schema. - - Properties - ---------- - values: Optional dictionary containing specific values for the attributes. - - Returns - ------- - str - The generated YAML config. - """ - example = self._generate_example(self.schema, values) - return yaml.dump(example) - - def _check_condition( - self, condition: Dict[str, Any], example: Dict[str, Any] - ) -> bool: - """ - Checks if the YAML schema condition fulfils. - This method is used to include conditional fields into the final config. - - Properties - ---------- - condition: Dict[str, Any] - The schema condition. - Example: - In the example below the `owner_name` field has dependency on the `model` field. - The `owner_name` will be included to the final config if only `model` is `prophet`. - owner_name: - type: string - dependencies: {"model":"prophet"} - example: Dict[str, Any] - The config to check if the dependable value presented there. - Returns - ------- - bool - True if the condition fulfils, false otherwise. - """ - for key, value in condition.items(): - if key not in example or example[key] != value: - return False - return True - - def _generate_example( - self, schema: Dict[str, Any], values: Optional[Dict[str, Any]] = None - ) -> Dict[str, Any]: - """ - Generates the final YAML config. - This is a recursive method, which iterates through the entire schema. - - Properties - ---------- - schema: Dict[str, Any] - The schema to generate the config. - values: Optional[Dict[str, Any]] - The optional values that would be used instead of default values provided in the schama. - - Returns - ------- - Dict - The result config. - """ - example = {} - for key, value in schema.items(): - # only generate values fro required fields - if value.get("required", False) or value.get("dependencies", False): - if not "dependencies" in value or self._check_condition( - value["dependencies"], example - ): - data_type = value.get("type") - - if key in values: - example[key] = values[key] - elif "default" in value: - example[key] = value["default"] - elif data_type == "string": - example[key] = "value" - elif data_type == "number": - example[key] = 1 - elif data_type == "boolean": - example[key] = True - elif data_type == "array": - example[key] = ["item1", "item2"] - elif data_type == "dict": - example[key] = self._generate_example( - schema=value.get("schema", {}), values=values - ) - return example - - def _build_image( dockerfile: str, image_name: str, @@ -292,70 +103,6 @@ def _build_image( return image_name -def _module_constant_values(module_name: str, module_path: str) -> Dict[str, Any]: - """Returns the list of constant variables from a given module. - - Parameters - ---------- - module_name: str - The name of the module to be imported. - module_path: str - The physical path of the module. - - Returns - ------- - Dict[str, Any] - Map of variable names and their values. - """ - spec = importlib.util.spec_from_file_location(module_name, module_path) - module = importlib.util.module_from_spec(spec) - spec.loader.exec_module(module) - return {name: value for name, value in vars(module).items()} - - -def _operator_info(path: str = None, name: str = None) -> OperatorInfo: - """Extracts operator's details by given path. - The expectation is that operator has init file where the all details placed. - - Parameters - ---------- - path: (str, optional). The path to the operator. - name: (str, optional). The name of the service operator. - - Returns - ------- - OperatorInfo - The operator details. - """ - try: - if name: - path = os.path.dirname( - inspect.getfile( - importlib.import_module(f"{OPERATOR_MODULE_PATH}.{name}") - ) - ) - - module_name = os.path.basename(path.rstrip("/")) - module_path = f"{path.rstrip('/')}/__init__.py" - return OperatorInfo.from_init( - **_module_constant_values(module_name, module_path) - ) - except ModuleNotFoundError as ex: - logger.debug(ex) - raise OperatorNotFoundError(name or path) - - -def _operator_info_list() -> List[OperatorInfo]: - """Returns the list of registered operators. - - Returns - ------- - List[OperatorInfo] - The list of registered operators. - """ - return (_operator_info(name=operator_name) for operator_name in __operators__) - - def _extant_file(x: str): """Checks the extension of the file to yaml.""" if not (x.lower().endswith(".yml") or x.lower().endswith(".yaml")): diff --git a/ads/opctl/operator/lowcode/forecast/__init__.py b/ads/opctl/operator/lowcode/forecast/__init__.py index 440acbf7f..518063a50 100644 --- a/ads/opctl/operator/lowcode/forecast/__init__.py +++ b/ads/opctl/operator/lowcode/forecast/__init__.py @@ -6,9 +6,11 @@ import os -__version__ = "v1" +__operator_path__ = os.path.dirname(__file__) -__type__ = "forecast" +__type__ = os.path.basename(__operator_path__.rstrip("/")) + +__version__ = "v1" __conda__ = f"{__type__}_{__version__}" @@ -18,9 +20,8 @@ __keywords__ = ["Prophet", "AutoML", "ARIMA", "RNN", "LSTM"] -__backends__ = ["job", "dataflow"] # job/dataflow +__backends__ = ["job", "dataflow"] # job/dataflow/ -__operator_path__ = os.path.dirname(__file__) __short_description__ = """ Forecasting operator, that leverages historical time series data to generate accurate diff --git a/ads/opctl/operator/lowcode/forecast/cmd.py b/ads/opctl/operator/lowcode/forecast/cmd.py index 8be6eb7d9..9844e4005 100644 --- a/ads/opctl/operator/lowcode/forecast/cmd.py +++ b/ads/opctl/operator/lowcode/forecast/cmd.py @@ -9,7 +9,8 @@ import click from ads.opctl import logger -from ads.opctl.operator.common.utils import YamlGenerator, _load_yaml_from_uri +from ads.opctl.operator.common.utils import _load_yaml_from_uri +from ads.opctl.operator.common.operator_yaml_generator import YamlGenerator from .const import SupportedModels diff --git a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py index 07291648b..81b900e1c 100644 --- a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py @@ -22,7 +22,7 @@ ) from ads.opctl import logger -from ...forecast.const import DEFAULT_TRIALS +from ..const import DEFAULT_TRIALS from .. import utils from .base_model import ForecastOperatorBaseModel diff --git a/ads/opctl/operator/lowcode/forecast/model/prophet.py b/ads/opctl/operator/lowcode/forecast/model/prophet.py index 52814e2c9..fbfbe0c0d 100644 --- a/ads/opctl/operator/lowcode/forecast/model/prophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/prophet.py @@ -9,7 +9,7 @@ import pandas as pd from ads.opctl import logger -from ...forecast.const import DEFAULT_TRIALS +from ..const import DEFAULT_TRIALS from .. import utils from .base_model import ForecastOperatorBaseModel diff --git a/ads/opctl/operator/lowcode/forecast/operator.py b/ads/opctl/operator/lowcode/forecast/operator.py index cd9ac5dcf..dbc66b362 100644 --- a/ads/opctl/operator/lowcode/forecast/operator.py +++ b/ads/opctl/operator/lowcode/forecast/operator.py @@ -15,7 +15,7 @@ def operate(operator_config: ForecastOperatorConfig) -> None: ForecastOperatorModelFactory.get_model(operator_config).generate_report() -def verify(spec: Dict, **kwargs) -> bool: +def verify(spec: Dict, **kwargs: Dict) -> bool: """Verifies the forecasting operator config.""" operator = ForecastOperatorConfig.from_dict(spec) msg_header = ( From d7cf7cec81a7e41444bd8404d567dcd15c9fde64 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Sun, 24 Sep 2023 10:25:56 -0700 Subject: [PATCH 080/247] Improves the operator init command. --- ads/opctl/cli.py | 40 +++++++++------------- ads/opctl/decorator/common.py | 2 +- ads/opctl/operator/cli.py | 4 +-- ads/opctl/operator/cmd.py | 12 +++---- ads/opctl/operator/common/utils.py | 1 - ads/opctl/operator/lowcode/forecast/cmd.py | 5 ++- 6 files changed, 28 insertions(+), 36 deletions(-) diff --git a/ads/opctl/cli.py b/ads/opctl/cli.py index 744a0dbd6..460e2d9b6 100644 --- a/ads/opctl/cli.py +++ b/ads/opctl/cli.py @@ -11,14 +11,15 @@ import fsspec import yaml -import ads.opctl.operator.cli import ads.opctl.conda.cli import ads.opctl.distributed.cli import ads.opctl.model.cli +import ads.opctl.operator.cli import ads.opctl.spark.cli from ads.common import auth as authutil -from ads.common.auth import AuthType, AuthContext +from ads.common.auth import AuthContext, AuthType from ads.opctl.cmds import activate as activate_cmd +from ads.opctl.cmds import apply as apply_cmd from ads.opctl.cmds import cancel as cancel_cmd from ads.opctl.cmds import configure as configure_cmd from ads.opctl.cmds import deactivate as deactivate_cmd @@ -27,17 +28,17 @@ from ads.opctl.cmds import init_vscode as init_vscode_cmd from ads.opctl.cmds import predict as predict_cmd from ads.opctl.cmds import run as run_cmd -from ads.opctl.cmds import apply as apply_cmd from ads.opctl.cmds import run_diagnostics as run_diagnostics_cmd from ads.opctl.cmds import watch as watch_cmd -from ads.opctl.config.merger import ConfigMerger from ads.opctl.config.base import ConfigProcessor +from ads.opctl.config.merger import ConfigMerger from ads.opctl.constants import ( BACKEND_NAME, DEFAULT_MODEL_FOLDER, RESOURCE_TYPE, RUNTIME_TYPE, ) +from ads.opctl.decorator.common import with_auth from ads.opctl.utils import build_image as build_image_cmd from ads.opctl.utils import publish_image as publish_image_cmd from ads.opctl.utils import suppress_traceback @@ -764,11 +765,13 @@ def predict(**kwargs): "-a", help=( "The authentication method to leverage OCI resources. " - "The default value will be taken form the ADS `config.ini` file." + "The default value will be taken from the ADS `config.ini` file. " + "Check the `ads opctl configure --help` command to get details about the `config.ini`." ), type=click.Choice(AuthType.values()), default=None, ) +@with_auth def apply(debug: bool, **kwargs: Dict[str, Any]) -> None: """ Runs the operator with the given specification on the targeted backend. @@ -776,25 +779,14 @@ def apply(debug: bool, **kwargs: Dict[str, Any]) -> None: operator_spec = {} backend = kwargs.pop("backend") - p = ConfigProcessor().step(ConfigMerger, **kwargs) - - with AuthContext( - **{ - key: value - for key, value in { - "auth": kwargs["auth"], - "oci_config_location": p.config["execution"]["oci_config"], - "profile": p.config["execution"]["oci_profile"], - }.items() - if value - } - ) as auth: - with fsspec.open(kwargs["file"], "r", **auth) as f: - operator_spec = suppress_traceback(debug)(yaml.safe_load)(f.read()) - - if backend and backend.lower().endswith((".yaml", ".yml")): - with fsspec.open(backend, "r", **auth) as f: - backend = suppress_traceback(debug)(yaml.safe_load)(f.read()) + auth = authutil.default_signer() + + with fsspec.open(kwargs["file"], "r", **auth) as f: + operator_spec = suppress_traceback(debug)(yaml.safe_load)(f.read()) + + if backend and backend.lower().endswith((".yaml", ".yml")): + with fsspec.open(backend, "r", **auth) as f: + backend = suppress_traceback(debug)(yaml.safe_load)(f.read()) suppress_traceback(debug)(apply_cmd)(operator_spec, backend, **kwargs) diff --git a/ads/opctl/decorator/common.py b/ads/opctl/decorator/common.py index 8331a67b5..dd5a3bb02 100644 --- a/ads/opctl/decorator/common.py +++ b/ads/opctl/decorator/common.py @@ -41,7 +41,7 @@ def wrapper(*args: List, **kwargs: Dict) -> Dict: if result and isinstance(result, Dict) and RUN_ID_FIELD in result: msg_header = ( f"{'*' * 40} To monitor the progress of the task, " - "execute the following command {'*' * 40}" + f"execute the following command {'*' * 40}" ) print(msg_header) print(f"ads opctl watch {result[RUN_ID_FIELD]}") diff --git a/ads/opctl/operator/cli.py b/ads/opctl/operator/cli.py index 4bbbe5d17..67a3b3ae1 100644 --- a/ads/opctl/operator/cli.py +++ b/ads/opctl/operator/cli.py @@ -10,10 +10,8 @@ import fsspec import yaml -from ads.common.auth import AuthContext, AuthType +from ads.common.auth import AuthType from ads.opctl.decorator.common import click_options, with_auth -from ads.opctl.config.base import ConfigProcessor -from ads.opctl.config.merger import ConfigMerger from ads.opctl.utils import suppress_traceback from .__init__ import __operators__ diff --git a/ads/opctl/operator/cmd.py b/ads/opctl/operator/cmd.py index 3016a4989..f655e809d 100644 --- a/ads/opctl/operator/cmd.py +++ b/ads/opctl/operator/cmd.py @@ -42,7 +42,6 @@ PACK_TYPE, ) from ads.opctl.operator.common.operator_loader import OperatorInfo, OperatorLoader -from ads.opctl.operator.common.utils import OperatorInfo from ads.opctl.utils import publish_image as publish_image_cmd from .__init__ import __operators__ @@ -281,12 +280,13 @@ def init( f"{operator_info.name}.cmd", run_name="init" ) operator_specification_template = operator_cmd_module.get("init", lambda: "")( - **kwargs + **{**kwargs, **{"type": name}} ) - with fsspec.open( - os.path.join(output, f"{operator_info.name}.yaml"), mode="w" - ) as f: - f.write(operator_specification_template) + if operator_specification_template: + with fsspec.open( + os.path.join(output, f"{operator_info.name}.yaml"), mode="w" + ) as f: + f.write(operator_specification_template) except Exception as ex: logger.info( "The operator's specification was not generated " diff --git a/ads/opctl/operator/common/utils.py b/ads/opctl/operator/common/utils.py index 0ab05efbd..94480fd90 100644 --- a/ads/opctl/operator/common/utils.py +++ b/ads/opctl/operator/common/utils.py @@ -5,7 +5,6 @@ # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ import argparse -import importlib import os from string import Template from typing import Any, Dict, List, Tuple diff --git a/ads/opctl/operator/lowcode/forecast/cmd.py b/ads/opctl/operator/lowcode/forecast/cmd.py index 9844e4005..85f0619d3 100644 --- a/ads/opctl/operator/lowcode/forecast/cmd.py +++ b/ads/opctl/operator/lowcode/forecast/cmd.py @@ -24,6 +24,9 @@ def init(**kwargs: Dict) -> str: kwargs: (Dict, optional). Additional key value arguments. + - type: str + The type of the operator. + Returns ------- str @@ -39,4 +42,4 @@ def init(**kwargs: Dict) -> str: return YamlGenerator( schema=_load_yaml_from_uri(__file__.replace("cmd.py", "schema.yaml")) - ).generate_example(values={"model": model_type}) + ).generate_example(values={"model": model_type, "type": kwargs.get("type")}) From 59a84402f1b2f8e35a9d858e0af74e68f5670490 Mon Sep 17 00:00:00 2001 From: Prashant Sankhla Date: Mon, 25 Sep 2023 11:13:10 +0530 Subject: [PATCH 081/247] formatting --- .../operator/forecast/benchmarks/benchmark_datasets.py | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/tests/unitary/with_extras/operator/forecast/benchmarks/benchmark_datasets.py b/tests/unitary/with_extras/operator/forecast/benchmarks/benchmark_datasets.py index 14912d4dc..f96ec61ab 100755 --- a/tests/unitary/with_extras/operator/forecast/benchmarks/benchmark_datasets.py +++ b/tests/unitary/with_extras/operator/forecast/benchmarks/benchmark_datasets.py @@ -15,10 +15,11 @@ """Benchmarks for datasets.""" try: - data_dir = os.environ["OCI__FORECASTING_DATA_DIR"] + data_dir = os.environ["OCI__FORECASTING_DATA_DIR"] except: - raise ValueError("Please set the environment variable `OCI__FORECASTING_DATA_DIR` to the location of the forecasting datasets") - + raise ValueError("Please set the environment variable `OCI__FORECASTING_DATA_DIR` to the location of the " + "forecasting datasets") + smape = SupportedMetrics.SMAPE mape = SupportedMetrics.MAPE rmse = SupportedMetrics.RMSE @@ -64,7 +65,7 @@ # Training and generating the model outputs ForecastOperatorModelFactory.get_model(operator_config).generate_report() - # Reading holdout erros. + # Reading holdout errors. metrics_df = pd.read_csv(os.path.join(data_dir, dataset, 'output', model, 'metrics.csv')).set_index( 'metrics') metrics_dict = metrics_df.mean(axis=1).to_dict() From 4afde23630ef1d2d495f28b95de8eea7d5a152b9 Mon Sep 17 00:00:00 2001 From: Prashant Sankhla Date: Mon, 25 Sep 2023 11:38:15 +0530 Subject: [PATCH 082/247] made preprocessing optional in automlx --- ads/opctl/operator/lowcode/forecast/model/automlx.py | 1 + .../operator/lowcode/forecast/model/transformations.py | 6 +++--- ads/opctl/operator/lowcode/forecast/operator_config.py | 4 ++-- ads/opctl/operator/lowcode/forecast/schema.yaml | 4 ++-- 4 files changed, 8 insertions(+), 7 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index a2c4a89ee..8cf23d888 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -61,6 +61,7 @@ def _build_model(self) -> pd.DataFrame: model = automl.Pipeline( task="forecasting", n_algos_tuned=n_algos_tuned, + preprocessing=self.spec.preprocessing, score_metric=AUTOMLX_METRIC_MAP.get( self.spec.metric, "neg_sym_mean_abs_percent_error" ), diff --git a/ads/opctl/operator/lowcode/forecast/model/transformations.py b/ads/opctl/operator/lowcode/forecast/model/transformations.py index aa2fda136..f8ca1816a 100644 --- a/ads/opctl/operator/lowcode/forecast/model/transformations.py +++ b/ads/opctl/operator/lowcode/forecast/model/transformations.py @@ -22,7 +22,7 @@ def __init__(self, data, dataset_info): self.series_id_column = dataset_info.target_category_columns self.target_variables = dataset_info.target_column self.date_column = dataset_info.datetime_column.name - self.feature_engineering = dataset_info.feature_engineering + self.preprocessing = dataset_info.preprocessing def run(self): """ @@ -33,10 +33,10 @@ def run(self): A new Pandas DataFrame with treated / transformed target values. """ imputed_df = self._missing_value_imputation(self.data) - if self.feature_engineering: + if self.preprocessing: treated_df = self._outlier_treatment(imputed_df) else: - logger.info("Skipping outlier treatment as feature_engineering is disabled") + logger.info("Skipping outlier treatment as preprocessing is disabled") treated_df = imputed_df return treated_df diff --git a/ads/opctl/operator/lowcode/forecast/operator_config.py b/ads/opctl/operator/lowcode/forecast/operator_config.py index 2679387cb..bcbc5fb20 100644 --- a/ads/opctl/operator/lowcode/forecast/operator_config.py +++ b/ads/opctl/operator/lowcode/forecast/operator_config.py @@ -88,7 +88,7 @@ class ForecastOperatorSpec(DataClassSerializable): metrics_filename: str = None forecast_filename: str = None target_column: str = None - feature_engineering: bool = None + preprocessing: bool = None datetime_column: DateTimeColumn = field(default_factory=DateTimeColumn) target_category_columns: List[str] = field(default_factory=list) horizon: Horizon = field(default_factory=Horizon) @@ -103,7 +103,7 @@ def __post_init__(self): self.metric = (self.metric or "").lower() or SupportedMetrics.SMAPE.lower() self.confidence_interval_width = self.confidence_interval_width or 0.80 self.report_file_name = self.report_file_name or "report.html" - self.feature_engineering = self.feature_engineering if self.feature_engineering is not None else True + self.preprocessing = self.preprocessing if self.preprocessing is not None else True self.report_theme = self.report_theme or "light" self.metrics_filename = self.metrics_filename or "metrics.csv" self.forecast_filename = self.forecast_filename or "forecast.csv" diff --git a/ads/opctl/operator/lowcode/forecast/schema.yaml b/ads/opctl/operator/lowcode/forecast/schema.yaml index 3d9580202..56e8441cd 100644 --- a/ads/opctl/operator/lowcode/forecast/schema.yaml +++ b/ads/opctl/operator/lowcode/forecast/schema.yaml @@ -198,12 +198,12 @@ spec: required: true default: target - feature_engineering: + preprocessing: type: boolean required: true default: true meta: - description: "feature_engineering disabled using this flag, Defaults to true" + description: "preprocessing and feature engineering can be disabled using this flag, Defaults to true" datetime_column: type: dict From a4a3ece54920aa1f3d502f2b783d3ee3a981330c Mon Sep 17 00:00:00 2001 From: Prashant Sankhla Date: Mon, 25 Sep 2023 12:38:35 +0530 Subject: [PATCH 083/247] preprocessing flag not required --- ads/opctl/operator/lowcode/forecast/schema.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ads/opctl/operator/lowcode/forecast/schema.yaml b/ads/opctl/operator/lowcode/forecast/schema.yaml index 56e8441cd..e49d41be3 100644 --- a/ads/opctl/operator/lowcode/forecast/schema.yaml +++ b/ads/opctl/operator/lowcode/forecast/schema.yaml @@ -200,7 +200,7 @@ spec: preprocessing: type: boolean - required: true + required: false default: true meta: description: "preprocessing and feature engineering can be disabled using this flag, Defaults to true" From 2d5345bc111b243af666f4c7aa6a08fc1de3f9fa Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Mon, 25 Sep 2023 09:17:50 -0700 Subject: [PATCH 084/247] Relax the type field in forecast schema YAML. --- ads/opctl/operator/lowcode/forecast/schema.yaml | 2 -- 1 file changed, 2 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/schema.yaml b/ads/opctl/operator/lowcode/forecast/schema.yaml index 5ab3e54dd..ed85b9b48 100644 --- a/ads/opctl/operator/lowcode/forecast/schema.yaml +++ b/ads/opctl/operator/lowcode/forecast/schema.yaml @@ -17,8 +17,6 @@ version: description: "Operators may change yaml file schemas from version to version, as well as implementation details. Double check the version to ensure compatibility." type: - allowed: - - forecast required: true type: string default: forecast From 8b5ff8123dc8de4a647c6a7f1100982a06101641 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Mon, 25 Sep 2023 16:33:58 -0700 Subject: [PATCH 085/247] Uses default profile in ads opctl auth in case if given profile not found. --- ads/common/utils.py | 6 +++++- ads/opctl/config/merger.py | 2 ++ ads/opctl/operator/cmd.py | 2 +- ads/opctl/operator/common/operator_loader.py | 20 +++++++++++++++++-- .../lowcode/forecast/environment.yaml | 2 +- 5 files changed, 27 insertions(+), 5 deletions(-) diff --git a/ads/common/utils.py b/ads/common/utils.py index 51dddbe92..920d68801 100644 --- a/ads/common/utils.py +++ b/ads/common/utils.py @@ -1324,11 +1324,15 @@ def copy_file( If a destination file exists and `force_overwrite` set to `False`. """ chunk_size = chunk_size or DEFAULT_BUFFER_SIZE - auth = auth or authutil.default_signer() if not os.path.basename(uri_dst): uri_dst = os.path.join(uri_dst, os.path.basename(uri_src)) src_path_scheme = urlparse(uri_src).scheme or "file" + + auth = auth or {} + if src_path_scheme.lower() == "oci" and not auth: + auth = authutil.default_signer() + src_file_system = fsspec.filesystem(src_path_scheme, **auth) if not fsspec.filesystem(src_path_scheme, **auth).exists(uri_src): diff --git a/ads/opctl/config/merger.py b/ads/opctl/config/merger.py index f6c7c7b07..35ba3a944 100644 --- a/ads/opctl/config/merger.py +++ b/ads/opctl/config/merger.py @@ -202,6 +202,8 @@ def _get_service_config(self, oci_profile: str, ads_config_folder: str) -> Dict: parser = read_from_ini(os.path.join(ads_config_folder, config_file)) if oci_profile in parser: return parser[oci_profile] + if DEFAULT_PROFILE in parser: + return parser[DEFAULT_PROFILE] else: logger.info( f"{os.path.join(ads_config_folder, config_file)} does not exist. No config loaded." diff --git a/ads/opctl/operator/cmd.py b/ads/opctl/operator/cmd.py index f655e809d..9501115c8 100644 --- a/ads/opctl/operator/cmd.py +++ b/ads/opctl/operator/cmd.py @@ -415,7 +415,7 @@ def build_image( logger.info( f"The operator image `{result_image_name}` has been successfully built." "To publish the image to OCI Container Registry run the " - f"`apds opctl operator publish-image -n {result_image_name}` command" + f"`ads opctl operator publish-image -n {result_image_name}` command" ) diff --git a/ads/opctl/operator/common/operator_loader.py b/ads/opctl/operator/common/operator_loader.py index 02e9f7284..47dfda34c 100644 --- a/ads/opctl/operator/common/operator_loader.py +++ b/ads/opctl/operator/common/operator_loader.py @@ -307,8 +307,6 @@ def from_uri( uri = os.path.expanduser(uri) - auth = auth or authutil.default_signer() - for loader in ( ServiceOperatorLoader, LocalOperatorLoader, @@ -437,6 +435,24 @@ class RemoteOperatorLoader(Loader): Default authentication settings. """ + def __init__(self, uri: str, uri_dst: str = None, auth: Dict = None) -> None: + """ + Instantiates Loader. + + Parameters + ---------- + uri (str) + The operator's location. + uri_dst (str) + The local folder where the operator can be downloaded from the remote location. + A temporary folder will be generated if not provided. + auth (Dict, optional) + Default authentication settings. + """ + super().__init__( + uri=uri, uri_dst=uri_dst, auth=auth or authutil.default_signer() + ) + def _load(self, **kwargs: Dict) -> OperatorInfo: """Downloads the operator's source code to the local folder. diff --git a/ads/opctl/operator/lowcode/forecast/environment.yaml b/ads/opctl/operator/lowcode/forecast/environment.yaml index 3d06f2d58..1292558ca 100644 --- a/ads/opctl/operator/lowcode/forecast/environment.yaml +++ b/ads/opctl/operator/lowcode/forecast/environment.yaml @@ -12,7 +12,7 @@ dependencies: - datapane - cerberus - sktime - - autots['additional'] + - autots[additional] - optuna==2.9.0 - oracle-automlx==23.2.3 - "git+https://github.com/oracle/accelerated-data-science.git@feature/forecasting#egg=oracle-ads" From eacc574309b8b3a7c2cccc60ca988504b5336bd8 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Mon, 25 Sep 2023 21:02:53 -0700 Subject: [PATCH 086/247] ODSC-47199: Adds supporting GPU image for the operators. --- ads/common/object_storage_details.py | 6 +-- ads/opctl/cli.py | 12 +++-- ads/opctl/docker/merge_dependencies.py | 52 --------------------- ads/opctl/docker/operator/Dockerfile | 15 +++--- ads/opctl/docker/operator/Dockerfile.gpu | 59 +++++++++++++++++++++--- ads/opctl/docker/operator/cuda.repo | 6 +++ ads/opctl/operator/cmd.py | 6 +-- 7 files changed, 79 insertions(+), 77 deletions(-) delete mode 100644 ads/opctl/docker/merge_dependencies.py create mode 100644 ads/opctl/docker/operator/cuda.repo diff --git a/ads/common/object_storage_details.py b/ads/common/object_storage_details.py index 9becf72cb..63642b0f2 100644 --- a/ads/common/object_storage_details.py +++ b/ads/common/object_storage_details.py @@ -1,7 +1,7 @@ #!/usr/bin/env python # -*- coding: utf-8 -*-- -# Copyright (c) 2021, 2022 Oracle and/or its affiliates. +# Copyright (c) 2021, 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ import json @@ -15,7 +15,7 @@ from ads.common import oci_client -class InvalidObjectStoragePath(Exception): # pragma: no cover +class InvalidObjectStoragePath(Exception): # pragma: no cover """Invalid Object Storage Path.""" pass @@ -137,4 +137,4 @@ def is_oci_path(uri: str = None) -> bool: """ if not uri: return False - return uri.startswith("oci://") + return uri.lower().startswith("oci://") diff --git a/ads/opctl/cli.py b/ads/opctl/cli.py index 460e2d9b6..0623be9e4 100644 --- a/ads/opctl/cli.py +++ b/ads/opctl/cli.py @@ -17,7 +17,8 @@ import ads.opctl.operator.cli import ads.opctl.spark.cli from ads.common import auth as authutil -from ads.common.auth import AuthContext, AuthType +from ads.common.auth import AuthType +from ads.common.object_storage_details import ObjectStorageDetails from ads.opctl.cmds import activate as activate_cmd from ads.opctl.cmds import apply as apply_cmd from ads.opctl.cmds import cancel as cancel_cmd @@ -30,7 +31,6 @@ from ads.opctl.cmds import run as run_cmd from ads.opctl.cmds import run_diagnostics as run_diagnostics_cmd from ads.opctl.cmds import watch as watch_cmd -from ads.opctl.config.base import ConfigProcessor from ads.opctl.config.merger import ConfigMerger from ads.opctl.constants import ( BACKEND_NAME, @@ -779,7 +779,9 @@ def apply(debug: bool, **kwargs: Dict[str, Any]) -> None: operator_spec = {} backend = kwargs.pop("backend") - auth = authutil.default_signer() + auth = {} + if any(ObjectStorageDetails.is_oci_path(uri) for uri in (kwargs["file"], backend)): + auth = authutil.default_signer() with fsspec.open(kwargs["file"], "r", **auth) as f: operator_spec = suppress_traceback(debug)(yaml.safe_load)(f.read()) @@ -788,7 +790,9 @@ def apply(debug: bool, **kwargs: Dict[str, Any]) -> None: with fsspec.open(backend, "r", **auth) as f: backend = suppress_traceback(debug)(yaml.safe_load)(f.read()) - suppress_traceback(debug)(apply_cmd)(operator_spec, backend, **kwargs) + suppress_traceback(debug)(apply_cmd)( + config=operator_spec, backend=backend, **kwargs + ) commands.add_command(ads.opctl.conda.cli.commands) diff --git a/ads/opctl/docker/merge_dependencies.py b/ads/opctl/docker/merge_dependencies.py deleted file mode 100644 index e275e63ed..000000000 --- a/ads/opctl/docker/merge_dependencies.py +++ /dev/null @@ -1,52 +0,0 @@ -#!/usr/bin/env python -# -*- coding: utf-8; -*- - -# Copyright (c) 2021, 2022 Oracle and/or its affiliates. -# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ - -import yaml -import os -import click - - -@click.command() -@click.argument("output_path") -@click.option( - "--source-folder", - "-s", - help="source folder to search for environment yaml", - required=False, - default=None, -) -def merge(output_path, source_folder): - merged = _merge(source_folder) - with open(output_path, "w") as f: - yaml.safe_dump(merged, f) - - -def _merge(source_folder=None): - conda_dependencies = set([]) - pip_dependencies = set([]) - if not source_folder: - source_folder = os.path.join("operators") - for dirpath, dirnames, filenames in os.walk(source_folder): - for fname in filenames: - if fname == "environment.yaml": - env_yaml = os.path.join(dirpath, fname) - print(env_yaml) - with open(env_yaml, "r") as f: - dependencies = yaml.safe_load(f.read())["dependencies"] - for dep in dependencies: - if isinstance(dep, dict) and "pip" in dep: - pip_dependencies.update(dep["pip"]) - else: - conda_dependencies.add(dep) - conda_dependencies.add("pip") - merged_dependencies = { - "dependencies": list(conda_dependencies) + [{"pip": list(pip_dependencies)}] - } - return merged_dependencies - - -if __name__ == "__main__": - merge() diff --git a/ads/opctl/docker/operator/Dockerfile b/ads/opctl/docker/operator/Dockerfile index a70c0dd61..905b101a0 100644 --- a/ads/opctl/docker/operator/Dockerfile +++ b/ads/opctl/docker/operator/Dockerfile @@ -3,7 +3,13 @@ FROM ghcr.io/oracle/oraclelinux8-instantclient:21 as base -RUN rm -rf /var/cache/yum/* && yum clean all && yum install -y gcc make patch vim iproute net-tools git && rm -rf /var/cache/yum/* +RUN \ + rm -rf /var/cache/yum/* && \ + yum install -y gcc make patch vim iproute net-tools git && \ + yum clean all && \ + rm -rf /var/cache/yum/* + +########################### CONDA INSTALLATION ######################################## RUN curl -L https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh >> miniconda.sh RUN bash ./miniconda.sh -b -p /miniconda; rm ./miniconda.sh; ENV PATH="/miniconda/bin:$PATH" @@ -21,17 +27,12 @@ ENV PATH="/miniconda/envs/${CONDA_ENV_NAME}}/bin:$PATH" RUN conda init bash && source ~/.bashrc && conda activate ${CONDA_ENV_NAME} +########################### SETUP WORKDIR ######################################## RUN mkdir ${OPERATOR_DIR} -# COPY ./artifacts/* ${OPERATOR_DIR}/ ENV OPERATOR_DIR=${OPERATOR_DIR} ENV CONDA_ENV_NAME=${CONDA_ENV_NAME} -# RUN if [ -f ${OPERATOR_DIR}/oracle_ads*.whl ]; then \ -# local_whl=$(find ${OPERATOR_DIR} -name "*.whl" -exec basename {} \; | head -n 1 ); \ -# source ~/.bashrc && conda activate ${CONDA_ENV_NAME} && pip install ${OPERATOR_DIR}/$local_whl; \ -# fi - WORKDIR ${OPERATOR_DIR} RUN echo "conda activate $CONDA_ENV_NAME">>/root/.bashrc diff --git a/ads/opctl/docker/operator/Dockerfile.gpu b/ads/opctl/docker/operator/Dockerfile.gpu index 01be15ba2..f74f924dd 100644 --- a/ads/opctl/docker/operator/Dockerfile.gpu +++ b/ads/opctl/docker/operator/Dockerfile.gpu @@ -3,7 +3,57 @@ FROM ghcr.io/oracle/oraclelinux8-instantclient:21 as base -RUN rm -rf /var/cache/yum/* && yum clean all && yum install -y gcc make patch vim iproute net-tools git && rm -rf /var/cache/yum/* +RUN \ + rm -rf /var/cache/yum/* && \ + yum install -y gcc make patch vim iproute net-tools git && \ + yum clean all && \ + rm -rf /var/cache/yum/* + +########################### CUDA INSTALLATION ######################################## +#Reference: https://gitlab.com/nvidia/container-images/cuda/-/blob/master/dist/10.1/centos7/runtime/cudnn7/Dockerfile +#Reference: https://gitlab.com/nvidia/container-images/cuda/-/blob/master/dist/10.1/centos7/runtime/Dockerfile +#Reference: https://gitlab.com/nvidia/container-images/cuda/-/blob/master/dist/10.1/centos7/base/Dockerfile + +RUN NVIDIA_GPGKEY_SUM=d0664fbbdb8c32356d45de36c5984617217b2d0bef41b93ccecd326ba3b80c87 && \ +curl -fsSL https://developer.download.nvidia.com/compute/cuda/repos/rhel7/x86_64/D42D0685.pub | sed '/^Version/d' > /etc/pki/rpm-gpg/RPM-GPG-KEY-NVIDIA && \ + echo "$NVIDIA_GPGKEY_SUM /etc/pki/rpm-gpg/RPM-GPG-KEY-NVIDIA" | sha256sum -c --strict - + +COPY cuda.repo /etc/yum.repos.d/cuda.repo + +ENV CUDA_VERSION 10.1.243 + +ENV CUDA_PKG_VERSION 10-1-$CUDA_VERSION-1 +# For libraries in the cuda-compat-* package: https://docs.nvidia.com/cuda/eula/index.html#attachment-a +RUN yum install -y \ +cuda-cudart-$CUDA_PKG_VERSION \ +cuda-compat-10-1 \ +&& \ + ln -s cuda-10.1 /usr/local/cuda && \ + rm -rf /var/cache/yum/* + +# nvidia-docker 1.0 +RUN echo "/usr/local/nvidia/lib" >> /etc/ld.so.conf.d/nvidia.conf && \ + echo "/usr/local/nvidia/lib64" >> /etc/ld.so.conf.d/nvidia.conf + +ENV PATH /usr/local/nvidia/bin:/usr/local/cuda/bin:${PATH} +ENV LD_LIBRARY_PATH /lib64:/usr/local/nvidia/lib:/usr/local/nvidia/lib64 + +# nvidia-container-runtime +ENV NVIDIA_VISIBLE_DEVICES all +ENV NVIDIA_DRIVER_CAPABILITIES compute,utility +ENV NVIDIA_REQUIRE_CUDA "cuda>=10.1 brand=tesla,driver>=384,driver<385 brand=tesla,driver>=396,driver<397 brand=tesla,driver>=410,driver<411" + +ENV CUDNN_VERSION 7.6.5.32 +LABEL com.nvidia.cudnn.version="${CUDNN_VERSION}" + +RUN CUDNN_DOWNLOAD_SUM=7eaec8039a2c30ab0bc758d303588767693def6bf49b22485a2c00bf2e136cb3 && \ + curl -fsSL http://developer.download.nvidia.com/compute/redist/cudnn/v7.6.5/cudnn-10.1-linux-x64-v7.6.5.32.tgz -O && \ + echo "$CUDNN_DOWNLOAD_SUM cudnn-10.1-linux-x64-v7.6.5.32.tgz" | sha256sum -c - && \ + tar --no-same-owner -xzf cudnn-10.1-linux-x64-v7.6.5.32.tgz -C /usr/local --wildcards 'cuda/lib64/libcudnn.so.*' && \ + rm cudnn-10.1-linux-x64-v7.6.5.32.tgz && \ + ldconfig + +########################### CONDA INSTALLATION ######################################## RUN curl -L https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh >> miniconda.sh RUN bash ./miniconda.sh -b -p /miniconda; rm ./miniconda.sh; ENV PATH="/miniconda/bin:$PATH" @@ -21,17 +71,12 @@ ENV PATH="/miniconda/envs/${CONDA_ENV_NAME}}/bin:$PATH" RUN conda init bash && source ~/.bashrc && conda activate ${CONDA_ENV_NAME} +########################### SETUP WORKDIR ######################################## RUN mkdir ${OPERATOR_DIR} -COPY ./artifacts/* ${OPERATOR_DIR}/ ENV OPERATOR_DIR=${OPERATOR_DIR} ENV CONDA_ENV_NAME=${CONDA_ENV_NAME} -RUN if [ -f ${OPERATOR_DIR}/oracle_ads*.whl ]; then \ - local_whl=$(find ${OPERATOR_DIR} -name "*.whl" -exec basename {} \; | head -n 1 ); \ - source ~/.bashrc && conda activate ${CONDA_ENV_NAME} && pip install ${OPERATOR_DIR}/$local_whl; \ - fi - WORKDIR ${OPERATOR_DIR} RUN echo "conda activate $CONDA_ENV_NAME">>/root/.bashrc diff --git a/ads/opctl/docker/operator/cuda.repo b/ads/opctl/docker/operator/cuda.repo new file mode 100644 index 000000000..358420e3a --- /dev/null +++ b/ads/opctl/docker/operator/cuda.repo @@ -0,0 +1,6 @@ +[cuda] +name=cuda +baseurl=http://developer.download.nvidia.com/compute/cuda/repos/rhel7/x86_64 +enabled=1 +gpgcheck=1 +gpgkey=file:///etc/pki/rpm-gpg/RPM-GPG-KEY-NVIDIA diff --git a/ads/opctl/operator/cmd.py b/ads/opctl/operator/cmd.py index 9501115c8..70f68912e 100644 --- a/ads/opctl/operator/cmd.py +++ b/ads/opctl/operator/cmd.py @@ -351,9 +351,7 @@ def build_image( # load operator info operator_info: OperatorInfo = OperatorLoader.from_uri(uri=name).load() - logger.info( - f"Building Docker image for the `{operator_info.name}` service operator." - ) + logger.info(f"Building Docker image for the `{operator_info.name}` operator.") # checks if GPU base image needs to be used. gpu = operator_info.gpu or gpu @@ -413,7 +411,7 @@ def build_image( ) logger.info( - f"The operator image `{result_image_name}` has been successfully built." + f"The operator image `{result_image_name}` has been successfully built. " "To publish the image to OCI Container Registry run the " f"`ads opctl operator publish-image -n {result_image_name}` command" ) From d376777dde5cec312dad49e2b7cdee29e28bc98b Mon Sep 17 00:00:00 2001 From: Vikas Pandey Date: Tue, 26 Sep 2023 12:38:59 +0530 Subject: [PATCH 087/247] fix typo --- ads/opctl/operator/lowcode/forecast/model/automlx.py | 1 - 1 file changed, 1 deletion(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index 9205e0799..034e6ae15 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -69,7 +69,6 @@ def _build_model(self) -> pd.DataFrame: "Time Index is", "" if y_train.index.is_monotonic else "NOT", "monotonic.", - vikas, ) model = automl.Pipeline( From e106bd9c54ca76f6cbcacb310d24dded3d384802 Mon Sep 17 00:00:00 2001 From: Goalla Varsha Date: Tue, 26 Sep 2023 21:38:21 +0530 Subject: [PATCH 088/247] ODSC-47630/fix_datapane_failure_for_only_one_series (#351) --- .../operator/lowcode/forecast/model/arima.py | 12 +-- .../operator/lowcode/forecast/model/autots.py | 46 +++++++----- .../lowcode/forecast/model/base_model.py | 73 +++++++++---------- ads/opctl/operator/lowcode/forecast/utils.py | 6 +- 4 files changed, 74 insertions(+), 63 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/arima.py b/ads/opctl/operator/lowcode/forecast/model/arima.py index ef68b4a88..2deeae274 100644 --- a/ads/opctl/operator/lowcode/forecast/model/arima.py +++ b/ads/opctl/operator/lowcode/forecast/model/arima.py @@ -115,6 +115,7 @@ def _build_model(self) -> pd.DataFrame: output_i[yhat_upper_name] = outputs[f"{col}_{cat}"]["yhat_upper"].values output_i[yhat_lower_name] = outputs[f"{col}_{cat}"]["yhat_lower"].values output_col = pd.concat([output_col, output_i]) + # output_col = output_col.sort_values(operator.ds_column).reset_index(drop=True) output_col = output_col.reset_index(drop=True) outputs_merged = pd.concat([outputs_merged, output_col], axis=1) @@ -136,12 +137,11 @@ def _generate_report(self): import datapane as dp sec5_text = dp.Text(f"## ARIMA Model Parameters") - sec5 = dp.Select( - blocks=[ - dp.HTML(m.summary().as_html(), label=self.target_columns[i]) - for i, m in enumerate(self.models) - ] - ) + blocks = [ + dp.HTML(m.summary().as_html(), label=self.target_columns[i]) + for i, m in enumerate(self.models) + ] + sec5 = dp.Select(blocks=blocks) if len(blocks) > 1 else blocks[0] all_sections = [sec5_text, sec5] model_description = dp.Text( diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index aba5fb021..124e6b9f7 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -1,3 +1,9 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + import pandas as pd import numpy as np @@ -42,7 +48,9 @@ def _build_model(self) -> pd.DataFrame: no_negatives=False, constraint=None, ensemble=self.spec.model_kwargs.get("ensemble", "auto"), - initial_template=self.spec.model_kwargs.get("initial_template", "General+Random"), + initial_template=self.spec.model_kwargs.get( + "initial_template", "General+Random" + ), random_seed=2022, holiday_country=self.spec.model_kwargs.get("holiday_country", "US"), subset=None, @@ -52,13 +60,19 @@ def _build_model(self) -> pd.DataFrame: drop_data_older_than_periods=None, model_list=self.spec.model_kwargs.get("model_list", "multivariate"), transformer_list=self.spec.model_kwargs.get("transformer_list", "auto"), - transformer_max_depth=self.spec.model_kwargs.get("transformer_max_depth", 6), + transformer_max_depth=self.spec.model_kwargs.get( + "transformer_max_depth", 6 + ), models_mode=self.spec.model_kwargs.get("models_mode", "random"), num_validations=self.spec.model_kwargs.get("num_validations", "auto"), models_to_validate=self.spec.model_kwargs.get("models_to_validate", 0.15), max_per_model_class=None, - validation_method=self.spec.model_kwargs.get("validation_method", "backwards"), - min_allowed_train_percent=self.spec.model_kwargs.get("min_allowed_train_percent", 0.5), + validation_method=self.spec.model_kwargs.get( + "validation_method", "backwards" + ), + min_allowed_train_percent=self.spec.model_kwargs.get( + "min_allowed_train_percent", 0.5 + ), remove_leading_zeroes=False, prefill_na=None, introduce_na=None, @@ -163,6 +177,7 @@ def _build_model(self) -> pd.DataFrame: output_i[yhat_upper_name] = outputs[f"{col}_{cat}"]["yhat_upper"] output_i[yhat_lower_name] = outputs[f"{col}_{cat}"]["yhat_lower"] output_col = pd.concat([output_col, output_i]) + output_col = output_col.reset_index(drop=True) outputs_merged = pd.concat([outputs_merged, output_col], axis=1) @@ -205,19 +220,16 @@ def _generate_report(self) -> tuple: # Section 2: AutoTS Model Parameters sec2_text = dp.Text(f"## AutoTS Model Parameters") # TODO: ODSC-47612 Format the parameters better for display in report. - sec2 = dp.Select( - blocks=[ - dp.HTML( - pd.DataFrame( - [self.models.best_model_params["models"][x]["ModelParameters"]] - ).to_html(), - label=self.original_target_column + "_model_" +str(i), - ) - for i, x in enumerate( - list(self.models.best_model_params["models"].keys()) - ) - ] - ) + blocks = [ + dp.HTML( + pd.DataFrame( + [self.models.best_model_params["models"][x]["ModelParameters"]] + ).to_html(), + label=self.original_target_column + "_model_" + str(i), + ) + for i, x in enumerate(list(self.models.best_model_params["models"].keys())) + ] + sec2 = dp.Select(blocks=blocks) if len(blocks) > 1 else blocks[0] all_sections = [sec1_text, sec_1, sec2_text, sec2] # Model Description diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 220963ace..b92b5c29c 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -83,6 +83,32 @@ def generate_report(self): title_text = dp.Text("# Forecast Report") md_columns = " * ".join([f"{x} \n" for x in self.target_columns]) + first_10_rows_blocks = [ + dp.DataTable( + df.head(10).rename({col: self.spec.target_column}, axis=1), + caption="Start", + label=col, + ) + for col, df in self.full_data_dict.items() + ] + + last_10_rows_blocks = [ + dp.DataTable( + df.tail(10).rename({col: self.spec.target_column}, axis=1), + caption="End", + label=col, + ) + for col, df in self.full_data_dict.items() + ] + + data_summary_blocks = [ + dp.DataTable( + df.rename({col: self.spec.target_column}, axis=1).describe(), + caption="Summary Statistics", + label=col, + ) + for col, df in self.full_data_dict.items() + ] summary = dp.Blocks( dp.Select( blocks=[ @@ -116,45 +142,18 @@ def generate_report(self): columns=4, ), dp.Text("### First 10 Rows of Data"), - dp.Select( - blocks=[ - dp.DataTable( - df.head(10).rename( - {col: self.spec.target_column}, axis=1 - ), - caption="Start", - label=col, - ) - for col, df in self.full_data_dict.items() - ] - ), + dp.Select(blocks=first_10_rows_blocks) + if len(first_10_rows_blocks) > 1 + else first_10_rows_blocks[0], dp.Text("----"), dp.Text("### Last 10 Rows of Data"), - dp.Select( - blocks=[ - dp.DataTable( - df.tail(10).rename( - {col: self.spec.target_column}, axis=1 - ), - caption="End", - label=col, - ) - for col, df in self.full_data_dict.items() - ] - ), + dp.Select(blocks=last_10_rows_blocks) + if len(last_10_rows_blocks) > 1 + else last_10_rows_blocks[0], dp.Text("### Data Summary Statistics"), - dp.Select( - blocks=[ - dp.DataTable( - df.rename( - {col: self.spec.target_column}, axis=1 - ).describe(), - caption="Summary Statistics", - label=col, - ) - for col, df in self.full_data_dict.items() - ] - ), + dp.Select(blocks=data_summary_blocks) + if len(data_summary_blocks) > 1 + else data_summary_blocks[0], label="Summary", ), dp.Text( @@ -407,7 +406,7 @@ def _save_report( # metrics csv report utils._write_data( - data=metrics_df.rename_axis('metrics').reset_index(), + data=metrics_df.rename_axis("metrics").reset_index(), filename=os.path.join(output_dir, self.spec.metrics_filename), format="csv", storage_options=default_signer(), diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index d88499c4c..ad45af266 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -175,6 +175,7 @@ def _clean_data(data, target_column, datetime_column, target_category_columns=No df = pd.concat([df, data_cat_clean], axis=1) new_target_columns.append(f"{target_column}_{cat}") df = df.reset_index() + return df.fillna(0), new_target_columns raise ValueError( @@ -328,9 +329,8 @@ def evaluate_metrics(target_columns, data, outputs, target_col="yhat"): def _select_plot_list(fn, target_columns): import datapane as dp - return dp.Select( - blocks=[dp.Plot(fn(i, col), label=col) for i, col in enumerate(target_columns)] - ) + blocks = [dp.Plot(fn(i, col), label=col) for i, col in enumerate(target_columns)] + return dp.Select(blocks=blocks) if len(target_columns) > 1 else blocks[0] def _add_unit(num, unit): From 02c1f00e73acac9c4eb9bca8af2d867038360708 Mon Sep 17 00:00:00 2001 From: Goalla Varsha Date: Tue, 26 Sep 2023 21:39:00 +0530 Subject: [PATCH 089/247] ODSC-46457/refactor_forecast.csv (#349) --- .../operator/lowcode/forecast/model/arima.py | 2 + .../lowcode/forecast/model/automlx.py | 16 +++++-- .../lowcode/forecast/model/neuralprophet.py | 46 ++++++++++++++++--- .../lowcode/forecast/model/prophet.py | 40 ++++++++++++++-- 4 files changed, 90 insertions(+), 14 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/arima.py b/ads/opctl/operator/lowcode/forecast/model/arima.py index 2deeae274..965be6298 100644 --- a/ads/opctl/operator/lowcode/forecast/model/arima.py +++ b/ads/opctl/operator/lowcode/forecast/model/arima.py @@ -111,6 +111,8 @@ def _build_model(self) -> pd.DataFrame: output_i["Date"] = outputs[f"{col}_{cat}"].index output_i["Series"] = cat + output_i["input_value"] = float("nan") + output_i[f"fitted_value"] = float("nan") output_i[f"forecast_value"] = outputs[f"{col}_{cat}"]["yhat"].values output_i[yhat_upper_name] = outputs[f"{col}_{cat}"]["yhat_upper"].values output_i[yhat_lower_name] = outputs[f"{col}_{cat}"]["yhat_lower"].values diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index 8cf23d888..daab12440 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -104,14 +104,22 @@ def _build_model(self) -> pd.DataFrame: # Merge the outputs from each model into 1 df with all outputs by target and category col = self.original_target_column output_col = pd.DataFrame() + yhat_lower_percentage = ( + 100 - (self.spec.confidence_interval_width or 0.5) * 100 + ) // 2 + yhat_upper_name = "p" + str(int(100 - yhat_lower_percentage)) + yhat_lower_name = "p" + str(int(yhat_lower_percentage)) for cat in self.categories: # Note: add [:2] to restrict output_i = pd.DataFrame() - output_i[self.spec.datetime_column.name] = outputs[f"{col}_{cat}"]["ds"] + output_i["Date"] = outputs[f"{col}_{cat}"]["ds"] output_i["Series"] = cat - output_i[f"{col}_forecast"] = outputs[f"{col}_{cat}"]["yhat"] - output_i[f"{col}_forecast_upper"] = outputs[f"{col}_{cat}"]["yhat_upper"] - output_i[f"{col}_forecast_lower"] = outputs[f"{col}_{cat}"]["yhat_lower"] + output_i["input_value"] = float("nan") + output_i[f"fitted_value"] = float("nan") + output_i[f"forecast_value"] = outputs[f"{col}_{cat}"]["yhat"] + output_i[yhat_upper_name] = outputs[f"{col}_{cat}"]["yhat_upper"] + output_i[yhat_lower_name] = outputs[f"{col}_{cat}"]["yhat_lower"] output_col = pd.concat([output_col, output_i]) + # output_col = output_col.sort_values(self.spec.datetime_column.name).reset_index(drop=True) output_col = output_col.reset_index(drop=True) outputs_merged = pd.concat([outputs_merged, output_col], axis=1) diff --git a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py index 07291648b..2fffb4736 100644 --- a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py @@ -219,14 +219,46 @@ def objective(trial): output_i["Date"] = outputs[f"{col}_{cat}"]["ds"] output_i["Series"] = cat - output_i[f"forecast_value"] = outputs[f"{col}_{cat}"]["yhat1"] - output_i[f"p{int(quantiles[1]*100)}"] = outputs[f"{col}_{cat}"][ - f"yhat1 {quantiles[1]*100}%" - ] - output_i[f"p{int(quantiles[0]*100)}"] = outputs[f"{col}_{cat}"][ - f"yhat1 {quantiles[0]*100}%" - ] + output_i[f"input_value"] = full_data_dict[f"{col}_{cat}"][f"{col}_{cat}"] + + output_i[f"fitted_value"] = float("nan") + output_i[f"forecast_value"] = float("nan") + output_i[f"p{int(quantiles[1]*100)}"] = float("nan") + output_i[f"p{int(quantiles[0]*100)}"] = float("nan") + + output_i.iloc[ + : -self.spec.horizon.periods, output_i.columns.get_loc(f"fitted_value") + ] = ( + outputs[f"{col}_{cat}"]["yhat1"] + .iloc[: -self.spec.horizon.periods] + .values + ) + output_i.iloc[ + -self.spec.horizon.periods :, + output_i.columns.get_loc(f"forecast_value"), + ] = ( + outputs[f"{col}_{cat}"]["yhat1"] + .iloc[-self.spec.horizon.periods :] + .values + ) + output_i.iloc[ + -self.spec.horizon.periods :, + output_i.columns.get_loc(f"p{int(quantiles[1]*100)}"), + ] = ( + outputs[f"{col}_{cat}"][f"yhat1 {quantiles[1]*100}%"] + .iloc[-self.spec.horizon.periods :] + .values + ) + output_i.iloc[ + -self.spec.horizon.periods :, + output_i.columns.get_loc(f"p{int(quantiles[0]*100)}"), + ] = ( + outputs[f"{col}_{cat}"][f"yhat1 {quantiles[0]*100}%"] + .iloc[-self.spec.horizon.periods :] + .values + ) output_col = pd.concat([output_col, output_i]) + # output_col = output_col.sort_values(operator.ds_column).reset_index(drop=True) output_col = output_col.reset_index(drop=True) outputs_merged = pd.concat([outputs_merged, output_col], axis=1) diff --git a/ads/opctl/operator/lowcode/forecast/model/prophet.py b/ads/opctl/operator/lowcode/forecast/model/prophet.py index 52814e2c9..a02f65fc4 100644 --- a/ads/opctl/operator/lowcode/forecast/model/prophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/prophet.py @@ -194,10 +194,44 @@ def objective(trial): output_i["Date"] = outputs[f"{col}_{cat}"]["ds"] output_i["Series"] = cat - output_i[f"forecast_value"] = outputs[f"{col}_{cat}"]["yhat"] - output_i[yhat_upper_name] = outputs[f"{col}_{cat}"]["yhat_upper"] - output_i[yhat_lower_name] = outputs[f"{col}_{cat}"]["yhat_lower"] + output_i["input_value"] = full_data_dict[f"{col}_{cat}"][f"{col}_{cat}"] + + output_i[f"fitted_value"] = float("nan") + output_i[f"forecast_value"] = float("nan") + output_i[yhat_upper_name] = float("nan") + output_i[yhat_lower_name] = float("nan") + + output_i.iloc[ + : -self.spec.horizon.periods, output_i.columns.get_loc(f"fitted_value") + ] = ( + outputs[f"{col}_{cat}"]["yhat"] + .iloc[: -self.spec.horizon.periods] + .values + ) + output_i.iloc[ + -self.spec.horizon.periods :, + output_i.columns.get_loc(f"forecast_value"), + ] = ( + outputs[f"{col}_{cat}"]["yhat"] + .iloc[-self.spec.horizon.periods :] + .values + ) + output_i.iloc[ + -self.spec.horizon.periods :, output_i.columns.get_loc(yhat_upper_name) + ] = ( + outputs[f"{col}_{cat}"]["yhat_upper"] + .iloc[-self.spec.horizon.periods :] + .values + ) + output_i.iloc[ + -self.spec.horizon.periods :, output_i.columns.get_loc(yhat_lower_name) + ] = ( + outputs[f"{col}_{cat}"]["yhat_lower"] + .iloc[-self.spec.horizon.periods :] + .values + ) output_col = pd.concat([output_col, output_i]) + # output_col = output_col.sort_values(self.spec.datetime_column.name).reset_index(drop=True) output_col = output_col.reset_index(drop=True) outputs_merged = pd.concat([outputs_merged, output_col], axis=1) From 96600684038768b5e4e5c220f243756088973de4 Mon Sep 17 00:00:00 2001 From: Allen Date: Wed, 27 Sep 2023 12:30:10 +0100 Subject: [PATCH 090/247] bug fix and yaml docs --- .../lowcode/forecast/model/base_model.py | 16 +++++++++------- .../forecasting_operator/yaml_schema.rst | 5 ++++- 2 files changed, 13 insertions(+), 8 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index b92b5c29c..b8ecc0142 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -45,6 +45,7 @@ def __init__(self, config: ForecastOperatorConfig): self.full_data_dict = None self.target_columns = None self.categories = None + self.test_eval_metrics = None self.original_target_column = self.spec.target_column # these fields are populated in the _build_model() method @@ -405,13 +406,14 @@ def _save_report( ) # metrics csv report - utils._write_data( - data=metrics_df.rename_axis("metrics").reset_index(), - filename=os.path.join(output_dir, self.spec.metrics_filename), - format="csv", - storage_options=default_signer(), - index=False, - ) + if metrics_df is not None: + utils._write_data( + data=metrics_df.rename_axis("metrics").reset_index(), + filename=os.path.join(output_dir, self.spec.metrics_filename), + format="csv", + storage_options=default_signer(), + index=False, + ) logger.warn( f"The report has been successfully " diff --git a/docs/source/user_guide/operators/forecasting_operator/yaml_schema.rst b/docs/source/user_guide/operators/forecasting_operator/yaml_schema.rst index ee676332b..4c7264889 100644 --- a/docs/source/user_guide/operators/forecasting_operator/yaml_schema.rst +++ b/docs/source/user_guide/operators/forecasting_operator/yaml_schema.rst @@ -1,5 +1,8 @@ =========== YAML Schema =========== +.. raw:: html -TBD + +
    kind
    allowed
    • operator
    requiredTrue
    typestring
    defaultoperator
    meta
    descriptionWhich service are you trying to use? Common kinds: `operator`, `job`
    version
    allowed
    • v1
    requiredTrue
    typestring
    defaultv1
    meta
    descriptionOperators may change yaml file schemas from version to version, as well as implementation details. Double check the version to ensure compatibility.
    type
    requiredTrue
    typestring
    defaultforecast
    meta
    descriptionType should always be `forecast` when using a forecast operator
    spec
    requiredTrue
    schema
    historical_data
    requiredTrue
    typedict
    meta
    descriptionThis should be indexed by date and target category (optionally). It should include all targets and endogeneous data.
    schema
    format
    allowed
    • csv
    • json
    • clipboard
    • excel
    • hdf
    • feather
    • load_files
    requiredFalse
    typestring
    columns
    requiredFalse
    typelist
    schema
    typestring
    options
    nullableTrue
    requiredFalse
    typedict
    url
    requiredTrue
    typestring
    defaultdata.csv
    meta
    descriptionThe url can be local, or remote. For example: `oci://<bucket>@<namespace>/data.csv`
    limit
    requiredFalse
    typeinteger
    additional_data
    requiredFalse
    typedict
    meta
    descriptionAdditional datasets must be indexed by the same targets and target categories as the historical data. Also is must have datapoints for each date/category for your horizon. This must be exogeneous data.
    schema
    format
    allowed
    • csv
    • json
    • clipboard
    • excel
    • hdf
    • feather
    • load_files
    requiredFalse
    typestring
    columns
    requiredFalse
    typelist
    schema
    typestring
    options
    nullableTrue
    requiredFalse
    typedict
    url
    requiredFalse
    typestring
    meta
    descriptionThe url can be local, or remote. For example: `oci://<bucket>@<namespace>/data.csv`
    limit
    requiredFalse
    typeinteger
    test_data
    requiredFalse
    meta
    descriptionOptional, only if evaluation is needed.
    schema
    connect_args
    nullableTrue
    requiredFalse
    typedict
    format
    requiredFalse
    typestring
    allowed
    • csv
    • json
    • clipboard
    • excel
    • hdf
    • sql
    columns
    requiredFalse
    typelist
    schema
    typestring
    url
    requiredTrue
    typestring
    defaulttest.csv
    meta
    descriptionThe url can be local, or remote. For example: `oci://<bucket>@<namespace>/data.csv`
    name
    requiredFalse
    typestring
    options
    nullableTrue
    requiredFalse
    typedict
    typedict
    output_directory
    requiredFalse
    schema
    connect_args
    nullableTrue
    requiredFalse
    typedict
    format
    requiredFalse
    typestring
    allowed
    • csv
    • json
    • clipboard
    • excel
    • hdf
    • sql
    url
    requiredTrue
    typestring
    defaultresult/
    meta
    descriptionThe url can be local, or remote. For example: `oci://<bucket>@<namespace>/`
    name
    requiredFalse
    typestring
    options
    nullableTrue
    requiredFalse
    typedict
    typedict
    report_file_name
    requiredFalse
    typestring
    defaultreport.html
    meta
    descriptionPlaced into output_directory location. Defaults to report.html
    report_title
    requiredFalse
    typestring
    report_theme
    requiredFalse
    typestring
    defaultlight
    allowed
    • light
    • dark
    report_metrics_name
    requiredFalse
    typestring
    defaultreport.csv
    meta
    descriptionPlaced into output_directory location. Defaults to report.csv
    target_column
    typestring
    requiredTrue
    defaulttarget
    preprocessing
    typeboolean
    requiredFalse
    defaultTrue
    meta
    descriptionpreprocessing and feature engineering can be disabled using this flag, Defaults to true
    datetime_column
    typedict
    requiredTrue
    schema
    name
    typestring
    requiredTrue
    defaultDate
    format
    typestring
    requiredFalse
    target_category_columns
    typelist
    requiredFalse
    schema
    typestring
    horizon
    requiredTrue
    schema
    periods
    typeinteger
    default3
    requiredTrue
    interval
    typeinteger
    requiredFalse
    interval_unit
    requiredTrue
    typestring
    defaultM
    allowed
    • S
    • M
    • H
    • D
    • W
    • Mo
    • Q
    • Y
    typedict
    model
    typestring
    requiredTrue
    defaultautomlx
    allowed
    • prophet
    • arima
    • neuralprophet
    • automlx
    • autots
    • auto
    model_kwargs
    typedict
    requiredFalse
    confidence_interval_width
    typefloat
    requiredFalse
    default0.8
    tuning
    typedict
    requiredFalse
    schema
    n_trials
    typeinteger
    requiredFalse
    default10
    metric
    typestring
    requiredFalse
    defaultMAPE
    allowed
    • MAPE
    • RMSE
    • MSE
    • SMAPE
    typedict
    + From 7b765dac8eda136d181fccd5979c8f5b7f941cca Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Wed, 27 Sep 2023 19:02:01 -0700 Subject: [PATCH 091/247] Refactors ADS OPCTL OPERATOR. --- ads/cli.py | 4 +- ads/opctl/cli.py | 73 --------------------- ads/opctl/cmds.py | 128 +------------------------------------ ads/opctl/operator/cli.py | 58 ++++++++++++++++- ads/opctl/operator/cmd.py | 129 ++++++++++++++++++++++++++++++++++++-- 5 files changed, 184 insertions(+), 208 deletions(-) diff --git a/ads/cli.py b/ads/cli.py index bfb131f5f..7b003e52d 100644 --- a/ads/cli.py +++ b/ads/cli.py @@ -14,8 +14,7 @@ import ads.opctl.cli import ads.jobs.cli import ads.pipeline.cli - import os - import json + import ads.opctl.operator.cli except Exception as ex: print( "Please run `pip install oracle-ads[opctl]` to install " @@ -45,6 +44,7 @@ def cli(): cli.add_command(ads.opctl.cli.commands) cli.add_command(ads.jobs.cli.commands) cli.add_command(ads.pipeline.cli.commands) +cli.add_command(ads.opctl.operator.cli.commands) if __name__ == "__main__": diff --git a/ads/opctl/cli.py b/ads/opctl/cli.py index 0623be9e4..04ee1cca3 100644 --- a/ads/opctl/cli.py +++ b/ads/opctl/cli.py @@ -18,9 +18,7 @@ import ads.opctl.spark.cli from ads.common import auth as authutil from ads.common.auth import AuthType -from ads.common.object_storage_details import ObjectStorageDetails from ads.opctl.cmds import activate as activate_cmd -from ads.opctl.cmds import apply as apply_cmd from ads.opctl.cmds import cancel as cancel_cmd from ads.opctl.cmds import configure as configure_cmd from ads.opctl.cmds import deactivate as deactivate_cmd @@ -38,7 +36,6 @@ RESOURCE_TYPE, RUNTIME_TYPE, ) -from ads.opctl.decorator.common import with_auth from ads.opctl.utils import build_image as build_image_cmd from ads.opctl.utils import publish_image as publish_image_cmd from ads.opctl.utils import suppress_traceback @@ -726,77 +723,7 @@ def predict(**kwargs): suppress_traceback(kwargs["debug"])(predict_cmd)(**kwargs) -@commands.command() -@click.help_option("--help", "-h") -@click.option("--debug", "-d", help="Set debug mode", is_flag=True, default=False) -@click.option( - "--file", "-f", help="The path to resource YAML file.", required=True, default=None -) -@click.option( - "--backend", - "-b", - help=( - "Backend name or the path to the operator's backend config YAML file. " - f"Example 1: `ads opctl apply -f operator.yaml -b {BACKEND_NAME.LOCAL.value}` " - "Supported backends: " - f"{[BACKEND_NAME.JOB.value,BACKEND_NAME.DATAFLOW.value,BACKEND_NAME.LOCAL.value,]} " - "Example 2: `ads opctl apply -f operator.yaml -b backend.yaml` " - "Use the `ads opctl operator init` command to generate operator's configs. " - ), - required=False, - default=None, -) -@click.option( - "--ads-config", - "-c", - help="The folder where the ADS opctl config.ini located. Default value: `~/.ads_ops`.", - required=False, - default=None, -) -@click.option( - "--dry-run", - "-r", - default=False, - is_flag=True, - help="During dry run, the actual operation is not performed, only the steps are enumerated.", -) -@click.option( - "--auth", - "-a", - help=( - "The authentication method to leverage OCI resources. " - "The default value will be taken from the ADS `config.ini` file. " - "Check the `ads opctl configure --help` command to get details about the `config.ini`." - ), - type=click.Choice(AuthType.values()), - default=None, -) -@with_auth -def apply(debug: bool, **kwargs: Dict[str, Any]) -> None: - """ - Runs the operator with the given specification on the targeted backend. - """ - operator_spec = {} - backend = kwargs.pop("backend") - - auth = {} - if any(ObjectStorageDetails.is_oci_path(uri) for uri in (kwargs["file"], backend)): - auth = authutil.default_signer() - - with fsspec.open(kwargs["file"], "r", **auth) as f: - operator_spec = suppress_traceback(debug)(yaml.safe_load)(f.read()) - - if backend and backend.lower().endswith((".yaml", ".yml")): - with fsspec.open(backend, "r", **auth) as f: - backend = suppress_traceback(debug)(yaml.safe_load)(f.read()) - - suppress_traceback(debug)(apply_cmd)( - config=operator_spec, backend=backend, **kwargs - ) - - commands.add_command(ads.opctl.conda.cli.commands) commands.add_command(ads.opctl.model.cli.commands) commands.add_command(ads.opctl.spark.cli.commands) commands.add_command(ads.opctl.distributed.cli.commands) -commands.add_command(ads.opctl.operator.cli.commands) diff --git a/ads/opctl/cmds.py b/ads/opctl/cmds.py index dc30d7081..67f528459 100644 --- a/ads/opctl/cmds.py +++ b/ads/opctl/cmds.py @@ -16,12 +16,10 @@ from ads.common.auth import AuthContext, AuthType from ads.common.extended_enum import ExtendedEnumMeta from ads.common.oci_datascience import DSCNotebookSession -from ads.opctl import logger -from ads.opctl.backend.ads_dataflow import DataFlowBackend, DataFlowOperatorBackend +from ads.opctl.backend.ads_dataflow import DataFlowBackend from ads.opctl.backend.ads_ml_job import ( MLJobBackend, MLJobDistributedBackend, - MLJobOperatorBackend, ) from ads.opctl.backend.ads_ml_pipeline import PipelineBackend from ads.opctl.backend.ads_model_deployment import ModelDeploymentBackend @@ -51,7 +49,6 @@ DEFAULT_OCI_CONFIG_FILE, DEFAULT_PROFILE, RESOURCE_TYPE, - RUNTIME_TYPE, ) from ads.opctl.distributed.cmds import ( docker_build_cmd, @@ -848,126 +845,3 @@ def init( print(spec_yaml) else: print(output) - - -def apply(config: Dict, backend: Union[Dict, str] = None, **kwargs) -> None: - """ - Runs the operator with the given specification on the targeted backend. - - Parameters - ---------- - config: Dict - The operator's config. - backend: (Union[Dict, str], optional) - The backend config or backend name to run the operator. - kwargs: (Dict, optional) - Optional key value arguments to run the operator. - """ - p = ConfigProcessor(config).step(ConfigMerger, **kwargs) - - if p.config.get("kind", "").lower() == "operator": - from ads.opctl.operator import cmd as operator_cmd - from ads.opctl.operator.common.operator_loader import ( - OperatorLoader, - OperatorInfo, - ) - - operator_type = p.config.get("type", "").lower() - - # validation - if not operator_type: - raise ValueError( - f"The `type` attribute must be specified in the operator's config." - ) - - # extracting details about the operator - operator_info: OperatorInfo = OperatorLoader.from_uri(uri=operator_type).load() - - supported_backends = ( - BACKEND_NAME.JOB.value, - BACKEND_NAME.DATAFLOW.value, - BACKEND_NAME.OPERATOR_LOCAL.value, - BACKEND_NAME.LOCAL.value, - ) - - backend_runtime_map = { - BACKEND_NAME.JOB.value.lower(): ( - BACKEND_NAME.JOB.value.lower(), - RUNTIME_TYPE.PYTHON.value.lower(), - ), - BACKEND_NAME.DATAFLOW.value.lower(): ( - BACKEND_NAME.DATAFLOW.value.lower(), - RUNTIME_TYPE.DATAFLOW.value.lower(), - ), - BACKEND_NAME.OPERATOR_LOCAL.value.lower(): ( - BACKEND_NAME.OPERATOR_LOCAL.value.lower(), - RUNTIME_TYPE.PYTHON.value.lower(), - ), - } - - if not backend: - logger.info( - f"Backend config is not provided, the {BACKEND_NAME.LOCAL.value} " - "will be used by default. " - ) - backend = {"kind": BACKEND_NAME.OPERATOR_LOCAL.value} - - if isinstance(backend, str): - backend = { - "kind": BACKEND_NAME.OPERATOR_LOCAL.value - if backend.lower() == BACKEND_NAME.LOCAL.value - else backend - } - - backend_kind = backend.get("kind").lower() or "unknown" - - # If backend kind is Job, then it is necessary to check the infrastructure kind. - # This is necessary, because Jobs and DataFlow have similar kind, - # The only difference would be in the infrastructure kind. - # This is a temporary solution, the logic needs to be placed in the ConfigMerger instead. - if backend_kind == BACKEND_NAME.JOB.value: - if ( - backend.get("spec", {}) - .get("infrastructure", {}) - .get("type", "") - .lower() - == BACKEND_NAME.DATAFLOW.value - ): - backend_kind = BACKEND_NAME.DATAFLOW.value - - if backend_kind not in supported_backends: - raise RuntimeError( - f"Not supported backend - {backend_kind}. Supported backends: {supported_backends}" - ) - - # generate backend specification in case if it is not provided - if not backend.get("spec"): - backends = operator_cmd._init_backend_config( - operator_info=operator_info, **kwargs - ) - backend = backends[backend_runtime_map[backend_kind]] - - p_backend = ConfigProcessor( - {**backend, **{"execution": {"backend": backend_kind}}} - ).step(ConfigMerger, **kwargs) - - p.config["runtime"] = backend - p.config["infrastructure"] = p_backend.config["infrastructure"] - p.config["execution"] = p_backend.config["execution"] - - if p_backend.config["execution"]["backend"].lower() in [ - BACKEND_NAME.OPERATOR_LOCAL.value, - BACKEND_NAME.LOCAL.value, - ]: - if kwargs.get("dry_run"): - logger.info( - "The dry run option is not supported for " - "the local backend and will be ignored." - ) - LocalOperatorBackend(config=p.config, operator_info=operator_info).run() - elif p_backend.config["execution"]["backend"] == BACKEND_NAME.JOB.value: - MLJobOperatorBackend(config=p.config, operator_info=operator_info).run() - elif p_backend.config["execution"]["backend"] == BACKEND_NAME.DATAFLOW.value: - DataFlowOperatorBackend(config=p.config, operator_info=operator_info).run() - else: - raise RuntimeError("Not supported kind of workload.") diff --git a/ads/opctl/operator/cli.py b/ads/opctl/operator/cli.py index 67a3b3ae1..d224a05de 100644 --- a/ads/opctl/operator/cli.py +++ b/ads/opctl/operator/cli.py @@ -10,11 +10,15 @@ import fsspec import yaml +from ads.common import auth as authutil from ads.common.auth import AuthType +from ads.common.object_storage_details import ObjectStorageDetails +from ads.opctl.constants import BACKEND_NAME from ads.opctl.decorator.common import click_options, with_auth from ads.opctl.utils import suppress_traceback from .__init__ import __operators__ +from .cmd import apply as cmd_apply from .cmd import build_conda as cmd_build_conda from .cmd import build_image as cmd_build_image from .cmd import create as cmd_create @@ -93,7 +97,9 @@ def info(debug: bool, **kwargs: Dict[str, Any]) -> None: @commands.command() -@click_options(DEBUG_OPTION + OPERATOR_NAME_OPTION + ADS_CONFIG_OPTION) +@click_options( + DEBUG_OPTION + OPERATOR_NAME_OPTION + ADS_CONFIG_OPTION + AUTH_TYPE_OPTION +) @click.option( "--output", help=f"The folder name to save the resulting specification templates.", @@ -236,3 +242,53 @@ def build_conda(debug: bool, **kwargs: Dict[str, Any]) -> None: def publish_conda(debug: bool, **kwargs: Dict[str, Any]) -> None: """Publishes an operator's conda environment to the Object Storage bucket.""" suppress_traceback(debug)(cmd_publish_conda)(**kwargs) + + +@commands.command() +@click_options(DEBUG_OPTION + ADS_CONFIG_OPTION + AUTH_TYPE_OPTION) +@click.option( + "--file", "-f", help="The path to resource YAML file.", required=True, default=None +) +@click.option( + "--backend", + "-b", + help=( + "Backend name or the path to the operator's backend config YAML file. " + f"Example 1: `ads opctl apply -f operator.yaml -b {BACKEND_NAME.LOCAL.value}` " + "Supported backends: " + f"{[BACKEND_NAME.JOB.value,BACKEND_NAME.DATAFLOW.value,BACKEND_NAME.LOCAL.value,]} " + "Example 2: `ads opctl apply -f operator.yaml -b backend.yaml` " + "Use the `ads opctl operator init` command to generate operator's configs. " + ), + required=False, + default=None, +) +@click.option( + "--dry-run", + "-r", + default=False, + is_flag=True, + help="During dry run, the actual operation is not performed, only the steps are enumerated.", +) +@with_auth +def run(debug: bool, **kwargs: Dict[str, Any]) -> None: + """ + Runs the operator with the given specification on the targeted backend. + """ + operator_spec = {} + backend = kwargs.pop("backend") + + auth = {} + if any(ObjectStorageDetails.is_oci_path(uri) for uri in (kwargs["file"], backend)): + auth = authutil.default_signer() + + with fsspec.open(kwargs["file"], "r", **auth) as f: + operator_spec = suppress_traceback(debug)(yaml.safe_load)(f.read()) + + if backend and backend.lower().endswith((".yaml", ".yml")): + with fsspec.open(backend, "r", **auth) as f: + backend = suppress_traceback(debug)(yaml.safe_load)(f.read()) + + suppress_traceback(debug)(cmd_apply)( + config=operator_spec, backend=backend, **kwargs + ) diff --git a/ads/opctl/operator/cmd.py b/ads/opctl/operator/cmd.py index 70f68912e..802489a2f 100644 --- a/ads/opctl/operator/cmd.py +++ b/ads/opctl/operator/cmd.py @@ -8,7 +8,6 @@ import re import runpy import shutil -import sys import tempfile from typing import Any, Dict, Union @@ -22,6 +21,9 @@ runtime_dependency, ) from ads.opctl import logger +from ads.opctl.backend.ads_dataflow import DataFlowOperatorBackend +from ads.opctl.backend.ads_ml_job import MLJobOperatorBackend +from ads.opctl.backend.local import LocalOperatorBackend from ads.opctl.cmds import _BackendFactory from ads.opctl.conda.cmds import create as conda_create from ads.opctl.conda.cmds import publish as conda_publish @@ -320,7 +322,6 @@ def init( @validate_environment def build_image( name: str = None, - gpu: bool = None, rebuild_base_image: bool = None, **kwargs: Dict[str, Any], ) -> None: @@ -331,8 +332,6 @@ def build_image( ---------- name: (str, optional) Name of the operator to build the image. - gpu: (bool, optional) - Whether to build a GPU-enabled Docker image. rebuild_base_image: (optional, bool) If rebuilding both base and operator's images required. kwargs: (Dict, optional). @@ -354,7 +353,7 @@ def build_image( logger.info(f"Building Docker image for the `{operator_info.name}` operator.") # checks if GPU base image needs to be used. - gpu = operator_info.gpu or gpu + gpu = operator_info.gpu cur_dir = os.path.dirname(os.path.abspath(__file__)) base_image_name = OPERATOR_BASE_GPU_IMAGE if gpu else OPERATOR_BASE_IMAGE @@ -661,3 +660,123 @@ def create( Additional key value arguments. """ raise NotImplementedError() + + +def apply(config: Dict, backend: Union[Dict, str] = None, **kwargs) -> None: + """ + Runs the operator with the given specification on the targeted backend. + + Parameters + ---------- + config: Dict + The operator's config. + backend: (Union[Dict, str], optional) + The backend config or backend name to run the operator. + kwargs: (Dict, optional) + Optional key value arguments to run the operator. + """ + p = ConfigProcessor(config).step(ConfigMerger, **kwargs) + + if p.config.get("kind", "").lower() != "operator": + raise RuntimeError("Not supported kind of workload.") + + from ads.opctl.operator import cmd as operator_cmd + from ads.opctl.operator.common.operator_loader import ( + OperatorInfo, + OperatorLoader, + ) + + operator_type = p.config.get("type", "").lower() + + # validation + if not operator_type: + raise ValueError( + f"The `type` attribute must be specified in the operator's config." + ) + + # extracting details about the operator + operator_info: OperatorInfo = OperatorLoader.from_uri(uri=operator_type).load() + + supported_backends = ( + BACKEND_NAME.JOB.value, + BACKEND_NAME.DATAFLOW.value, + BACKEND_NAME.OPERATOR_LOCAL.value, + BACKEND_NAME.LOCAL.value, + ) + + backend_runtime_map = { + BACKEND_NAME.JOB.value.lower(): ( + BACKEND_NAME.JOB.value.lower(), + RUNTIME_TYPE.PYTHON.value.lower(), + ), + BACKEND_NAME.DATAFLOW.value.lower(): ( + BACKEND_NAME.DATAFLOW.value.lower(), + RUNTIME_TYPE.DATAFLOW.value.lower(), + ), + BACKEND_NAME.OPERATOR_LOCAL.value.lower(): ( + BACKEND_NAME.OPERATOR_LOCAL.value.lower(), + RUNTIME_TYPE.PYTHON.value.lower(), + ), + } + + if not backend: + logger.info( + f"Backend config is not provided, the {BACKEND_NAME.LOCAL.value} " + "will be used by default. " + ) + backend = {"kind": BACKEND_NAME.OPERATOR_LOCAL.value} + + if isinstance(backend, str): + backend = { + "kind": BACKEND_NAME.OPERATOR_LOCAL.value + if backend.lower() == BACKEND_NAME.LOCAL.value + else backend + } + + backend_kind = backend.get("kind").lower() or "unknown" + + # If backend kind is Job, then it is necessary to check the infrastructure kind. + # This is necessary, because Jobs and DataFlow have similar kind, + # The only difference would be in the infrastructure kind. + # This is a temporary solution, the logic needs to be placed in the ConfigMerger instead. + if backend_kind == BACKEND_NAME.JOB.value: + if ( + backend.get("spec", {}).get("infrastructure", {}).get("type", "").lower() + == BACKEND_NAME.DATAFLOW.value + ): + backend_kind = BACKEND_NAME.DATAFLOW.value + + if backend_kind not in supported_backends: + raise RuntimeError( + f"Not supported backend - {backend_kind}. Supported backends: {supported_backends}" + ) + + # generate backend specification in case if it is not provided + if not backend.get("spec"): + backends = operator_cmd._init_backend_config( + operator_info=operator_info, **kwargs + ) + backend = backends[backend_runtime_map[backend_kind]] + + p_backend = ConfigProcessor( + {**backend, **{"execution": {"backend": backend_kind}}} + ).step(ConfigMerger, **kwargs) + + p.config["runtime"] = backend + p.config["infrastructure"] = p_backend.config["infrastructure"] + p.config["execution"] = p_backend.config["execution"] + + if p_backend.config["execution"]["backend"].lower() in [ + BACKEND_NAME.OPERATOR_LOCAL.value, + BACKEND_NAME.LOCAL.value, + ]: + if kwargs.get("dry_run"): + logger.info( + "The dry run option is not supported for " + "the local backend and will be ignored." + ) + LocalOperatorBackend(config=p.config, operator_info=operator_info).run() + elif p_backend.config["execution"]["backend"] == BACKEND_NAME.JOB.value: + MLJobOperatorBackend(config=p.config, operator_info=operator_info).run() + elif p_backend.config["execution"]["backend"] == BACKEND_NAME.DATAFLOW.value: + DataFlowOperatorBackend(config=p.config, operator_info=operator_info).run() From d32ac949f815b9c7e3d9f64da4756b5f13f6ee44 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Thu, 28 Sep 2023 11:49:31 -0700 Subject: [PATCH 092/247] Refactors the operator's documentaion. --- ads/common/utils.py | 4 +- ads/opctl/backend/local.py | 2 +- ads/opctl/operator/cli.py | 6 +-- ads/opctl/operator/cmd.py | 40 +++++++++++---- ads/opctl/operator/common/operator_loader.py | 9 +++- .../common/operator_yaml_generator.py | 6 ++- ads/opctl/operator/lowcode/forecast/README.md | 20 ++++---- .../operator/lowcode/forecast/__init__.py | 2 +- .../user_guide/operators/common/explore.rst | 50 +++++++++---------- .../user_guide/operators/common/run.rst | 32 ++++++------ 10 files changed, 101 insertions(+), 70 deletions(-) diff --git a/ads/common/utils.py b/ads/common/utils.py index 920d68801..a2cf22ec3 100644 --- a/ads/common/utils.py +++ b/ads/common/utils.py @@ -1611,7 +1611,9 @@ def is_path_exists(uri: str, auth: Optional[Dict] = None) -> bool: bool: return True if the path exists. """ path_scheme = urlparse(uri).scheme or "file" - storage_options = auth or authutil.default_signer() + storage_options = {} + if path_scheme != "file": + storage_options = auth or authutil.default_signer() if fsspec.filesystem(path_scheme, **storage_options).exists(uri): return True return False diff --git a/ads/opctl/backend/local.py b/ads/opctl/backend/local.py index 73b4d3d20..e979b5ef7 100644 --- a/ads/opctl/backend/local.py +++ b/ads/opctl/backend/local.py @@ -1029,7 +1029,7 @@ def init( with AuthContext(auth=self.auth_type, profile=self.profile): note = ( "# This YAML specification was auto generated by the " - "`ads opctl operator init` command.\n" + "`ads operator init` command.\n" "# The more details about the operator's runtime YAML " "specification can be found in the ADS documentation:\n" "# https://accelerated-data-science.readthedocs.io/en/latest \n\n" diff --git a/ads/opctl/operator/cli.py b/ads/opctl/operator/cli.py index d224a05de..3e717227d 100644 --- a/ads/opctl/operator/cli.py +++ b/ads/opctl/operator/cli.py @@ -254,11 +254,11 @@ def publish_conda(debug: bool, **kwargs: Dict[str, Any]) -> None: "-b", help=( "Backend name or the path to the operator's backend config YAML file. " - f"Example 1: `ads opctl apply -f operator.yaml -b {BACKEND_NAME.LOCAL.value}` " + f"Example 1: `ads operator run -f operator.yaml -b {BACKEND_NAME.LOCAL.value}` " "Supported backends: " f"{[BACKEND_NAME.JOB.value,BACKEND_NAME.DATAFLOW.value,BACKEND_NAME.LOCAL.value,]} " - "Example 2: `ads opctl apply -f operator.yaml -b backend.yaml` " - "Use the `ads opctl operator init` command to generate operator's configs. " + "Example 2: `ads operator run -f operator.yaml -b backend.yaml` " + "Use the `ads operator init` command to generate operator's configs. " ), required=False, default=None, diff --git a/ads/opctl/operator/cmd.py b/ads/opctl/operator/cmd.py index 802489a2f..08a7a1db3 100644 --- a/ads/opctl/operator/cmd.py +++ b/ads/opctl/operator/cmd.py @@ -9,7 +9,7 @@ import runpy import shutil import tempfile -from typing import Any, Dict, Union +from typing import Any, Dict, Union, Tuple import fsspec import yaml @@ -112,6 +112,7 @@ def _init_backend_config( ads_config: Union[str, None] = None, output: Union[str, None] = None, overwrite: bool = False, + backend_kind: Tuple[str] = None, **kwargs: Dict, ): """ @@ -126,6 +127,8 @@ def _init_backend_config( Whether to overwrite the result specification YAML if exists. ads_config: (str, optional) The folder where the ads opctl config located. + backend_kind: (str, optional) + The required backend. kwargs: (Dict, optional). Additional key value arguments. @@ -135,6 +138,11 @@ def _init_backend_config( The dictionary where the key will be a tuple containing runtime kind and type. Example: >>> {("local","python"): {}, ("job", "container"): {}} + + Raises + ------ + RuntimeError + In case if the provided backend is not supported. """ result = {} @@ -186,10 +194,17 @@ def _init_backend_config( ], } - supported_backends = set( - operator_info.backends + [BACKEND_NAME.OPERATOR_LOCAL.value] + supported_backends = tuple( + set(RUNTIME_TYPE_MAP.keys()) & set(operator_info.backends) ) + if backend_kind: + if backend_kind not in supported_backends: + raise RuntimeError( + f"Not supported backend - {backend_kind}. Supported backends: {supported_backends}" + ) + supported_backends = (backend_kind,) + for resource_type in supported_backends: for runtime_type_item in RUNTIME_TYPE_MAP.get(resource_type.lower(), []): runtime_type, runtime_kwargs = next(iter(runtime_type_item.items())) @@ -412,7 +427,7 @@ def build_image( logger.info( f"The operator image `{result_image_name}` has been successfully built. " "To publish the image to OCI Container Registry run the " - f"`ads opctl operator publish-image -n {result_image_name}` command" + f"`ads operator publish-image -n {result_image_name}` command" ) @@ -697,11 +712,16 @@ def apply(config: Dict, backend: Union[Dict, str] = None, **kwargs) -> None: # extracting details about the operator operator_info: OperatorInfo = OperatorLoader.from_uri(uri=operator_type).load() - supported_backends = ( - BACKEND_NAME.JOB.value, - BACKEND_NAME.DATAFLOW.value, - BACKEND_NAME.OPERATOR_LOCAL.value, - BACKEND_NAME.LOCAL.value, + supported_backends = tuple( + set( + ( + BACKEND_NAME.JOB.value, + BACKEND_NAME.DATAFLOW.value, + BACKEND_NAME.OPERATOR_LOCAL.value, + BACKEND_NAME.LOCAL.value, + ) + ) + & set(operator_info.backends) ) backend_runtime_map = { @@ -754,7 +774,7 @@ def apply(config: Dict, backend: Union[Dict, str] = None, **kwargs) -> None: # generate backend specification in case if it is not provided if not backend.get("spec"): backends = operator_cmd._init_backend_config( - operator_info=operator_info, **kwargs + operator_info=operator_info, backend_kind=backend_kind, **kwargs ) backend = backends[backend_runtime_map[backend_kind]] diff --git a/ads/opctl/operator/common/operator_loader.py b/ads/opctl/operator/common/operator_loader.py index 47dfda34c..c6a70980c 100644 --- a/ads/opctl/operator/common/operator_loader.py +++ b/ads/opctl/operator/common/operator_loader.py @@ -21,7 +21,7 @@ from ads.common.decorator.runtime_dependency import runtime_dependency from ads.common.utils import copy_from_uri from ads.opctl import logger -from ads.opctl.constants import OPERATOR_MODULE_PATH +from ads.opctl.constants import BACKEND_NAME, OPERATOR_MODULE_PATH from ads.opctl.operator import __operators__ from .const import ARCH_TYPE, PACK_TYPE @@ -130,7 +130,12 @@ def from_init(cls, **kwargs: Dict) -> "OperatorInfo": conda_type=kwargs.get("__conda_type__", PACK_TYPE.CUSTOM), path=path, keywords=kwargs.get("__keywords__", []), - backends=kwargs.get("__backends__", []), + backends=list( + set( + kwargs.get("__backends__", []) + + [BACKEND_NAME.OPERATOR_LOCAL.value, BACKEND_NAME.LOCAL.value] + ) + ), ) diff --git a/ads/opctl/operator/common/operator_yaml_generator.py b/ads/opctl/operator/common/operator_yaml_generator.py index 82f466788..8c527c851 100644 --- a/ads/opctl/operator/common/operator_yaml_generator.py +++ b/ads/opctl/operator/common/operator_yaml_generator.py @@ -91,7 +91,11 @@ def _generate_example( example = {} for key, value in schema.items(): # only generate values fro required fields - if value.get("required", False) or value.get("dependencies", False): + if ( + value.get("required", False) + or value.get("dependencies", False) + or key in values + ): if not "dependencies" in value or self._check_condition( value["dependencies"], example ): diff --git a/ads/opctl/operator/lowcode/forecast/README.md b/ads/opctl/operator/lowcode/forecast/README.md index 91866cd6c..2abe41619 100644 --- a/ads/opctl/operator/lowcode/forecast/README.md +++ b/ads/opctl/operator/lowcode/forecast/README.md @@ -17,7 +17,7 @@ Follow the [CLI Configuration](https://accelerated-data-science.readthedocs.io/e To generate starter configs, run the command below. This will create a list of YAML configs and place them in the `output` folder. ```bash -ads opctl operator init -n forecast --overwrite --output ~/forecast/ +ads operator init -n forecast --overwrite --output ~/forecast/ ``` The most important files expected to be generated are: @@ -52,13 +52,13 @@ Please review the previously generated `forecast.yaml` file using the `init` com Use the command below to verify the forecasting config. ```bash -ads opctl operator verify -f ~/forecast/forecast.yaml +ads operator verify -f ~/forecast/forecast.yaml ``` Use the following command to run the forecasting within the `ads-forecasting` conda environment. ```bash -ads opctl apply -f ~/forecast/forecast.yaml -b local +ads operator run -f ~/forecast/forecast.yaml -b local ``` The operator will run in your local environment without requiring any additional modifications. @@ -70,7 +70,7 @@ To run the forecasting operator within a local container, follow these steps: Use the command below to build the forecast container. ```bash -ads opctl operator build-image -n forecast +ads operator build-image -n forecast ``` This will create a new `forecast:v1` image, with `/etc/operator` as the designated working directory within the container. @@ -108,7 +108,7 @@ version: v1 Run the forecasting within a container using the command below: ```bash -ads opctl apply -f ~/forecast/forecast.yaml --backend-config ~/forecast/backend_operator_local_container_config.yaml +ads operator run -f ~/forecast/forecast.yaml --backend-config ~/forecast/backend_operator_local_container_config.yaml ``` ## 5. Running forecasting in the Data Science job within container runtime @@ -118,7 +118,7 @@ To execute the forecasting operator within a Data Science job using container ru You can use the following command to build the forecast container. This step can be skipped if you have already done this for running the operator within a local container. ```bash -ads opctl operator build-image -n forecast +ads operator build-image -n forecast ``` This will create a new `forecast:v1` image, with `/etc/operator` as the designated working directory within the container. @@ -132,7 +132,7 @@ Publish the `forecast:v1` container to the [Oracle Container Registry](https://d To publish `forecast:v1` to OCR, use the command posted below: ```bash -ads opctl operator publish-image forecast:v1 --registry +ads operator publish-image forecast:v1 --registry ``` After the container is published to OCR, it can be used within Data Science jobs service. Check the `backend_job_container_config.yaml` config file. It should contain pre-populated infrastructure and runtime sections. The runtime section should contain an image property, something like `image: iad.ocir.io//forecast:v1`. More details about supported options can be found in the ADS Jobs documentation - [Run a Container](https://accelerated-data-science.readthedocs.io/en/latest/user_guide/jobs/run_container.html). @@ -151,7 +151,7 @@ test_data: Run the forecasting on the Data Science jobs using the command posted below: ```bash -ads opctl apply -f ~/forecast/forecast.yaml --backend-config ~/forecast/backend_job_container_config.yaml +ads operator run -f ~/forecast/forecast.yaml --backend-config ~/forecast/backend_job_container_config.yaml ``` The logs can be monitored using the `ads opctl watch` command. @@ -167,7 +167,7 @@ To execute the forecasting operator within a Data Science job using conda runtim You can use the following command to build the forecast conda environment. ```bash -ads opctl operator build-conda -n forecast +ads operator build-conda -n forecast ``` This will create a new `forecast_v1` conda environment and place it in the folder specified within `ads opctl configure` command. @@ -204,7 +204,7 @@ test_data: Run the forecasting on the Data Science jobs using the command posted below: ```bash -ads opctl apply -f ~/forecast/forecast.yaml --backend-config ~/forecast/backend_job_python_config.yaml +ads operator run -f ~/forecast/forecast.yaml --backend-config ~/forecast/backend_job_python_config.yaml ``` The logs can be monitored using the `ads opctl watch` command. diff --git a/ads/opctl/operator/lowcode/forecast/__init__.py b/ads/opctl/operator/lowcode/forecast/__init__.py index 518063a50..37113ffba 100644 --- a/ads/opctl/operator/lowcode/forecast/__init__.py +++ b/ads/opctl/operator/lowcode/forecast/__init__.py @@ -25,6 +25,6 @@ __short_description__ = """ Forecasting operator, that leverages historical time series data to generate accurate -forecasts for future trends. Use `ads opctl operator info forecast` +forecasts for future trends. Use `ads operator info forecast` to get more details about the forecasting operator. """ diff --git a/docs/source/user_guide/operators/common/explore.rst b/docs/source/user_guide/operators/common/explore.rst index 0540d5728..4d7fb23fa 100644 --- a/docs/source/user_guide/operators/common/explore.rst +++ b/docs/source/user_guide/operators/common/explore.rst @@ -16,33 +16,33 @@ After ensuring that you have all the necessary prerequisites in order, the next CLI Overview ============ -The ``ads opctl operator`` CLI tool is your trusty companion when working with operators. It simplifies the process, making it easy to explore the catalog of registered operators, gain insights into their specific use cases, and configure them to meet your needs. Additionally, this tool provides assistance in constructing Docker containers or setting up Conda environments to execute the operator, all while guiding you through the essential steps for running them. +The ``ads operator`` CLI tool is your trusty companion when working with operators. It simplifies the process, making it easy to explore the catalog of registered operators, gain insights into their specific use cases, and configure them to meet your needs. Additionally, this tool provides assistance in constructing Docker containers or setting up Conda environments to execute the operator, all while guiding you through the essential steps for running them. Let's start from the very beginning by calling the following command in your terminal to see a list of supported CLI commands: .. code-block:: bash - ads opctl operator --help + ads operator --help This command provides a concise overview of all available commands. -- ``ads opctl operator list``: Retrieve a list of registered operators with this command. +- ``ads operator list``: Retrieve a list of registered operators with this command. -- ``ads opctl operator info``: Obtain detailed information about a specific operator using this command. It offers comprehensive instructions on how to configure and run the operator across different environments and runtimes. +- ``ads operator info``: Obtain detailed information about a specific operator using this command. It offers comprehensive instructions on how to configure and run the operator across different environments and runtimes. -- ``ads opctl operator init``: Generate starter YAML configurations for an operator with this command. +- ``ads operator init``: Generate starter YAML configurations for an operator with this command. -- ``ads opctl operator verify``: Ensure the correctness of an operator's YAML specification using this command. +- ``ads operator verify``: Ensure the correctness of an operator's YAML specification using this command. -- ``ads opctl operator build-conda``: Build a new Conda environment tailored to a particular operator using this command. +- ``ads operator build-conda``: Build a new Conda environment tailored to a particular operator using this command. -- ``ads opctl operator publish-conda``: Publish the operator's Conda environment to the Object Storage bucket with this command. +- ``ads operator publish-conda``: Publish the operator's Conda environment to the Object Storage bucket with this command. -- ``ads opctl operator build-image``: Create a new image customized for the operator using this command. +- ``ads operator build-image``: Create a new image customized for the operator using this command. -- ``ads opctl operator publish-image``: Publish the operator's image to the container registry with this command. +- ``ads operator publish-image``: Publish the operator's image to the container registry with this command. Listing Operators @@ -52,7 +52,7 @@ Begin by browsing our operator catalog to discover the pre-packaged solutions av .. code-block:: bash - ads opctl operator list + ads operator list .. figure:: figures/operator_list.png @@ -66,7 +66,7 @@ Each operator is accompanied by highly detailed instructions explaining how it c .. code-block:: bash - ads opctl operator info --help + ads operator info --help .. figure:: figures/operator_info.png @@ -75,7 +75,7 @@ Each operator is accompanied by highly detailed instructions explaining how it c .. code-block:: bash - ads opctl operator info --name + ads operator info --name .. figure:: figures/operator_info1.png @@ -108,7 +108,7 @@ Now let's explore the ``init`` command. .. code-block:: bash - ads opctl operator init --help + ads operator init --help .. figure:: figures/operator_init.png :align: center @@ -117,7 +117,7 @@ To create starter configuration files, execute the following command. .. code-block:: bash - ads opctl operator init -n --overwrite --output ~/ + ads operator init -n --overwrite --output ~/ **The essential files generated include:** @@ -146,7 +146,7 @@ Before proceeding to run an operator, it's essential to verify the operator's co .. code-block:: bash - ads opctl operator verify --help + ads operator verify --help .. figure:: figures/operator_config_verify.png :align: center @@ -157,7 +157,7 @@ Verification helps you catch any errors or inconsistencies in the operator's con .. code-block:: bash - ads opctl operator verify -f ~//config/.yaml + ads operator verify -f ~//config/.yaml .. figure:: figures/operator_config_verify_result.png :align: center @@ -169,7 +169,7 @@ In order to run an operator within a local container or utilize it with the OCI .. code-block:: bash - ads opctl operator build-image --help + ads operator build-image --help .. figure:: figures/build_operator_image.png :align: center @@ -178,7 +178,7 @@ The fundamental attribute you need to provide is ``--name``, which represents th .. code-block:: bash - ads opctl operator build-image --name + ads operator build-image --name An interesting point to note is that the operator's container can be built to accommodate both CPU and GPU architectures, although this capability depends on the specific operator's requirements. @@ -192,7 +192,7 @@ After successfully building the operator's image, the next step is to publish it .. code-block:: bash - ads opctl operator publish-image --help + ads operator publish-image --help .. figure:: figures/publish_operator_image.png :align: center @@ -201,7 +201,7 @@ The only mandatory parameter for this command is the image name that you wish to .. code-block:: bash - ads opctl operator publish-image --name + ads operator publish-image --name While the image name is the only required parameter, you also have the option to provide the ``registry`` parameter if needed. By default, the information about the registry where the container should be published is retrieved from the ADS config generated during the :doc:`Configure Defaults<../../cli/opctl/configure>` step. @@ -217,7 +217,7 @@ To build the operator's Conda environment, follow these steps: .. code-block:: bash - ads opctl operator build-conda --help + ads operator build-conda --help .. figure:: figures/build_operator_conda.png :align: center @@ -226,7 +226,7 @@ The only mandatory parameter for this command is the ``--name`` of the operator. .. code-block:: bash - ads opctl operator build-conda --name + ads operator build-conda --name Once you have successfully built the Conda environment, you will need to publish it to OCI Object Storage. This step allows the OCI Data Science Jobs and Data Flow services to utilize the Conda environment seamlessly. @@ -238,7 +238,7 @@ To make a locally built Conda environment available in the OCI Object Storage bu .. code-block:: bash - ads opctl operator publish-conda --help + ads operator publish-conda --help .. figure:: figures/publish_operator_conda.png :align: center @@ -247,6 +247,6 @@ For instance, if you have constructed a Conda environment for the specific opera .. code-block:: bash - ads opctl operator publish-conda --name + ads operator publish-conda --name Publishing the Conda environment to OCI Object Storage enables the OCI Data Science Jobs and Data Flow services to access and utilize this environment efficiently. This step is essential to ensure that your operators run seamlessly within the OCI ecosystem. diff --git a/docs/source/user_guide/operators/common/run.rst b/docs/source/user_guide/operators/common/run.rst index 68047214c..258ed4de3 100644 --- a/docs/source/user_guide/operators/common/run.rst +++ b/docs/source/user_guide/operators/common/run.rst @@ -19,7 +19,7 @@ The first step is to generate starter kit configurations that simplify the execu .. code-block:: bash - ads opctl operator init -n + ads operator init -n Run Operator Locally @@ -33,19 +33,19 @@ Within Local Environment To run the operator locally, follow these steps: 1. Create and activate a new conda environment named ````. -2. Install all the required libraries listed in the ``environment.yaml`` file generated by the ``ads opctl operator init --name `` command. -3. Review the ``.yaml`` file generated by the ``ads opctl operator init`` command and make necessary adjustments to input and output file locations. +2. Install all the required libraries listed in the ``environment.yaml`` file generated by the ``ads operator init --name `` command. +3. Review the ``.yaml`` file generated by the ``ads operator init`` command and make necessary adjustments to input and output file locations. 4. Verify the operator's configuration using the following command: .. code-block:: bash - ads opctl operator verify -f .yaml + ads operator verify -f .yaml 5. To run the operator within the ```` conda environment, use this command: .. code-block:: bash - ads opctl apply -f .yaml -b local + ads operator run -f .yaml -b local The operator will be run in your local environment without requiring additional modifications. @@ -58,7 +58,7 @@ To run the operator within a local container, follow these steps: .. code-block:: bash - ads opctl operator build-image -n + ads operator build-image -n This command creates a new ``:`` image with ``/etc/operator`` as the working directory within the container. @@ -81,7 +81,7 @@ Following is the YAML schema for validating the runtime YAML using `Cerberus .yaml -b backend_operator_local_container_config.yaml + ads operator run -f .yaml -b backend_operator_local_container_config.yaml Run Operator In Data Science Job @@ -108,7 +108,7 @@ To execute the operator within a Data Science job using :doc:`container <../../j .. code-block:: bash - ads opctl operator build-image -n + ads operator build-image -n This creates a new ``:`` image with ``/etc/operator`` as the working directory within the container. @@ -118,7 +118,7 @@ To publish ``:`` to OCR, use this command: .. code-block:: bash - ads opctl operator publish-image --name forecast --registry + ads operator publish-image --name forecast --registry After publishing the container to OCR, you can use it within Data Science jobs service. Check the ``backend_job_container_config.yaml`` configuration file built during initializing the starter configs for the operator. It should contain pre-populated infrastructure and runtime sections. The runtime section should have an image property, like ``image: iad.ocir.io//:``. @@ -128,7 +128,7 @@ After publishing the container to OCR, you can use it within Data Science jobs s .. code-block:: bash - ads opctl apply -f .yaml -b backend_job_container_config.yaml + ads operator run -f .yaml -b backend_job_container_config.yaml You can run the operator within the ``--dry-run`` attribute to check the final configs that will be used to run the operator on the service. @@ -147,7 +147,7 @@ To execute the operator within a Data Science job using the conda runtime, follo .. code-block:: bash - ads opctl operator build-conda -n + ads operator build-conda -n This creates a new ``_`` conda environment and places it in the folder specified within the ``ads opctl configure`` command. @@ -155,7 +155,7 @@ This creates a new ``_`` conda environment and .. code-block:: bash - ads opctl operator publish --name + ads operator publish --name For more details on configuring the CLI, refer to the :doc:`Explore & Configure Operators<./explore>` documentation. @@ -173,7 +173,7 @@ For more details on configuring the CLI, refer to the :doc:`Explore & Configure .. code-block:: bash - ads opctl apply -f .yaml --backend-config backend_job_python_config.yaml + ads operator run -f .yaml --backend-config backend_job_python_config.yaml 6. Monitor the logs using the ``ads opctl watch`` command:: @@ -190,7 +190,7 @@ To execute the operator within a Data Flow application follow these steps: .. code-block:: bash - ads opctl operator build-conda -n + ads operator build-conda -n This creates a new ``_`` conda environment and places it in the folder specified within the ``ads opctl configure`` command. @@ -198,7 +198,7 @@ This creates a new ``_`` conda environment and .. code-block:: bash - ads opctl operator publish --name + ads operator publish --name For more details on configuring the CLI, refer to the :doc:`Explore & Configure Operators<./explore>` documentation. @@ -217,7 +217,7 @@ After publishing the conda environment to Object Storage, you can use it within .. code-block:: bash - ads opctl apply -f .yaml --backend-config backend_dataflow_dataflow_config.yaml + ads operator run -f .yaml --backend-config backend_dataflow_dataflow_config.yaml 5. Monitor the logs using the ``ads opctl watch`` command:: From 13eaf2ddf0987e2d2ce1f4bdbf1f32227060bd63 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Thu, 28 Sep 2023 13:09:44 -0700 Subject: [PATCH 093/247] Fixes the problem with the operator's base image. --- ads/opctl/docker/operator/environment.yaml | 2 +- ads/opctl/operator/cmd.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/ads/opctl/docker/operator/environment.yaml b/ads/opctl/docker/operator/environment.yaml index e0aafc9b0..6bd6cac5e 100644 --- a/ads/opctl/docker/operator/environment.yaml +++ b/ads/opctl/docker/operator/environment.yaml @@ -5,4 +5,4 @@ dependencies: - python=3.8 - pip - pip: - - oracle-ads[opctl] + - "git+https://github.com/oracle/accelerated-data-science.git@feature/forecasting#egg=oracle-ads" diff --git a/ads/opctl/operator/cmd.py b/ads/opctl/operator/cmd.py index 08a7a1db3..f383443f3 100644 --- a/ads/opctl/operator/cmd.py +++ b/ads/opctl/operator/cmd.py @@ -377,7 +377,7 @@ def build_image( client = docker.from_env() client.api.inspect_image(base_image_name) if rebuild_base_image: - raise docker.errors.ImageNotFound() + raise docker.errors.ImageNotFound("The base operator's image not found.") except docker.errors.ImageNotFound: logger.info(f"Building the base operator's image `{base_image_name}`.") From e97f7bb5e590510edadaa5d0fecf49bb6671a28b Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Sun, 1 Oct 2023 23:17:14 -0700 Subject: [PATCH 094/247] Moves operator information form the init file to the MLoperator yaml. --- MANIFEST.in | 1 + ads/opctl/backend/ads_dataflow.py | 4 +- ads/opctl/backend/ads_ml_job.py | 10 +- ads/opctl/backend/local.py | 6 +- ads/opctl/operator/cmd.py | 52 ++++++----- ads/opctl/operator/common/operator_loader.py | 91 +++++++++---------- .../operator/common/operator_schema.yaml | 48 ++++++++++ .../operator/lowcode/forecast/MLoperator | 17 ++++ .../operator/lowcode/forecast/__init__.py | 25 ----- 9 files changed, 150 insertions(+), 104 deletions(-) create mode 100644 ads/opctl/operator/common/operator_schema.yaml create mode 100644 ads/opctl/operator/lowcode/forecast/MLoperator diff --git a/MANIFEST.in b/MANIFEST.in index 6c04a7dc3..b7e2d86ea 100644 --- a/MANIFEST.in +++ b/MANIFEST.in @@ -27,3 +27,4 @@ include ads/model/common/*.* include ads/operator/**/*.md include ads/operator/**/*.yaml include ads/operator/**/*.whl +include ads/operator/**/MLoperator diff --git a/ads/opctl/backend/ads_dataflow.py b/ads/opctl/backend/ads_dataflow.py index 2d4e76c6c..903609575 100644 --- a/ads/opctl/backend/ads_dataflow.py +++ b/ads/opctl/backend/ads_dataflow.py @@ -265,7 +265,7 @@ def _adjust_common_information(self): if self.job.name.lower().startswith("{job"): self.job.with_name( - f"job_{self.operator_info.name.lower()}" + f"job_{self.operator_info.type.lower()}" f"_{self.operator_version.lower()}" ) self.job.runtime.with_maximum_runtime_in_minutes( @@ -276,7 +276,7 @@ def _adjust_common_information(self): # prepare run.py file to run the operator script_file = os.path.join( - temp_dir, f"{self.operator_info.name}_{int(time.time())}_run.py" + temp_dir, f"{self.operator_info.type}_{int(time.time())}_run.py" ) operator_module = f"{OPERATOR_MODULE_PATH}.{self.operator_type}" diff --git a/ads/opctl/backend/ads_ml_job.py b/ads/opctl/backend/ads_ml_job.py index 96177351f..573ea1075 100644 --- a/ads/opctl/backend/ads_ml_job.py +++ b/ads/opctl/backend/ads_ml_job.py @@ -589,7 +589,7 @@ def _adjust_common_information(self): if self.job.name.lower().startswith("{job"): self.job.with_name( - f"job_{self.operator_info.name.lower()}" + f"job_{self.operator_info.type.lower()}" f"_{self.operator_version.lower()}" ) self.job.runtime.with_maximum_runtime_in_minutes( @@ -604,7 +604,7 @@ def _adjust_container_runtime(self): [ "python3", "-m", - f"{self.operator_info.name}", + f"{self.operator_info.type}", ] ) self.job.runtime.with_environment_variable( @@ -624,15 +624,15 @@ def _adjust_python_runtime(self): # prepare run.sh file to run the operator's code script_file = os.path.join( - temp_dir, f"{self.operator_info.name}_{int(time.time())}_run.sh" + temp_dir, f"{self.operator_info.type}_{int(time.time())}_run.sh" ) with open(script_file, "w") as fp: - fp.write(f"python3 -m {self.operator_info.name}") + fp.write(f"python3 -m {self.operator_info.type}") # copy the operator's source code to the temporary folder shutil.copytree( self.operator_info.path.rstrip("/"), - os.path.join(temp_dir, self.operator_info.name), + os.path.join(temp_dir, self.operator_info.type), dirs_exist_ok=True, ) diff --git a/ads/opctl/backend/local.py b/ads/opctl/backend/local.py index e979b5ef7..c7e817af1 100644 --- a/ads/opctl/backend/local.py +++ b/ads/opctl/backend/local.py @@ -896,13 +896,13 @@ def _run_with_python(self) -> int: # run operator operator_spec = json.dumps(self.operator_config) - sys.argv = [self.operator_info.name, "--spec", operator_spec] + sys.argv = [self.operator_info.type, "--spec", operator_spec] print(f"{'*' * 50} Runtime Config {'*' * 50}") print(runtime.to_yaml()) try: - runpy.run_module(self.operator_info.name, run_name="__main__") + runpy.run_module(self.operator_info.type, run_name="__main__") except SystemExit as exception: return exception.code else: @@ -944,7 +944,7 @@ def _run_with_container(self) -> int: image=runtime.spec.image, bind_volumes=bind_volumes, env_vars=env_vars, - command=f"'python3 -m {self.operator_info.name}'", + command=f"'python3 -m {self.operator_info.type}'", ) def run(self, **kwargs: Dict) -> Dict: diff --git a/ads/opctl/operator/cmd.py b/ads/opctl/operator/cmd.py index f383443f3..332c6ae11 100644 --- a/ads/opctl/operator/cmd.py +++ b/ads/opctl/operator/cmd.py @@ -63,9 +63,9 @@ def list() -> None: tabulate( ( { - "Name": item.name, + "Type": item.type, "Version": item.version, - "Description": item.short_description, + "Description": item.description, } for item in _operator_info_list() ), @@ -99,9 +99,17 @@ def info( console = Console() operator_info = OperatorLoader.from_uri(uri=name).load() + operator_readme = None + if operator_info.path: + readme_file_path = os.path.join(operator_info.path, "readme.md") + if os.path.exists(readme_file_path): + with open(readme_file_path, "r") as readme_file: + operator_readme = readme_file.read() + console.print( Markdown( - operator_info.description + operator_readme + or operator_info.description or "The description for this operator has not been specified." ) ) @@ -147,7 +155,7 @@ def _init_backend_config( result = {} freeform_tags = { - "operator": f"{operator_info.name}:{operator_info.version}", + "operator": f"{operator_info.type}:{operator_info.version}", } # generate supported backend specifications templates YAML @@ -163,7 +171,7 @@ def _init_backend_config( }, { RUNTIME_TYPE.CONTAINER: { - "image_name": f"{operator_info.name}:{operator_info.version}", + "image_name": f"{operator_info.type}:{operator_info.version}", "freeform_tags": freeform_tags, } }, @@ -180,14 +188,14 @@ def _init_backend_config( { RUNTIME_TYPE.CONTAINER: { "kind": "operator", - "type": operator_info.name, + "type": operator_info.type, "version": operator_info.version, } }, { RUNTIME_TYPE.PYTHON: { "kind": "operator", - "type": operator_info.name, + "type": operator_info.type, "version": operator_info.version, } }, @@ -294,20 +302,20 @@ def init( # generating operator specification try: operator_cmd_module = runpy.run_module( - f"{operator_info.name}.cmd", run_name="init" + f"{operator_info.type}.cmd", run_name="init" ) operator_specification_template = operator_cmd_module.get("init", lambda: "")( **{**kwargs, **{"type": name}} ) if operator_specification_template: with fsspec.open( - os.path.join(output, f"{operator_info.name}.yaml"), mode="w" + os.path.join(output, f"{operator_info.type}.yaml"), mode="w" ) as f: f.write(operator_specification_template) except Exception as ex: logger.info( "The operator's specification was not generated " - f"because it is not supported by the `{operator_info.name}` operator." + f"because it is not supported by the `{operator_info.type}` operator." ) logger.debug(ex) @@ -365,7 +373,7 @@ def build_image( # load operator info operator_info: OperatorInfo = OperatorLoader.from_uri(uri=name).load() - logger.info(f"Building Docker image for the `{operator_info.name}` operator.") + logger.info(f"Building Docker image for the `{operator_info.type}` operator.") # checks if GPU base image needs to be used. gpu = operator_info.gpu @@ -404,12 +412,12 @@ def build_image( run_command = [ f"FROM {base_image_name}", - f"COPY ./operator/ $OPERATOR_DIR/{operator_info.name}/", + f"COPY ./operator/ $OPERATOR_DIR/{operator_info.type}/", "RUN yum install -y libX11", ] if os.path.exists(os.path.join(td, "operator", "environment.yaml")): run_command.append( - f"RUN mamba env update -f $OPERATOR_DIR/{operator_info.name}/environment.yaml " + f"RUN mamba env update -f $OPERATOR_DIR/{operator_info.type}/environment.yaml " "--name $CONDA_ENV_NAME && conda clean -afy" ) @@ -420,7 +428,7 @@ def build_image( result_image_name = _build_image( dockerfile=custom_docker_file, - image_name=operator_info.name, + image_name=operator_info.type, tag=operator_info.version, ) @@ -477,11 +485,11 @@ def publish_image( # load operator info operator_info: OperatorInfo = OperatorLoader.from_uri(uri=name).load() try: - image = f"{operator_info.name}:{operator_info.version or 'undefined'}" + image = f"{operator_info.type}:{operator_info.version or 'undefined'}" # check if the operator's image exists client.api.inspect_image(image) except docker.errors.ImageNotFound: - raise OperatorImageNotFoundError(operator_info.name) + raise OperatorImageNotFoundError(operator_info.type) # extract registry from the ADS config. if not registry: @@ -524,7 +532,7 @@ def verify( # validate operator try: operator_module = runpy.run_module( - f"{operator_info.name}.operator", + f"{operator_info.type}.operator", run_name="verify", ) operator_module.get("verify")(config, **kwargs) @@ -532,7 +540,7 @@ def verify( print(ex) logger.debug(ex) raise ValueError( - f"The validator is not implemented for the `{operator_info.name}` operator." + f"The validator is not implemented for the `{operator_info.type}` operator." ) @@ -579,11 +587,11 @@ def build_conda( # load operator info operator_info: OperatorInfo = OperatorLoader.from_uri(uri=name).load() - logger.info(f"Building conda environment for the `{operator_info.name}` operator.") + logger.info(f"Building conda environment for the `{operator_info.type}` operator.") # invoke the conda create command conda_create( - name=operator_info.name, + name=operator_info.type, version=re.sub("[^0-9.]", "", operator_info.version), environment_file=os.path.join(operator_info.path, "environment.yaml"), conda_pack_folder=conda_pack_folder, @@ -635,7 +643,7 @@ def publish_conda( operator_info: OperatorInfo = OperatorLoader.from_uri(uri=name).load() version = re.sub("[^0-9.]", "", operator_info.version) - slug = f"{operator_info.name}_v{version}".replace(" ", "").replace(".", "_").lower() + slug = f"{operator_info.type}_v{version}".replace(" ", "").replace(".", "_").lower() # invoke the conda publish command try: @@ -647,7 +655,7 @@ def publish_conda( **kwargs, ) except FileNotFoundError: - raise OperatorCondaNotFoundError(operator_info.name) + raise OperatorCondaNotFoundError(operator_info.type) def create( diff --git a/ads/opctl/operator/common/operator_loader.py b/ads/opctl/operator/common/operator_loader.py index c6a70980c..2c1eff964 100644 --- a/ads/opctl/operator/common/operator_loader.py +++ b/ads/opctl/operator/common/operator_loader.py @@ -17,8 +17,11 @@ from typing import Any, Dict, List from urllib.parse import urlparse +from yaml import SafeLoader as loader + from ads.common import auth as authutil from ads.common.decorator.runtime_dependency import runtime_dependency +from ads.common.serializer import DataClassSerializable from ads.common.utils import copy_from_uri from ads.opctl import logger from ads.opctl.constants import BACKEND_NAME, OPERATOR_MODULE_PATH @@ -31,14 +34,14 @@ MAIN_BRANCH = "main" -@dataclass -class OperatorInfo: +@dataclass(repr=True) +class OperatorInfo(DataClassSerializable): """Class representing brief information about the operator. Attributes ---------- - name (str) - The name of the operator. + type (str) + The type of the operator. gpu (bool) Whether the operator supports GPU. short_description (str) @@ -64,9 +67,8 @@ class OperatorInfo: Generates the conda prefix for the custom conda pack. """ - name: str + type: str gpu: bool - short_description: str description: str version: str conda: str @@ -92,51 +94,51 @@ def conda_prefix(self) -> str: """ return os.path.join( f"{ARCH_TYPE.GPU if self.gpu else ARCH_TYPE.CPU}", - self.name, + self.type, re.sub("[^0-9.]", "", self.version), - f"{self.name}_{self.version}", + f"{self.type}_{self.version}", ) + def __post_init__(self): + self.gpu = self.gpu == "yes" + self.version = self.version or "v1" + self.conda_type = self.conda_type or PACK_TYPE.CUSTOM + self.conda = self.conda or f"{self.type}_{self.version}" + @classmethod - def from_init(cls, **kwargs: Dict) -> "OperatorInfo": - """ - Instantiates the class from the initial operator details config. + def from_yaml( + cls, + yaml_string: str = None, + uri: str = None, + loader: callable = loader, + **kwargs, + ) -> "OperatorInfo": + """Creates an object from YAML string provided or from URI location containing YAML string Parameters ---------- - **kwargs (Dict) - Keyword arguments containing operator details. + yaml_string (string, optional): YAML string. Defaults to None. + uri (string, optional): URI location of file containing YAML string. Defaults to None. + loader (callable, optional): Custom YAML loader. Defaults to CLoader/SafeLoader. + kwargs (dict): keyword arguments to be passed into fsspec.open(). + For OCI object storage, this should be config="path/to/.oci/config". + For other storage connections consider e.g. host, port, username, password, etc. + + Raises + ------ + ValueError + Raised if neither string nor uri is provided Returns ------- - OperatorInfo - An instance of OperatorInfo. - """ - path = kwargs.get("__operator_path__") - operator_readme = None - if path: - readme_file_path = os.path.join(path, "readme.md") - if os.path.exists(readme_file_path): - with open(readme_file_path, "r") as readme_file: - operator_readme = readme_file.read() - - return OperatorInfo( - name=kwargs.get("__type__"), - gpu=kwargs.get("__gpu__", "").lower() == "yes", - description=operator_readme or kwargs.get("__short_description__"), - short_description=kwargs.get("__short_description__"), - version=kwargs.get("__version__"), - conda=kwargs.get("__conda__"), - conda_type=kwargs.get("__conda_type__", PACK_TYPE.CUSTOM), - path=path, - keywords=kwargs.get("__keywords__", []), - backends=list( - set( - kwargs.get("__backends__", []) - + [BACKEND_NAME.OPERATOR_LOCAL.value, BACKEND_NAME.LOCAL.value] - ) - ), + cls + Returns instance of the class + """ + obj: OperatorInfo = super().from_yaml( + yaml_string=yaml_string, uri=uri, loader=loader, **kwargs ) + obj.path = os.path.dirname(uri) + return obj class Loader(ABC): @@ -712,13 +714,8 @@ def _operator_info(path: str = None, name: str = None) -> OperatorInfo: importlib.import_module(f"{OPERATOR_MODULE_PATH}.{name}") ) ) - - module_name = os.path.basename(path.rstrip("/")) - module_path = f"{path.rstrip('/')}/__init__.py" - return OperatorInfo.from_init( - **_module_constant_values(module_name, module_path) - ) - except (ModuleNotFoundError, FileNotFoundError) as ex: + return OperatorInfo.from_yaml(uri=os.path.join(path, "MLoperator")) + except FileNotFoundError as ex: logger.debug(ex) raise OperatorNotFoundError(name or path) diff --git a/ads/opctl/operator/common/operator_schema.yaml b/ads/opctl/operator/common/operator_schema.yaml new file mode 100644 index 000000000..f862c59b6 --- /dev/null +++ b/ads/opctl/operator/common/operator_schema.yaml @@ -0,0 +1,48 @@ +type: + required: false + type: string + meta: + description: "The type of the operator." +version: + required: true + type: string + default: v1 + meta: + description: "The version of the operator." +description: + required: false + type: string + meta: + description: "The short description of the operator." +gpu: + required: false + type: string + default: no + allowed: + - yes + - no + meta: + description: "If the operator requires GPU cluster." +keywords: + required: false + type: list + schema: + type: string + meta: + description: "The operator's keywords." +backends: + required: false + type: list + schema: + type: string + meta: + description: "The operator's supported backends. Can be [job, dataflow]" +conda_type: + required: false + type: string + default: custom + allowed: + - service + - custom + meta: + description: "The operator's conda environment type. Can be either service or custom type." diff --git a/ads/opctl/operator/lowcode/forecast/MLoperator b/ads/opctl/operator/lowcode/forecast/MLoperator new file mode 100644 index 000000000..e1b32afc3 --- /dev/null +++ b/ads/opctl/operator/lowcode/forecast/MLoperator @@ -0,0 +1,17 @@ +type: forecast +version: v1 +conda_type: custom +gpu: no +keywords: + - Prophet + - AutoML + - ARIMA + - RNN + - LSTM +backends: + - job + - dataflow +description: | + Forecasting operator, that leverages historical time series data to generate accurate + forecasts for future trends. Use `ads operator info forecast` to get more details about + the forecasting operator." diff --git a/ads/opctl/operator/lowcode/forecast/__init__.py b/ads/opctl/operator/lowcode/forecast/__init__.py index 37113ffba..b8d0460f5 100644 --- a/ads/opctl/operator/lowcode/forecast/__init__.py +++ b/ads/opctl/operator/lowcode/forecast/__init__.py @@ -3,28 +3,3 @@ # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ - -import os - -__operator_path__ = os.path.dirname(__file__) - -__type__ = os.path.basename(__operator_path__.rstrip("/")) - -__version__ = "v1" - -__conda__ = f"{__type__}_{__version__}" - -__conda_type__ = "custom" # service/custom - -__gpu__ = "no" # yes/no - -__keywords__ = ["Prophet", "AutoML", "ARIMA", "RNN", "LSTM"] - -__backends__ = ["job", "dataflow"] # job/dataflow/ - - -__short_description__ = """ -Forecasting operator, that leverages historical time series data to generate accurate -forecasts for future trends. Use `ads operator info forecast` -to get more details about the forecasting operator. -""" From 076cb588304d3975e00c17e6d968e1b4854c4b7d Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Sun, 1 Oct 2023 23:46:14 -0700 Subject: [PATCH 095/247] Replaces the name attribute with the type one in the ads operator cli. --- ads/opctl/operator/cli.py | 22 ++--- ads/opctl/operator/cmd.py | 90 +++++++++---------- ads/opctl/operator/lowcode/forecast/README.md | 8 +- 3 files changed, 60 insertions(+), 60 deletions(-) diff --git a/ads/opctl/operator/cli.py b/ads/opctl/operator/cli.py index 3e717227d..318159dec 100644 --- a/ads/opctl/operator/cli.py +++ b/ads/opctl/operator/cli.py @@ -46,12 +46,12 @@ ), ) -OPERATOR_NAME_OPTION = ( +OPERATOR_TYPE_OPTION = ( click.option( - "--name", - "-n", + "--type", + "-t", help=( - "The name of the operator. " + "The type of the operator. " f"Available service operators: `{'`, `'.join(__operators__)}`." ), required=True, @@ -88,7 +88,7 @@ def list(debug: bool, **kwargs: Dict[str, Any]) -> None: @commands.command() @click_options( - DEBUG_OPTION + OPERATOR_NAME_OPTION + ADS_CONFIG_OPTION + AUTH_TYPE_OPTION + DEBUG_OPTION + OPERATOR_TYPE_OPTION + ADS_CONFIG_OPTION + AUTH_TYPE_OPTION ) @with_auth def info(debug: bool, **kwargs: Dict[str, Any]) -> None: @@ -98,7 +98,7 @@ def info(debug: bool, **kwargs: Dict[str, Any]) -> None: @commands.command() @click_options( - DEBUG_OPTION + OPERATOR_NAME_OPTION + ADS_CONFIG_OPTION + AUTH_TYPE_OPTION + DEBUG_OPTION + OPERATOR_TYPE_OPTION + ADS_CONFIG_OPTION + AUTH_TYPE_OPTION ) @click.option( "--output", @@ -120,7 +120,7 @@ def init(debug: bool, **kwargs: Dict[str, Any]) -> None: @commands.command() -@click_options(DEBUG_OPTION + OPERATOR_NAME_OPTION) +@click_options(DEBUG_OPTION + OPERATOR_TYPE_OPTION) @click.option( "--gpu", "-g", @@ -143,7 +143,7 @@ def build_image(debug: bool, **kwargs: Dict[str, Any]) -> None: @commands.command() -@click_options(DEBUG_OPTION + OPERATOR_NAME_OPTION + ADS_CONFIG_OPTION) +@click_options(DEBUG_OPTION + OPERATOR_TYPE_OPTION + ADS_CONFIG_OPTION) @click.option( "--registry", "-r", @@ -158,7 +158,7 @@ def publish_image(debug, **kwargs): @commands.command(hidden=True) -@click_options(DEBUG_OPTION + OPERATOR_NAME_OPTION + ADS_CONFIG_OPTION) +@click_options(DEBUG_OPTION + OPERATOR_TYPE_OPTION + ADS_CONFIG_OPTION) @click.option( "--overwrite", "-o", @@ -193,7 +193,7 @@ def verify(debug: bool, **kwargs: Dict[str, Any]) -> None: @commands.command() -@click_options(DEBUG_OPTION + OPERATOR_NAME_OPTION + ADS_CONFIG_OPTION) +@click_options(DEBUG_OPTION + OPERATOR_TYPE_OPTION + ADS_CONFIG_OPTION) @click.option( "--conda-pack-folder", help=( @@ -219,7 +219,7 @@ def build_conda(debug: bool, **kwargs: Dict[str, Any]) -> None: @commands.command() @click_options( - DEBUG_OPTION + OPERATOR_NAME_OPTION + ADS_CONFIG_OPTION + AUTH_TYPE_OPTION + DEBUG_OPTION + OPERATOR_TYPE_OPTION + ADS_CONFIG_OPTION + AUTH_TYPE_OPTION ) @click.option( "--conda-pack-folder", diff --git a/ads/opctl/operator/cmd.py b/ads/opctl/operator/cmd.py index 332c6ae11..4b46ad881 100644 --- a/ads/opctl/operator/cmd.py +++ b/ads/opctl/operator/cmd.py @@ -76,7 +76,7 @@ def list() -> None: @runtime_dependency(module="rich", install_from=OptionalDependency.OPCTL) def info( - name: str, + type: str, **kwargs: Dict[str, Any], ) -> None: """ @@ -84,8 +84,8 @@ def info( Parameters ---------- - operator: str - The name of the operator to generate the specification YAML. + type: str + The type of the operator to get detailed. kwargs: (Dict, optional). Additional key value arguments. @@ -97,7 +97,7 @@ def info( from rich.markdown import Markdown console = Console() - operator_info = OperatorLoader.from_uri(uri=name).load() + operator_info = OperatorLoader.from_uri(uri=type).load() operator_readme = None if operator_info.path: @@ -251,7 +251,7 @@ def _init_backend_config( def init( - name: str, + type: str, output: Union[str, None] = None, overwrite: bool = False, ads_config: Union[str, None] = None, @@ -262,8 +262,8 @@ def init( Parameters ---------- - name: str - The name of the operator to generate the specification YAML. + type: str + The type of the operator to generate the specification YAML. output: (str, optional). Defaults to None. The path to the folder to save the resulting specification templates. The Tmp folder will be created in case when `output` is not provided. @@ -277,16 +277,16 @@ def init( Raises ------ ValueError - If `name` not specified. + If `type` not specified. OperatorNotFoundError If `operator` not found. """ # validation - if not name: - raise ValueError(f"The `name` attribute must be specified.") + if not type: + raise ValueError(f"The `type` attribute must be specified.") # load operator info - operator_info: OperatorInfo = OperatorLoader.from_uri(uri=name).load() + operator_info: OperatorInfo = OperatorLoader.from_uri(uri=type).load() # create TMP folder if one is not provided by user if output: @@ -305,7 +305,7 @@ def init( f"{operator_info.type}.cmd", run_name="init" ) operator_specification_template = operator_cmd_module.get("init", lambda: "")( - **{**kwargs, **{"type": name}} + **{**kwargs, **{"type": type}} ) if operator_specification_template: with fsspec.open( @@ -344,7 +344,7 @@ def init( @runtime_dependency(module="docker", install_from=OptionalDependency.OPCTL) @validate_environment def build_image( - name: str = None, + type: str = None, rebuild_base_image: bool = None, **kwargs: Dict[str, Any], ) -> None: @@ -353,8 +353,8 @@ def build_image( Parameters ---------- - name: (str, optional) - Name of the operator to build the image. + type: (str, optional) + Type of the operator to build the image. rebuild_base_image: (optional, bool) If rebuilding both base and operator's images required. kwargs: (Dict, optional). @@ -363,16 +363,16 @@ def build_image( Raises ------ ValueError - If `name` not specified. + If `type` not specified. """ import docker # validation - if not name: - raise ValueError(f"The `name` attribute must be specified.") + if not type: + raise ValueError(f"The `type` attribute must be specified.") # load operator info - operator_info: OperatorInfo = OperatorLoader.from_uri(uri=name).load() + operator_info: OperatorInfo = OperatorLoader.from_uri(uri=type).load() logger.info(f"Building Docker image for the `{operator_info.type}` operator.") # checks if GPU base image needs to be used. @@ -442,7 +442,7 @@ def build_image( @runtime_dependency(module="docker", install_from=OptionalDependency.OPCTL) @validate_environment def publish_image( - name: str, + type: str, registry: str = None, ads_config: str = None, **kwargs: Dict[str, Any], @@ -452,8 +452,8 @@ def publish_image( Parameters ---------- - name: (str, optional) - The operator or image name for publishing to container registry. + type: (str, optional) + The operator type to publish image to container registry. registry: str Container registry. ads_config: (str, optional) @@ -464,7 +464,7 @@ def publish_image( Raises ------ ValueError - If `name` not specified. + If `type` not specified. OperatorImageNotFoundError If the operator's image doesn't exist. """ @@ -472,18 +472,18 @@ def publish_image( import docker # validation - if not name: - raise ValueError(f"The `name` attribute must be specified.") + if not type: + raise ValueError(f"The `type` attribute must be specified.") client = docker.from_env() # Check if image with given name exists - image = name + image = type try: client.api.inspect_image(image) except docker.errors.ImageNotFound: # load operator info - operator_info: OperatorInfo = OperatorLoader.from_uri(uri=name).load() + operator_info: OperatorInfo = OperatorLoader.from_uri(uri=type).load() try: image = f"{operator_info.type}:{operator_info.version or 'undefined'}" # check if the operator's image exists @@ -545,7 +545,7 @@ def verify( def build_conda( - name: str = None, + type: str = None, conda_pack_folder: str = None, overwrite: bool = False, ads_config: Union[str, None] = None, @@ -553,13 +553,13 @@ def build_conda( ) -> None: """ Builds the conda environment for the particular operator. - For the service operators, the name needs to be provided. + For the service operators, the type needs to be provided. For the custom operators, the path (source_folder) to the operator needs to be provided. Parameters ---------- - name: str - The name of the operator to build conda environment for.. + type: str + The type of the operator to build conda environment for. conda_pack_folder: str The destination folder to save the conda environment. By default will be used the path specified in the config file generated @@ -578,15 +578,15 @@ def build_conda( Raises ------ ValueError - If `name` not specified. + If `type` not specified. """ # validation - if not name: - raise ValueError(f"The `name` attribute must be specified.") + if not type: + raise ValueError(f"The `type` attribute must be specified.") # load operator info - operator_info: OperatorInfo = OperatorLoader.from_uri(uri=name).load() + operator_info: OperatorInfo = OperatorLoader.from_uri(uri=type).load() logger.info(f"Building conda environment for the `{operator_info.type}` operator.") # invoke the conda create command @@ -603,7 +603,7 @@ def build_conda( def publish_conda( - name: str = None, + type: str = None, conda_pack_folder: str = None, overwrite: bool = False, ads_config: Union[str, None] = None, @@ -614,8 +614,8 @@ def publish_conda( Parameters ---------- - name: str - The name of the operator to generate the specification YAML. + type: str + The type of the operator to generate the specification YAML. conda_pack_folder: str The destination folder to save the conda environment. By default will be used the path specified in the config file generated @@ -630,17 +630,17 @@ def publish_conda( Raises ------ ValueError - If `name` not specified. + If `type` not specified. OperatorCondaNotFoundError If the operator's conda environment not exists. """ # validation - if not name: - raise ValueError(f"The `name` attribute must be specified.") + if not type: + raise ValueError(f"The `type` attribute must be specified.") # load operator info - operator_info: OperatorInfo = OperatorLoader.from_uri(uri=name).load() + operator_info: OperatorInfo = OperatorLoader.from_uri(uri=type).load() version = re.sub("[^0-9.]", "", operator_info.version) slug = f"{operator_info.type}_v{version}".replace(" ", "").replace(".", "_").lower() @@ -659,7 +659,7 @@ def publish_conda( def create( - name: str, + type: str, overwrite: bool = False, ads_config: Union[str, None] = None, output: str = None, @@ -670,8 +670,8 @@ def create( Parameters ---------- - name: str - The name of the operator to generate the specification YAML. + type: str + The type of the operator to generate the specification YAML. overwrite: (bool, optional). Defaults to False. Whether to overwrite the result specification YAML if exists. ads_config: (str, optional) diff --git a/ads/opctl/operator/lowcode/forecast/README.md b/ads/opctl/operator/lowcode/forecast/README.md index 2abe41619..ed7e0beed 100644 --- a/ads/opctl/operator/lowcode/forecast/README.md +++ b/ads/opctl/operator/lowcode/forecast/README.md @@ -17,7 +17,7 @@ Follow the [CLI Configuration](https://accelerated-data-science.readthedocs.io/e To generate starter configs, run the command below. This will create a list of YAML configs and place them in the `output` folder. ```bash -ads operator init -n forecast --overwrite --output ~/forecast/ +ads operator init -t forecast --overwrite --output ~/forecast/ ``` The most important files expected to be generated are: @@ -70,7 +70,7 @@ To run the forecasting operator within a local container, follow these steps: Use the command below to build the forecast container. ```bash -ads operator build-image -n forecast +ads operator build-image -t forecast ``` This will create a new `forecast:v1` image, with `/etc/operator` as the designated working directory within the container. @@ -118,7 +118,7 @@ To execute the forecasting operator within a Data Science job using container ru You can use the following command to build the forecast container. This step can be skipped if you have already done this for running the operator within a local container. ```bash -ads operator build-image -n forecast +ads operator build-image -t forecast ``` This will create a new `forecast:v1` image, with `/etc/operator` as the designated working directory within the container. @@ -167,7 +167,7 @@ To execute the forecasting operator within a Data Science job using conda runtim You can use the following command to build the forecast conda environment. ```bash -ads operator build-conda -n forecast +ads operator build-conda -t forecast ``` This will create a new `forecast_v1` conda environment and place it in the folder specified within `ads opctl configure` command. From 189bf8c37af436ee135b37923ba0e5ce720e935f Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Mon, 2 Oct 2023 00:04:36 -0700 Subject: [PATCH 096/247] Fixes operator's publish conda command. --- ads/opctl/operator/cmd.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ads/opctl/operator/cmd.py b/ads/opctl/operator/cmd.py index 4b46ad881..a97e72f34 100644 --- a/ads/opctl/operator/cmd.py +++ b/ads/opctl/operator/cmd.py @@ -435,7 +435,7 @@ def build_image( logger.info( f"The operator image `{result_image_name}` has been successfully built. " "To publish the image to OCI Container Registry run the " - f"`ads operator publish-image -n {result_image_name}` command" + f"`ads operator publish-image -t {operator_info.type}` command" ) From 869856d46e0adcf57bf0117ddb80655267ee5557 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Mon, 2 Oct 2023 09:54:56 -0700 Subject: [PATCH 097/247] Fixes the operator's documentation. --- .../user_guide/operators/common/explore.rst | 22 +++--- .../common/figures/build_operator_conda.png | Bin 82823 -> 47938 bytes .../common/figures/build_operator_image.png | Bin 51837 -> 30228 bytes .../common/figures/operator_config_verify.png | Bin 71511 -> 47162 bytes .../figures/operator_config_verify_result.png | Bin 94842 -> 26279 bytes .../common/figures/operator_info.png | Bin 40618 -> 49579 bytes .../common/figures/operator_info1.png | Bin 130495 -> 56132 bytes .../common/figures/operator_init.png | Bin 64235 -> 57445 bytes .../common/figures/operator_list.png | Bin 34609 -> 13875 bytes .../common/figures/publish_operator_conda.png | Bin 78253 -> 66832 bytes .../common/figures/publish_operator_image.png | Bin 53633 -> 39210 bytes .../user_guide/operators/common/run.rst | 64 +++++++++--------- 12 files changed, 43 insertions(+), 43 deletions(-) diff --git a/docs/source/user_guide/operators/common/explore.rst b/docs/source/user_guide/operators/common/explore.rst index 4d7fb23fa..68ebdedb1 100644 --- a/docs/source/user_guide/operators/common/explore.rst +++ b/docs/source/user_guide/operators/common/explore.rst @@ -75,7 +75,7 @@ Each operator is accompanied by highly detailed instructions explaining how it c .. code-block:: bash - ads operator info --name + ads operator info --type .. figure:: figures/operator_info1.png @@ -117,11 +117,11 @@ To create starter configuration files, execute the following command. .. code-block:: bash - ads operator init -n --overwrite --output ~/ + ads operator init --type --overwrite --output ~/ **The essential files generated include:** -- **.yaml**: Contains configuration related to particular operator. +- **.yaml**: Contains configuration related to particular operator. - **backend_operator_local_python_config.yaml**: This file includes local backend configuration for running operator in a local environment. You must manually set up the environment before executing the operator. - **backend_operator_local_container_config.yaml**: This file contains local backend configuration for running operator within a local container. You should build the container before running the operator, following the instructions below. - **backend_job_container_config.yaml**: Contains Data Science job-related configuration for running operator in a container (BYOC) runtime. The container must be built and published before executing the operator, as detailed below. For comprehensive details about the supported configuration options, including the schema and available settings, please refer to the :doc:`OCI Data Science Jobs<../../jobs/yaml_schema>` documentation. @@ -130,7 +130,7 @@ To create starter configuration files, execute the following command. These generated configurations are designed to be ready for use without additional adjustments. However, they are provided as starter kit configurations that can be customized as needed. -The operator's configuration file, named as ``.yaml``, is generated based on the operator's schema and contains the essential input attributes required to run the operator. These attributes serve as the bare minimum configuration for the operator to function. +The operator's configuration file, named as ``.yaml``, is generated based on the operator's schema and contains the essential input attributes required to run the operator. These attributes serve as the bare minimum configuration for the operator to function. However, in cases where the operator requires specific input or output sources of data, you may need to adjust the configuration manually to accommodate these requirements. @@ -157,7 +157,7 @@ Verification helps you catch any errors or inconsistencies in the operator's con .. code-block:: bash - ads operator verify -f ~//config/.yaml + ads operator verify -f ~//config/.yaml .. figure:: figures/operator_config_verify_result.png :align: center @@ -174,11 +174,11 @@ In order to run an operator within a local container or utilize it with the OCI .. figure:: figures/build_operator_image.png :align: center -The fundamental attribute you need to provide is ``--name``, which represents the name of the operator. The operator's name and version will be automatically used as the image name and tag. +The fundamental attribute you need to provide is ``--type``, which represents the name of the operator. The operator's name and version will be automatically used as the image name and tag. .. code-block:: bash - ads operator build-image --name + ads operator build-image --type An interesting point to note is that the operator's container can be built to accommodate both CPU and GPU architectures, although this capability depends on the specific operator's requirements. @@ -201,7 +201,7 @@ The only mandatory parameter for this command is the image name that you wish to .. code-block:: bash - ads operator publish-image --name + ads operator publish-image --type While the image name is the only required parameter, you also have the option to provide the ``registry`` parameter if needed. By default, the information about the registry where the container should be published is retrieved from the ADS config generated during the :doc:`Configure Defaults<../../cli/opctl/configure>` step. @@ -222,11 +222,11 @@ To build the operator's Conda environment, follow these steps: .. figure:: figures/build_operator_conda.png :align: center -The only mandatory parameter for this command is the ``--name`` of the operator. However, you also have the option to specify the destination folder for the Conda environment. By default, the information about the destination folder where the Conda environment should be created is retrieved from the ADS config generated during the :doc:`Configure Defaults<../../cli/opctl/configure>` step. +The only mandatory parameter for this command is the ``--type`` of the operator. However, you also have the option to specify the destination folder for the Conda environment. By default, the information about the destination folder where the Conda environment should be created is retrieved from the ADS config generated during the :doc:`Configure Defaults<../../cli/opctl/configure>` step. .. code-block:: bash - ads operator build-conda --name + ads operator build-conda --type Once you have successfully built the Conda environment, you will need to publish it to OCI Object Storage. This step allows the OCI Data Science Jobs and Data Flow services to utilize the Conda environment seamlessly. @@ -247,6 +247,6 @@ For instance, if you have constructed a Conda environment for the specific opera .. code-block:: bash - ads operator publish-conda --name + ads operator publish-conda -t Publishing the Conda environment to OCI Object Storage enables the OCI Data Science Jobs and Data Flow services to access and utilize this environment efficiently. 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-n + ads operator init --type Run Operator Locally @@ -32,20 +32,20 @@ Within Local Environment To run the operator locally, follow these steps: -1. Create and activate a new conda environment named ````. -2. Install all the required libraries listed in the ``environment.yaml`` file generated by the ``ads operator init --name `` command. -3. Review the ``.yaml`` file generated by the ``ads operator init`` command and make necessary adjustments to input and output file locations. +1. Create and activate a new conda environment named ````. +2. Install all the required libraries listed in the ``environment.yaml`` file generated by the ``ads operator init --type `` command. +3. Review the ``.yaml`` file generated by the ``ads operator init`` command and make necessary adjustments to input and output file locations. 4. Verify the operator's configuration using the following command: .. code-block:: bash - ads operator verify -f .yaml + ads operator verify -f .yaml -5. To run the operator within the ```` conda environment, use this command: +5. To run the operator within the ```` conda environment, use this command: .. code-block:: bash - ads operator run -f .yaml -b local + ads operator run -f .yaml -b local The operator will be run in your local environment without requiring additional modifications. @@ -58,9 +58,9 @@ To run the operator within a local container, follow these steps: .. code-block:: bash - ads operator build-image -n + ads operator build-image --type -This command creates a new ``:`` image with ``/etc/operator`` as the working directory within the container. +This command creates a new ``:`` image with ``/etc/operator`` as the working directory within the container. 2. Check the ``backend_operator_local_container_config.yaml`` configuration file. It should have a ``volume`` section with the ``.oci`` configs folder mounted, as shown below: @@ -81,7 +81,7 @@ Following is the YAML schema for validating the runtime YAML using `Cerberus .yaml -b backend_operator_local_container_config.yaml + ads operator run -f .yaml -b backend_operator_local_container_config.yaml Run Operator In Data Science Job @@ -108,27 +108,27 @@ To execute the operator within a Data Science job using :doc:`container <../../j .. code-block:: bash - ads operator build-image -n + ads operator build-image --type -This creates a new ``:`` image with ``/etc/operator`` as the working directory within the container. +This creates a new ``:`` image with ``/etc/operator`` as the working directory within the container. -2. Publish the ``:`` container to the `Oracle Container Registry (OCR) `_. +2. Publish the ``:`` container to the `Oracle Container Registry (OCR) `_. -To publish ``:`` to OCR, use this command: +To publish ``:`` to OCR, use this command: .. code-block:: bash - ads operator publish-image --name forecast --registry + ads operator publish-image --type forecast --registry -After publishing the container to OCR, you can use it within Data Science jobs service. Check the ``backend_job_container_config.yaml`` configuration file built during initializing the starter configs for the operator. It should contain pre-populated infrastructure and runtime sections. The runtime section should have an image property, like ``image: iad.ocir.io//:``. +After publishing the container to OCR, you can use it within Data Science jobs service. Check the ``backend_job_container_config.yaml`` configuration file built during initializing the starter configs for the operator. It should contain pre-populated infrastructure and runtime sections. The runtime section should have an image property, like ``image: iad.ocir.io//:``. -1. Adjust the ``.yaml`` configuration with the proper input/output folders. When running operator in a Data Science job, it won't have access to local folders, so input data and output folders should be placed in the Object Storage bucket. Open the ``.yaml`` and adjust the data path fields. +1. Adjust the ``.yaml`` configuration with the proper input/output folders. When running operator in a Data Science job, it won't have access to local folders, so input data and output folders should be placed in the Object Storage bucket. Open the ``.yaml`` and adjust the data path fields. 2. Run the operator on the Data Science jobs using this command: .. code-block:: bash - ads operator run -f .yaml -b backend_job_container_config.yaml + ads operator run -f .yaml -b backend_job_container_config.yaml You can run the operator within the ``--dry-run`` attribute to check the final configs that will be used to run the operator on the service. @@ -147,15 +147,15 @@ To execute the operator within a Data Science job using the conda runtime, follo .. code-block:: bash - ads operator build-conda -n + ads operator build-conda --type -This creates a new ``_`` conda environment and places it in the folder specified within the ``ads opctl configure`` command. +This creates a new ``_`` conda environment and places it in the folder specified within the ``ads opctl configure`` command. -2. Publish the ``_`` conda environment to the Object Storage bucket using this command:: +2. Publish the ``_`` conda environment to the Object Storage bucket using this command:: .. code-block:: bash - ads operator publish --name + ads operator publish --type For more details on configuring the CLI, refer to the :doc:`Explore & Configure Operators<./explore>` documentation. @@ -165,15 +165,15 @@ For more details on configuring the CLI, refer to the :doc:`Explore & Configure conda: type: published - uri: oci://bucket@namespace/conda_environments/cpu///_ + uri: oci://bucket@namespace/conda_environments/cpu///_ -4. Adjust the ``.yaml`` configuration with the proper input/output folders. When running the operator in a Data Science job, it won't have access to local folders, so input data and output folders should be placed in the Object Storage bucket. +4. Adjust the ``.yaml`` configuration with the proper input/output folders. When running the operator in a Data Science job, it won't have access to local folders, so input data and output folders should be placed in the Object Storage bucket. 5. Run the operator on the Data Science Jobs service using this command:: .. code-block:: bash - ads operator run -f .yaml --backend-config backend_job_python_config.yaml + ads operator run -f .yaml --backend-config backend_job_python_config.yaml 6. Monitor the logs using the ``ads opctl watch`` command:: @@ -190,15 +190,15 @@ To execute the operator within a Data Flow application follow these steps: .. code-block:: bash - ads operator build-conda -n + ads operator build-conda --type -This creates a new ``_`` conda environment and places it in the folder specified within the ``ads opctl configure`` command. +This creates a new ``_`` conda environment and places it in the folder specified within the ``ads opctl configure`` command. -2. Publish the ``_`` conda environment to the Object Storage bucket using this command:: +2. Publish the ``_`` conda environment to the Object Storage bucket using this command:: .. code-block:: bash - ads operator publish --name + ads operator publish --type For more details on configuring the CLI, refer to the :doc:`Explore & Configure Operators<./explore>` documentation. @@ -208,16 +208,16 @@ After publishing the conda environment to Object Storage, you can use it within conda: type: published - uri: oci://bucket@namespace/conda_environments/cpu///_ + uri: oci://bucket@namespace/conda_environments/cpu///_ -3. Adjust the ``.yaml`` configuration with the proper input/output folders. When running the operator in a Data Flow application, it won't have access to local folders, so input data and output folders should be placed in the Object Storage bucket. +3. Adjust the ``.yaml`` configuration with the proper input/output folders. When running the operator in a Data Flow application, it won't have access to local folders, so input data and output folders should be placed in the Object Storage bucket. 4. Run the operator on the Data Flow service using this command:: .. code-block:: bash - ads operator run -f .yaml --backend-config backend_dataflow_dataflow_config.yaml + ads operator run -f .yaml --backend-config backend_dataflow_dataflow_config.yaml 5. Monitor the logs using the ``ads opctl watch`` command:: From 6aa416a731cf892f2f2871d60b331f534e333b9c Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Mon, 2 Oct 2023 17:19:04 -0700 Subject: [PATCH 098/247] Adds opeartor tests structure. --- ads/opctl/operator/cli.py | 6 +- ads/opctl/operator/cmd.py | 2 +- .../operator/{ => common}/operator_config.py | 2 +- ads/opctl/operator/common/operator_loader.py | 2 +- ads/opctl/operator/common/utils.py | 17 ---- .../lowcode/forecast/operator_config.py | 6 +- .../unitary/with_extras/operator/test_cmd.py | 42 ++++++++- .../with_extras/operator/test_common_utils.py | 17 +++- .../operator/test_operator_backend.py | 23 +++++ .../operator/test_operator_config.py | 5 +- .../operator/test_operator_loader.py | 87 +++++++++++++++++++ ...tor.py => test_operator_yaml_generator.py} | 7 +- .../with_extras/operator/test_runtime.py | 6 ++ 13 files changed, 188 insertions(+), 34 deletions(-) rename ads/opctl/operator/{ => common}/operator_config.py (97%) create mode 100644 tests/unitary/with_extras/operator/test_operator_backend.py create mode 100644 tests/unitary/with_extras/operator/test_operator_loader.py rename tests/unitary/with_extras/operator/{test_operator.py => test_operator_yaml_generator.py} (55%) diff --git a/ads/opctl/operator/cli.py b/ads/opctl/operator/cli.py index 318159dec..26e6c38e6 100644 --- a/ads/opctl/operator/cli.py +++ b/ads/opctl/operator/cli.py @@ -18,7 +18,7 @@ from ads.opctl.utils import suppress_traceback from .__init__ import __operators__ -from .cmd import apply as cmd_apply +from .cmd import run as cmd_run from .cmd import build_conda as cmd_build_conda from .cmd import build_image as cmd_build_image from .cmd import create as cmd_create @@ -289,6 +289,4 @@ def run(debug: bool, **kwargs: Dict[str, Any]) -> None: with fsspec.open(backend, "r", **auth) as f: backend = suppress_traceback(debug)(yaml.safe_load)(f.read()) - suppress_traceback(debug)(cmd_apply)( - config=operator_spec, backend=backend, **kwargs - ) + suppress_traceback(debug)(cmd_run)(config=operator_spec, backend=backend, **kwargs) diff --git a/ads/opctl/operator/cmd.py b/ads/opctl/operator/cmd.py index a97e72f34..9f7f2b095 100644 --- a/ads/opctl/operator/cmd.py +++ b/ads/opctl/operator/cmd.py @@ -685,7 +685,7 @@ def create( raise NotImplementedError() -def apply(config: Dict, backend: Union[Dict, str] = None, **kwargs) -> None: +def run(config: Dict, backend: Union[Dict, str] = None, **kwargs) -> None: """ Runs the operator with the given specification on the targeted backend. diff --git a/ads/opctl/operator/operator_config.py b/ads/opctl/operator/common/operator_config.py similarity index 97% rename from ads/opctl/operator/operator_config.py rename to ads/opctl/operator/common/operator_config.py index f1640913c..944984d20 100644 --- a/ads/opctl/operator/operator_config.py +++ b/ads/opctl/operator/common/operator_config.py @@ -12,7 +12,7 @@ from ads.common.serializer import DataClassSerializable -from .common.utils import OperatorValidator +from .utils import OperatorValidator @dataclass(repr=True) diff --git a/ads/opctl/operator/common/operator_loader.py b/ads/opctl/operator/common/operator_loader.py index 2c1eff964..0f7a4a72d 100644 --- a/ads/opctl/operator/common/operator_loader.py +++ b/ads/opctl/operator/common/operator_loader.py @@ -24,7 +24,7 @@ from ads.common.serializer import DataClassSerializable from ads.common.utils import copy_from_uri from ads.opctl import logger -from ads.opctl.constants import BACKEND_NAME, OPERATOR_MODULE_PATH +from ads.opctl.constants import OPERATOR_MODULE_PATH from ads.opctl.operator import __operators__ from .const import ARCH_TYPE, PACK_TYPE diff --git a/ads/opctl/operator/common/utils.py b/ads/opctl/operator/common/utils.py index 94480fd90..64738d803 100644 --- a/ads/opctl/operator/common/utils.py +++ b/ads/opctl/operator/common/utils.py @@ -145,23 +145,6 @@ def _load_yaml_from_string(doc: str, **kwargs) -> Dict: ) -def _load_multi_document_yaml_from_string(doc: str, **kwargs) -> Dict: - """Loads multiline YAML from string and merge it with env variables and kwargs.""" - template_dict = {**os.environ, **kwargs} - return yaml.load_all( - Template(doc).substitute( - **template_dict, - ), - Loader=SafeLoader, - ) - - -def _load_multi_document_yaml_from_uri(uri: str, **kwargs) -> Dict: - """Loads multiline YAML from file and merge it with env variables and kwargs.""" - with fsspec.open(uri) as f: - return _load_multi_document_yaml_from_string(str(f.read(), "UTF-8"), **kwargs) - - def _load_yaml_from_uri(uri: str, **kwargs) -> str: """Loads YAML from the URI path. Can be Object Storage path.""" with fsspec.open(uri) as f: diff --git a/ads/opctl/operator/lowcode/forecast/operator_config.py b/ads/opctl/operator/lowcode/forecast/operator_config.py index bcbc5fb20..f0e385f68 100644 --- a/ads/opctl/operator/lowcode/forecast/operator_config.py +++ b/ads/opctl/operator/lowcode/forecast/operator_config.py @@ -10,7 +10,7 @@ from ads.common.serializer import DataClassSerializable from ads.opctl.operator.common.utils import _load_yaml_from_uri -from ads.opctl.operator.operator_config import OperatorConfig +from ads.opctl.operator.common.operator_config import OperatorConfig from .const import SupportedMetrics @@ -103,7 +103,9 @@ def __post_init__(self): self.metric = (self.metric or "").lower() or SupportedMetrics.SMAPE.lower() self.confidence_interval_width = self.confidence_interval_width or 0.80 self.report_file_name = self.report_file_name or "report.html" - self.preprocessing = self.preprocessing if self.preprocessing is not None else True + self.preprocessing = ( + self.preprocessing if self.preprocessing is not None else True + ) self.report_theme = self.report_theme or "light" self.metrics_filename = self.metrics_filename or "metrics.csv" self.forecast_filename = self.forecast_filename or "forecast.csv" diff --git a/tests/unitary/with_extras/operator/test_cmd.py b/tests/unitary/with_extras/operator/test_cmd.py index 6b9f30889..b59ceb40a 100644 --- a/tests/unitary/with_extras/operator/test_cmd.py +++ b/tests/unitary/with_extras/operator/test_cmd.py @@ -5,9 +5,49 @@ # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ -class TestCMD: +class TestOperatorCMD: + """Tests operator commands.""" + def test_list(self): """Ensures that the list of the registered operators can be printed.""" + pass def test_info(self): """Ensures that the detailed information about the particular operator can be printed.""" + pass + + def test_init_backend_config(self): + """Ensures the operator's backend configs can be generated.""" + pass + + def test_init_success(self): + """Ensures that a starter YAML configurations for the operator can be generated.""" + pass + + def test_init_fail(self): + """Ensures that generating starter specification fails in case of wrong input attributes.""" + pass + + def test_build_image(self): + """Ensures that operator's image can be successfully built.""" + pass + + def test_publish_image(self): + """Ensures that operator's image can be successfully published.""" + pass + + def test_verify(self): + """Ensures that operator's config can be successfully verified.""" + pass + + def test_build_conda(self): + """Ensures that the operator's conda environment can be successfully built.""" + pass + + def test_publish_conda(self): + """Ensures that the operator's conda environment can be successfully published.""" + pass + + def test_run(self): + """Ensures that the operator can be run on the targeted backend.""" + pass diff --git a/tests/unitary/with_extras/operator/test_common_utils.py b/tests/unitary/with_extras/operator/test_common_utils.py index 5c95d19f3..d95695986 100644 --- a/tests/unitary/with_extras/operator/test_common_utils.py +++ b/tests/unitary/with_extras/operator/test_common_utils.py @@ -6,6 +6,19 @@ class TestCommonUtils: - """Tests all common utils methods of the operators.""" + """Tests all operator's common utils methods.""" - pass + def test_build_image_success(self): + pass + + def test_build_image_fail(self): + pass + + def test_load_yaml_from_string(self): + pass + + def test_load_yaml_from_uri(self): + pass + + def test_parse_input_args(self): + pass diff --git a/tests/unitary/with_extras/operator/test_operator_backend.py b/tests/unitary/with_extras/operator/test_operator_backend.py new file mode 100644 index 000000000..1831be238 --- /dev/null +++ b/tests/unitary/with_extras/operator/test_operator_backend.py @@ -0,0 +1,23 @@ +#!/usr/bin/env python +# -*- coding: utf-8; -*- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +class TestLocalOperatorBackend: + """Tests local operator backend.""" + + pass + + +class TestMLJobOperatorBackend: + """Tests backend class to run operator on Data Science Jobs.""" + + pass + + +class TestDataFlowOperatorBackend: + """Tests backend class to run operator on Data Flow Applications.""" + + pass diff --git a/tests/unitary/with_extras/operator/test_operator_config.py b/tests/unitary/with_extras/operator/test_operator_config.py index c1e8f9589..2a0909d4c 100644 --- a/tests/unitary/with_extras/operator/test_operator_config.py +++ b/tests/unitary/with_extras/operator/test_operator_config.py @@ -6,6 +6,7 @@ class TestOperatorConfig: - """Tests operator config class""" + """Tests base class representing operator config.""" - pass + def test_validate_dict(self): + pass diff --git a/tests/unitary/with_extras/operator/test_operator_loader.py b/tests/unitary/with_extras/operator/test_operator_loader.py new file mode 100644 index 000000000..b2005665d --- /dev/null +++ b/tests/unitary/with_extras/operator/test_operator_loader.py @@ -0,0 +1,87 @@ +#!/usr/bin/env python +# -*- coding: utf-8; -*- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +class TestCommonUtils: + """Tests common utils in the operator_loader module.""" + + def test_operator_info(self): + pass + + def test_operator_info_list(self): + pass + + +class TestOperatorInfo: + """Tests the class representing brief information about the operator.""" + + def test_init(self): + pass + + def test_conda_prefix(self): + pass + + def test_from_yaml(self): + pass + + +class TestOperatorLoader: + """Tests operator loader class""" + + def test_init(self): + pass + + def test_from_uri_success(self): + pass + + def test_from_uri_fail(self): + pass + + +class TestServiceOperatorLoader: + """Tests class to load a service operator.""" + + def test_compatible(self): + pass + + def test_load(self): + pass + + +class TestLocalOperatorLoader: + """Tests class to load a local operator.""" + + def test_compatible(self): + pass + + def test_load(self): + pass + + +class TestRemoteOperatorLoader: + """Tests class to load a remote operator.""" + + def test_compatible(self): + pass + + def test_load(self): + pass + + def test_cleanup(self): + pass + + +class TestGitOperatorLoader: + """Tests class to load an operator from a GIT repository.""" + + def test_compatible(self): + pass + + def test_load(self): + pass + + def test_cleanup(self): + pass diff --git a/tests/unitary/with_extras/operator/test_operator.py b/tests/unitary/with_extras/operator/test_operator_yaml_generator.py similarity index 55% rename from tests/unitary/with_extras/operator/test_operator.py rename to tests/unitary/with_extras/operator/test_operator_yaml_generator.py index ef2557f59..09d9147df 100644 --- a/tests/unitary/with_extras/operator/test_operator.py +++ b/tests/unitary/with_extras/operator/test_operator_yaml_generator.py @@ -5,7 +5,8 @@ # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ -class TestOperator: - """Tests operator base class.""" +class TestOperatorYamlGenerator: + """Tests class for generating the YAML config based on the given YAML schema.""" - pass + def test_generate_example(self): + pass diff --git a/tests/unitary/with_extras/operator/test_runtime.py b/tests/unitary/with_extras/operator/test_runtime.py index 396ca303e..ef16d3497 100644 --- a/tests/unitary/with_extras/operator/test_runtime.py +++ b/tests/unitary/with_extras/operator/test_runtime.py @@ -9,3 +9,9 @@ class TestContainerRuntime: """Tests operator container local runtime.""" pass + + +class TestPythonRuntime: + """Tests operator python local runtime.""" + + pass From 00815f1d6ad2c230d278f7d3eea450c2443c621d Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Tue, 3 Oct 2023 22:12:36 -0700 Subject: [PATCH 099/247] Adds tests for the operator yaml generator. --- .../operator/test_operator_yaml_generator.py | 71 ++++++++++++++++++- .../with_extras/operator/test_runtime.py | 46 ++++++++++-- 2 files changed, 111 insertions(+), 6 deletions(-) diff --git a/tests/unitary/with_extras/operator/test_operator_yaml_generator.py b/tests/unitary/with_extras/operator/test_operator_yaml_generator.py index 09d9147df..354e6fc88 100644 --- a/tests/unitary/with_extras/operator/test_operator_yaml_generator.py +++ b/tests/unitary/with_extras/operator/test_operator_yaml_generator.py @@ -4,9 +4,76 @@ # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ +import pytest +import yaml + +from ads.opctl.operator.common.operator_yaml_generator import YamlGenerator + class TestOperatorYamlGenerator: """Tests class for generating the YAML config based on the given YAML schema.""" - def test_generate_example(self): - pass + @pytest.mark.parametrize( + "schema, values, expected_result", + [ + # Test case: Basic schema with required and default values + ( + { + "key1": { + "type": "string", + "default": "test_value", + "required": True, + }, + "key2": {"type": "number", "default": 42, "required": True}, + }, + {}, + {"key1": "test_value", "key2": 42}, + ), + # Test case: Basic schema with required and default values + ( + { + "key1": {"type": "string", "required": True}, + "key2": {"type": "number", "default": 42, "required": True}, + }, + {"key1": "test_value"}, + {"key1": "test_value", "key2": 42}, + ), + # Test case: Basic schema with required and default values + ( + { + "key1": {"type": "string", "required": True}, + "key2": {"type": "number", "default": 42}, + }, + {"key1": "test_value"}, + {"key1": "test_value"}, + ), + # Test case: Schema with dependencies + ( + { + "model": {"type": "string", "required": True, "default": "prophet"}, + "owner_name": { + "type": "string", + "dependencies": {"model": "prophet"}, + }, + }, + {"owner_name": "value"}, + {"model": "prophet", "owner_name": "value"}, + ), + # Test case: Schema with dependencies + ( + { + "model": {"type": "string", "required": True, "default": "prophet"}, + "owner_name": { + "type": "string", + "dependencies": {"model": "prophet1"}, + }, + }, + {"owner_name": "value"}, + {"model": "prophet"}, + ), + ], + ) + def test_generate_example(self, schema, values, expected_result): + yaml_generator = YamlGenerator(schema=schema) + yaml_config = yaml_generator.generate_example(values) + assert yaml_config == yaml.dump(expected_result) diff --git a/tests/unitary/with_extras/operator/test_runtime.py b/tests/unitary/with_extras/operator/test_runtime.py index ef16d3497..0c08baaa2 100644 --- a/tests/unitary/with_extras/operator/test_runtime.py +++ b/tests/unitary/with_extras/operator/test_runtime.py @@ -4,14 +4,52 @@ # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ +import pytest +from my_module.runtime import ContainerRuntime, PythonRuntime + class TestContainerRuntime: - """Tests operator container local runtime.""" + def test_init(self): + runtime = ContainerRuntime(image="my-image", command="my-command") + self.assertEqual(runtime.image, "my-image") + self.assertEqual(runtime.command, "my-command") + + def test_to_dict(self): + runtime = ContainerRuntime(image="my-image", command="my-command") + runtime_dict = runtime.to_dict() + self.assertIsInstance(runtime_dict, dict) + self.assertEqual(runtime_dict["type"], "container") + self.assertEqual(runtime_dict["image"], "my-image") + self.assertEqual(runtime_dict["command"], "my-command") - pass + def test_from_dict(self): + runtime_dict = { + "type": "container", + "image": "my-image", + "command": "my-command", + } + runtime = ContainerRuntime.from_dict(runtime_dict) + self.assertIsInstance(runtime, ContainerRuntime) + self.assertEqual(runtime.image, "my-image") + self.assertEqual(runtime.command, "my-command") class TestPythonRuntime: - """Tests operator python local runtime.""" + def test_init(self): + runtime = PythonRuntime(version="v2") + self.assertEqual(runtime.version, "v2") + self.assertEqual(runtime.type, "python") + + def test_to_dict(self): + runtime = PythonRuntime(version="v2") + runtime_dict = runtime.to_dict() + self.assertIsInstance(runtime_dict, dict) + self.assertEqual(runtime_dict["type"], "python") + self.assertEqual(runtime_dict["version"], "v2") - pass + def test_from_dict(self): + runtime_dict = {"type": "python", "version": "v2"} + runtime = PythonRuntime.from_dict(runtime_dict) + self.assertIsInstance(runtime, PythonRuntime) + self.assertEqual(runtime.version, "v2") + self.assertEqual(runtime.type, "python") From 776aa9acc3466b7537b7863ae0358ab5fec157de Mon Sep 17 00:00:00 2001 From: Vikas Pandey Date: Wed, 4 Oct 2023 14:57:23 +0530 Subject: [PATCH 100/247] update the custom predict & model explain --- .../operator/lowcode/forecast/model/arima.py | 2 -- .../lowcode/forecast/model/automlx.py | 19 ++++++++++++------- 2 files changed, 12 insertions(+), 9 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/arima.py b/ads/opctl/operator/lowcode/forecast/model/arima.py index a424658c7..ec70928f2 100644 --- a/ads/opctl/operator/lowcode/forecast/model/arima.py +++ b/ads/opctl/operator/lowcode/forecast/model/arima.py @@ -17,8 +17,6 @@ class ArimaOperatorModel(ForecastOperatorBaseModel): """Class representing ARIMA operator model.""" - def __init__(self, config: ForecastOperatorConfig): - super().__init__(config) def _build_model(self) -> pd.DataFrame: full_data_dict = self.full_data_dict diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index d2997d139..c6e07a429 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -192,17 +192,18 @@ def _generate_report(self): ) def _custom_predict_automlx(self, data): + """ + Predicts the future values of a time series using the AutoMLX model. + Parameters: + data (numpy.ndarray): The input data to be used for prediction. + Returns: + numpy.ndarray: The predicted future values of the time series. + """ temp = 0 data_temp = pd.DataFrame( data, # [:, :len(self.dataset_cols)], columns=[col for col in self.dataset_cols], ) - # if data.shape[0] == 1: - # orig_data_index = self.full_data_dict.get(self.series_id)[:-4].set_index( - # list(self.dataset_cols)).index - # new_data_index = data_temp.set_index(list(self.dataset_cols)).index - # prediction_index = self.full_data_dict.get(self.series_id)[:-4][ - # orig_data_index.isin(new_data_index)].index.values return self.models.get(self.series_id).forecast( X=data_temp.drop(self.series_id, axis=1), periods=data_temp.shape[0] @@ -210,7 +211,11 @@ def _custom_predict_automlx(self, data): def explain_model(self) -> dict: """ - explain the automlx model using local and global explanations + Generates an explanation for the model by using the SHAP (SHapley Additive exPlanations) library. + This function calculates the SHAP values for each feature in the dataset and stores the results in the `global_explanation` dictionary. + Returns: + dict: A dictionary containing the global explanation for each feature in the dataset. + The keys are the feature names and the values are the average absolute SHAP values. """ try: from shap import KernelExplainer From f70d6bb550204bf9c900eb1728681ade8d887817 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Wed, 4 Oct 2023 12:25:53 -0700 Subject: [PATCH 101/247] Adds tests for the operator loader. --- ads/opctl/operator/common/operator_loader.py | 43 +- .../operator/common/operator_schema.yaml | 2 +- ads/opctl/operator/common/utils.py | 5 +- .../operator/lowcode/forecast/MLoperator | 2 +- ads/opctl/operator/runtime/runtime.py | 2 +- .../with_extras/operator/test_common_utils.py | 106 +++- .../operator/test_files/Dockerfile.test | 2 + .../operator/test_operator_config.py | 88 +++- .../operator/test_operator_loader.py | 469 +++++++++++++++--- .../with_extras/operator/test_runtime.py | 123 +++-- 10 files changed, 692 insertions(+), 150 deletions(-) create mode 100644 tests/unitary/with_extras/operator/test_files/Dockerfile.test diff --git a/ads/opctl/operator/common/operator_loader.py b/ads/opctl/operator/common/operator_loader.py index 0f7a4a72d..cf95c7106 100644 --- a/ads/opctl/operator/common/operator_loader.py +++ b/ads/opctl/operator/common/operator_loader.py @@ -67,15 +67,15 @@ class OperatorInfo(DataClassSerializable): Generates the conda prefix for the custom conda pack. """ - type: str - gpu: bool - description: str - version: str - conda: str - conda_type: str - path: str - keywords: List[str] - backends: List[str] + type: str = "" + gpu: bool = False + description: str = "" + version: str = "" + conda: str = "" + conda_type: str = "" + path: str = "" + keywords: List[str] = None + backends: List[str] = None @property def conda_prefix(self) -> str: @@ -100,7 +100,7 @@ def conda_prefix(self) -> str: ) def __post_init__(self): - self.gpu = self.gpu == "yes" + self.gpu = self.gpu == True or self.gpu == "yes" self.version = self.version or "v1" self.conda_type = self.conda_type or PACK_TYPE.CUSTOM self.conda = self.conda or f"{self.type}_{self.version}" @@ -137,7 +137,9 @@ def from_yaml( obj: OperatorInfo = super().from_yaml( yaml_string=yaml_string, uri=uri, loader=loader, **kwargs ) - obj.path = os.path.dirname(uri) + + if uri: + obj.path = os.path.dirname(uri) return obj @@ -671,25 +673,6 @@ def _module_from_file(module_name: str, module_path: str) -> Any: return module -def _module_constant_values(module_name: str, module_path: str) -> Dict[str, Any]: - """Returns the list of constant variables from a given module. - - Parameters - ---------- - module_name (str) - The name of the module to be imported. - module_path (str) - The physical path of the module. - - Returns - ------- - Dict[str, Any] - Map of variable names and their values. - """ - module = _module_from_file(module_name, module_path) - return {name: value for name, value in vars(module).items()} - - def _operator_info(path: str = None, name: str = None) -> OperatorInfo: """ Extracts operator's details by given path. diff --git a/ads/opctl/operator/common/operator_schema.yaml b/ads/opctl/operator/common/operator_schema.yaml index f862c59b6..da30f4269 100644 --- a/ads/opctl/operator/common/operator_schema.yaml +++ b/ads/opctl/operator/common/operator_schema.yaml @@ -43,6 +43,6 @@ conda_type: default: custom allowed: - service - - custom + - published meta: description: "The operator's conda environment type. Can be either service or custom type." diff --git a/ads/opctl/operator/common/utils.py b/ads/opctl/operator/common/utils.py index 64738d803..fc13d6d3c 100644 --- a/ads/opctl/operator/common/utils.py +++ b/ads/opctl/operator/common/utils.py @@ -12,11 +12,10 @@ import fsspec import yaml from cerberus import Validator -from yaml import SafeLoader from ads.opctl import logger from ads.opctl.operator import __operators__ -from ads.opctl.utils import run_command +from ads.opctl import utils CONTAINER_NETWORK = "CONTAINER_NETWORK" @@ -95,7 +94,7 @@ def _build_image( logger.info(f"Build image: {command}") - proc = run_command(command) + proc = utils.run_command(command) if proc.returncode != 0: raise RuntimeError("Docker build failed.") diff --git a/ads/opctl/operator/lowcode/forecast/MLoperator b/ads/opctl/operator/lowcode/forecast/MLoperator index e1b32afc3..bf22bae38 100644 --- a/ads/opctl/operator/lowcode/forecast/MLoperator +++ b/ads/opctl/operator/lowcode/forecast/MLoperator @@ -1,6 +1,6 @@ type: forecast version: v1 -conda_type: custom +conda_type: published gpu: no keywords: - Prophet diff --git a/ads/opctl/operator/runtime/runtime.py b/ads/opctl/operator/runtime/runtime.py index ae22796f2..3342743ae 100644 --- a/ads/opctl/operator/runtime/runtime.py +++ b/ads/opctl/operator/runtime/runtime.py @@ -29,7 +29,7 @@ class OPERATOR_LOCAL_RUNTIME_TYPE(ExtendedEnum): class Runtime(DataClassSerializable): """Base class for the operator's runtimes.""" - _schema: ClassVar[str] = None + _schema: ClassVar[str] = "" kind: str = OPERATOR_LOCAL_RUNTIME_KIND type: str = None version: str = None diff --git a/tests/unitary/with_extras/operator/test_common_utils.py b/tests/unitary/with_extras/operator/test_common_utils.py index d95695986..f296a420e 100644 --- a/tests/unitary/with_extras/operator/test_common_utils.py +++ b/tests/unitary/with_extras/operator/test_common_utils.py @@ -4,21 +4,103 @@ # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ +import argparse +import os +import unittest +from unittest.mock import patch, MagicMock -class TestCommonUtils: - """Tests all operator's common utils methods.""" +from ads.opctl.operator.common.utils import _build_image, _parse_input_args - def test_build_image_success(self): - pass - def test_build_image_fail(self): - pass +class TestBuildImage(unittest.TestCase): + def setUp(self): + self.curr_dir = os.path.dirname(os.path.abspath(__file__)) + self.dockerfile = os.path.join(self.curr_dir, "test_files", "Dockerfile.test") + self.image_name = "test_image" + self.tag = "test_tag" + self.target = "test_target" + self.kwargs = {"arg1": "value1", "arg2": "value2"} - def test_load_yaml_from_string(self): - pass + @patch("ads.opctl.utils.run_command") + def test_build_image(self, mock_run_command): + mock_proc = MagicMock() + mock_proc.returncode = 0 + mock_run_command.return_value = mock_proc - def test_load_yaml_from_uri(self): - pass + image_name = _build_image( + self.dockerfile, + self.image_name, + tag=self.tag, + target=self.target, + **self.kwargs, + ) - def test_parse_input_args(self): - pass + expected_image_name = f"{self.image_name}:{self.tag}" + command = [ + "docker", + "build", + "-t", + expected_image_name, + "-f", + self.dockerfile, + "--target", + self.target, + os.path.dirname(self.dockerfile), + ] + + mock_run_command.assert_called_once_with(command) + self.assertEqual(image_name, expected_image_name) + + def test_build_image_missing_dockerfile(self): + with self.assertRaises(FileNotFoundError): + _build_image("non_existing_docker_file", "non_existing_image") + + def test_build_image_missing_image_name(self): + with self.assertRaises(ValueError): + _build_image(self.dockerfile, None) + + @patch("ads.opctl.utils.run_command") + def test_build_image_docker_build_failure(self, mock_run_command): + mock_proc = MagicMock() + mock_proc.returncode = 1 + mock_run_command.return_value = mock_proc + + with self.assertRaises(RuntimeError): + _build_image(self.dockerfile, self.image_name) + + +class TestParseInputArgs(unittest.TestCase): + def test_parse_input_args_with_file(self): + raw_args = ["-f", "path/to/file.yaml"] + expected_output = ( + argparse.Namespace(file="path/to/file.yaml", spec=None, verify=False), + [], + ) + self.assertEqual(_parse_input_args(raw_args), expected_output) + + def test_parse_input_args_with_spec(self): + raw_args = ["-s", "spec"] + expected_output = (argparse.Namespace(file=None, spec="spec", verify=False), []) + self.assertEqual(_parse_input_args(raw_args), expected_output) + + def test_parse_input_args_with_verify(self): + raw_args = ["-v", "True"] + expected_output = (argparse.Namespace(file=None, spec=None, verify=True), []) + self.assertEqual(_parse_input_args(raw_args), expected_output) + + def test_parse_input_args_with_unknown_args(self): + raw_args = ["-f", "path/to/file.yaml", "--unknown-arg", "value"] + expected_output = ( + argparse.Namespace(file="path/to/file.yaml", spec=None, verify=False), + ["--unknown-arg", "value"], + ) + self.assertEqual(_parse_input_args(raw_args), expected_output) + + @patch("argparse.ArgumentParser.parse_known_args") + def test_parse_input_args_with_no_args(self, mock_parse_known_args): + mock_parse_known_args.return_value = ( + argparse.Namespace(file=None, spec=None, verify=False), + [], + ) + expected_output = (argparse.Namespace(file=None, spec=None, verify=False), []) + self.assertEqual(_parse_input_args([]), expected_output) diff --git a/tests/unitary/with_extras/operator/test_files/Dockerfile.test b/tests/unitary/with_extras/operator/test_files/Dockerfile.test new file mode 100644 index 000000000..8049807ad --- /dev/null +++ b/tests/unitary/with_extras/operator/test_files/Dockerfile.test @@ -0,0 +1,2 @@ +FROM baseImage +RUN echo "This is a message" diff --git a/tests/unitary/with_extras/operator/test_operator_config.py b/tests/unitary/with_extras/operator/test_operator_config.py index 2a0909d4c..52158c774 100644 --- a/tests/unitary/with_extras/operator/test_operator_config.py +++ b/tests/unitary/with_extras/operator/test_operator_config.py @@ -5,8 +5,90 @@ # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ +from dataclasses import dataclass + +import pytest +import yaml + +from ads.opctl.operator.common.operator_config import OperatorConfig + + class TestOperatorConfig: - """Tests base class representing operator config.""" + def test_operator_config(self): + # Test valid operator config + + @dataclass(repr=True) + class MyOperatorConfig(OperatorConfig): + @classmethod + def _load_schema(cls) -> str: + return yaml.safe_load( + """ + kind: + required: true + type: string + version: + required: true + type: string + type: + required: true + type: string + spec: + required: true + type: dict + schema: + foo: + required: false + type: string + """ + ) + + config = MyOperatorConfig.from_dict( + { + "kind": "operator", + "type": "my-operator", + "version": "v1", + "spec": {"foo": "bar"}, + } + ) + assert config.kind == "operator" + assert config.type == "my-operator" + assert config.version == "v1" + assert config.spec == {"foo": "bar"} + + # Test invalid operator config + @dataclass(repr=True) + class InvalidOperatorConfig(OperatorConfig): + @classmethod + def _load_schema(cls) -> str: + return yaml.safe_load( + """ + kind: + required: true + type: string + version: + required: true + type: string + allowed: + - v1 + type: + required: true + type: string + spec: + required: true + type: dict + schema: + foo: + required: true + type: string + """ + ) - def test_validate_dict(self): - pass + with pytest.raises(ValueError): + InvalidOperatorConfig.from_dict( + { + "kind": "operator", + "type": "invalid-operator", + "version": "v2", + "spec": {"foo1": 123}, + } + ) diff --git a/tests/unitary/with_extras/operator/test_operator_loader.py b/tests/unitary/with_extras/operator/test_operator_loader.py index b2005665d..bbe71d87c 100644 --- a/tests/unitary/with_extras/operator/test_operator_loader.py +++ b/tests/unitary/with_extras/operator/test_operator_loader.py @@ -4,84 +4,433 @@ # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ - -class TestCommonUtils: - """Tests common utils in the operator_loader module.""" - - def test_operator_info(self): - pass - - def test_operator_info_list(self): - pass - - -class TestOperatorInfo: - """Tests the class representing brief information about the operator.""" - - def test_init(self): - pass +import os +import shutil +import unittest +from unittest.mock import MagicMock, Mock, patch + +import pytest + +from ads.opctl.operator.common.const import ARCH_TYPE, PACK_TYPE +from ads.opctl.operator.common.operator_loader import ( + GitOperatorLoader, + LocalOperatorLoader, + OperatorInfo, + OperatorLoader, + RemoteOperatorLoader, + ServiceOperatorLoader, +) + + +class TestOperatorInfo(unittest.TestCase): + def test_construction(self): + operator_info = OperatorInfo( + type="example", + gpu="yes", + description="An example operator", + version="v1", + conda="example_v1", + conda_type=PACK_TYPE.CUSTOM, + path="/path/to/operator", + backends=["backend1", "backend2"], + ) + assert (operator_info.type, "example") + self.assertTrue(operator_info.gpu) + assert (operator_info.description, "An example operator") + assert (operator_info.version, "v1") + assert (operator_info.conda, "example_v1") + assert (operator_info.conda_type, PACK_TYPE.CUSTOM) + assert (operator_info.path, "/path/to/operator") + assert (operator_info.backends, ["backend1", "backend2"]) def test_conda_prefix(self): - pass - - def test_from_yaml(self): - pass + operator_info = OperatorInfo( + type="example", + gpu="yes", + description="An example operator", + version="v1", + conda="example_v1", + conda_type=PACK_TYPE.CUSTOM, + path="/path/to/operator", + backends=["backend1", "backend2"], + ) + assert ( + operator_info.conda_prefix, + f"{ARCH_TYPE.GPU}/example/1/example_v1", + ) + + def test_conda_prefix_without_gpu(self): + operator_info = OperatorInfo( + type="example", + gpu="no", + description="An example operator", + version="v1", + conda="example_v1", + conda_type=PACK_TYPE.CUSTOM, + path="/path/to/operator", + backends=["backend1", "backend2"], + ) + assert ( + operator_info.conda_prefix, + f"{ARCH_TYPE.CPU}/example/1/example_v1", + ) + + def test_post_init(self): + operator_info = OperatorInfo( + type="example", + gpu="yes", # Should be converted to boolean + version="", # Should be set to "v1" + conda_type=None, # Should be set to PACK_TYPE.CUSTOM + conda=None, # Should be set to "example_v1" + ) + self.assertTrue(operator_info.gpu) + assert (operator_info.version, "v1") + assert (operator_info.conda_type, PACK_TYPE.CUSTOM) + assert (operator_info.conda, "example_v1") + + def test_from_yaml_with_yaml_string(self): + yaml_string = """ + type: example + gpu: yes + description: An example operator + version: v1 + conda_type: published + path: /path/to/operator + backends: + - backend1 + - backend2 + """ + operator_info = OperatorInfo.from_yaml(yaml_string=yaml_string) + assert (operator_info.type, "example") + self.assertTrue(operator_info.gpu) + assert (operator_info.description, "An example operator") + assert (operator_info.version, "v1") + assert (operator_info.conda, "example_v1") + assert (operator_info.conda_type, PACK_TYPE.CUSTOM) + assert (operator_info.path, "/path/to/operator") + assert (operator_info.backends, ["backend1", "backend2"]) + + @patch("ads.common.serializer.Serializable.from_yaml") + def test_from_yaml_with_uri(self, mock_from_yaml): + uri = "http://example.com/operator.yaml" + loader = MagicMock() + mock_from_yaml.return_value = OperatorInfo( + type="example", + gpu="yes", + description="An example operator", + version="v1", + conda="example_v1", + conda_type=PACK_TYPE.CUSTOM, + path="/path/to/operator", + backends=["backend1", "backend2"], + ) + operator_info = OperatorInfo.from_yaml(uri=uri, loader=loader) + mock_from_yaml.assert_called_with(yaml_string=None, uri=uri, loader=loader) + assert (operator_info.type, "example") + self.assertTrue(operator_info.gpu) + assert (operator_info.description, "An example operator") + assert (operator_info.version, "v1") + assert (operator_info.conda, "example_v1") + assert (operator_info.conda_type, PACK_TYPE.CUSTOM) + assert (operator_info.path, "http://example.com") + assert (operator_info.backends, ["backend1", "backend2"]) class TestOperatorLoader: - """Tests operator loader class""" - - def test_init(self): - pass - - def test_from_uri_success(self): - pass - - def test_from_uri_fail(self): - pass - - -class TestServiceOperatorLoader: - """Tests class to load a service operator.""" + def setup_method(self): + # Create a mock Loader instance for testing + self.loader = Mock() + self.operator_loader = OperatorLoader(self.loader) + + def test_load_operator(self): + # Define a mock OperatorInfo object to return when load is called on the loader + mock_operator_info = OperatorInfo( + type="mock_operator", + gpu=False, + description="Mock Operator", + version="v1", + conda="mock_operator_v1", + conda_type="custom", + path="/path/to/mock_operator", + backends=["cpu"], + ) + + # Mock the _load method to return the mock_operator_info object + self.loader.load.return_value = mock_operator_info + + # Call the load method of the OperatorLoader + operator_info = self.operator_loader.load() + + # Check if the returned OperatorInfo object matches the expected values + + assert operator_info.type == "mock_operator" + assert operator_info.gpu == False + assert operator_info.description == "Mock Operator" + assert operator_info.version == "v1" + assert operator_info.conda == "mock_operator_v1" + assert operator_info.conda_type == "custom" + assert operator_info.path == "/path/to/mock_operator" + assert operator_info.backends == ["cpu"] + + def test_load_operator_exception(self): + # Mock the _load method to raise an exception + self.loader.load.side_effect = Exception("Error loading operator") + + # Call the load method of the OperatorLoader and expect an exception + with pytest.raises(Exception): + self.operator_loader.load() + + @pytest.mark.parametrize( + "test_name, uri, expected_result", + [ + ("Service Path", "forecast", ServiceOperatorLoader), + ("Local Path", "/path/to/local_operator", LocalOperatorLoader), + ("OCI Path", "oci://bucket/operator.zip", RemoteOperatorLoader), + ( + "Git Path", + "https://github.com/my-operator-repository", + GitOperatorLoader, + ), + ], + ) + def test_from_uri(self, test_name, uri, expected_result): + # Call the from_uri method of the OperatorLoader class + operator_loader = OperatorLoader.from_uri(uri=uri) + assert isinstance(operator_loader.loader, expected_result) + + def test_empty_uri(self): + # Test with an empty URI that should raise a ValueError + with pytest.raises(ValueError): + OperatorLoader.from_uri(uri="", uri_dst=None) + + def test_invalid_uri(self): + # Test with an invalid URI that should raise a ValueError + with pytest.raises(ValueError): + OperatorLoader.from_uri(uri="aws://", uri_dst=None) + + +class TestServiceOperatorLoader(unittest.TestCase): + def setUp(self): + # Create a mock ServiceOperatorLoader instance for testing + self.loader = ServiceOperatorLoader(uri="mock_service_operator") + self.mock_operator_info = OperatorInfo( + type="mock_operator", + gpu="no", + description="Mock Operator", + version="v1", + conda="mock_operator_v1", + conda_type="custom", + path="/path/to/mock_operator", + backends=["cpu"], + ) def test_compatible(self): - pass + # Test the compatible method with a valid URI + uri = "forecast" + self.assertTrue(ServiceOperatorLoader.compatible(uri=uri)) - def test_load(self): - pass - - -class TestLocalOperatorLoader: - """Tests class to load a local operator.""" - - def test_compatible(self): - pass + # Test the compatible method with an invalid URI + uri = "invalid_service_operator" + self.assertFalse(ServiceOperatorLoader.compatible(uri=uri)) def test_load(self): - pass - - -class TestRemoteOperatorLoader: - """Tests class to load a remote operator.""" + # Mock the _load method to return the mock_operator_info object + self.loader._load = Mock(return_value=self.mock_operator_info) + + # Call the load method of the ServiceOperatorLoader + operator_info = self.loader.load() + + # Check if the returned OperatorInfo object matches the expected values + self.assertEqual(operator_info.type, "mock_operator") + self.assertEqual(operator_info.gpu, False) + self.assertEqual(operator_info.description, "Mock Operator") + self.assertEqual(operator_info.version, "v1") + self.assertEqual(operator_info.conda, "mock_operator_v1") + self.assertEqual(operator_info.conda_type, "custom") + self.assertEqual(operator_info.path, "/path/to/mock_operator") + self.assertEqual(operator_info.backends, ["cpu"]) + + def test_load_exception(self): + # Mock the _load method to raise an exception + self.loader._load = Mock( + side_effect=Exception("Error loading service operator") + ) + + # Call the load method of the ServiceOperatorLoader and expect an exception + with self.assertRaises(Exception): + self.loader.load() + + +class TestLocalOperatorLoader(unittest.TestCase): + def setUp(self): + # Create a mock LocalOperatorLoader instance for testing + self.loader = LocalOperatorLoader(uri="path/to/local/operator") + self.mock_operator_info = OperatorInfo( + type="mock_operator", + gpu=False, + description="Mock Operator", + version="v1", + conda="mock_operator_v1", + conda_type="custom", + path="/path/to/mock_operator", + backends=["cpu"], + ) def test_compatible(self): - pass + # Test the compatible method with a valid URI + uri = "path/to/local/operator" + self.assertTrue(LocalOperatorLoader.compatible(uri=uri)) + + # Test the compatible method with an invalid URI + uri = "http://example.com/remote/operator" + self.assertFalse(LocalOperatorLoader.compatible(uri=uri)) def test_load(self): - pass + # Mock the _load method to return the mock_operator_info object + self.loader._load = Mock(return_value=self.mock_operator_info) + + # Call the load method of the LocalOperatorLoader + operator_info = self.loader.load() + + # Check if the returned OperatorInfo object matches the expected values + self.assertEqual(operator_info.type, "mock_operator") + self.assertEqual(operator_info.gpu, False) + self.assertEqual(operator_info.description, "Mock Operator") + self.assertEqual(operator_info.version, "v1") + self.assertEqual(operator_info.conda, "mock_operator_v1") + self.assertEqual(operator_info.conda_type, "custom") + self.assertEqual(operator_info.path, "/path/to/mock_operator") + self.assertEqual(operator_info.backends, ["cpu"]) + + def test_load_exception(self): + # Mock the _load method to raise an exception + self.loader._load = Mock(side_effect=Exception("Error loading local operator")) + + # Call the load method of the LocalOperatorLoader and expect an exception + with self.assertRaises(Exception): + self.loader.load() + + +class TestRemoteOperatorLoader(unittest.TestCase): + def setUp(self): + # Create a mock RemoteOperatorLoader instance for testing + self.loader = RemoteOperatorLoader(uri="oci://bucket/operator.zip") + self.mock_operator_info = OperatorInfo( + type="mock_operator", + gpu=False, + description="Mock Operator", + version="v1", + conda="mock_operator_v1", + conda_type="custom", + path="/path/to/mock_operator", + backends=["cpu"], + ) - def test_cleanup(self): - pass + def test_compatible(self): + # Test the compatible method with a valid URI + uri = "oci://bucket/operator.zip" + self.assertTrue(RemoteOperatorLoader.compatible(uri=uri)) + # Test the compatible method with an invalid URI + uri = "http://example.com/remote/operator" + self.assertFalse(RemoteOperatorLoader.compatible(uri=uri)) -class TestGitOperatorLoader: - """Tests class to load an operator from a GIT repository.""" + def test_load(self): + # Mock the _load method to return the mock_operator_info object + self.loader._load = Mock(return_value=self.mock_operator_info) + + # Call the load method of the RemoteOperatorLoader + operator_info = self.loader.load() + + # Check if the returned OperatorInfo object matches the expected values + self.assertEqual(operator_info.type, "mock_operator") + self.assertEqual(operator_info.gpu, False) + self.assertEqual(operator_info.description, "Mock Operator") + self.assertEqual(operator_info.version, "v1") + self.assertEqual(operator_info.conda, "mock_operator_v1") + self.assertEqual(operator_info.conda_type, "custom") + self.assertEqual(operator_info.path, "/path/to/mock_operator") + self.assertEqual(operator_info.backends, ["cpu"]) + + def test_load_exception(self): + # Mock the _load method to raise an exception + self.loader._load = Mock(side_effect=Exception("Error loading remote operator")) + + # Call the load method of the RemoteOperatorLoader and expect an exception + with self.assertRaises(Exception): + self.loader.load() + + +class TestGitOperatorLoader(unittest.TestCase): + def setUp(self): + # Create a temporary directory for testing + self.temp_dir = "temp_git_loader" + os.makedirs(self.temp_dir, exist_ok=True) + + # Create a mock GitOperatorLoader instance for testing + self.loader = GitOperatorLoader( + uri="https://github.com/mock_operator_repository.git@feature-branch#forecasting", + uri_dst=self.temp_dir, + ) + self.mock_operator_info = OperatorInfo( + type="mock_operator", + gpu=False, + description="Mock Operator", + version="v1", + conda="mock_operator_v1", + conda_type="custom", + path=os.path.join(self.temp_dir, "forecasting"), + backends=["cpu"], + ) + + def tearDown(self): + # Clean up the temporary directory + shutil.rmtree(self.temp_dir, ignore_errors=True) def test_compatible(self): - pass + # Test the compatible method with a valid URI + uri = ( + "https://github.com/mock_operator_repository.git@feature-branch#forecasting" + ) + self.assertTrue(GitOperatorLoader.compatible(uri=uri)) - def test_load(self): - pass + # Test the compatible method with an invalid URI + uri = "http://example.com/remote/operator" + self.assertFalse(GitOperatorLoader.compatible(uri=uri)) - def test_cleanup(self): - pass + def test_load(self): + # Mock the git.Repo.clone_from method to avoid actual Git operations + with patch("git.Repo.clone_from") as mock_clone_from: + mock_clone_from.return_value = Mock() + + # Mock the _load method to return the mock_operator_info object + self.loader._load = Mock(return_value=self.mock_operator_info) + + # Call the load method of the GitOperatorLoader + operator_info = self.loader.load() + + # Check if the returned OperatorInfo object matches the expected values + self.assertEqual(operator_info.type, "mock_operator") + self.assertEqual(operator_info.gpu, False) + self.assertEqual(operator_info.description, "Mock Operator") + self.assertEqual(operator_info.version, "v1") + self.assertEqual(operator_info.conda, "mock_operator_v1") + self.assertEqual(operator_info.conda_type, "custom") + self.assertEqual( + operator_info.path, os.path.join(self.temp_dir, "forecasting") + ) + self.assertEqual(operator_info.backends, ["cpu"]) + + def test_load_exception(self): + # Mock the git.Repo.clone_from method to raise an exception + with patch( + "git.Repo.clone_from", side_effect=Exception("Error cloning Git repository") + ): + # Mock the _load method to raise an exception + self.loader._load = Mock( + side_effect=Exception("Error loading Git operator") + ) + + # Call the load method of the GitOperatorLoader and expect an exception + with self.assertRaises(Exception): + self.loader.load() diff --git a/tests/unitary/with_extras/operator/test_runtime.py b/tests/unitary/with_extras/operator/test_runtime.py index 0c08baaa2..6e3f8d7b3 100644 --- a/tests/unitary/with_extras/operator/test_runtime.py +++ b/tests/unitary/with_extras/operator/test_runtime.py @@ -4,52 +4,97 @@ # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ -import pytest -from my_module.runtime import ContainerRuntime, PythonRuntime +import unittest +from unittest.mock import patch, MagicMock +from ads.opctl.operator.runtime.runtime import ( + ContainerRuntime, + ContainerRuntimeSpec, + PythonRuntime, + Runtime, + OPERATOR_LOCAL_RUNTIME_TYPE, +) -class TestContainerRuntime: + +class TestRuntime(unittest.TestCase): + def setUp(self): + self.runtime = Runtime() + + def test_kind(self): + self.assertEqual(self.runtime.kind, "operator.local") + + def test_type(self): + self.assertIsNone(self.runtime.type) + + def test_version(self): + self.assertIsNone(self.runtime.version) + + @patch("ads.opctl.operator.runtime.runtime._load_yaml_from_uri") + @patch("ads.opctl.operator.runtime.runtime.Validator") + def test_validate_dict(self, mock_validator, mock_load_yaml): + mock_validator.return_value.validate.return_value = True + self.assertTrue(Runtime._validate_dict({})) + mock_load_yaml.assert_called_once() + mock_validator.assert_called_once() + + @patch("ads.opctl.operator.runtime.runtime._load_yaml_from_uri") + @patch("ads.opctl.operator.runtime.runtime.Validator") + def test_validate_dict_invalid(self, mock_validator, mock_load_yaml): + mock_validator.return_value = MagicMock( + errors=[{"error": "error"}], validate=MagicMock(return_value=False) + ) + mock_validator.return_value.validate.return_value = False + with self.assertRaises(ValueError): + Runtime._validate_dict({}) + mock_load_yaml.assert_called_once() + mock_validator.assert_called_once() + + +class TestContainerRuntime(unittest.TestCase): def test_init(self): - runtime = ContainerRuntime(image="my-image", command="my-command") - self.assertEqual(runtime.image, "my-image") - self.assertEqual(runtime.command, "my-command") - - def test_to_dict(self): - runtime = ContainerRuntime(image="my-image", command="my-command") - runtime_dict = runtime.to_dict() - self.assertIsInstance(runtime_dict, dict) - self.assertEqual(runtime_dict["type"], "container") - self.assertEqual(runtime_dict["image"], "my-image") - self.assertEqual(runtime_dict["command"], "my-command") - - def test_from_dict(self): - runtime_dict = { - "type": "container", - "image": "my-image", - "command": "my-command", - } - runtime = ContainerRuntime.from_dict(runtime_dict) + runtime = ContainerRuntime.init( + image="my-image", + env=[{"name": "VAR1", "value": "value1"}], + volume=["/data"], + ) self.assertIsInstance(runtime, ContainerRuntime) - self.assertEqual(runtime.image, "my-image") - self.assertEqual(runtime.command, "my-command") + self.assertEqual(runtime.type, OPERATOR_LOCAL_RUNTIME_TYPE.CONTAINER.value) + self.assertEqual(runtime.version, "v1") + self.assertIsInstance(runtime.spec, ContainerRuntimeSpec) + self.assertEqual(runtime.spec.image, "my-image") + self.assertEqual(runtime.spec.env, [{"name": "VAR1", "value": "value1"}]) + self.assertEqual(runtime.spec.volume, ["/data"]) + def test_validate_dict(self): + valid_dict = { + "kind": "operator.local", + "type": "container", + "version": "v1", + "spec": { + "image": "my-image", + "env": [{"name": "VAR1", "value": "value1"}], + "volume": ["/data"], + }, + } + self.assertTrue(ContainerRuntime._validate_dict(valid_dict)) -class TestPythonRuntime: - def test_init(self): - runtime = PythonRuntime(version="v2") - self.assertEqual(runtime.version, "v2") - self.assertEqual(runtime.type, "python") + invalid_dict = { + "kind": "operator.local", + "type": "unknown", + "version": "v1", + "spec": { + "image": "my-image", + "env": [{"name": "VAR1"}], + "volume": ["/data"], + }, + } + with self.assertRaises(ValueError): + ContainerRuntime._validate_dict(invalid_dict) - def test_to_dict(self): - runtime = PythonRuntime(version="v2") - runtime_dict = runtime.to_dict() - self.assertIsInstance(runtime_dict, dict) - self.assertEqual(runtime_dict["type"], "python") - self.assertEqual(runtime_dict["version"], "v2") - def test_from_dict(self): - runtime_dict = {"type": "python", "version": "v2"} - runtime = PythonRuntime.from_dict(runtime_dict) +class TestPythonRuntime(unittest.TestCase): + def test_init(self): + runtime = PythonRuntime.init() self.assertIsInstance(runtime, PythonRuntime) - self.assertEqual(runtime.version, "v2") self.assertEqual(runtime.type, "python") + self.assertEqual(runtime.version, "v1") From 7b287d4b5d97fe6fe18b1bb15a64de8ca6089e31 Mon Sep 17 00:00:00 2001 From: Allen Date: Thu, 5 Oct 2023 14:06:31 +0100 Subject: [PATCH 102/247] skipping issues with training metrics --- ads/opctl/operator/lowcode/forecast/utils.py | 13 +++++++++---- 1 file changed, 9 insertions(+), 4 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index ad45af266..bf2a8a09a 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -318,11 +318,16 @@ def _build_metrics_df(y_true, y_pred, column_name): def evaluate_metrics(target_columns, data, outputs, target_col="yhat"): total_metrics = pd.DataFrame() for idx, col in enumerate(target_columns): - y_true = np.asarray(data[col]) - y_pred = np.asarray(outputs[idx][target_col][: len(y_true)]) + try: + y_true = np.asarray(data[col]) + y_pred = np.asarray(outputs[idx][target_col][: len(y_true)]) - metrics_df = _build_metrics_df(y_true=y_true, y_pred=y_pred, column_name=col) - total_metrics = pd.concat([total_metrics, metrics_df], axis=1) + metrics_df = _build_metrics_df( + y_true=y_true, y_pred=y_pred, column_name=col + ) + total_metrics = pd.concat([total_metrics, metrics_df], axis=1) + except: + logger.warn(f"Failed to generate training metrics for target_series: {col}") return total_metrics From 5cc0c1ddc16fe2f94211b9ac55e337c231777d04 Mon Sep 17 00:00:00 2001 From: Vikas Pandey Date: Thu, 5 Oct 2023 19:30:01 +0530 Subject: [PATCH 103/247] added docstring, other fixes --- ads/opctl/operator/lowcode/forecast/model/arima.py | 1 - .../operator/lowcode/forecast/model/automlx.py | 14 +++++++++++++- 2 files changed, 13 insertions(+), 2 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/arima.py b/ads/opctl/operator/lowcode/forecast/model/arima.py index ec70928f2..39b739578 100644 --- a/ads/opctl/operator/lowcode/forecast/model/arima.py +++ b/ads/opctl/operator/lowcode/forecast/model/arima.py @@ -17,7 +17,6 @@ class ArimaOperatorModel(ForecastOperatorBaseModel): """Class representing ARIMA operator model.""" - def _build_model(self) -> pd.DataFrame: full_data_dict = self.full_data_dict diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index c6e07a429..eb27d57fe 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -144,6 +144,18 @@ def _build_model(self) -> pd.DataFrame: return outputs_merged def _generate_report(self): + """ + Generate the report for the automlx model. + + Returns: + - model_description (datapane.Text): A Text component containing the description of the automlx model. + - other_sections (List[Union[datapane.Text, datapane.Blocks]]): A list of Text and Blocks components representing various sections of the report. + - forecast_col_name (str): The name of the forecasted column. + - train_metrics (bool): A boolean value indicating whether to include train metrics in the report. + - ds_column_series (pd.Series): The pd.Series object representing the datetime column of the dataset. + - ds_forecast_col (pd.Series): The pd.Series object representing the forecasted column. + - ci_col_names (List[str]): A list of column names for the confidence interval in the report. + """ import datapane as dp """The method that needs to be implemented on the particular model level.""" @@ -211,7 +223,7 @@ def _custom_predict_automlx(self, data): def explain_model(self) -> dict: """ - Generates an explanation for the model by using the SHAP (SHapley Additive exPlanations) library. + Generates an explanation for the model by using the SHAP (Shapley Additive exPlanations) library. This function calculates the SHAP values for each feature in the dataset and stores the results in the `global_explanation` dictionary. Returns: dict: A dictionary containing the global explanation for each feature in the dataset. From c890366ea816ac9149a6e57907d20d5ddd508176 Mon Sep 17 00:00:00 2001 From: Vikas Pandey Date: Thu, 5 Oct 2023 19:33:11 +0530 Subject: [PATCH 104/247] remove redundant import --- ads/opctl/operator/lowcode/forecast/model/neuralprophet.py | 1 - 1 file changed, 1 deletion(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py index 4008460e4..e0c21a584 100644 --- a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py @@ -7,7 +7,6 @@ import numpy as np import optuna import pandas as pd -from neuralprophet import NeuralProphet from torch import Tensor from torchmetrics.regression import ( MeanAbsoluteError, From 0fdcb9f2babe45c3a58a4f59715f61ff990ea408 Mon Sep 17 00:00:00 2001 From: Vikas Pandey Date: Thu, 5 Oct 2023 19:33:53 +0530 Subject: [PATCH 105/247] remove redundant import --- ads/opctl/operator/lowcode/forecast/model/arima.py | 1 - 1 file changed, 1 deletion(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/arima.py b/ads/opctl/operator/lowcode/forecast/model/arima.py index 39b739578..f10dbd104 100644 --- a/ads/opctl/operator/lowcode/forecast/model/arima.py +++ b/ads/opctl/operator/lowcode/forecast/model/arima.py @@ -11,7 +11,6 @@ from .. import utils from .base_model import ForecastOperatorBaseModel -from ..operator_config import ForecastOperatorConfig class ArimaOperatorModel(ForecastOperatorBaseModel): From ff4b1a99a4c3678c8e9ccda9a3c1e50b0fc32904 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Fri, 6 Oct 2023 15:01:29 -0700 Subject: [PATCH 106/247] Fixes the operator run command. --- ads/opctl/operator/cmd.py | 17 +++++++++++++++-- ads/opctl/operator/lowcode/forecast/__main__.py | 3 +-- 2 files changed, 16 insertions(+), 4 deletions(-) diff --git a/ads/opctl/operator/cmd.py b/ads/opctl/operator/cmd.py index 9f7f2b095..3eea46d86 100644 --- a/ads/opctl/operator/cmd.py +++ b/ads/opctl/operator/cmd.py @@ -203,7 +203,14 @@ def _init_backend_config( } supported_backends = tuple( - set(RUNTIME_TYPE_MAP.keys()) & set(operator_info.backends) + set(RUNTIME_TYPE_MAP.keys()) + & set( + operator_info.backends + + [ + BACKEND_NAME.OPERATOR_LOCAL.value, + BACKEND_NAME.LOCAL.value, + ] + ) ) if backend_kind: @@ -729,7 +736,13 @@ def run(config: Dict, backend: Union[Dict, str] = None, **kwargs) -> None: BACKEND_NAME.LOCAL.value, ) ) - & set(operator_info.backends) + & set( + operator_info.backends + + [ + BACKEND_NAME.OPERATOR_LOCAL.value, + BACKEND_NAME.LOCAL.value, + ] + ) ) backend_runtime_map = { diff --git a/ads/opctl/operator/lowcode/forecast/__main__.py b/ads/opctl/operator/lowcode/forecast/__main__.py index c2ad8e5c4..667b5635d 100644 --- a/ads/opctl/operator/lowcode/forecast/__main__.py +++ b/ads/opctl/operator/lowcode/forecast/__main__.py @@ -15,7 +15,6 @@ from ads.opctl.operator.common.const import ENV_OPERATOR_ARGS from ads.opctl.operator.common.utils import _parse_input_args -from .__init__ import __name__ as MODULE from .operator import operate, verify from .operator_config import ForecastOperatorConfig @@ -31,7 +30,7 @@ def main(raw_args: List[str]): return logger.info("-" * 100) - logger.info(f"{'Running' if not args.verify else 'Verifying'} operator: {MODULE}") + logger.info(f"{'Running' if not args.verify else 'Verifying'} the operator...") # if spec provided as input string, then convert the string into YAML yaml_string = "" From 5bdc0dcc301b7c28c1da2eeebf9cd1573cab0ebf Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Fri, 6 Oct 2023 21:02:10 -0700 Subject: [PATCH 107/247] Fixes building base operator image. --- ads/opctl/operator/common/utils.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/ads/opctl/operator/common/utils.py b/ads/opctl/operator/common/utils.py index fc13d6d3c..538c4aabb 100644 --- a/ads/opctl/operator/common/utils.py +++ b/ads/opctl/operator/common/utils.py @@ -6,6 +6,7 @@ import argparse import os +import time from string import Template from typing import Any, Dict, List, Tuple @@ -13,9 +14,8 @@ import yaml from cerberus import Validator -from ads.opctl import logger +from ads.opctl import logger, utils from ads.opctl.operator import __operators__ -from ads.opctl import utils CONTAINER_NETWORK = "CONTAINER_NETWORK" @@ -88,6 +88,7 @@ def _build_image( command += ["--build-arg", f"http_proxy={os.environ['http_proxy']}"] if os.environ.get("https_proxy"): command += ["--build-arg", f"https_proxy={os.environ['https_proxy']}"] + command += ["--build-arg", f"RND={time.time()}"] if os.environ.get(CONTAINER_NETWORK): command += ["--network", os.environ[CONTAINER_NETWORK]] command += [os.path.dirname(dockerfile)] From 1869db89eb6c5d8b10d0b5242e6e4eb7d82a9455 Mon Sep 17 00:00:00 2001 From: Vikas Pandey Date: Mon, 9 Oct 2023 10:45:56 +0530 Subject: [PATCH 108/247] generate explaination when explain_model kwargs is available for automlx, add report and normalize the explanations --- .../lowcode/forecast/model/automlx.py | 29 +++++++++++++++++-- .../lowcode/forecast/model/base_model.py | 3 +- 2 files changed, 28 insertions(+), 4 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index eb27d57fe..4c3693bc0 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -179,8 +179,32 @@ def _generate_report(self): selected_models_section = dp.Blocks( "### Best Selected model ", dp.Table(selected_df) ) + all_sections = [selected_models_text, selected_models_section] + # Check if the "explain_model" key is present in the "model_kwargs" dictionary of the "self.spec" object + if self.spec.model_kwargs.get("explain_model"): + # If the key is present, call the "explain_model" method + self.explain_model() + + # Create a markdown text block for the global explanation section + global_explanation_text = dp.Text( + f"## Global Explanation of Models \n " + "The following tables provides the feature attribution for the global explainability." + ) + + # Convert the global explanation data to a DataFrame + global_explanation_df = pd.DataFrame(self.global_explanation) + + # Create a markdown section for the global explainability + global_explanation_section = dp.Blocks( + "### Global Explainability ", + dp.Table(global_explanation_df/global_explanation_df.sum(axis=0) * 100) + ) + + # Append the global explanation text and section to the "all_sections" list + all_sections = all_sections + [global_explanation_text, global_explanation_section] + model_description = dp.Text( "The automlx model automatically preprocesses, selects and engineers " "high-quality features in your dataset, which then given to an automatically " @@ -218,7 +242,8 @@ def _custom_predict_automlx(self, data): ) return self.models.get(self.series_id).forecast( - X=data_temp.drop(self.series_id, axis=1), periods=data_temp.shape[0] + X=data_temp, #.drop(self.series_id, axis=1), + periods=data_temp.shape[0] )[self.series_id] def explain_model(self) -> dict: @@ -243,7 +268,7 @@ def explain_model(self) -> dict: self.series_id = series_id self.dataset_cols = ( self.full_data_dict.get(self.series_id) - .set_index(self.spec.datetime_column.name) + .set_index(self.spec.datetime_column.name).drop(self.series_id, axis=1) .columns ) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 2ae71695f..991a2c1c8 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -80,8 +80,7 @@ def generate_report(self): ci_col_names, ) = self._generate_report() - # if self.spec.model == "automlx": - # self.explain_model() + report_sections = [] title_text = dp.Text("# Forecast Report") From 2ae6d1516efc8fb2b79b4f2e9819406a8172dc68 Mon Sep 17 00:00:00 2001 From: Vikas Pandey Date: Mon, 9 Oct 2023 13:15:58 +0530 Subject: [PATCH 109/247] code cleanup, add dependency to env yaml --- ads/opctl/operator/lowcode/forecast/environment.yaml | 1 + ads/opctl/operator/lowcode/forecast/model/automlx.py | 9 +++------ 2 files changed, 4 insertions(+), 6 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/environment.yaml b/ads/opctl/operator/lowcode/forecast/environment.yaml index 1292558ca..e0c74a827 100644 --- a/ads/opctl/operator/lowcode/forecast/environment.yaml +++ b/ads/opctl/operator/lowcode/forecast/environment.yaml @@ -12,6 +12,7 @@ dependencies: - datapane - cerberus - sktime + - shap - autots[additional] - optuna==2.9.0 - oracle-automlx==23.2.3 diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index 4c3693bc0..65324c4be 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -237,12 +237,12 @@ def _custom_predict_automlx(self, data): """ temp = 0 data_temp = pd.DataFrame( - data, # [:, :len(self.dataset_cols)], + data, columns=[col for col in self.dataset_cols], ) return self.models.get(self.series_id).forecast( - X=data_temp, #.drop(self.series_id, axis=1), + X=data_temp, periods=data_temp.shape[0] )[self.series_id] @@ -263,7 +263,7 @@ def explain_model(self) -> dict: ) logger.debug(ex) logger.debug(traceback.format_exc()) - exit() + for series_id in self.target_columns: self.series_id = series_id self.dataset_cols = ( @@ -272,9 +272,6 @@ def explain_model(self) -> dict: .columns ) - # if not self.models.get(self.series_id).selected_model_params_.get("use_X", False): - # self.dataset_cols = {self.series_id} - kernel_explnr = KernelExplainer( model=self._custom_predict_automlx, data=self.full_data_dict.get(self.series_id).set_index( From 27148f2ec8134666a5852bd6500fcacebeb8adbe Mon Sep 17 00:00:00 2001 From: Allen Date: Mon, 9 Oct 2023 14:01:00 +0100 Subject: [PATCH 110/247] updating forecasting operator docs --- .../advanced_use_cases.rst | 59 ++++++++++- .../forecasting_operator/examples.rst | 67 +++++++++++- .../operators/forecasting_operator/faq.rst | 8 +- .../forecasting_operator/getting_started.rst | 100 ++++++++++++++++-- .../operators/forecasting_operator/index.rst | 30 +++++- 5 files changed, 248 insertions(+), 16 deletions(-) diff --git a/docs/source/user_guide/operators/forecasting_operator/advanced_use_cases.rst b/docs/source/user_guide/operators/forecasting_operator/advanced_use_cases.rst index 465039176..ac92779f5 100644 --- a/docs/source/user_guide/operators/forecasting_operator/advanced_use_cases.rst +++ b/docs/source/user_guide/operators/forecasting_operator/advanced_use_cases.rst @@ -2,6 +2,59 @@ Advanced Use Cases ================== -- explain the science of forecasting (seasonality, stationary, cold start etc) -- show how to pass in parameters to the models directly -- explain when some models perform poorly and how our "auto" method tries to anticipate that +**Documentation: Forecasting Science and Model Parameterization** + +## The Science of Forecasting + +Forecasting is a complex yet essential discipline that involves predicting future values or events based on historical data and various mathematical and statistical techniques. To achieve accurate forecasts, it is crucial to understand some fundamental concepts: + +### Seasonality + +Seasonality refers to patterns in data that repeat at regular intervals, typically within a year. For example, retail sales often exhibit seasonality with spikes during holidays or specific seasons. Seasonal components can be daily, weekly, monthly, or yearly, and understanding them is vital for capturing and predicting such patterns accurately. + +### Stationarity + +Stationarity is a critical property of time series data. A time series is considered stationary when its statistical properties, such as mean, variance, and autocorrelation, remain constant over time. Stationary data simplifies forecasting since it allows models to assume that future patterns will resemble past patterns. + +### Cold Start + +The "cold start" problem arises when you have limited historical data for a new product, service, or entity. Traditional forecasting models may struggle to make accurate predictions in these cases due to insufficient historical context. + +## Passing Parameters to Models + +To enhance the accuracy and adaptability of forecasting models, our system allows you to pass parameters directly. Here's how to do it: + +**Forecast Configuration YAML File:** + + In your ``forecast.yaml`` configuration file, you can specify various model parameters under the ``model_params`` section. For instance: + + ```yaml + kind: operator + type: forecast + version: v1 + spec: + model: automlx + model_params: + model_list: + - DecisionTreeRegressor + num_trees: 100 + max_depth: 5 + learning_rate: 0.01 + ``` + + +## When Models Perform Poorly and the "Auto" Method + +Forecasting models are not one-size-fits-all, and some models may perform poorly under certain conditions. Common scenarios where models might struggle include: + +- **Sparse Data:** When there's limited historical data available, traditional models may have difficulty making accurate predictions, especially for cold start problems. + +- **High Seasonality:** Extremely seasonal data with complex patterns can challenge traditional models, as they might not capture all nuances. + +- **Non-Linear Relationships:** In cases where the relationships between input variables and forecasts are nonlinear, linear models may underperform. + +- **Changing Dynamics:** If the underlying data-generating process changes over time, static models may fail to adapt. + +Our system offers an "auto" method that strives to anticipate and address these challenges. It dynamically selects the most suitable forecasting model and parameterizes it based on the characteristics of your data. It can automatically detect seasonality, stationarity, and cold start issues, then choose the best-fitting model and adjust its parameters accordingly. + +By using the "auto" method, you can rely on the system's intelligence to adapt to your data's unique characteristics and make more accurate forecasts, even in challenging scenarios. This approach simplifies the forecasting process and often leads to better results than manual model selection and parameter tuning. diff --git a/docs/source/user_guide/operators/forecasting_operator/examples.rst b/docs/source/user_guide/operators/forecasting_operator/examples.rst index 6a196242b..b0d456b4f 100644 --- a/docs/source/user_guide/operators/forecasting_operator/examples.rst +++ b/docs/source/user_guide/operators/forecasting_operator/examples.rst @@ -2,5 +2,68 @@ Examples ======== -- Include a very simple "dummy" example -- Include an example of using operator on M6 dataset +**Simple Example** + +The simplest yaml file is generated by the ``ads operator init --type forecast`` and looks like the following: + +``` +kind: operator +type: forecast +version: v1 +spec: + datetime_column: + name: Date + historical_data: + url: data.csv + horizon: + interval_unit: M + periods: 3 + model: auto + target_column: target +``` + +**Complex Example** + +The yaml can also be maximally stated as follows: + +``` +kind: operator +type: forecast +version: v1 +spec: + historical_data: + columns: + - Date + - target + - Series + format: "csv" + url: historical_data.csv + additional_data: + url: additional_data.csv + test_data: + url: test_data.csv + output_directory: + url: oci://@/results/ + target_category_columns: + - Series + target_column: target + confidence_interval_width: 0.8 + datetime_column: + format: %dd%mm%yy + name: Date + forecast_filename: forecast.csv + horizon: + interval: 1 + interval_unit: M + periods: 3 + metric: smape + metrics_filename: metrics.csv + model: automlx + model_kwargs: + preprocessing: true + report_file_name: report.html + report_theme: light + report_title: report + tuning: + n_trials: 5 +``` diff --git a/docs/source/user_guide/operators/forecasting_operator/faq.rst b/docs/source/user_guide/operators/forecasting_operator/faq.rst index 777dbc9ee..f84c02ae5 100644 --- a/docs/source/user_guide/operators/forecasting_operator/faq.rst +++ b/docs/source/user_guide/operators/forecasting_operator/faq.rst @@ -2,4 +2,10 @@ FAQs ==== -TBD +**How do I learn more about AutoMLX?** + +More details in the documentation here: https://docs.oracle.com/en-us/iaas/tools/automlx/latest/html/multiversion/latest/automl.html + +**How do I learn More about AutoTS?** + +More details in the documentation here: https://winedarksea.github.io/AutoTS/build/html/source/tutorial.html diff --git a/docs/source/user_guide/operators/forecasting_operator/getting_started.rst b/docs/source/user_guide/operators/forecasting_operator/getting_started.rst index 36d9478d9..8e9203e1e 100644 --- a/docs/source/user_guide/operators/forecasting_operator/getting_started.rst +++ b/docs/source/user_guide/operators/forecasting_operator/getting_started.rst @@ -5,18 +5,104 @@ Getting Started Configure --------- -- Explore all Yaml file options -- Description of each option -- valid inputs -- Example of most basic yaml -- Example of most verbose yaml +After having set up ``ads opctl`` on your desired machine using ``ads opctl configure``, you are ready to begin forecasting. At a bare minimum, you will need to provide the following details about your forecasting problem: + +- Path to the historical data (historical_data) +- Name of the Datetime column (datetime_column) +- Forecast horizon (horizon) +- Name of the Target column (target_column) + + +These details exactly match the inital forecast.yaml file generated by running ``ads operator init --type forecast``: + +``` +kind: operator +type: forecast +version: v1 +spec: + datetime_column: + name: Date + historical_data: + url: data.csv + horizon: + interval_unit: M + periods: 3 + model: auto + target_column: target +``` + +Optionally, you are able to specify much more. The most common additions are: + +- Path to the additional data, which has values for each period of the forecast horizon (additional_data) +- Path to test data, in the event you want to evaluate the forecast on a test set (test_data) +- List of column names that index different timeseries within the data, such as a product_ID or some other such series (target_category_columns) +- Path to the output directory, where the operator will place the forecast.csv, metrics.csv, and other artifacts produced from the run (output_directory) + +An extensive list of parameters can be found in the ``YAML Schema`` section. + Run --- -TBD +After you have your forecast.yaml written, you simply run the forecast using: + +``ads operator run -f forecast.yaml`` Interpret Results ----------------- -- Show example report.html and forecast.csv +The forecasting operator produces many output files: ``forecast.csv``, ``metrics.csv``, ``local_explanations.csv``, ``global_explanations.csv``, ``report.html``. + +We will go through each of these output files in turn. + +**Forecast.csv** + +This file contains the entire historical dataset with the following columns: + +- Series: Categorical or numerical index +- Date: Time series data +- Real values: Target values from historical data +- Fitted values: Model's predictions on historical data +- Forecasted values: Only available over the forecast horizon, representing the true forecasts +- Upper and lower bounds: Confidence intervals for the predictions (based on the specified confidence interval width in the YAML file) + +**report.html** + +The report.html file is designed differently for each model type. Generally, it contains a summary of the historical and additional data, a plot of the target from historical data overlaid with fitted and forecasted values, analysis of the models used, and details about the model components. It also includes a receipt YAML file, providing a fully detailed version of the original forecast.yaml file. + +**Metrics.csv** + +The metrics file includes relevant metrics calculated on the training set. + + +**Global and Local Explanations in Forecasting Models** + +In the realm of forecasting models, understanding not only the predictions themselves but also the factors and features driving those predictions is of paramount importance. Global and local explanations are two distinct approaches to achieving this understanding, providing insights into the inner workings of forecasting models at different levels of granularity. + +**Global Explanations:** + +Global explanations aim to provide a high-level overview of how a forecasting model works across the entire dataset or a specific feature space. They offer insights into the model's general behavior, helping users grasp the overarching patterns and relationships it has learned. Here are key aspects of global explanations: + +1. **Feature Importance:** Global explanations often involve the identification of feature importance, which ranks variables based on their contribution to the model's predictions. This helps users understand which features have the most significant influence on the forecasts. + +2. **Model Structure:** Global explanations can also reveal the architecture and structure of the forecasting model, shedding light on the algorithms, parameters, and hyperparameters used. This information aids in understanding the model's overall approach to forecasting. + +3. **Trends and Patterns:** By analyzing global explanations, users can identify broad trends and patterns in the data that the model has captured. This can include seasonality, long-term trends, and cyclical behavior. + +4. **Assumptions and Constraints:** Global explanations may uncover any underlying assumptions or constraints the model operates under, highlighting potential limitations or biases. + +While global explanations provide valuable insights into the model's behavior at a holistic level, they may not capture the nuances and variations that exist within the dataset. + +**Local Explanations:** + +Local explanations, on the other hand, delve deeper into the model's predictions for specific data points or subsets of the dataset. They offer insights into why the model made a particular prediction for a given instance. Key aspects of local explanations include: + +1. **Instance-specific Insights:** Local explanations provide information about the individual features and their contribution to a specific prediction. This helps users understand why the model arrived at a particular forecast for a particular data point. + +2. **Contextual Understanding:** They consider the context of the prediction, taking into account the unique characteristics of the data point in question. This is particularly valuable when dealing with outliers or anomalous data. + +3. **Model Variability:** Local explanations may reveal the model's sensitivity to changes in input variables. Users can assess how small modifications to the data impact the predictions. + +4. **Decision Boundaries:** In classification problems, local explanations can elucidate the decision boundaries and the factors that led to a specific classification outcome. + +While local explanations offer granular insights, they may not provide a comprehensive understanding of the model's behavior across the entire dataset. diff --git a/docs/source/user_guide/operators/forecasting_operator/index.rst b/docs/source/user_guide/operators/forecasting_operator/index.rst index a4b64e28a..7f43afc5c 100644 --- a/docs/source/user_guide/operators/forecasting_operator/index.rst +++ b/docs/source/user_guide/operators/forecasting_operator/index.rst @@ -8,9 +8,33 @@ The Forecasting Operator leverages historical time series data to generate accur Overview -------- -- explain the science -- types of models and transformations supported -- when to use what +**Introduction to Forecasting with the Python Library Module** + +Forecasting is a crucial component of decision-making in various fields, from finance and supply chain management to weather prediction and demand forecasting. Accurate forecasts enable organizations to allocate resources efficiently, plan for the future, and respond proactively to changing circumstances. The Operators framework is OCI's most extensible, low-code, managed ecosystem for building and deploying forecasting models. + +This technical documentation introduces using ``ads opctl`` for forecasting tasks. This module is engineered with the principles of low-code development in mind, making it accessible to users with varying degrees of technical expertise. It operates on managed infrastructure, ensuring reliability and scalability, while its configurability through YAML allows users to tailor forecasts to their specific needs. + +**Multivariate vs. Univariate Forecasting** + +One of the fundamental decisions in forecasting is whether to employ multivariate or univariate models. Univariate forecasting involves predicting a single variable, typically based on its historical values, making it suitable for straightforward time series analysis. In contrast, multivariate forecasting takes into account multiple interrelated variables, allowing for a more comprehensive understanding of complex systems. + +**Global vs. Local Models for Multivariate Forecasts** + +When dealing with multivariate forecasts, the choice between global and local models is pivotal. Global models assume that the relationships between variables are uniform across all data points, providing a consolidated forecast for the entire dataset. In contrast, local models consider localized relationships, allowing forecasts to adapt to variations within the dataset. + +**Strengths and Weaknesses of Global and Local Models** + +Global models are advantageous when relationships between variables remain relatively stable over time. They offer simplicity and ease of interpretation, making them suitable for a wide range of applications. However, they may struggle to capture nuances in the data when relationships are not consistent throughout the dataset. + +Local models, on the other hand, excel in capturing localized patterns and relationships, making them well-suited for datasets with varying dynamics. They can provide more accurate forecasts in cases where global models fall short. + +**Auto Model Selection** + +Some users know which modeling frameworks (this can be a specific model, such as ARIMA and Prophet or it can be an automl library like Oracle's AutoMLX) they want to use right already, the forecasting operator allows these more advanced users to configure this through the ``model`` parameter. For those newer users who don't know, or want to explore multiple, the forecasting operator sets the ``model`` parameter to "auto" by default. "auto" will select the framework that looks most appropriate given the dataset. + +**Forecasting Documentation** + +This documentation will explore these concepts in greater depth, demonstrating how to leverage the flexibility and configurability of the Python library module to implement both multivariate and univariate forecasting models, as well as global and local approaches. By the end of this guide, users will have the knowledge and tools needed to make informed decisions when designing forecasting solutions tailored to their specific requirements. .. toctree:: From 4dbf46bd3fef0de96f2376c8d3fb77eb605eda07 Mon Sep 17 00:00:00 2001 From: Vikas Pandey Date: Mon, 9 Oct 2023 19:55:57 +0530 Subject: [PATCH 111/247] remove breakpoint Co-authored-by: Allen Hosler --- ads/opctl/operator/lowcode/forecast/model/automlx.py | 1 - 1 file changed, 1 deletion(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index 65324c4be..fa63eea91 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -16,7 +16,6 @@ from .base_model import ForecastOperatorBaseModel from ..operator_config import ForecastOperatorConfig -# breakpoint() # TODO: ODSC-44785 Fix the error message, before GA. From 4d0ecc16478066361f7283ab1dc29da7bced5fc3 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Mon, 9 Oct 2023 11:07:46 -0700 Subject: [PATCH 112/247] Fixes common utils unit tests. --- tests/unitary/default_setup/common/test_common_utils.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/tests/unitary/default_setup/common/test_common_utils.py b/tests/unitary/default_setup/common/test_common_utils.py index 634f844b6..9f6d341a2 100644 --- a/tests/unitary/default_setup/common/test_common_utils.py +++ b/tests/unitary/default_setup/common/test_common_utils.py @@ -386,8 +386,6 @@ def test_copy_file(self, mock_default_signer, input_params, expected_result): force_overwrite=input_params["force_overwrite"], chunk_size=input_params.get("chunk_size"), ) - if not input_params["auth"]: - mock_default_signer.assert_called() assert result_file_name.endswith(expected_result) assert os.path.exists(result_file_name) From efae87b8957ca9c334131b76463a1f522033a429 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Mon, 9 Oct 2023 16:55:28 -0700 Subject: [PATCH 113/247] Fixes the DataClassSerializer from_yaml method. --- ads/common/serializer.py | 54 +++++++++++++++++++++++++++++----------- 1 file changed, 40 insertions(+), 14 deletions(-) diff --git a/ads/common/serializer.py b/ads/common/serializer.py index 7c84ee7eb..6f041e74c 100644 --- a/ads/common/serializer.py +++ b/ads/common/serializer.py @@ -4,6 +4,12 @@ # Copyright (c) 2021, 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ +""" +This module provides a base class for serializable items, as well as methods for serializing and +deserializing objects to and from JSON and YAML formats. It also includes methods for reading and +writing serialized objects to and from files. +""" + import dataclasses import json from abc import ABC, abstractmethod @@ -271,11 +277,16 @@ def from_yaml( Parameters ---------- - yaml_string (string, optional): YAML string. Defaults to None. - uri (string, optional): URI location of file containing YAML string. Defaults to None. - loader (callable, optional): Custom YAML loader. Defaults to CLoader/SafeLoader. - kwargs (dict): keyword arguments to be passed into fsspec.open(). For OCI object storage, this should be config="path/to/.oci/config". - For other storage connections consider e.g. host, port, username, password, etc. + yaml_string (string, optional) + YAML string. Defaults to None. + uri (string, optional) + URI location of file containing YAML string. Defaults to None. + loader (callable, optional) + Custom YAML loader. Defaults to CLoader/SafeLoader. + kwargs (dict) + keyword arguments to be passed into fsspec.open(). + For OCI object storage, this should be config="path/to/.oci/config". + For other storage connections consider e.g. host, port, username, password, etc. Raises ------ @@ -379,7 +390,7 @@ def to_dict(self, **kwargs) -> Dict: obj_dict = dataclasses.asdict(self) if "side_effect" in kwargs and kwargs["side_effect"]: obj_dict = DataClassSerializable._normalize_dict( - obj_dict=obj_dict, case=kwargs["side_effect"] + obj_dict=obj_dict, case=kwargs["side_effect"], recursively=True ) return obj_dict @@ -434,7 +445,10 @@ def from_dict( and hasattr(getattr(cls(), key).__class__, "from_dict") ): attribute = getattr(cls(), key).__class__.from_dict( - value, ignore_unknown=ignore_unknown + value, + ignore_unknown=ignore_unknown, + side_effect=side_effect, + **kwargs, ) setattr(obj, key, attribute) @@ -442,7 +456,10 @@ def from_dict( @staticmethod def _normalize_dict( - obj_dict: Dict, case: str = SideEffect.CONVERT_KEYS_TO_LOWER.value + obj_dict: Dict, + recursively: bool = False, + case: str = SideEffect.CONVERT_KEYS_TO_LOWER.value, + **kwargs, ) -> Dict: """lower all the keys. @@ -453,6 +470,8 @@ def _normalize_dict( case: (optional, str). Defaults to "lower". the case to normalized to. can be either "lower" (SideEffect.CONVERT_KEYS_TO_LOWER.value) or "upper"(SideEffect.CONVERT_KEYS_TO_UPPER.value). + recursively: (bool, optional). Defaults to `False`. + Whether to recursively normalize the dictionary or not. Returns ------- @@ -461,10 +480,16 @@ def _normalize_dict( """ normalized_obj_dict = {} for key, value in obj_dict.items(): - if isinstance(value, dict): - value = DataClassSerializable._normalize_dict(value, case=case) + if recursively and isinstance(value, dict): + value = DataClassSerializable._normalize_dict( + value, case=case, recursively=recursively, **kwargs + ) normalized_obj_dict = DataClassSerializable._normalize_key( - normalized_obj_dict=normalized_obj_dict, key=key, value=value, case=case + normalized_obj_dict=normalized_obj_dict, + key=key, + value=value, + case=case, + **kwargs, ) return normalized_obj_dict @@ -483,17 +508,18 @@ def _normalize_key( value: (Union[str, Dict]) value to be added. case: (str) - the case to normalized to. can be either "lower" (SideEffect.CONVERT_KEYS_TO_LOWER.value) + The case to normalized to. can be either "lower" (SideEffect.CONVERT_KEYS_TO_LOWER.value) or "upper"(SideEffect.CONVERT_KEYS_TO_UPPER.value). Raises ------ - NotImplementedError: if case provided is not either "lower" or "upper". + NotImplementedError + Raised when `case` is not supported. Returns ------- Dict - normalized dictionary with the key and value added in the case specified. + Normalized dictionary with the key and value added in the case specified. """ if case.lower() == SideEffect.CONVERT_KEYS_TO_LOWER.value: normalized_obj_dict[key.lower()] = value From c802c18fb9eadfac9cbc39ce8b1bcd2fa3f8eb69 Mon Sep 17 00:00:00 2001 From: Vikas Pandey Date: Tue, 10 Oct 2023 12:17:14 +0530 Subject: [PATCH 114/247] fix comments + docstrings --- .../lowcode/forecast/model/automlx.py | 46 +++++++++++-------- .../lowcode/forecast/model/base_model.py | 2 +- 2 files changed, 29 insertions(+), 19 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index fa63eea91..6dd33915a 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -141,12 +141,22 @@ def _build_model(self) -> pd.DataFrame: self.outputs = outputs_legacy self.data = data_merged return outputs_merged - + @runtime_dependency( + module="datapane", + err_msg=( + "Please run `pip3 install datapane` to install the required dependencies for report generation." + ), + ) def _generate_report(self): """ Generate the report for the automlx model. - - Returns: + + Parameters + ---------- + None + + Returns + ------- - model_description (datapane.Text): A Text component containing the description of the automlx model. - other_sections (List[Union[datapane.Text, datapane.Blocks]]): A list of Text and Blocks components representing various sections of the report. - forecast_col_name (str): The name of the forecasted column. @@ -189,7 +199,7 @@ def _generate_report(self): # Create a markdown text block for the global explanation section global_explanation_text = dp.Text( f"## Global Explanation of Models \n " - "The following tables provides the feature attribution for the global explainability." + "The following tables provide the feature attribution for the global explainability." ) # Convert the global explanation data to a DataFrame @@ -205,9 +215,8 @@ def _generate_report(self): all_sections = all_sections + [global_explanation_text, global_explanation_section] model_description = dp.Text( - "The automlx model automatically preprocesses, selects and engineers " - "high-quality features in your dataset, which then given to an automatically " - "chosen and optimized machine learning model.." + "The AutoMLx model automatically preprocesses, selects and engineers " + "high-quality features in your dataset, which are then provided for further processing." ) other_sections = all_sections forecast_col_name = "yhat" @@ -229,9 +238,12 @@ def _generate_report(self): def _custom_predict_automlx(self, data): """ Predicts the future values of a time series using the AutoMLX model. - Parameters: + Parameters + ---------- data (numpy.ndarray): The input data to be used for prediction. - Returns: + + Returns + ------- numpy.ndarray: The predicted future values of the time series. """ temp = 0 @@ -245,6 +257,12 @@ def _custom_predict_automlx(self, data): periods=data_temp.shape[0] )[self.series_id] + @runtime_dependency( + module="shap", + err_msg=( + "Please run `pip3 install shap` to install the required dependencies for model explanation." + ), + ) def explain_model(self) -> dict: """ Generates an explanation for the model by using the SHAP (Shapley Additive exPlanations) library. @@ -253,15 +271,7 @@ def explain_model(self) -> dict: dict: A dictionary containing the global explanation for each feature in the dataset. The keys are the feature names and the values are the average absolute SHAP values. """ - try: - from shap import KernelExplainer - except Exception as ex: - print( - "Please run `pip install shap to install " - "the required dependencies for ADS CLI." - ) - logger.debug(ex) - logger.debug(traceback.format_exc()) + from shap import KernelExplainer for series_id in self.target_columns: self.series_id = series_id diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 991a2c1c8..0c6a58df3 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -447,4 +447,4 @@ def explain_model(self) -> dict: """ explain model using global & local explanations """ - return NotImplemented + raise NotImplementedError() From a25951ac6d1936f084d4ecd362526fe83ef86e19 Mon Sep 17 00:00:00 2001 From: Prashant Sankhla Date: Fri, 29 Sep 2023 10:54:32 +0530 Subject: [PATCH 115/247] extended operator errors and added forecast specific exceptions --- ads/opctl/operator/common/errors.py | 10 +++++++ ads/opctl/operator/common/operator_config.py | 9 +++---- ads/opctl/operator/lowcode/forecast/errors.py | 26 +++++++++++++++++++ .../operator/lowcode/forecast/schema.yaml | 3 +-- ads/opctl/operator/lowcode/forecast/utils.py | 10 +++---- ads/opctl/operator/runtime/runtime.py | 8 ++---- 6 files changed, 47 insertions(+), 19 deletions(-) create mode 100644 ads/opctl/operator/lowcode/forecast/errors.py diff --git a/ads/opctl/operator/common/errors.py b/ads/opctl/operator/common/errors.py index bcc1af421..ae15b07f4 100644 --- a/ads/opctl/operator/common/errors.py +++ b/ads/opctl/operator/common/errors.py @@ -7,6 +7,16 @@ from ads.opctl.operator import __operators__ +class OperatorSchemaYamlError(Exception): + """Exception raised when there is an issue with the schema.""" + def __init__(self, error: str): + super().__init__( + "Invalid operator specification. Check the YAML structure and ensure it " + "complies with the required schema for the operator. \n" + f"{error}" + ) + + class OperatorNotFoundError(Exception): def __init__(self, operator: str): super().__init__( diff --git a/ads/opctl/operator/common/operator_config.py b/ads/opctl/operator/common/operator_config.py index 944984d20..502b8ceee 100644 --- a/ads/opctl/operator/common/operator_config.py +++ b/ads/opctl/operator/common/operator_config.py @@ -13,6 +13,7 @@ from ads.common.serializer import DataClassSerializable from .utils import OperatorValidator +from .errors import OperatorSchemaYamlError @dataclass(repr=True) @@ -52,7 +53,7 @@ def _validate_dict(cls, obj_dict: Dict) -> bool: Raises ------ - ValueError + ForecastSchemaYamlError In case of wrong specification format. """ schema = cls._load_schema() @@ -60,11 +61,7 @@ def _validate_dict(cls, obj_dict: Dict) -> bool: result = validator.validate(obj_dict) if not result: - raise ValueError( - "Invalid operator specification. Check the YAML structure and ensure it " - "complies with the required schema for the operator. \n" - f"{json.dumps(validator.errors, indent=2)}" - ) + raise OperatorSchemaYamlError(json.dumps(validator.errors, indent=2)) return True @classmethod diff --git a/ads/opctl/operator/lowcode/forecast/errors.py b/ads/opctl/operator/lowcode/forecast/errors.py new file mode 100644 index 000000000..c71580864 --- /dev/null +++ b/ads/opctl/operator/lowcode/forecast/errors.py @@ -0,0 +1,26 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +class ForecastSchemaYamlError(Exception): + """Exception raised when there is an issue with the schema.""" + + def __init__(self, error: str): + super().__init__( + "Invalid forecast operator specification. Check the YAML structure and ensure it " + "complies with the required schema for forecast operator. \n" + f"{error}" + ) + + +class ForecastInputDataError(Exception): + """Exception raised when there is an issue with input data.""" + + def __init__(self, error: str): + super().__init__( + "Invalid input data. Check the input data and ensure it " + "complies with the validation criteria. \n" + f"{error}" + ) diff --git a/ads/opctl/operator/lowcode/forecast/schema.yaml b/ads/opctl/operator/lowcode/forecast/schema.yaml index c0b62f0a0..9316cf599 100644 --- a/ads/opctl/operator/lowcode/forecast/schema.yaml +++ b/ads/opctl/operator/lowcode/forecast/schema.yaml @@ -194,7 +194,6 @@ spec: target_column: type: string required: true - default: target preprocessing: type: boolean @@ -217,7 +216,7 @@ spec: target_category_columns: type: list - required: false + required: true schema: type: string diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index bf2a8a09a..05776d2aa 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -22,7 +22,7 @@ from ads.dataset.label_encoder import DataFrameLabelEncoder from .const import SupportedModels, MAX_COLUMNS_AUTOMLX - +from .errors import ForecastInputDataError, ForecastSchemaYamlError def _label_encode_dataframe(df, no_encode=set()): df_to_encode = df[list(set(df.columns) - no_encode)] @@ -135,7 +135,7 @@ def _load_data(filename, format, storage_options, columns, **kwargs): # keep only these columns, done after load because only CSV supports stream filtering data = data[columns] return data - raise ValueError(f"Unrecognized format: {format}") + raise ForecastInputDataError(f"Unrecognized format: {format}") def _write_data(data, filename, format, storage_options, index=False, **kwargs): @@ -147,7 +147,7 @@ def _write_data(data, filename, format, storage_options, index=False, **kwargs): return _call_pandas_fsspec( write_fn, filename, index=index, storage_options=storage_options ) - raise ValueError(f"Unrecognized format: {format}") + raise ForecastInputDataError(f"Unrecognized format: {format}") def _merge_category_columns(data, target_category_columns): @@ -178,7 +178,7 @@ def _clean_data(data, target_column, datetime_column, target_category_columns=No return df.fillna(0), new_target_columns - raise ValueError( + raise ForecastSchemaYamlError( f"Either target_columns, target_category_columns, or datetime_column not specified." ) @@ -297,7 +297,7 @@ def _build_indexed_datasets( new_target_columns = list(df_by_target.keys()) remaining_categories = set(unique_categories) - set(invalid_categories) if not len(remaining_categories): - raise ValueError( + raise ForecastInputDataError( "Stopping forecast operator as there is no data that meets the validation criteria." ) return df_by_target, new_target_columns, remaining_categories diff --git a/ads/opctl/operator/runtime/runtime.py b/ads/opctl/operator/runtime/runtime.py index 3342743ae..3bdb913b4 100644 --- a/ads/opctl/operator/runtime/runtime.py +++ b/ads/opctl/operator/runtime/runtime.py @@ -15,7 +15,7 @@ from ads.common.extended_enum import ExtendedEnum from ads.common.serializer import DataClassSerializable from ads.opctl.operator.common.utils import _load_yaml_from_uri - +from ..common.errors import OperatorSchemaYamlError class OPERATOR_LOCAL_RUNTIME_TYPE(ExtendedEnum): PYTHON = "python" @@ -56,11 +56,7 @@ def _validate_dict(cls, obj_dict: Dict) -> bool: result = validator.validate(obj_dict) if not result: - raise ValueError( - "Invalid runtime specification. Check the YAML structure and ensure it " - "complies with the required schema for the runtime. \n" - f"{json.dumps(validator.errors, indent=2)}" - ) + raise OperatorSchemaYamlError(json.dumps(validator.errors, indent=2)) return True From b8911c88447938e93f703f14c391ead225d30ecf Mon Sep 17 00:00:00 2001 From: Prashant Sankhla Date: Mon, 9 Oct 2023 13:40:08 +0530 Subject: [PATCH 116/247] reverted errors in cmd.py --- ads/opctl/operator/common/operator_config.py | 4 ++-- ads/opctl/operator/lowcode/forecast/schema.yaml | 1 + ads/opctl/operator/runtime/runtime.py | 2 +- 3 files changed, 4 insertions(+), 3 deletions(-) diff --git a/ads/opctl/operator/common/operator_config.py b/ads/opctl/operator/common/operator_config.py index 502b8ceee..9ac4d8e80 100644 --- a/ads/opctl/operator/common/operator_config.py +++ b/ads/opctl/operator/common/operator_config.py @@ -12,8 +12,8 @@ from ads.common.serializer import DataClassSerializable -from .utils import OperatorValidator -from .errors import OperatorSchemaYamlError +from ads.opctl.operator.common.utils import OperatorValidator +from ads.opctl.operator.common.errors import OperatorSchemaYamlError @dataclass(repr=True) diff --git a/ads/opctl/operator/lowcode/forecast/schema.yaml b/ads/opctl/operator/lowcode/forecast/schema.yaml index 9316cf599..52b97bab9 100644 --- a/ads/opctl/operator/lowcode/forecast/schema.yaml +++ b/ads/opctl/operator/lowcode/forecast/schema.yaml @@ -194,6 +194,7 @@ spec: target_column: type: string required: true + default: target preprocessing: type: boolean diff --git a/ads/opctl/operator/runtime/runtime.py b/ads/opctl/operator/runtime/runtime.py index 3bdb913b4..d53fb1450 100644 --- a/ads/opctl/operator/runtime/runtime.py +++ b/ads/opctl/operator/runtime/runtime.py @@ -15,7 +15,7 @@ from ads.common.extended_enum import ExtendedEnum from ads.common.serializer import DataClassSerializable from ads.opctl.operator.common.utils import _load_yaml_from_uri -from ..common.errors import OperatorSchemaYamlError +from ads.opctl.operator.common.errors import OperatorSchemaYamlError class OPERATOR_LOCAL_RUNTIME_TYPE(ExtendedEnum): PYTHON = "python" From 3459d6ccfd023ce2958fffde86eb7fb8fc302497 Mon Sep 17 00:00:00 2001 From: Vikas Pandey Date: Thu, 12 Oct 2023 14:28:36 +0530 Subject: [PATCH 117/247] add local explainer --- .../lowcode/forecast/model/automlx.py | 58 +++++++++++++++---- 1 file changed, 48 insertions(+), 10 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index 6dd33915a..7453100d9 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -17,7 +17,6 @@ from ..operator_config import ForecastOperatorConfig - # TODO: ODSC-44785 Fix the error message, before GA. class AutoMLXOperatorModel(ForecastOperatorBaseModel): """Class representing AutoMLX operator model.""" @@ -25,11 +24,12 @@ class AutoMLXOperatorModel(ForecastOperatorBaseModel): def __init__(self, config: ForecastOperatorConfig): super().__init__(config) self.global_explanation = {} + self.local_explanation = {} @runtime_dependency( module="automl", err_msg=( - "Please run `pip3 install oracle-automlx==23.2.3` to install the required dependencies for automlx." + "Please run `pip3 install oracle-automlx==23.2.3` to install the required dependencies for automlx." ), ) def _build_model(self) -> pd.DataFrame: @@ -141,10 +141,11 @@ def _build_model(self) -> pd.DataFrame: self.outputs = outputs_legacy self.data = data_merged return outputs_merged + @runtime_dependency( module="datapane", err_msg=( - "Please run `pip3 install datapane` to install the required dependencies for report generation." + "Please run `pip3 install datapane` to install the required dependencies for report generation." ), ) def _generate_report(self): @@ -208,11 +209,16 @@ def _generate_report(self): # Create a markdown section for the global explainability global_explanation_section = dp.Blocks( "### Global Explainability ", - dp.Table(global_explanation_df/global_explanation_df.sum(axis=0) * 100) + dp.Table( + global_explanation_df / global_explanation_df.sum(axis=0) * 100 + ), ) # Append the global explanation text and section to the "all_sections" list - all_sections = all_sections + [global_explanation_text, global_explanation_section] + all_sections = all_sections + [ + global_explanation_text, + global_explanation_section, + ] model_description = dp.Text( "The AutoMLx model automatically preprocesses, selects and engineers " @@ -253,21 +259,22 @@ def _custom_predict_automlx(self, data): ) return self.models.get(self.series_id).forecast( - X=data_temp, - periods=data_temp.shape[0] + X=data_temp, periods=data_temp.shape[0] )[self.series_id] @runtime_dependency( module="shap", err_msg=( - "Please run `pip3 install shap` to install the required dependencies for model explanation." + "Please run `pip3 install shap` to install the required dependencies for model explanation." ), ) def explain_model(self) -> dict: """ Generates an explanation for the model by using the SHAP (Shapley Additive exPlanations) library. This function calculates the SHAP values for each feature in the dataset and stores the results in the `global_explanation` dictionary. - Returns: + + Returns + ------- dict: A dictionary containing the global explanation for each feature in the dataset. The keys are the feature names and the values are the average absolute SHAP values. """ @@ -277,7 +284,8 @@ def explain_model(self) -> dict: self.series_id = series_id self.dataset_cols = ( self.full_data_dict.get(self.series_id) - .set_index(self.spec.datetime_column.name).drop(self.series_id, axis=1) + .set_index(self.spec.datetime_column.name) + .drop(self.series_id, axis=1) .columns ) @@ -294,6 +302,7 @@ def explain_model(self) -> dict: )[: -self.spec.horizon.periods][list(self.dataset_cols)], nsamples=50, ) + print(kernel_explnr) self.global_explanation[self.series_id] = dict( zip( @@ -301,3 +310,32 @@ def explain_model(self) -> dict: np.average(np.absolute(kernel_explnr_vals), axis=0), ) ) + + self.local_explainer(kernel_explnr) + + def local_explainer(self, kernel_explainer) -> pd.DataFrame: + """ + Generate local explanations using a kernel explainer. + + Parameters + ---------- + kernel_explainer: The kernel explainer object to use for generating explanations. + + Returns + ------- + A pandas DataFrame containing the local explanation values. + """ + # Get the data for the series ID and select the relevant columns + data = self.full_data_dict.get(self.series_id).set_index(self.spec.datetime_column.name) + data = data[-self.spec.horizon.periods:][list(self.dataset_cols)] + + # Generate local SHAP values using the kernel explainer + local_kernel_explnr_vals = kernel_explainer.shap_values(data, nsamples=50) + + # Convert the SHAP values into a DataFrame + local_kernel_explnr_df = pd.DataFrame(local_kernel_explnr_vals, columns=self.dataset_cols) + + # set the index of the DataFrame to the datetime column + local_kernel_explnr_df.index = data.index + + self.local_explanation[self.series_id] = local_kernel_explnr_df From 19f628711bef9af9d3332423e2c6a579cb9ee845 Mon Sep 17 00:00:00 2001 From: Vikas Pandey Date: Thu, 12 Oct 2023 18:40:59 +0530 Subject: [PATCH 118/247] add report for local explanability, format with black & normalize scores --- .../lowcode/forecast/model/automlx.py | 19 ++++++++++++++++--- 1 file changed, 16 insertions(+), 3 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index 7453100d9..e7223fb75 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -214,10 +214,19 @@ def _generate_report(self): ), ) + local_explanation_text = dp.Text(f"## Local Explanation of Models \n ") + blocks = [ + dp.Table(local_ex_df.div(local_ex_df.abs().sum(axis=1), axis=0) * 100, label=s_id) + for s_id, local_ex_df in self.local_explanation.items() + ] + local_explanation_section = dp.Select(blocks=blocks) if len(blocks) > 1 else blocks[0] + # Append the global explanation text and section to the "all_sections" list all_sections = all_sections + [ global_explanation_text, global_explanation_section, + local_explanation_text, + local_explanation_section ] model_description = dp.Text( @@ -326,14 +335,18 @@ def local_explainer(self, kernel_explainer) -> pd.DataFrame: A pandas DataFrame containing the local explanation values. """ # Get the data for the series ID and select the relevant columns - data = self.full_data_dict.get(self.series_id).set_index(self.spec.datetime_column.name) - data = data[-self.spec.horizon.periods:][list(self.dataset_cols)] + data = self.full_data_dict.get(self.series_id).set_index( + self.spec.datetime_column.name + ) + data = data[-self.spec.horizon.periods :][list(self.dataset_cols)] # Generate local SHAP values using the kernel explainer local_kernel_explnr_vals = kernel_explainer.shap_values(data, nsamples=50) # Convert the SHAP values into a DataFrame - local_kernel_explnr_df = pd.DataFrame(local_kernel_explnr_vals, columns=self.dataset_cols) + local_kernel_explnr_df = pd.DataFrame( + local_kernel_explnr_vals, columns=self.dataset_cols + ) # set the index of the DataFrame to the datetime column local_kernel_explnr_df.index = data.index From 75c931eab8cae7bf398d0899deff3cc5d0bab9bf Mon Sep 17 00:00:00 2001 From: Vikas Pandey Date: Thu, 12 Oct 2023 18:42:27 +0530 Subject: [PATCH 119/247] fix return type & docstring --- ads/opctl/operator/lowcode/forecast/model/automlx.py | 6 +----- 1 file changed, 1 insertion(+), 5 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index e7223fb75..ca8404693 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -322,17 +322,13 @@ def explain_model(self) -> dict: self.local_explainer(kernel_explnr) - def local_explainer(self, kernel_explainer) -> pd.DataFrame: + def local_explainer(self, kernel_explainer) -> None: """ Generate local explanations using a kernel explainer. Parameters ---------- kernel_explainer: The kernel explainer object to use for generating explanations. - - Returns - ------- - A pandas DataFrame containing the local explanation values. """ # Get the data for the series ID and select the relevant columns data = self.full_data_dict.get(self.series_id).set_index( From 983a58b0b1c6b434132f5ebcdc605ffdcef0f7f5 Mon Sep 17 00:00:00 2001 From: Allen Date: Thu, 12 Oct 2023 18:24:49 +0100 Subject: [PATCH 120/247] updating yaml formatting --- .../advanced_use_cases.rst | 20 +-- .../forecasting_operator/examples.rst | 114 +++++++++--------- .../forecasting_operator/getting_started.rst | 33 ++--- 3 files changed, 88 insertions(+), 79 deletions(-) diff --git a/docs/source/user_guide/operators/forecasting_operator/advanced_use_cases.rst b/docs/source/user_guide/operators/forecasting_operator/advanced_use_cases.rst index ac92779f5..2b23aebc6 100644 --- a/docs/source/user_guide/operators/forecasting_operator/advanced_use_cases.rst +++ b/docs/source/user_guide/operators/forecasting_operator/advanced_use_cases.rst @@ -4,31 +4,33 @@ Advanced Use Cases **Documentation: Forecasting Science and Model Parameterization** -## The Science of Forecasting +**The Science of Forecasting** Forecasting is a complex yet essential discipline that involves predicting future values or events based on historical data and various mathematical and statistical techniques. To achieve accurate forecasts, it is crucial to understand some fundamental concepts: -### Seasonality +**Seasonality** Seasonality refers to patterns in data that repeat at regular intervals, typically within a year. For example, retail sales often exhibit seasonality with spikes during holidays or specific seasons. Seasonal components can be daily, weekly, monthly, or yearly, and understanding them is vital for capturing and predicting such patterns accurately. -### Stationarity +**Stationarity** Stationarity is a critical property of time series data. A time series is considered stationary when its statistical properties, such as mean, variance, and autocorrelation, remain constant over time. Stationary data simplifies forecasting since it allows models to assume that future patterns will resemble past patterns. -### Cold Start +**Cold Start** The "cold start" problem arises when you have limited historical data for a new product, service, or entity. Traditional forecasting models may struggle to make accurate predictions in these cases due to insufficient historical context. -## Passing Parameters to Models +**Passing Parameters to Models** To enhance the accuracy and adaptability of forecasting models, our system allows you to pass parameters directly. Here's how to do it: + **Forecast Configuration YAML File:** - In your ``forecast.yaml`` configuration file, you can specify various model parameters under the ``model_params`` section. For instance: +In your ``forecast.yaml`` configuration file, you can specify various model parameters under the ``model_params`` section. For instance: + +.. code-block:: yaml - ```yaml kind: operator type: forecast version: v1 @@ -40,10 +42,10 @@ To enhance the accuracy and adaptability of forecasting models, our system allow num_trees: 100 max_depth: 5 learning_rate: 0.01 - ``` -## When Models Perform Poorly and the "Auto" Method + +**When Models Perform Poorly and the "Auto" Method** Forecasting models are not one-size-fits-all, and some models may perform poorly under certain conditions. Common scenarios where models might struggle include: diff --git a/docs/source/user_guide/operators/forecasting_operator/examples.rst b/docs/source/user_guide/operators/forecasting_operator/examples.rst index b0d456b4f..a459aac53 100644 --- a/docs/source/user_guide/operators/forecasting_operator/examples.rst +++ b/docs/source/user_guide/operators/forecasting_operator/examples.rst @@ -6,64 +6,66 @@ Examples The simplest yaml file is generated by the ``ads operator init --type forecast`` and looks like the following: -``` -kind: operator -type: forecast -version: v1 -spec: - datetime_column: - name: Date - historical_data: - url: data.csv - horizon: - interval_unit: M - periods: 3 - model: auto - target_column: target -``` +.. code-block:: yaml + + kind: operator + type: forecast + version: v1 + spec: + datetime_column: + name: Date + historical_data: + url: data.csv + horizon: + interval_unit: M + periods: 3 + model: auto + target_column: target + + **Complex Example** The yaml can also be maximally stated as follows: -``` -kind: operator -type: forecast -version: v1 -spec: - historical_data: - columns: - - Date - - target - - Series - format: "csv" - url: historical_data.csv - additional_data: - url: additional_data.csv - test_data: - url: test_data.csv - output_directory: - url: oci://@/results/ - target_category_columns: - - Series - target_column: target - confidence_interval_width: 0.8 - datetime_column: - format: %dd%mm%yy - name: Date - forecast_filename: forecast.csv - horizon: - interval: 1 - interval_unit: M - periods: 3 - metric: smape - metrics_filename: metrics.csv - model: automlx - model_kwargs: - preprocessing: true - report_file_name: report.html - report_theme: light - report_title: report - tuning: - n_trials: 5 -``` +.. code-block:: yaml + + kind: operator + type: forecast + version: v1 + spec: + historical_data: + columns: + - Date + - target + - Series + format: "csv" + url: historical_data.csv + additional_data: + url: additional_data.csv + test_data: + url: test_data.csv + output_directory: + url: oci://@/results/ + target_category_columns: + - Series + target_column: target + confidence_interval_width: 0.8 + datetime_column: + format: %dd%mm%yy + name: Date + forecast_filename: forecast.csv + horizon: + interval: 1 + interval_unit: M + periods: 3 + metric: smape + metrics_filename: metrics.csv + model: automlx + model_kwargs: + preprocessing: true + report_file_name: report.html + report_theme: light + report_title: report + tuning: + n_trials: 5 diff --git a/docs/source/user_guide/operators/forecasting_operator/getting_started.rst b/docs/source/user_guide/operators/forecasting_operator/getting_started.rst index 8e9203e1e..b4e4805e4 100644 --- a/docs/source/user_guide/operators/forecasting_operator/getting_started.rst +++ b/docs/source/user_guide/operators/forecasting_operator/getting_started.rst @@ -16,19 +16,21 @@ After having set up ``ads opctl`` on your desired machine using ``ads opctl conf These details exactly match the inital forecast.yaml file generated by running ``ads operator init --type forecast``: ``` -kind: operator -type: forecast -version: v1 -spec: - datetime_column: - name: Date - historical_data: - url: data.csv - horizon: - interval_unit: M - periods: 3 - model: auto - target_column: target + + kind: operator + type: forecast + version: v1 + spec: + datetime_column: + name: Date + historical_data: + url: data.csv + horizon: + interval_unit: M + periods: 3 + model: auto + target_column: target + ``` Optionally, you are able to specify much more. The most common additions are: @@ -46,7 +48,10 @@ Run After you have your forecast.yaml written, you simply run the forecast using: -``ads operator run -f forecast.yaml`` +.. code-block:: bash + + ads operator run -f forecast.yaml + Interpret Results ----------------- From 2563bf17f58870e39ea4ebc54b98f174d4793951 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Thu, 12 Oct 2023 13:25:29 -0700 Subject: [PATCH 121/247] Fixes GIT operator loader. --- ads/opctl/operator/common/operator_loader.py | 1 + 1 file changed, 1 insertion(+) diff --git a/ads/opctl/operator/common/operator_loader.py b/ads/opctl/operator/common/operator_loader.py index cf95c7106..a37bbb36b 100644 --- a/ads/opctl/operator/common/operator_loader.py +++ b/ads/opctl/operator/common/operator_loader.py @@ -618,6 +618,7 @@ def _load(self, **kwargs: Dict) -> OperatorInfo: # Clean up the temporary directory repo.close() + return _operator_info(path=uri_dst) def cleanup(self, **kwargs: Dict) -> None: """Cleans up all temporary files and folders created during operator loading. From b280b10aee573a8f35f90bb9036aab9987b60166 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Mon, 16 Oct 2023 21:53:05 -0700 Subject: [PATCH 122/247] Removes operator.py from the forecast. --- ads/opctl/operator/cmd.py | 13 ++++------ ads/opctl/operator/common/operator_loader.py | 7 +++-- .../operator/common/operator_schema.yaml | 10 +++++++ .../operator/lowcode/forecast/MLoperator | 2 ++ .../operator/lowcode/forecast/__init__.py | 2 ++ .../operator/lowcode/forecast/__main__.py | 20 ++++++++++++-- .../operator/lowcode/forecast/operator.py | 26 ------------------- 7 files changed, 42 insertions(+), 38 deletions(-) delete mode 100644 ads/opctl/operator/lowcode/forecast/operator.py diff --git a/ads/opctl/operator/cmd.py b/ads/opctl/operator/cmd.py index 3eea46d86..65a7a4f24 100644 --- a/ads/opctl/operator/cmd.py +++ b/ads/opctl/operator/cmd.py @@ -101,7 +101,8 @@ def info( operator_readme = None if operator_info.path: - readme_file_path = os.path.join(operator_info.path, "readme.md") + readme_file_path = os.path.join(operator_info.path, "README.md") + if os.path.exists(readme_file_path): with open(readme_file_path, "r") as readme_file: operator_readme = readme_file.read() @@ -539,12 +540,11 @@ def verify( # validate operator try: operator_module = runpy.run_module( - f"{operator_info.type}.operator", - run_name="verify", + operator_info.type, + run_name="__main__", ) operator_module.get("verify")(config, **kwargs) except Exception as ex: - print(ex) logger.debug(ex) raise ValueError( f"The validator is not implemented for the `{operator_info.type}` operator." @@ -649,13 +649,10 @@ def publish_conda( # load operator info operator_info: OperatorInfo = OperatorLoader.from_uri(uri=type).load() - version = re.sub("[^0-9.]", "", operator_info.version) - slug = f"{operator_info.type}_v{version}".replace(" ", "").replace(".", "_").lower() - # invoke the conda publish command try: conda_publish( - slug=slug, + slug=operator_info.conda, conda_pack_folder=conda_pack_folder, overwrite=overwrite, ads_config=ads_config, diff --git a/ads/opctl/operator/common/operator_loader.py b/ads/opctl/operator/common/operator_loader.py index a37bbb36b..1e5475b64 100644 --- a/ads/opctl/operator/common/operator_loader.py +++ b/ads/opctl/operator/common/operator_loader.py @@ -42,6 +42,8 @@ class OperatorInfo(DataClassSerializable): ---------- type (str) The type of the operator. + name (str) + The name of the operator. gpu (bool) Whether the operator supports GPU. short_description (str) @@ -68,6 +70,7 @@ class OperatorInfo(DataClassSerializable): """ type: str = "" + name: str = "" gpu: bool = False description: str = "" version: str = "" @@ -94,9 +97,9 @@ def conda_prefix(self) -> str: """ return os.path.join( f"{ARCH_TYPE.GPU if self.gpu else ARCH_TYPE.CPU}", - self.type, + self.name or self.type, re.sub("[^0-9.]", "", self.version), - f"{self.type}_{self.version}", + self.conda or f"{self.type}_{self.version}", ) def __post_init__(self): diff --git a/ads/opctl/operator/common/operator_schema.yaml b/ads/opctl/operator/common/operator_schema.yaml index da30f4269..58292e4ac 100644 --- a/ads/opctl/operator/common/operator_schema.yaml +++ b/ads/opctl/operator/common/operator_schema.yaml @@ -3,6 +3,11 @@ type: type: string meta: description: "The type of the operator." +name: + required: true + type: string + meta: + description: "The name of the operator." version: required: true type: string @@ -46,3 +51,8 @@ conda_type: - published meta: description: "The operator's conda environment type. Can be either service or custom type." +conda: + required: false + type: string + meta: + description: "The operator's conda environment name. Will be auto-generated if not provided." diff --git a/ads/opctl/operator/lowcode/forecast/MLoperator b/ads/opctl/operator/lowcode/forecast/MLoperator index bf22bae38..e22498743 100644 --- a/ads/opctl/operator/lowcode/forecast/MLoperator +++ b/ads/opctl/operator/lowcode/forecast/MLoperator @@ -1,6 +1,8 @@ type: forecast version: v1 +name: Forecasting Operator conda_type: published +conda: forecast_v1 gpu: no keywords: - Prophet diff --git a/ads/opctl/operator/lowcode/forecast/__init__.py b/ads/opctl/operator/lowcode/forecast/__init__.py index b8d0460f5..4017089c1 100644 --- a/ads/opctl/operator/lowcode/forecast/__init__.py +++ b/ads/opctl/operator/lowcode/forecast/__init__.py @@ -3,3 +3,5 @@ # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +from .__main__ import operate, verify diff --git a/ads/opctl/operator/lowcode/forecast/__main__.py b/ads/opctl/operator/lowcode/forecast/__main__.py index 667b5635d..30ad70a89 100644 --- a/ads/opctl/operator/lowcode/forecast/__main__.py +++ b/ads/opctl/operator/lowcode/forecast/__main__.py @@ -7,7 +7,7 @@ import json import os import sys -from typing import List +from typing import Dict, List import yaml @@ -15,10 +15,26 @@ from ads.opctl.operator.common.const import ENV_OPERATOR_ARGS from ads.opctl.operator.common.utils import _parse_input_args -from .operator import operate, verify +from .model.factory import ForecastOperatorModelFactory from .operator_config import ForecastOperatorConfig +def operate(operator_config: ForecastOperatorConfig) -> None: + """Runs the forecasting operator.""" + ForecastOperatorModelFactory.get_model(operator_config).generate_report() + + +def verify(spec: Dict, **kwargs: Dict) -> bool: + """Verifies the forecasting operator config.""" + operator = ForecastOperatorConfig.from_dict(spec) + msg_header = ( + f"{'*' * 30} The operator config has been successfully verified {'*' * 30}" + ) + print(msg_header) + print(operator.to_yaml()) + print("*" * len(msg_header)) + + def main(raw_args: List[str]): """The entry point of the forecasting the operator.""" args, _ = _parse_input_args(raw_args) diff --git a/ads/opctl/operator/lowcode/forecast/operator.py b/ads/opctl/operator/lowcode/forecast/operator.py deleted file mode 100644 index dbc66b362..000000000 --- a/ads/opctl/operator/lowcode/forecast/operator.py +++ /dev/null @@ -1,26 +0,0 @@ -#!/usr/bin/env python -# -*- coding: utf-8 -*-- - -# Copyright (c) 2023 Oracle and/or its affiliates. -# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ - -from typing import Dict - -from .model.factory import ForecastOperatorModelFactory -from .operator_config import ForecastOperatorConfig - - -def operate(operator_config: ForecastOperatorConfig) -> None: - """Runs the forecasting operator.""" - ForecastOperatorModelFactory.get_model(operator_config).generate_report() - - -def verify(spec: Dict, **kwargs: Dict) -> bool: - """Verifies the forecasting operator config.""" - operator = ForecastOperatorConfig.from_dict(spec) - msg_header = ( - f"{'*' * 50} The operator config has been successfully verified {'*' * 50}" - ) - print(msg_header) - print(operator.to_yaml()) - print("*" * len(msg_header)) From fcf7c16c4b792cb8393c104a9680a89f132e204e Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Mon, 16 Oct 2023 22:15:30 -0700 Subject: [PATCH 123/247] Moves forecast.operate into the __main__ --- ads/opctl/operator/lowcode/forecast/__main__.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/ads/opctl/operator/lowcode/forecast/__main__.py b/ads/opctl/operator/lowcode/forecast/__main__.py index 30ad70a89..cacb04055 100644 --- a/ads/opctl/operator/lowcode/forecast/__main__.py +++ b/ads/opctl/operator/lowcode/forecast/__main__.py @@ -15,12 +15,13 @@ from ads.opctl.operator.common.const import ENV_OPERATOR_ARGS from ads.opctl.operator.common.utils import _parse_input_args -from .model.factory import ForecastOperatorModelFactory from .operator_config import ForecastOperatorConfig def operate(operator_config: ForecastOperatorConfig) -> None: """Runs the forecasting operator.""" + from .model.factory import ForecastOperatorModelFactory + ForecastOperatorModelFactory.get_model(operator_config).generate_report() From 23db302bf346b01d9f95675f0d3ada1954875f1c Mon Sep 17 00:00:00 2001 From: govarsha Date: Tue, 17 Oct 2023 13:46:22 +0530 Subject: [PATCH 124/247] fixed bug in holdout data summary metrics per horizon --- ads/opctl/operator/lowcode/forecast/model/base_model.py | 6 ++++-- ads/opctl/operator/lowcode/forecast/utils.py | 5 +++-- 2 files changed, 7 insertions(+), 4 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 0c6a58df3..47114f516 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -80,7 +80,6 @@ def generate_report(self): ci_col_names, ) = self._generate_report() - report_sections = [] title_text = dp.Text("# Forecast Report") @@ -342,12 +341,15 @@ def _test_evaluate_metrics( """Calculates Mean sMAPE, Median sMAPE, Mean MAPE, Median MAPE, Mean wMAPE, Median wMAPE values for each horizon if horizon <= 10.""" target_columns_in_output = set(target_columns).intersection(data.columns) - if len(data["ds"]) <= 10 and len(outputs) == len(target_columns_in_output): + if self.spec.horizon.periods <= 10 and len(outputs) == len( + target_columns_in_output + ): metrics_per_horizon = utils._build_metrics_per_horizon( data=data, outputs=outputs, target_columns=target_columns, target_col=target_col, + horizon=self.spec.horizon.periods, ) summary_metrics = summary_metrics.append(metrics_per_horizon) diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index 05776d2aa..94bf324a9 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -24,6 +24,7 @@ from .const import SupportedModels, MAX_COLUMNS_AUTOMLX from .errors import ForecastInputDataError, ForecastSchemaYamlError + def _label_encode_dataframe(df, no_encode=set()): df_to_encode = df[list(set(df.columns) - no_encode)] le = DataFrameLabelEncoder().fit(df_to_encode) @@ -49,6 +50,7 @@ def _build_metrics_per_horizon( outputs: pd.DataFrame, target_columns: List[str], target_col: str, + horizon: int, ) -> pd.DataFrame: """ Calculates Mean sMAPE, Median sMAPE, Mean MAPE, Median MAPE, Mean wMAPE, Median wMAPE for each horizon @@ -70,8 +72,7 @@ def _build_metrics_per_horizon( Dataframe with Mean sMAPE, Median sMAPE, Mean MAPE, Median MAPE, Mean wMAPE, Median wMAPE values for each horizon """ actuals_df = data[target_columns] - forecasts_df = pd.concat([df[target_col] for df in outputs], axis=1) - + forecasts_df = pd.concat([df[target_col].iloc[-horizon:] for df in outputs], axis=1) totals = actuals_df.sum() wmape_weights = np.array((totals / totals.sum()).values) From b1cdc4bfa83cad99ef8b55a350e007d815ad3290 Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 17 Oct 2023 12:31:08 +0100 Subject: [PATCH 125/247] updating docs formatting --- .../forecasting_operator/examples.rst | 88 +++++++++---------- .../forecasting_operator/getting_started.rst | 23 +++-- 2 files changed, 55 insertions(+), 56 deletions(-) diff --git a/docs/source/user_guide/operators/forecasting_operator/examples.rst b/docs/source/user_guide/operators/forecasting_operator/examples.rst index a459aac53..513a8f118 100644 --- a/docs/source/user_guide/operators/forecasting_operator/examples.rst +++ b/docs/source/user_guide/operators/forecasting_operator/examples.rst @@ -12,15 +12,15 @@ The simplest yaml file is generated by the ``ads operator init --type forecast`` type: forecast version: v1 spec: - datetime_column: - name: Date - historical_data: - url: data.csv - horizon: - interval_unit: M - periods: 3 - model: auto - target_column: target + datetime_column: + name: Date + historical_data: + url: data.csv + horizon: + interval_unit: M + periods: 3 + model: auto + target_column: target @@ -34,38 +34,38 @@ The yaml can also be maximally stated as follows: type: forecast version: v1 spec: - historical_data: - columns: - - Date - - target - - Series - format: "csv" - url: historical_data.csv - additional_data: - url: additional_data.csv - test_data: - url: test_data.csv - output_directory: - url: oci://@/results/ - target_category_columns: - - Series - target_column: target - confidence_interval_width: 0.8 - datetime_column: - format: %dd%mm%yy - name: Date - forecast_filename: forecast.csv - horizon: - interval: 1 - interval_unit: M - periods: 3 - metric: smape - metrics_filename: metrics.csv - model: automlx - model_kwargs: - preprocessing: true - report_file_name: report.html - report_theme: light - report_title: report - tuning: - n_trials: 5 + historical_data: + columns: + - Date + - target + - Series + format: "csv" + url: historical_data.csv + additional_data: + url: additional_data.csv + test_data: + url: test_data.csv + output_directory: + url: oci://@/results/ + target_category_columns: + - Series + target_column: target + confidence_interval_width: 0.8 + datetime_column: + format: %dd%mm%yy + name: Date + forecast_filename: forecast.csv + horizon: + interval: 1 + interval_unit: M + periods: 3 + metric: smape + metrics_filename: metrics.csv + model: automlx + model_kwargs: + preprocessing: true + report_file_name: report.html + report_theme: light + report_title: report + tuning: + n_trials: 5 diff --git a/docs/source/user_guide/operators/forecasting_operator/getting_started.rst b/docs/source/user_guide/operators/forecasting_operator/getting_started.rst index b4e4805e4..4edb6b4ec 100644 --- a/docs/source/user_guide/operators/forecasting_operator/getting_started.rst +++ b/docs/source/user_guide/operators/forecasting_operator/getting_started.rst @@ -15,23 +15,22 @@ After having set up ``ads opctl`` on your desired machine using ``ads opctl conf These details exactly match the inital forecast.yaml file generated by running ``ads operator init --type forecast``: -``` +.. code-block:: yaml kind: operator type: forecast version: v1 spec: - datetime_column: - name: Date - historical_data: - url: data.csv - horizon: - interval_unit: M - periods: 3 - model: auto - target_column: target - -``` + datetime_column: + name: Date + historical_data: + url: data.csv + horizon: + interval_unit: M + periods: 3 + model: auto + target_column: target + Optionally, you are able to specify much more. The most common additions are: From 5eca23003914347986dd4eec3515701ada3a7f24 Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 17 Oct 2023 16:05:22 +0100 Subject: [PATCH 126/247] bug fixes --- .../lowcode/forecast/model/automlx.py | 38 ++++++++++++---- .../operator/lowcode/forecast/model/autots.py | 26 ++++++++--- .../lowcode/forecast/operator_config.py | 2 + .../operator/lowcode/forecast/schema.yaml | 7 +++ ads/opctl/operator/lowcode/forecast/utils.py | 7 ++- .../advanced_use_cases.rst | 44 ++++++++++++++++++- 6 files changed, 108 insertions(+), 16 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index ca8404693..adaccf640 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -17,6 +17,10 @@ from ..operator_config import ForecastOperatorConfig +AUTOMLX_N_ALGOS_TUNED = 4 +AUTOMLX_DEFAULT_SCORE_METRIC = "neg_sym_mean_abs_percent_error" + + # TODO: ODSC-44785 Fix the error message, before GA. class AutoMLXOperatorModel(ForecastOperatorBaseModel): """Class representing AutoMLX operator model.""" @@ -30,6 +34,7 @@ def __init__(self, config: ForecastOperatorConfig): module="automl", err_msg=( "Please run `pip3 install oracle-automlx==23.2.3` to install the required dependencies for automlx." + "Please run `pip3 install oracle-automlx==23.2.3` to install the required dependencies for automlx." ), ) def _build_model(self) -> pd.DataFrame: @@ -43,9 +48,23 @@ def _build_model(self) -> pd.DataFrame: outputs = dict() outputs_legacy = [] selected_models = dict() - n_algos_tuned = self.spec.model_kwargs.get("n_algos_tuned", 4) date_column = self.spec.datetime_column.name horizon = self.spec.horizon.periods + + # Clean up kwargs for pass through + model_kwargs_cleaned = self.spec.model_kwargs.copy() + model_kwargs_cleaned["n_algos_tuned"] = model_kwargs_cleaned.get( + "n_algos_tuned", AUTOMLX_N_ALGOS_TUNED + ) + model_kwargs_cleaned["score_metric"] = AUTOMLX_METRIC_MAP.get( + self.spec.metric, + model_kwargs_cleaned.get("score_metric", AUTOMLX_DEFAULT_SCORE_METRIC), + ) + model_kwargs_cleaned.pop("task", None) + model_kwargs_cleaned[ + "preprocessing" + ] = self.spec.preprocessing or model_kwargs_cleaned.get("preprocessing", True) + for i, (target, df) in enumerate(full_data_dict.items()): logger.info("Running automl for {} at position {}".format(target, i)) series_values = df[df[target].notna()] @@ -67,11 +86,7 @@ def _build_model(self) -> pd.DataFrame: ) model = automl.Pipeline( task="forecasting", - n_algos_tuned=n_algos_tuned, - preprocessing=self.spec.preprocessing, - score_metric=AUTOMLX_METRIC_MAP.get( - self.spec.metric, "neg_sym_mean_abs_percent_error" - ), + **model_kwargs_cleaned, ) model.fit(X=y_train.drop(target, axis=1), y=pd.DataFrame(y_train[target])) logger.info("Selected model: {}".format(model.selected_model_)) @@ -142,6 +157,7 @@ def _build_model(self) -> pd.DataFrame: self.data = data_merged return outputs_merged + @runtime_dependency( module="datapane", err_msg=( @@ -192,8 +208,7 @@ def _generate_report(self): all_sections = [selected_models_text, selected_models_section] - # Check if the "explain_model" key is present in the "model_kwargs" dictionary of the "self.spec" object - if self.spec.model_kwargs.get("explain_model"): + if self.spec.explain: # If the key is present, call the "explain_model" method self.explain_model() @@ -212,6 +227,9 @@ def _generate_report(self): dp.Table( global_explanation_df / global_explanation_df.sum(axis=0) * 100 ), + dp.Table( + global_explanation_df / global_explanation_df.sum(axis=0) * 100 + ), ) local_explanation_text = dp.Text(f"## Local Explanation of Models \n ") @@ -227,6 +245,7 @@ def _generate_report(self): global_explanation_section, local_explanation_text, local_explanation_section + , ] model_description = dp.Text( @@ -275,6 +294,7 @@ def _custom_predict_automlx(self, data): module="shap", err_msg=( "Please run `pip3 install shap` to install the required dependencies for model explanation." + "Please run `pip3 install shap` to install the required dependencies for model explanation." ), ) def explain_model(self) -> dict: @@ -295,6 +315,8 @@ def explain_model(self) -> dict: self.full_data_dict.get(self.series_id) .set_index(self.spec.datetime_column.name) .drop(self.series_id, axis=1) + .set_index(self.spec.datetime_column.name) + .drop(self.series_id, axis=1) .columns ) diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index 124e6b9f7..d46d7fda8 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -15,6 +15,10 @@ from ads.common.decorator.runtime_dependency import runtime_dependency +AUTOTS_MAX_GENERATION = 10 +AUTOTS_MODELS_TO_VALIDATE = 0.15 + + class AutoTSOperatorModel(ForecastOperatorBaseModel): """Class representing AutoTS operator model.""" @@ -44,7 +48,9 @@ def _build_model(self) -> pd.DataFrame: forecast_length=self.spec.horizon.periods, frequency="infer", prediction_interval=self.spec.confidence_interval_width, - max_generations=self.spec.model_kwargs.get("max_generations", 10), + max_generations=self.spec.model_kwargs.get( + "max_generations", AUTOTS_MAX_GENERATION + ), no_negatives=False, constraint=None, ensemble=self.spec.model_kwargs.get("ensemble", "auto"), @@ -58,14 +64,16 @@ def _build_model(self) -> pd.DataFrame: na_tolerance=1, drop_most_recent=0, drop_data_older_than_periods=None, - model_list=self.spec.model_kwargs.get("model_list", "multivariate"), + model_list=self.spec.model_kwargs.get("model_list", "superfast"), transformer_list=self.spec.model_kwargs.get("transformer_list", "auto"), transformer_max_depth=self.spec.model_kwargs.get( "transformer_max_depth", 6 ), models_mode=self.spec.model_kwargs.get("models_mode", "random"), num_validations=self.spec.model_kwargs.get("num_validations", "auto"), - models_to_validate=self.spec.model_kwargs.get("models_to_validate", 0.15), + models_to_validate=self.spec.model_kwargs.get( + "models_to_validate", AUTOTS_MODELS_TO_VALIDATE + ), max_per_model_class=None, validation_method=self.spec.model_kwargs.get( "validation_method", "backwards" @@ -174,8 +182,10 @@ def _build_model(self) -> pd.DataFrame: output_i["Date"] = outputs[f"{col}_{cat}"][self.spec.datetime_column.name] output_i["Series"] = cat output_i[f"forecast_value"] = outputs[f"{col}_{cat}"]["yhat"] - output_i[yhat_upper_name] = outputs[f"{col}_{cat}"]["yhat_upper"] - output_i[yhat_lower_name] = outputs[f"{col}_{cat}"]["yhat_lower"] + if "yhat_upper" in outputs[f"{col}_{cat}"].columns: + output_i[yhat_upper_name] = outputs[f"{col}_{cat}"]["yhat_upper"] + if "yhat_lower" in outputs[f"{col}_{cat}"].columns: + output_i[yhat_lower_name] = outputs[f"{col}_{cat}"]["yhat_lower"] output_col = pd.concat([output_col, output_i]) output_col = output_col.reset_index(drop=True) @@ -256,3 +266,9 @@ def _generate_report(self) -> tuple: ds_forecast_col, ci_col_names, ) + + def explain_model(self) -> dict: + """ + explain model using global & local explanations + """ + return None diff --git a/ads/opctl/operator/lowcode/forecast/operator_config.py b/ads/opctl/operator/lowcode/forecast/operator_config.py index f0e385f68..db97afdec 100644 --- a/ads/opctl/operator/lowcode/forecast/operator_config.py +++ b/ads/opctl/operator/lowcode/forecast/operator_config.py @@ -92,6 +92,7 @@ class ForecastOperatorSpec(DataClassSerializable): datetime_column: DateTimeColumn = field(default_factory=DateTimeColumn) target_category_columns: List[str] = field(default_factory=list) horizon: Horizon = field(default_factory=Horizon) + explain: bool = None model: str = None model_kwargs: Dict = field(default_factory=dict) confidence_interval_width: float = None @@ -106,6 +107,7 @@ def __post_init__(self): self.preprocessing = ( self.preprocessing if self.preprocessing is not None else True ) + self.explain = self.explain if self.explain is not None else False self.report_theme = self.report_theme or "light" self.metrics_filename = self.metrics_filename or "metrics.csv" self.forecast_filename = self.forecast_filename or "forecast.csv" diff --git a/ads/opctl/operator/lowcode/forecast/schema.yaml b/ads/opctl/operator/lowcode/forecast/schema.yaml index 52b97bab9..93e4e8e01 100644 --- a/ads/opctl/operator/lowcode/forecast/schema.yaml +++ b/ads/opctl/operator/lowcode/forecast/schema.yaml @@ -203,6 +203,13 @@ spec: meta: description: "preprocessing and feature engineering can be disabled using this flag, Defaults to true" + explain: + type: boolean + required: false + default: false + meta: + description: "Explainability, both local and global, can be disabled using this flag. Defaults to false." + datetime_column: type: dict required: true diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index 05776d2aa..a859eaf51 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -24,6 +24,7 @@ from .const import SupportedModels, MAX_COLUMNS_AUTOMLX from .errors import ForecastInputDataError, ForecastSchemaYamlError + def _label_encode_dataframe(df, no_encode=set()): df_to_encode = df[list(set(df.columns) - no_encode)] le = DataFrameLabelEncoder().fit(df_to_encode) @@ -358,7 +359,11 @@ def get_forecast_plots( def plot_forecast_plotly(idx, col): fig = go.Figure() - if ci_col_names is not None: + if ( + (ci_col_names is not None) + and (ci_col_names[0] in outputs[idx].columns) + and (ci_col_names[1] in outputs[idx].columns) + ): fig.add_traces( [ go.Scatter( diff --git a/docs/source/user_guide/operators/forecasting_operator/advanced_use_cases.rst b/docs/source/user_guide/operators/forecasting_operator/advanced_use_cases.rst index 2b23aebc6..5253ae823 100644 --- a/docs/source/user_guide/operators/forecasting_operator/advanced_use_cases.rst +++ b/docs/source/user_guide/operators/forecasting_operator/advanced_use_cases.rst @@ -25,9 +25,9 @@ The "cold start" problem arises when you have limited historical data for a new To enhance the accuracy and adaptability of forecasting models, our system allows you to pass parameters directly. Here's how to do it: -**Forecast Configuration YAML File:** +**Specify Model Type** -In your ``forecast.yaml`` configuration file, you can specify various model parameters under the ``model_params`` section. For instance: +Sometimes users will know which models they want to use. When users know this in advance, they can specify using the ``model_kwargs`` dictionary. In the following example, we will instruct the model to *only* use the ``DecisionTreeRegressor`` model. .. code-block:: yaml @@ -44,6 +44,46 @@ In your ``forecast.yaml`` configuration file, you can specify various model para learning_rate: 0.01 +When using autots, there are model_list *families*. These families are named after the shared characteristics of the models included. For example, we can use the autots "superfast" model_list and set it in the following way: + +.. code-block:: yaml + + kind: operator + type: forecast + version: v1 + spec: + model: autots + model_params: + model_list: superfast + + +Note: this is only supported for the ``autots`` model. + + +**Specify Other Model Details** + +In addition to ``model_list``, there are many other parameters that can be specified. Users may specify, for example, the search space they want to search for their given model type. In automlx, specifying a hyperparameter range is as simple as: + +.. code-block:: yaml + + kind: operator + type: forecast + version: v1 + spec: + model: autots + model_params: + search_space: + LogisticRegression: + C: + range: [0.03125, 512] + type': continuous + solver: + range: ['newton-cg', 'lbfgs', 'liblinear', 'sag'] + type': categorical + class_weight: + range: [None, 'balanced'] + type: categorical + **When Models Perform Poorly and the "Auto" Method** From b6f7e0190eece990a67d95cded6de56536969f00 Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 17 Oct 2023 17:54:31 +0100 Subject: [PATCH 127/247] enable time limit in automlx --- .../lowcode/forecast/model/automlx.py | 20 +++++++++++++------ 1 file changed, 14 insertions(+), 6 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index adaccf640..ae01cb757 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -61,6 +61,7 @@ def _build_model(self) -> pd.DataFrame: model_kwargs_cleaned.get("score_metric", AUTOMLX_DEFAULT_SCORE_METRIC), ) model_kwargs_cleaned.pop("task", None) + time_budget = model_kwargs_cleaned.pop("time_budget", 0) model_kwargs_cleaned[ "preprocessing" ] = self.spec.preprocessing or model_kwargs_cleaned.get("preprocessing", True) @@ -88,7 +89,11 @@ def _build_model(self) -> pd.DataFrame: task="forecasting", **model_kwargs_cleaned, ) - model.fit(X=y_train.drop(target, axis=1), y=pd.DataFrame(y_train[target])) + model.fit( + X=y_train.drop(target, axis=1), + y=pd.DataFrame(y_train[target]), + time_budget=time_budget, + ) logger.info("Selected model: {}".format(model.selected_model_)) logger.info( "Selected model params: {}".format(model.selected_model_params_) @@ -157,7 +162,6 @@ def _build_model(self) -> pd.DataFrame: self.data = data_merged return outputs_merged - @runtime_dependency( module="datapane", err_msg=( @@ -234,18 +238,22 @@ def _generate_report(self): local_explanation_text = dp.Text(f"## Local Explanation of Models \n ") blocks = [ - dp.Table(local_ex_df.div(local_ex_df.abs().sum(axis=1), axis=0) * 100, label=s_id) + dp.Table( + local_ex_df.div(local_ex_df.abs().sum(axis=1), axis=0) * 100, + label=s_id, + ) for s_id, local_ex_df in self.local_explanation.items() ] - local_explanation_section = dp.Select(blocks=blocks) if len(blocks) > 1 else blocks[0] + local_explanation_section = ( + dp.Select(blocks=blocks) if len(blocks) > 1 else blocks[0] + ) # Append the global explanation text and section to the "all_sections" list all_sections = all_sections + [ global_explanation_text, global_explanation_section, local_explanation_text, - local_explanation_section - , + local_explanation_section, ] model_description = dp.Text( From 39c3b9a609f098764b98116768be41181b8da200 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Wed, 18 Oct 2023 18:27:22 -0700 Subject: [PATCH 128/247] Fixes operator's tests. --- tests/unitary/with_extras/operator/test_common_utils.py | 6 +++++- .../unitary/with_extras/operator/test_operator_config.py | 3 ++- tests/unitary/with_extras/operator/test_runtime.py | 9 +++++---- 3 files changed, 12 insertions(+), 6 deletions(-) diff --git a/tests/unitary/with_extras/operator/test_common_utils.py b/tests/unitary/with_extras/operator/test_common_utils.py index f296a420e..32dc6b9d1 100644 --- a/tests/unitary/with_extras/operator/test_common_utils.py +++ b/tests/unitary/with_extras/operator/test_common_utils.py @@ -22,7 +22,9 @@ def setUp(self): self.kwargs = {"arg1": "value1", "arg2": "value2"} @patch("ads.opctl.utils.run_command") - def test_build_image(self, mock_run_command): + @patch("time.time") + def test_build_image(self, mock_time, mock_run_command): + mock_time.return_value = 1 mock_proc = MagicMock() mock_proc.returncode = 0 mock_run_command.return_value = mock_proc @@ -45,6 +47,8 @@ def test_build_image(self, mock_run_command): self.dockerfile, "--target", self.target, + "--build-arg", + "RND=1", os.path.dirname(self.dockerfile), ] diff --git a/tests/unitary/with_extras/operator/test_operator_config.py b/tests/unitary/with_extras/operator/test_operator_config.py index 52158c774..18afea1e8 100644 --- a/tests/unitary/with_extras/operator/test_operator_config.py +++ b/tests/unitary/with_extras/operator/test_operator_config.py @@ -10,6 +10,7 @@ import pytest import yaml +from ads.opctl.operator.common.errors import OperatorSchemaYamlError from ads.opctl.operator.common.operator_config import OperatorConfig @@ -83,7 +84,7 @@ def _load_schema(cls) -> str: """ ) - with pytest.raises(ValueError): + with pytest.raises(OperatorSchemaYamlError): InvalidOperatorConfig.from_dict( { "kind": "operator", diff --git a/tests/unitary/with_extras/operator/test_runtime.py b/tests/unitary/with_extras/operator/test_runtime.py index 6e3f8d7b3..77e324d8f 100644 --- a/tests/unitary/with_extras/operator/test_runtime.py +++ b/tests/unitary/with_extras/operator/test_runtime.py @@ -5,14 +5,15 @@ # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ import unittest -from unittest.mock import patch, MagicMock +from unittest.mock import MagicMock, patch +from ads.opctl.operator.common.errors import OperatorSchemaYamlError from ads.opctl.operator.runtime.runtime import ( + OPERATOR_LOCAL_RUNTIME_TYPE, ContainerRuntime, ContainerRuntimeSpec, PythonRuntime, Runtime, - OPERATOR_LOCAL_RUNTIME_TYPE, ) @@ -44,7 +45,7 @@ def test_validate_dict_invalid(self, mock_validator, mock_load_yaml): errors=[{"error": "error"}], validate=MagicMock(return_value=False) ) mock_validator.return_value.validate.return_value = False - with self.assertRaises(ValueError): + with self.assertRaises(OperatorSchemaYamlError): Runtime._validate_dict({}) mock_load_yaml.assert_called_once() mock_validator.assert_called_once() @@ -88,7 +89,7 @@ def test_validate_dict(self): "volume": ["/data"], }, } - with self.assertRaises(ValueError): + with self.assertRaises(OperatorSchemaYamlError): ContainerRuntime._validate_dict(invalid_dict) From 3c220c32d04ae4b4ee2bd26755104a3c2c015290 Mon Sep 17 00:00:00 2001 From: govarsha Date: Thu, 19 Oct 2023 13:55:31 +0530 Subject: [PATCH 129/247] Made small changes --- ads/opctl/operator/lowcode/forecast/const.py | 7 ++++--- .../operator/lowcode/forecast/model/base_model.py | 10 +++++----- ads/opctl/operator/lowcode/forecast/utils.py | 8 ++++++-- 3 files changed, 15 insertions(+), 10 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/const.py b/ads/opctl/operator/lowcode/forecast/const.py index 64083e610..3342a97d7 100644 --- a/ads/opctl/operator/lowcode/forecast/const.py +++ b/ads/opctl/operator/lowcode/forecast/const.py @@ -27,14 +27,14 @@ class SupportedMetrics(str, metaclass=ExtendedEnumMeta): WMAPE = "wMAPE" R2 = "r2" EXPLAINED_VARIANCE = "Explained Variance" - MEAN_MAPE = "Mean MAPE" + MEAN_MAPE = "Mean MAPE" MEAN_RMSE = "Mean RMSE" MEAN_MSE = "Mean MSE" MEAN_SMAPE = "Mean sMAPE" MEAN_WMAPE = "Mean wMAPE" MEAN_R2 = "Mean r2" MEAN_EXPLAINED_VARIANCE = "Mean Explained Variance" - MEDIAN_MAPE = "Median MAPE" + MEDIAN_MAPE = "Median MAPE" MEDIAN_RMSE = "Median RMSE" MEDIAN_MSE = "Median MSE" MEDIAN_SMAPE = "Median sMAPE" @@ -54,4 +54,5 @@ class SupportedMetrics(str, metaclass=ExtendedEnumMeta): } MAX_COLUMNS_AUTOMLX = 15 -DEFAULT_TRIALS = 10 \ No newline at end of file +DEFAULT_TRIALS = 10 +SUMMARY_METRICS_HORIZON_LIMIT = 10 diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 47114f516..3ff673d5b 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -18,7 +18,7 @@ from ads.opctl import logger from .. import utils -from ..const import SupportedModels, SupportedMetrics +from ..const import SupportedModels, SupportedMetrics, SUMMARY_METRICS_HORIZON_LIMIT from ..operator_config import ForecastOperatorConfig, ForecastOperatorSpec from .transformations import Transformations @@ -341,15 +341,15 @@ def _test_evaluate_metrics( """Calculates Mean sMAPE, Median sMAPE, Mean MAPE, Median MAPE, Mean wMAPE, Median wMAPE values for each horizon if horizon <= 10.""" target_columns_in_output = set(target_columns).intersection(data.columns) - if self.spec.horizon.periods <= 10 and len(outputs) == len( - target_columns_in_output - ): + if self.spec.horizon.periods <= SUMMARY_METRICS_HORIZON_LIMIT and len( + outputs + ) == len(target_columns_in_output): metrics_per_horizon = utils._build_metrics_per_horizon( data=data, outputs=outputs, target_columns=target_columns, target_col=target_col, - horizon=self.spec.horizon.periods, + horizon_periods=self.spec.horizon.periods, ) summary_metrics = summary_metrics.append(metrics_per_horizon) diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index 94bf324a9..e05f627dc 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -50,7 +50,7 @@ def _build_metrics_per_horizon( outputs: pd.DataFrame, target_columns: List[str], target_col: str, - horizon: int, + horizon_periods: int, ) -> pd.DataFrame: """ Calculates Mean sMAPE, Median sMAPE, Mean MAPE, Median MAPE, Mean wMAPE, Median wMAPE for each horizon @@ -65,6 +65,8 @@ def _build_metrics_per_horizon( List of target category columns target_col: str Target column name (yhat) + horizon_periods: int + Horizon Periods Returns -------- @@ -72,7 +74,9 @@ def _build_metrics_per_horizon( Dataframe with Mean sMAPE, Median sMAPE, Mean MAPE, Median MAPE, Mean wMAPE, Median wMAPE values for each horizon """ actuals_df = data[target_columns] - forecasts_df = pd.concat([df[target_col].iloc[-horizon:] for df in outputs], axis=1) + forecasts_df = pd.concat( + [df[target_col].iloc[-horizon_periods:] for df in outputs], axis=1 + ) totals = actuals_df.sum() wmape_weights = np.array((totals / totals.sum()).values) From 346e93161afd37a3d9fc1dc84be6e310726882bc Mon Sep 17 00:00:00 2001 From: govarsha Date: Wed, 4 Oct 2023 15:51:53 +0530 Subject: [PATCH 130/247] handles empty test file --- .../lowcode/forecast/model/base_model.py | 32 +++++++++++++------ 1 file changed, 22 insertions(+), 10 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 3ff673d5b..2975669c2 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -193,10 +193,17 @@ def generate_report(self): elapsed_time=elapsed_time, ) sec7_text = dp.Text(f"## Holdout Data Evaluation Metrics") - sec7 = dp.DataTable(self.test_eval_metrics) - + sec7 = ( + dp.DataTable(self.test_eval_metrics) + if not self.test_eval_metrics.empty + else dp.Table(self.test_eval_metrics) + ) sec8_text = dp.Text(f"## Holdout Data Summary Metrics") - sec8 = dp.DataTable(summary_metrics) + sec8 = ( + dp.DataTable(summary_metrics) + if not summary_metrics.empty + else dp.Table(summary_metrics) + ) test_eval_metrics = [sec7_text, sec7, sec8_text, sec8] @@ -272,13 +279,18 @@ def _test_evaluate_metrics( self, target_columns, test_filename, outputs, target_col="yhat", elapsed_time=0 ): total_metrics = pd.DataFrame() - - data = utils._load_data( - filename=test_filename, - format=self.spec.test_data.format, - storage_options=default_signer(), - columns=self.spec.test_data.columns, - ) + summary_metrics = pd.DataFrame() + data = None + try: + data = utils._load_data( + filename=test_filename, + format=self.spec.test_data.format, + storage_options=default_signer(), + columns=self.spec.test_data.columns, + ) + except pd.errors.EmptyDataError: + logger.warn("Empty testdata file") + return total_metrics, summary_metrics, None data = self._preprocess( data, self.spec.datetime_column.name, self.spec.datetime_column.format From 15df43b5ef13f4c43c704711a41da3cba0f7326c Mon Sep 17 00:00:00 2001 From: govarsha Date: Wed, 11 Oct 2023 11:45:40 +0530 Subject: [PATCH 131/247] handles when test file doesnot have any series --- .../lowcode/forecast/model/base_model.py | 135 +++++++++--------- ads/opctl/operator/lowcode/forecast/utils.py | 3 +- 2 files changed, 70 insertions(+), 68 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 2975669c2..ff535bb5e 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -313,75 +313,76 @@ def _test_evaluate_metrics( ) total_metrics = pd.concat([total_metrics, metrics_df], axis=1) - summary_metrics = pd.DataFrame( - { - SupportedMetrics.MEAN_SMAPE: np.mean( - total_metrics.loc[SupportedMetrics.SMAPE] - ), - SupportedMetrics.MEDIAN_SMAPE: np.median( - total_metrics.loc[SupportedMetrics.SMAPE] - ), - SupportedMetrics.MEAN_MAPE: np.mean( - total_metrics.loc[SupportedMetrics.MAPE] - ), - SupportedMetrics.MEDIAN_MAPE: np.median( - total_metrics.loc[SupportedMetrics.MAPE] - ), - SupportedMetrics.MEAN_RMSE: np.mean( - total_metrics.loc[SupportedMetrics.RMSE] - ), - SupportedMetrics.MEDIAN_RMSE: np.median( - total_metrics.loc[SupportedMetrics.RMSE] - ), - SupportedMetrics.MEAN_R2: np.mean( - total_metrics.loc[SupportedMetrics.R2] - ), - SupportedMetrics.MEDIAN_R2: np.median( - total_metrics.loc[SupportedMetrics.R2] - ), - SupportedMetrics.MEAN_EXPLAINED_VARIANCE: np.mean( - total_metrics.loc[SupportedMetrics.EXPLAINED_VARIANCE] - ), - SupportedMetrics.MEDIAN_EXPLAINED_VARIANCE: np.median( - total_metrics.loc[SupportedMetrics.EXPLAINED_VARIANCE] - ), - SupportedMetrics.ELAPSED_TIME: elapsed_time, - }, - index=["All Targets"], - ) - - """Calculates Mean sMAPE, Median sMAPE, Mean MAPE, Median MAPE, Mean wMAPE, Median wMAPE values for each horizon - if horizon <= 10.""" - target_columns_in_output = set(target_columns).intersection(data.columns) - if self.spec.horizon.periods <= SUMMARY_METRICS_HORIZON_LIMIT and len( - outputs - ) == len(target_columns_in_output): - metrics_per_horizon = utils._build_metrics_per_horizon( - data=data, - outputs=outputs, - target_columns=target_columns, - target_col=target_col, - horizon_periods=self.spec.horizon.periods, + if not total_metrics.empty: + summary_metrics = pd.DataFrame( + { + SupportedMetrics.MEAN_SMAPE: np.mean( + total_metrics.loc[SupportedMetrics.SMAPE] + ), + SupportedMetrics.MEDIAN_SMAPE: np.median( + total_metrics.loc[SupportedMetrics.SMAPE] + ), + SupportedMetrics.MEAN_MAPE: np.mean( + total_metrics.loc[SupportedMetrics.MAPE] + ), + SupportedMetrics.MEDIAN_MAPE: np.median( + total_metrics.loc[SupportedMetrics.MAPE] + ), + SupportedMetrics.MEAN_RMSE: np.mean( + total_metrics.loc[SupportedMetrics.RMSE] + ), + SupportedMetrics.MEDIAN_RMSE: np.median( + total_metrics.loc[SupportedMetrics.RMSE] + ), + SupportedMetrics.MEAN_R2: np.mean( + total_metrics.loc[SupportedMetrics.R2] + ), + SupportedMetrics.MEDIAN_R2: np.median( + total_metrics.loc[SupportedMetrics.R2] + ), + SupportedMetrics.MEAN_EXPLAINED_VARIANCE: np.mean( + total_metrics.loc[SupportedMetrics.EXPLAINED_VARIANCE] + ), + SupportedMetrics.MEDIAN_EXPLAINED_VARIANCE: np.median( + total_metrics.loc[SupportedMetrics.EXPLAINED_VARIANCE] + ), + SupportedMetrics.ELAPSED_TIME: elapsed_time, + }, + index=["All Targets"], ) - summary_metrics = summary_metrics.append(metrics_per_horizon) - - new_column_order = [ - SupportedMetrics.MEAN_SMAPE, - SupportedMetrics.MEDIAN_SMAPE, - SupportedMetrics.MEAN_MAPE, - SupportedMetrics.MEDIAN_MAPE, - SupportedMetrics.MEAN_WMAPE, - SupportedMetrics.MEDIAN_WMAPE, - SupportedMetrics.MEAN_RMSE, - SupportedMetrics.MEDIAN_RMSE, - SupportedMetrics.MEAN_R2, - SupportedMetrics.MEDIAN_R2, - SupportedMetrics.MEAN_EXPLAINED_VARIANCE, - SupportedMetrics.MEDIAN_EXPLAINED_VARIANCE, - SupportedMetrics.ELAPSED_TIME, - ] - summary_metrics = summary_metrics[new_column_order] + """Calculates Mean sMAPE, Median sMAPE, Mean MAPE, Median MAPE, Mean wMAPE, Median wMAPE values for each horizon + if horizon <= 10.""" + target_columns_in_output = set(target_columns).intersection(data.columns) + if self.spec.horizon.periods <= SUMMARY_METRICS_HORIZON_LIMIT and len( + outputs + ) == len(target_columns_in_output): + metrics_per_horizon = utils._build_metrics_per_horizon( + data=data, + outputs=outputs, + target_columns=target_columns, + target_col=target_col, + horizon_periods=self.spec.horizon.periods, + ) + + summary_metrics = summary_metrics.append(metrics_per_horizon) + + new_column_order = [ + SupportedMetrics.MEAN_SMAPE, + SupportedMetrics.MEDIAN_SMAPE, + SupportedMetrics.MEAN_MAPE, + SupportedMetrics.MEDIAN_MAPE, + SupportedMetrics.MEAN_WMAPE, + SupportedMetrics.MEDIAN_WMAPE, + SupportedMetrics.MEAN_RMSE, + SupportedMetrics.MEDIAN_RMSE, + SupportedMetrics.MEAN_R2, + SupportedMetrics.MEDIAN_R2, + SupportedMetrics.MEAN_EXPLAINED_VARIANCE, + SupportedMetrics.MEDIAN_EXPLAINED_VARIANCE, + SupportedMetrics.ELAPSED_TIME, + ] + summary_metrics = summary_metrics[new_column_order] return total_metrics, summary_metrics, data diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index 5272d0114..2d10e5356 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -156,9 +156,10 @@ def _write_data(data, filename, format, storage_options, index=False, **kwargs): def _merge_category_columns(data, target_category_columns): - return data.apply( + result = data.apply( lambda x: "__".join([str(x[col]) for col in target_category_columns]), axis=1 ) + return result if not result.empty else pd.Series([], dtype=str) def _clean_data(data, target_column, datetime_column, target_category_columns=None): From 9c688207826a8c3ae9699f6f33ac9e62eaa4936a Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Thu, 19 Oct 2023 17:54:07 -0700 Subject: [PATCH 132/247] Fixes OPCTL unit tests. --- .../builders/runtimes/container_runtime.py | 2 +- .../opctl/test_files/job_container.yaml | 11 +++--- .../opctl/test_files/job_gitPython.yaml | 11 +++--- .../opctl/test_files/job_notebook.yaml | 17 ++++----- .../opctl/test_files/job_python.yaml | 15 ++++---- .../opctl/test_files/job_script.yaml | 14 +++----- .../opctl/test_files/pipeline_container.yaml | 12 ++----- .../opctl/test_files/pipeline_gitPython.yaml | 17 +++------ .../opctl/test_files/pipeline_notebook.yaml | 20 ++++------- .../opctl/test_files/pipeline_python.yaml | 23 ++++-------- .../opctl/test_files/pipeline_script.yaml | 22 ++++-------- .../with_extras/opctl/test_opctl_cmds.py | 2 ++ .../with_extras/opctl/test_opctl_config.py | 35 +++++++------------ .../opctl/test_opctl_dataflow_backend.py | 4 +-- .../opctl/test_opctl_decorators.py | 23 ++++++------ 15 files changed, 83 insertions(+), 145 deletions(-) diff --git a/ads/jobs/builders/runtimes/container_runtime.py b/ads/jobs/builders/runtimes/container_runtime.py index cf4a68a19..b67e90650 100644 --- a/ads/jobs/builders/runtimes/container_runtime.py +++ b/ads/jobs/builders/runtimes/container_runtime.py @@ -136,5 +136,5 @@ def init(self, **kwargs) -> "ContainerRuntime": return self.with_image( image=kwargs.get("image", "iad.ocir.io/namespace/image:tag"), entrypoint=["bash", "--login", "-c"], - cmd="{Container CMD. For MLFlow and Operator will be auto generated}", + cmd="{Container CMD. For MLflow and Operator will be auto generated}", ) diff --git a/tests/unitary/with_extras/opctl/test_files/job_container.yaml b/tests/unitary/with_extras/opctl/test_files/job_container.yaml index c3e52e650..f987f7da5 100644 --- a/tests/unitary/with_extras/opctl/test_files/job_container.yaml +++ b/tests/unitary/with_extras/opctl/test_files/job_container.yaml @@ -22,15 +22,12 @@ spec: runtime: kind: runtime spec: - cmd: '{Container CMD. For MLFlow, it will be replaced with the Project CMD}' + args: [] + cmd: '{Container CMD. For MLflow and Operator will be auto generated}' entrypoint: - bash - --login - -c - env: - - name: env_name - value: env_value - freeformTags: - tag_name: tag_value - image: iad.ocir.io/namespace/image:tag + freeformTags: {} + image: /image:latest type: container diff --git a/tests/unitary/with_extras/opctl/test_files/job_gitPython.yaml b/tests/unitary/with_extras/opctl/test_files/job_gitPython.yaml index f4cfd0816..a1ea95a35 100644 --- a/tests/unitary/with_extras/opctl/test_files/job_gitPython.yaml +++ b/tests/unitary/with_extras/opctl/test_files/job_gitPython.yaml @@ -22,14 +22,11 @@ spec: runtime: kind: runtime spec: + args: [] conda: - type: published - uri: '{Path to the custom conda environment. Example: oci://your_bucket@namespace/object_name' + slug: '' + type: service entrypoint: '{For MLflow and Operator will be auto generated}' - env: - - name: env_name - value: env_value - freeformTags: - tag_name: tag_value + freeformTags: {} url: '{Git URI. For MLflow and Operator will be auto generated}' type: gitPython diff --git a/tests/unitary/with_extras/opctl/test_files/job_notebook.yaml b/tests/unitary/with_extras/opctl/test_files/job_notebook.yaml index 1d486fc73..69775ae36 100644 --- a/tests/unitary/with_extras/opctl/test_files/job_notebook.yaml +++ b/tests/unitary/with_extras/opctl/test_files/job_notebook.yaml @@ -22,19 +22,14 @@ spec: runtime: kind: runtime spec: + args: [] conda: - type: published - uri: '{Path to the custom conda environment. Example: oci://your_bucket@namespace/object_name' - entrypoint: '{Entrypoint notebook. For MLflow, it will be replaced with the - CMD}' - env: - - name: env_name - value: env_value + slug: '' + type: service + entrypoint: '{Entrypoint notebook. For MLflow, it will be replaced with the CMD}' excludeTags: - tag1 - freeformTags: - tag_name: tag_value + freeformTags: {} notebookEncoding: utf-8 - source: '{Path to the source code directory. For MLflow, it will be replaced - with the path to the project}' + source: '{Path to the source code directory. For MLflow, it will be replaced with the path to the project}' type: notebook diff --git a/tests/unitary/with_extras/opctl/test_files/job_python.yaml b/tests/unitary/with_extras/opctl/test_files/job_python.yaml index 964653a59..aba6287a3 100644 --- a/tests/unitary/with_extras/opctl/test_files/job_python.yaml +++ b/tests/unitary/with_extras/opctl/test_files/job_python.yaml @@ -22,16 +22,13 @@ spec: runtime: kind: runtime spec: + args: [] conda: - type: published - uri: '{Path to the custom conda environment. Example: oci://your_bucket@namespace/object_name' + slug: conda_slug + type: service entrypoint: '{For MLflow and Operator will be auto generated}' - env: - - name: env_name - value: env_value - freeformTags: - tag_name: tag_value - scriptPathURI: '{Path to the script. For MLflow, it will be replaced with the - path to the project}' + freeformTags: {} + scriptPathURI: '{Path to the script. For MLflow and Operator will be auto + generated}' workingDir: '{For MLflow and Operator will be auto generated}' type: python diff --git a/tests/unitary/with_extras/opctl/test_files/job_script.yaml b/tests/unitary/with_extras/opctl/test_files/job_script.yaml index 730337ee7..7b3d6f21d 100644 --- a/tests/unitary/with_extras/opctl/test_files/job_script.yaml +++ b/tests/unitary/with_extras/opctl/test_files/job_script.yaml @@ -22,15 +22,11 @@ spec: runtime: kind: runtime spec: + args: [] conda: - type: published - uri: '{Path to the custom conda environment. Example: oci://your_bucket@namespace/object_name' + slug: conda_slug + type: service entrypoint: '{For MLflow and Operator will be auto generated}' - env: - - name: env_name - value: env_value - freeformTags: - tag_name: tag_value - scriptPathURI: '{Path to the script. For MLflow, it will be replaced with the - path to the project}' + freeformTags: {} + scriptPathURI: '{Path to the script. For MLflow and Operator will be auto generated}' type: script diff --git a/tests/unitary/with_extras/opctl/test_files/pipeline_container.yaml b/tests/unitary/with_extras/opctl/test_files/pipeline_container.yaml index 3f29e9e0e..09c595217 100644 --- a/tests/unitary/with_extras/opctl/test_files/pipeline_container.yaml +++ b/tests/unitary/with_extras/opctl/test_files/pipeline_container.yaml @@ -27,19 +27,13 @@ spec: runtime: kind: runtime spec: - args: - - --key1 - - val1 - cmd: '{Container CMD. For MLFlow, it will be replaced with the Project CMD}' + args: [] + cmd: '{Container CMD. For MLflow and Operator will be auto generated}' entrypoint: - bash - --login - -c - env: - - name: env_name - value: env_value - freeformTags: - tag_name: tag_value + freeformTags: {} image: iad.ocir.io/namespace/image:tag type: container type: pipeline diff --git a/tests/unitary/with_extras/opctl/test_files/pipeline_gitPython.yaml b/tests/unitary/with_extras/opctl/test_files/pipeline_gitPython.yaml index ea763c6e5..e7f6d2b7b 100644 --- a/tests/unitary/with_extras/opctl/test_files/pipeline_gitPython.yaml +++ b/tests/unitary/with_extras/opctl/test_files/pipeline_gitPython.yaml @@ -27,19 +27,12 @@ spec: runtime: kind: runtime spec: - args: - - --key1 - - val1 + args: [] conda: - type: published - uri: '{Path to the custom conda environment. Example: oci://your_bucket@namespace/object_name' - entrypoint: '{Entrypoint script. For MLflow, it will be replaced with the - CMD}' - env: - - name: env_name - value: env_value - freeformTags: - tag_name: tag_value + slug: '' + type: service + entrypoint: '{For MLflow and Operator will be auto generated}' + freeformTags: {} url: '{Git URI. For MLflow and Operator will be auto generated}' type: gitPython type: pipeline diff --git a/tests/unitary/with_extras/opctl/test_files/pipeline_notebook.yaml b/tests/unitary/with_extras/opctl/test_files/pipeline_notebook.yaml index 953ea4d0c..697cdcc3d 100644 --- a/tests/unitary/with_extras/opctl/test_files/pipeline_notebook.yaml +++ b/tests/unitary/with_extras/opctl/test_files/pipeline_notebook.yaml @@ -27,23 +27,15 @@ spec: runtime: kind: runtime spec: - args: - - --key1 - - val1 + args: [] conda: - type: published - uri: '{Path to the custom conda environment. Example: oci://your_bucket@namespace/object_name' - entrypoint: '{Entrypoint notebook. For MLflow, it will be replaced with - the CMD}' - env: - - name: env_name - value: env_value + slug: '' + type: service + entrypoint: '{Entrypoint notebook. For MLflow, it will be replaced with the CMD}' excludeTags: - tag1 - freeformTags: - tag_name: tag_value + freeformTags: {} notebookEncoding: utf-8 - source: '{Path to the source code directory. For MLflow, it will be replaced - with the path to the project}' + source: '{Path to the source code directory. For MLflow, it will be replaced with the path to the project}' type: notebook type: pipeline diff --git a/tests/unitary/with_extras/opctl/test_files/pipeline_python.yaml b/tests/unitary/with_extras/opctl/test_files/pipeline_python.yaml index ec3a64f07..319f51938 100644 --- a/tests/unitary/with_extras/opctl/test_files/pipeline_python.yaml +++ b/tests/unitary/with_extras/opctl/test_files/pipeline_python.yaml @@ -27,23 +27,14 @@ spec: runtime: kind: runtime spec: - args: - - --key1 - - val1 - - --key1 - - val1 + args: [] conda: - type: published - uri: '{Path to the custom conda environment. Example: oci://your_bucket@namespace/object_name' - entrypoint: '{Entrypoint script. For MLflow, it will be replaced with the - CMD}' - env: - - name: env_name - value: env_value - freeformTags: - tag_name: tag_value - scriptPathURI: '{Path to the script. For MLflow, it will be replaced with - the path to the project}' + slug: '' + type: service + entrypoint: '{For MLflow and Operator will be auto generated}' + freeformTags: {} + scriptPathURI: '{Path to the script. For MLflow and Operator will be auto + generated}' workingDir: '{For MLflow and Operator will be auto generated}' type: python type: pipeline diff --git a/tests/unitary/with_extras/opctl/test_files/pipeline_script.yaml b/tests/unitary/with_extras/opctl/test_files/pipeline_script.yaml index ef7bd7063..cb8273dba 100644 --- a/tests/unitary/with_extras/opctl/test_files/pipeline_script.yaml +++ b/tests/unitary/with_extras/opctl/test_files/pipeline_script.yaml @@ -27,22 +27,12 @@ spec: runtime: kind: runtime spec: - args: - - --key1 - - val1 - - --key1 - - val1 + args: [] conda: - type: published - uri: '{Path to the custom conda environment. Example: oci://your_bucket@namespace/object_name' - entrypoint: '{Entrypoint script. For MLflow, it will be replaced with the - CMD}' - env: - - name: env_name - value: env_value - freeformTags: - tag_name: tag_value - scriptPathURI: '{Path to the script. For MLflow, it will be replaced with - the path to the project}' + slug: '' + type: service + entrypoint: '{For MLflow and Operator will be auto generated}' + freeformTags: {} + scriptPathURI: '{Path to the script. For MLflow and Operator will be auto generated}' type: script type: pipeline diff --git a/tests/unitary/with_extras/opctl/test_opctl_cmds.py b/tests/unitary/with_extras/opctl/test_opctl_cmds.py index 3c614594a..6c4d6e9e0 100644 --- a/tests/unitary/with_extras/opctl/test_opctl_cmds.py +++ b/tests/unitary/with_extras/opctl/test_opctl_cmds.py @@ -38,6 +38,7 @@ def test_configure(self, confirm, prompt, monkeypatch): prompt.side_effect = ( [ os.path.join(td, "ads_ops"), + "api_key", os.path.join(td, "oci_config"), "DEFAULT", ".", @@ -109,6 +110,7 @@ def test_configure_in_notebook_session(self, confirm, prompt, monkeypatch): prompt.side_effect = ( [ os.path.join(td, "ads_ops"), + "api_key", os.path.join(td, "oci_config"), "DEFAULT", ".", diff --git a/tests/unitary/with_extras/opctl/test_opctl_config.py b/tests/unitary/with_extras/opctl/test_opctl_config.py index 9c23342d8..d5ae4e71d 100644 --- a/tests/unitary/with_extras/opctl/test_opctl_config.py +++ b/tests/unitary/with_extras/opctl/test_opctl_config.py @@ -182,7 +182,7 @@ def test_config_flex_shape_details(self): "infrastructure": { "compartment_id": "oci.compartmentid.abcd", "project_id": "oci.projectid.abcd", - "shape_name": "VM.Standard.E2.4" + "shape_name": "VM.Standard.E2.4", }, } @@ -201,19 +201,19 @@ def test_config_flex_shape_details(self): "infrastructure": { "compartment_id": "oci.compartmentid.abcd", "project_id": "oci.projectid.abcd", - "shape_name": "VM.Standard.E2.4" + "shape_name": "VM.Standard.E2.4", }, } - + config_one["infrastructure"]["shape_name"] = "VM.Standard.E3.Flex" m = ConfigMerger(config_one) with pytest.raises( - ValueError, + ValueError, match="Parameters `ocpus` and `memory_in_gbs` must be provided for using flex shape. " - "Call `ads opctl config` to specify." + "Call `ads opctl configure` to specify.", ): - m._config_flex_shape_details() + m._config_flex_shape_details() config_one["infrastructure"]["ocpus"] = 2 config_one["infrastructure"]["memory_in_gbs"] = 24 @@ -233,10 +233,7 @@ def test_config_flex_shape_details(self): "compartment_id": "oci.compartmentid.abcd", "project_id": "oci.projectid.abcd", "shape_name": "VM.Standard.E3.Flex", - "shape_config_details": { - "ocpus": 2, - "memory_in_gbs": 24 - } + "shape_config_details": {"ocpus": 2, "memory_in_gbs": 24}, }, } @@ -253,20 +250,19 @@ def test_config_flex_shape_details(self): "compartment_id": "oci.compartmentid.abcd", "project_id": "oci.projectid.abcd", "executor_shape": "VM.Standard.E3.Flex", - "driver_shape": "VM.Standard.E3.Flex" + "driver_shape": "VM.Standard.E3.Flex", }, } m = ConfigMerger(config_two) with pytest.raises( - ValueError, + ValueError, match="Parameters driver_shape_memory_in_gbs must be provided for using flex shape. " - "Call `ads opctl config` to specify." + "Call `ads opctl configure` to specify.", ): m._config_flex_shape_details() - config_two["infrastructure"]["driver_shape_memory_in_gbs"] = 36 config_two["infrastructure"]["driver_shape_ocpus"] = 4 config_two["infrastructure"]["executor_shape_memory_in_gbs"] = 48 @@ -287,18 +283,13 @@ def test_config_flex_shape_details(self): "compartment_id": "oci.compartmentid.abcd", "project_id": "oci.projectid.abcd", "executor_shape": "VM.Standard.E3.Flex", - "executor_shape_config": { - "ocpus": 5, - "memory_in_gbs": 48 - }, + "executor_shape_config": {"ocpus": 5, "memory_in_gbs": 48}, "driver_shape": "VM.Standard.E3.Flex", - "driver_shape_config": { - "ocpus": 4, - "memory_in_gbs": 36 - } + "driver_shape_config": {"ocpus": 4, "memory_in_gbs": 36}, }, } + class TestConfigResolver: def test_resolve_operator_name(self): config = {"name": "name1", "execution": {"operator_name": "name2"}} diff --git a/tests/unitary/with_extras/opctl/test_opctl_dataflow_backend.py b/tests/unitary/with_extras/opctl/test_opctl_dataflow_backend.py index da6eddde2..068588a22 100644 --- a/tests/unitary/with_extras/opctl/test_opctl_dataflow_backend.py +++ b/tests/unitary/with_extras/opctl/test_opctl_dataflow_backend.py @@ -107,7 +107,7 @@ def test_watch(self, mock_from_ocid, mock_watch): @pytest.mark.parametrize( "runtime_type", - ["dataFlow", "dataFlowNotebook"], + ["dataFlow"], ) def test_init(self, runtime_type, monkeypatch): """Ensures that starter YAML can be generated for every supported runtime of the Data Flow.""" @@ -130,4 +130,4 @@ def test_init(self, runtime_type, monkeypatch): with open(expected_yaml_uri, "r") as stream: expected_yaml_dict = yaml.safe_load(stream) - assert test_yaml_dict == expected_yaml_dict \ No newline at end of file + assert test_yaml_dict == expected_yaml_dict diff --git a/tests/unitary/with_extras/opctl/test_opctl_decorators.py b/tests/unitary/with_extras/opctl/test_opctl_decorators.py index 27d93f45b..fc295354b 100644 --- a/tests/unitary/with_extras/opctl/test_opctl_decorators.py +++ b/tests/unitary/with_extras/opctl/test_opctl_decorators.py @@ -4,19 +4,13 @@ # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ import pytest -from ads.opctl.decorator import common from ads.opctl.decorator.common import validate_environment, OpctlEnvironmentError -from unittest.mock import patch +from unittest.mock import patch, MagicMock class TestOpctlDecorators: """Tests the all OPCTL common decorators.""" - @patch("ads.opctl.decorator.common.NB_SESSION_OCID", None) - @patch("ads.opctl.decorator.common.JOB_RUN_OCID", None) - @patch("ads.opctl.decorator.common.PIPELINE_RUN_OCID", None) - @patch("ads.opctl.decorator.common.DATAFLOW_RUN_OCID", None) - @patch("ads.opctl.decorator.common.MD_OCID", None) def test_validate_environment_success(self): """Tests validating environment decorator.""" @@ -26,7 +20,6 @@ def mock_function(): assert mock_function() == "SUCCESS" - @patch("ads.opctl.decorator.common.NB_SESSION_OCID", "TEST") def test_validate_environment_fail(self): """Tests validating environment decorator fails.""" @@ -34,5 +27,15 @@ def test_validate_environment_fail(self): def mock_function(): return "SUCCESS" - with pytest.raises(OpctlEnvironmentError): - assert mock_function() + import docker + + with patch.object( + docker, + "from_env", + return_value=MagicMock( + "version", + return_value=MagicMock(side_effect=ValueError("Something went wrong")), + ), + ): + with pytest.raises(OpctlEnvironmentError): + assert mock_function() From d0e0a131d7033d6261989469d33b2627270c6764 Mon Sep 17 00:00:00 2001 From: govarsha Date: Fri, 20 Oct 2023 10:50:56 +0530 Subject: [PATCH 133/247] handles when entire series or some values in series is missing in test data --- .../operator/lowcode/forecast/model/base_model.py | 13 ++++++++++++- 1 file changed, 12 insertions(+), 1 deletion(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index ff535bb5e..8ed59e6e9 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -305,13 +305,24 @@ def _test_evaluate_metrics( for idx, col in enumerate(target_columns): # Only columns present in test file will be used to generate holdout error if col in data: - y_true = np.asarray(data[col]) + # Assuming that predictions have all forecast values + dates = outputs[idx]["ds"] + # Filling zeros for any date missing in test data to maintain consistency in metric calculation as in all other missing values cases it comes as 0 + y_true = [ + data.loc[data["ds"] == date, col].values[0] + if date in data["ds"].values + else 0 + for date in dates + ] + # Select for the ds that is there in y_true, discard others y_pred = np.asarray(outputs[idx][target_col][-len(y_true) :]) metrics_df = utils._build_metrics_df( y_true=y_true, y_pred=y_pred, column_name=col ) total_metrics = pd.concat([total_metrics, metrics_df], axis=1) + else: + logger.warn(f"{col} is not there in test file") if not total_metrics.empty: summary_metrics = pd.DataFrame( From 2e5527fab7762a2adf86fe23a2cb274f51b6d825 Mon Sep 17 00:00:00 2001 From: Allen Date: Fri, 20 Oct 2023 12:16:54 +0100 Subject: [PATCH 134/247] updating formatting --- .../advanced_use_cases.rst | 28 +++++++++---------- 1 file changed, 14 insertions(+), 14 deletions(-) diff --git a/docs/source/user_guide/operators/forecasting_operator/advanced_use_cases.rst b/docs/source/user_guide/operators/forecasting_operator/advanced_use_cases.rst index 5253ae823..1b770be58 100644 --- a/docs/source/user_guide/operators/forecasting_operator/advanced_use_cases.rst +++ b/docs/source/user_guide/operators/forecasting_operator/advanced_use_cases.rst @@ -31,17 +31,17 @@ Sometimes users will know which models they want to use. When users know this in .. code-block:: yaml - kind: operator - type: forecast - version: v1 - spec: - model: automlx - model_params: - model_list: - - DecisionTreeRegressor - num_trees: 100 - max_depth: 5 - learning_rate: 0.01 + kind: operator + type: forecast + version: v1 + spec: + model: automlx + model_kwargs: + model_list: + - NaiveForecaster + search_space: + NaiveForecaster: + sp: [1,100] When using autots, there are model_list *families*. These families are named after the shared characteristics of the models included. For example, we can use the autots "superfast" model_list and set it in the following way: @@ -53,7 +53,7 @@ When using autots, there are model_list *families*. These families are named aft version: v1 spec: model: autots - model_params: + model_kwargs: model_list: superfast @@ -70,8 +70,8 @@ In addition to ``model_list``, there are many other parameters that can be speci type: forecast version: v1 spec: - model: autots - model_params: + model: automlx + model_kwargs: search_space: LogisticRegression: C: From 652ca51ce98d02b37797460ed8bee81fc3ebf6c6 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Fri, 20 Oct 2023 09:39:31 -0700 Subject: [PATCH 135/247] Fixes OPCTL DataFlow unit tests. --- .../opctl/test_files/dataflow_dataFlow.yaml | 12 ++++++++---- .../opctl/test_files/dataflow_dataFlowNotebook.yaml | 4 ++++ .../with_extras/opctl/test_opctl_dataflow_backend.py | 1 + 3 files changed, 13 insertions(+), 4 deletions(-) diff --git a/tests/unitary/with_extras/opctl/test_files/dataflow_dataFlow.yaml b/tests/unitary/with_extras/opctl/test_files/dataflow_dataFlow.yaml index 3f6069282..05ee1f89a 100644 --- a/tests/unitary/with_extras/opctl/test_files/dataflow_dataFlow.yaml +++ b/tests/unitary/with_extras/opctl/test_files/dataflow_dataFlow.yaml @@ -21,12 +21,16 @@ spec: runtime: kind: runtime spec: + args: [] + conda: + type: published + uri: oci://bucket@namespace/conda_environments/test/conda/slug condaAuthType: resource_principal configuration: spark.driverEnv.env_key: env_value - freeformTags: - tag_name: tag_value + freeformTags: {} overwrite: true - scriptBucket: '{The object storage bucket to save a script. Example: oci://@/}' - scriptPathURI: '{Path to the executable script. For MLflow and Operator will be auto generated}' + scriptBucket: oci://bucket@namespace/prefix + scriptPathURI: '{Path to the executable script. For MLflow and Operator will + auto generated}' type: dataFlow diff --git a/tests/unitary/with_extras/opctl/test_files/dataflow_dataFlowNotebook.yaml b/tests/unitary/with_extras/opctl/test_files/dataflow_dataFlowNotebook.yaml index 952271722..7aeb2fa6a 100644 --- a/tests/unitary/with_extras/opctl/test_files/dataflow_dataFlowNotebook.yaml +++ b/tests/unitary/with_extras/opctl/test_files/dataflow_dataFlowNotebook.yaml @@ -21,6 +21,10 @@ spec: runtime: kind: runtime spec: + args: [] + conda: + type: published + uri: oci://bucket@namespace/conda_environments/test/conda/slug condaAuthType: resource_principal configuration: spark.driverEnv.env_key: env_value diff --git a/tests/unitary/with_extras/opctl/test_opctl_dataflow_backend.py b/tests/unitary/with_extras/opctl/test_opctl_dataflow_backend.py index 068588a22..940f28bd8 100644 --- a/tests/unitary/with_extras/opctl/test_opctl_dataflow_backend.py +++ b/tests/unitary/with_extras/opctl/test_opctl_dataflow_backend.py @@ -123,6 +123,7 @@ def test_init(self, runtime_type, monkeypatch): uri=test_yaml_uri, overwrite=False, runtime_type=runtime_type, + conda_slug="test/conda/slug", ) with open(test_yaml_uri, "r") as stream: From e86d4705e34ee1a0505f2c7258afd15807f818d2 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Sun, 22 Oct 2023 17:01:23 -0700 Subject: [PATCH 136/247] ODSC-48941. Run operator within 'ads opctl run' --- ads/opctl/backend/ads_ml_job.py | 7 +- ads/opctl/backend/local.py | 10 +- ads/opctl/cli.py | 6 - ads/opctl/cmds.py | 27 +- ads/opctl/operator/__init__.py | 16 +- ads/opctl/operator/cli.py | 20 +- ads/opctl/operator/cmd.py | 285 +---------- ads/opctl/operator/common/backend_factory.py | 441 ++++++++++++++++++ ads/opctl/operator/common/operator_loader.py | 13 +- .../operator/lowcode/forecast/MLoperator | 2 +- .../unitary/with_extras/operator/test_cmd.py | 4 - .../operator/test_common_backend_factory.py | 244 ++++++++++ .../test_files/dataflow_dataflow.yaml | 36 ++ .../operator/test_files/job_container.yaml | 33 ++ .../operator/test_files/job_python.yaml | 34 ++ .../operator/test_files/local_container.yaml | 14 + .../operator/test_files/local_python.yaml | 8 + 17 files changed, 893 insertions(+), 307 deletions(-) create mode 100644 ads/opctl/operator/common/backend_factory.py create mode 100644 tests/unitary/with_extras/operator/test_common_backend_factory.py create mode 100644 tests/unitary/with_extras/operator/test_files/dataflow_dataflow.yaml create mode 100644 tests/unitary/with_extras/operator/test_files/job_container.yaml create mode 100644 tests/unitary/with_extras/operator/test_files/job_python.yaml create mode 100644 tests/unitary/with_extras/operator/test_files/local_container.yaml create mode 100644 tests/unitary/with_extras/operator/test_files/local_python.yaml diff --git a/ads/opctl/backend/ads_ml_job.py b/ads/opctl/backend/ads_ml_job.py index 6cfa0b306..c1bc60ee0 100644 --- a/ads/opctl/backend/ads_ml_job.py +++ b/ads/opctl/backend/ads_ml_job.py @@ -93,8 +93,11 @@ def init( `None` otherwise. """ - conda_slug = kwargs.get( - "conda_slug", self.config["execution"].get("conda_slug", "conda_slug") + conda_slug = ( + kwargs.get( + "conda_slug", self.config["execution"].get("conda_slug", "conda_slug") + ) + or "" ).lower() # if conda slug contains '/' then the assumption is that it is a custom conda pack diff --git a/ads/opctl/backend/local.py b/ads/opctl/backend/local.py index c7e817af1..d8f02a0f4 100644 --- a/ads/opctl/backend/local.py +++ b/ads/opctl/backend/local.py @@ -880,7 +880,7 @@ def __init__( self.operator_info = operator_info - def _run_with_python(self) -> int: + def _run_with_python(self, **kwargs: Dict) -> int: """Runs the operator within a local python environment. Returns @@ -908,7 +908,7 @@ def _run_with_python(self) -> int: else: return 0 - def _run_with_container(self) -> int: + def _run_with_container(self, **kwargs: Dict) -> int: """Runs the operator within a container. Returns @@ -964,6 +964,12 @@ def run(self, **kwargs: Dict) -> Dict: if not self.operator_info: self.operator_info = OperatorLoader.from_uri(self.operator_type).load() + if self.config.get("dry_run"): + logger.info( + "The dry run option is not supported for " + "the local backends and will be ignored." + ) + # run operator with provided runtime exit_code = self._RUNTIME_RUN_MAP.get(runtime_type, lambda: None)(**kwargs) diff --git a/ads/opctl/cli.py b/ads/opctl/cli.py index 04ee1cca3..34965d2c8 100644 --- a/ads/opctl/cli.py +++ b/ads/opctl/cli.py @@ -262,12 +262,6 @@ def _add_options(func): @commands.command() @add_options(_options) -@click.option( - "--backend-config", - help="path to the backend config YAML file", - required=False, - default=None, -) @click.option("--image", "-i", help="image name", required=False, default=None) @click.option("--conda-slug", help="slug name", required=False, default=None) @click.option( diff --git a/ads/opctl/cmds.py b/ads/opctl/cmds.py index df7d74b3f..3829989ad 100644 --- a/ads/opctl/cmds.py +++ b/ads/opctl/cmds.py @@ -17,10 +17,7 @@ from ads.common.extended_enum import ExtendedEnumMeta from ads.common.oci_datascience import DSCNotebookSession from ads.opctl.backend.ads_dataflow import DataFlowBackend -from ads.opctl.backend.ads_ml_job import ( - MLJobBackend, - MLJobDistributedBackend, -) +from ads.opctl.backend.ads_ml_job import MLJobBackend, MLJobDistributedBackend from ads.opctl.backend.ads_ml_pipeline import PipelineBackend from ads.opctl.backend.ads_model_deployment import ModelDeploymentBackend from ads.opctl.backend.local import ( @@ -58,6 +55,9 @@ update_ini, verify_and_publish_image, ) +from ads.opctl.operator.common.backend_factory import ( + BackendFactory as OperatorBackendFactory, +) from ads.opctl.utils import get_service_pack_prefix, is_in_notebook_session @@ -177,6 +177,19 @@ def run(config: Dict, **kwargs) -> Dict: """ if config: p = ConfigProcessor(config).step(ConfigMerger, **kwargs) + try: + return OperatorBackendFactory.backend( + config=p, + backend=p.config["execution"]["backend"], + **{ + key: value + for key, value in kwargs.items() + if key not in ("backend", "config") + }, + ).run(**kwargs) + except RuntimeError: + pass + if ( p.config["kind"] != BACKEND_NAME.LOCAL.value and p.config["kind"] != "distributed" @@ -371,7 +384,7 @@ def cancel(**kwargs) -> None: ---------- kwargs: dict keyword argument, stores command line args - + Returns ------- None @@ -383,9 +396,7 @@ def cancel(**kwargs) -> None: or DataScienceResourceRun.PIPELINE_RUN in kwargs["ocid"] ): kwargs["run_id"] = kwargs.pop("ocid") - elif ( - DataScienceResource.JOB in kwargs["ocid"] - ): + elif DataScienceResource.JOB in kwargs["ocid"]: kwargs["id"] = kwargs.pop("ocid") else: raise ValueError(f"{kwargs['ocid']} is invalid or not supported.") diff --git a/ads/opctl/operator/__init__.py b/ads/opctl/operator/__init__.py index 590e92da6..dd01bb362 100644 --- a/ads/opctl/operator/__init__.py +++ b/ads/opctl/operator/__init__.py @@ -4,7 +4,21 @@ # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ -__operators__ = ["forecast"] +import os + + +def __registered_operators(): + """Gets the list of registered operators.""" + + target_dir = os.path.join(os.path.dirname(__file__), "lowcode") + return [ + f + for f in os.listdir(target_dir) + if os.path.isdir(os.path.join(target_dir, f)) and not f.startswith("__") + ] + + +__operators__ = __registered_operators() class OperatorNotFoundError(Exception): diff --git a/ads/opctl/operator/cli.py b/ads/opctl/operator/cli.py index 26e6c38e6..e77d43cb2 100644 --- a/ads/opctl/operator/cli.py +++ b/ads/opctl/operator/cli.py @@ -13,7 +13,7 @@ from ads.common import auth as authutil from ads.common.auth import AuthType from ads.common.object_storage_details import ObjectStorageDetails -from ads.opctl.constants import BACKEND_NAME +from ads.opctl.constants import BACKEND_NAME, RUNTIME_TYPE from ads.opctl.decorator.common import click_options, with_auth from ads.opctl.utils import suppress_traceback @@ -247,18 +247,24 @@ def publish_conda(debug: bool, **kwargs: Dict[str, Any]) -> None: @commands.command() @click_options(DEBUG_OPTION + ADS_CONFIG_OPTION + AUTH_TYPE_OPTION) @click.option( - "--file", "-f", help="The path to resource YAML file.", required=True, default=None + "--file", + "-f", + help="The path to the operator's specification YAML file.", + required=True, + default=None, ) @click.option( "--backend", "-b", help=( "Backend name or the path to the operator's backend config YAML file. " - f"Example 1: `ads operator run -f operator.yaml -b {BACKEND_NAME.LOCAL.value}` " - "Supported backends: " - f"{[BACKEND_NAME.JOB.value,BACKEND_NAME.DATAFLOW.value,BACKEND_NAME.LOCAL.value,]} " - "Example 2: `ads operator run -f operator.yaml -b backend.yaml` " - "Use the `ads operator init` command to generate operator's configs. " + f"\n\nExample 1:\n\n`ads operator run -f operator.yaml -b {BACKEND_NAME.LOCAL.value}`\n\n" + "Supported backend names: " + f"{(BACKEND_NAME.JOB.value,BACKEND_NAME.JOB.value + '.' + RUNTIME_TYPE.CONTAINER.value,BACKEND_NAME.DATAFLOW.value,BACKEND_NAME.LOCAL.value,BACKEND_NAME.LOCAL.value + '.'+ RUNTIME_TYPE.CONTAINER.value,)}. " + "However some operators may support only a subset of these backends." + "\n\nExample 2:\n\n`ads operator run -f operator.yaml -b backend.yaml`\n\n" + "Use the `ads operator init --help` command to generate the operator's specification " + "and all required backend configs. Generating configs is optional and fully automated. " ), required=False, default=None, diff --git a/ads/opctl/operator/cmd.py b/ads/opctl/operator/cmd.py index 65a7a4f24..2b8b14807 100644 --- a/ads/opctl/operator/cmd.py +++ b/ads/opctl/operator/cmd.py @@ -9,10 +9,9 @@ import runpy import shutil import tempfile -from typing import Any, Dict, Union, Tuple +from typing import Any, Dict, Union import fsspec -import yaml from tabulate import tabulate from ads.common import utils as ads_common_utils @@ -21,35 +20,26 @@ runtime_dependency, ) from ads.opctl import logger -from ads.opctl.backend.ads_dataflow import DataFlowOperatorBackend -from ads.opctl.backend.ads_ml_job import MLJobOperatorBackend -from ads.opctl.backend.local import LocalOperatorBackend -from ads.opctl.cmds import _BackendFactory from ads.opctl.conda.cmds import create as conda_create from ads.opctl.conda.cmds import publish as conda_publish from ads.opctl.config.base import ConfigProcessor from ads.opctl.config.merger import ConfigMerger -from ads.opctl.constants import ( - BACKEND_NAME, - DEFAULT_ADS_CONFIG_FOLDER, - RESOURCE_TYPE, - RUNTIME_TYPE, -) +from ads.opctl.constants import DEFAULT_ADS_CONFIG_FOLDER from ads.opctl.decorator.common import validate_environment from ads.opctl.operator.common.const import ( OPERATOR_BASE_DOCKER_FILE, OPERATOR_BASE_DOCKER_GPU_FILE, OPERATOR_BASE_GPU_IMAGE, OPERATOR_BASE_IMAGE, - PACK_TYPE, ) from ads.opctl.operator.common.operator_loader import OperatorInfo, OperatorLoader from ads.opctl.utils import publish_image as publish_image_cmd from .__init__ import __operators__ +from .common import utils as operator_utils +from .common.backend_factory import BackendFactory from .common.errors import OperatorCondaNotFoundError, OperatorImageNotFoundError from .common.operator_loader import _operator_info_list -from .common.utils import _build_image def list() -> None: @@ -116,148 +106,6 @@ def info( ) -def _init_backend_config( - operator_info: OperatorInfo, - ads_config: Union[str, None] = None, - output: Union[str, None] = None, - overwrite: bool = False, - backend_kind: Tuple[str] = None, - **kwargs: Dict, -): - """ - Generates the operator's backend configs. - - Parameters - ---------- - output: (str, optional). Defaults to None. - The path to the folder to save the resulting specification templates. - The Tmp folder will be created in case when `output` is not provided. - overwrite: (bool, optional). Defaults to False. - Whether to overwrite the result specification YAML if exists. - ads_config: (str, optional) - The folder where the ads opctl config located. - backend_kind: (str, optional) - The required backend. - kwargs: (Dict, optional). - Additional key value arguments. - - Returns - ------- - Dict[Tuple, Dict] - The dictionary where the key will be a tuple containing runtime kind and type. - Example: - >>> {("local","python"): {}, ("job", "container"): {}} - - Raises - ------ - RuntimeError - In case if the provided backend is not supported. - """ - result = {} - - freeform_tags = { - "operator": f"{operator_info.type}:{operator_info.version}", - } - - # generate supported backend specifications templates YAML - RUNTIME_TYPE_MAP = { - RESOURCE_TYPE.JOB.value: [ - { - RUNTIME_TYPE.PYTHON: { - "conda_slug": operator_info.conda - if operator_info.conda_type == PACK_TYPE.SERVICE - else operator_info.conda_prefix, - "freeform_tags": freeform_tags, - } - }, - { - RUNTIME_TYPE.CONTAINER: { - "image_name": f"{operator_info.type}:{operator_info.version}", - "freeform_tags": freeform_tags, - } - }, - ], - RESOURCE_TYPE.DATAFLOW.value: [ - { - RUNTIME_TYPE.DATAFLOW: { - "conda_slug": operator_info.conda_prefix, - "freeform_tags": freeform_tags, - } - } - ], - BACKEND_NAME.OPERATOR_LOCAL.value: [ - { - RUNTIME_TYPE.CONTAINER: { - "kind": "operator", - "type": operator_info.type, - "version": operator_info.version, - } - }, - { - RUNTIME_TYPE.PYTHON: { - "kind": "operator", - "type": operator_info.type, - "version": operator_info.version, - } - }, - ], - } - - supported_backends = tuple( - set(RUNTIME_TYPE_MAP.keys()) - & set( - operator_info.backends - + [ - BACKEND_NAME.OPERATOR_LOCAL.value, - BACKEND_NAME.LOCAL.value, - ] - ) - ) - - if backend_kind: - if backend_kind not in supported_backends: - raise RuntimeError( - f"Not supported backend - {backend_kind}. Supported backends: {supported_backends}" - ) - supported_backends = (backend_kind,) - - for resource_type in supported_backends: - for runtime_type_item in RUNTIME_TYPE_MAP.get(resource_type.lower(), []): - runtime_type, runtime_kwargs = next(iter(runtime_type_item.items())) - - # get config info from ini files - p = ConfigProcessor( - {**runtime_kwargs, **{"execution": {"backend": resource_type}}} - ).step( - ConfigMerger, - ads_config=ads_config or DEFAULT_ADS_CONFIG_FOLDER, - **kwargs, - ) - - uri = None - if output: - uri = os.path.join( - output, - f"backend_{resource_type.lower().replace('.','_') }" - f"_{runtime_type.value.lower()}_config.yaml", - ) - - # generate YAML specification template - yaml_str = _BackendFactory(p.config).backend.init( - uri=uri, - overwrite=overwrite, - runtime_type=runtime_type.value, - **{**kwargs, **runtime_kwargs}, - ) - - if yaml_str: - result[(resource_type.lower(), runtime_type.value.lower())] = yaml.load( - yaml_str, Loader=yaml.FullLoader - ) - - return result - - def init( type: str, output: Union[str, None] = None, @@ -336,7 +184,7 @@ def init( ) # generate supported backend specifications templates YAML - _init_backend_config( + BackendFactory._init_backend_config( operator_info=operator_info, ads_config=ads_config, output=output, @@ -405,7 +253,7 @@ def build_image( OPERATOR_BASE_DOCKER_GPU_FILE if gpu else OPERATOR_BASE_DOCKER_FILE, ) - result_image_name = _build_image( + result_image_name = operator_utils._build_image( dockerfile=base_docker_file, image_name=base_image_name, target="base", @@ -702,119 +550,8 @@ def run(config: Dict, backend: Union[Dict, str] = None, **kwargs) -> None: kwargs: (Dict, optional) Optional key value arguments to run the operator. """ - p = ConfigProcessor(config).step(ConfigMerger, **kwargs) - - if p.config.get("kind", "").lower() != "operator": - raise RuntimeError("Not supported kind of workload.") - - from ads.opctl.operator import cmd as operator_cmd - from ads.opctl.operator.common.operator_loader import ( - OperatorInfo, - OperatorLoader, - ) - - operator_type = p.config.get("type", "").lower() - - # validation - if not operator_type: - raise ValueError( - f"The `type` attribute must be specified in the operator's config." - ) - - # extracting details about the operator - operator_info: OperatorInfo = OperatorLoader.from_uri(uri=operator_type).load() - - supported_backends = tuple( - set( - ( - BACKEND_NAME.JOB.value, - BACKEND_NAME.DATAFLOW.value, - BACKEND_NAME.OPERATOR_LOCAL.value, - BACKEND_NAME.LOCAL.value, - ) - ) - & set( - operator_info.backends - + [ - BACKEND_NAME.OPERATOR_LOCAL.value, - BACKEND_NAME.LOCAL.value, - ] - ) - ) - - backend_runtime_map = { - BACKEND_NAME.JOB.value.lower(): ( - BACKEND_NAME.JOB.value.lower(), - RUNTIME_TYPE.PYTHON.value.lower(), - ), - BACKEND_NAME.DATAFLOW.value.lower(): ( - BACKEND_NAME.DATAFLOW.value.lower(), - RUNTIME_TYPE.DATAFLOW.value.lower(), - ), - BACKEND_NAME.OPERATOR_LOCAL.value.lower(): ( - BACKEND_NAME.OPERATOR_LOCAL.value.lower(), - RUNTIME_TYPE.PYTHON.value.lower(), - ), - } - - if not backend: - logger.info( - f"Backend config is not provided, the {BACKEND_NAME.LOCAL.value} " - "will be used by default. " - ) - backend = {"kind": BACKEND_NAME.OPERATOR_LOCAL.value} - - if isinstance(backend, str): - backend = { - "kind": BACKEND_NAME.OPERATOR_LOCAL.value - if backend.lower() == BACKEND_NAME.LOCAL.value - else backend - } - - backend_kind = backend.get("kind").lower() or "unknown" - - # If backend kind is Job, then it is necessary to check the infrastructure kind. - # This is necessary, because Jobs and DataFlow have similar kind, - # The only difference would be in the infrastructure kind. - # This is a temporary solution, the logic needs to be placed in the ConfigMerger instead. - if backend_kind == BACKEND_NAME.JOB.value: - if ( - backend.get("spec", {}).get("infrastructure", {}).get("type", "").lower() - == BACKEND_NAME.DATAFLOW.value - ): - backend_kind = BACKEND_NAME.DATAFLOW.value - - if backend_kind not in supported_backends: - raise RuntimeError( - f"Not supported backend - {backend_kind}. Supported backends: {supported_backends}" - ) - - # generate backend specification in case if it is not provided - if not backend.get("spec"): - backends = operator_cmd._init_backend_config( - operator_info=operator_info, backend_kind=backend_kind, **kwargs - ) - backend = backends[backend_runtime_map[backend_kind]] - - p_backend = ConfigProcessor( - {**backend, **{"execution": {"backend": backend_kind}}} - ).step(ConfigMerger, **kwargs) - - p.config["runtime"] = backend - p.config["infrastructure"] = p_backend.config["infrastructure"] - p.config["execution"] = p_backend.config["execution"] - - if p_backend.config["execution"]["backend"].lower() in [ - BACKEND_NAME.OPERATOR_LOCAL.value, - BACKEND_NAME.LOCAL.value, - ]: - if kwargs.get("dry_run"): - logger.info( - "The dry run option is not supported for " - "the local backend and will be ignored." - ) - LocalOperatorBackend(config=p.config, operator_info=operator_info).run() - elif p_backend.config["execution"]["backend"] == BACKEND_NAME.JOB.value: - MLJobOperatorBackend(config=p.config, operator_info=operator_info).run() - elif p_backend.config["execution"]["backend"] == BACKEND_NAME.DATAFLOW.value: - DataFlowOperatorBackend(config=p.config, operator_info=operator_info).run() + BackendFactory.backend( + config=ConfigProcessor(config).step(ConfigMerger, **kwargs), + backend=backend, + **kwargs, + ).run(**kwargs) diff --git a/ads/opctl/operator/common/backend_factory.py b/ads/opctl/operator/common/backend_factory.py new file mode 100644 index 000000000..85aafb7c2 --- /dev/null +++ b/ads/opctl/operator/common/backend_factory.py @@ -0,0 +1,441 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +""" +The module contains the factory method to create the backend object for the operator. +The factory validates the backend type and runtime type before creating the backend object. +""" + +import os +from typing import Dict, List, Tuple, Union + +import yaml + +from ads.opctl import logger +from ads.opctl.backend.ads_dataflow import DataFlowOperatorBackend +from ads.opctl.backend.ads_ml_job import MLJobOperatorBackend +from ads.opctl.backend.base import Backend +from ads.opctl.backend.local import LocalOperatorBackend +from ads.opctl.config.base import ConfigProcessor +from ads.opctl.config.merger import ConfigMerger +from ads.opctl.constants import ( + BACKEND_NAME, + DEFAULT_ADS_CONFIG_FOLDER, + RESOURCE_TYPE, + RUNTIME_TYPE, +) +from ads.opctl.operator.common.const import PACK_TYPE +from ads.opctl.operator.common.operator_loader import OperatorInfo, OperatorLoader + + +class BackendFactory: + """ + Class which contains the factory method to create the backend object. + The operator's backend object is created based on the backend type. + """ + + BACKENDS = ( + BACKEND_NAME.JOB.value, + BACKEND_NAME.DATAFLOW.value, + ) + + LOCAL_BACKENDS = ( + BACKEND_NAME.OPERATOR_LOCAL.value, + BACKEND_NAME.LOCAL.value, + ) + + BACKEND_RUNTIME_MAP = { + BACKEND_NAME.JOB.value.lower(): { + RUNTIME_TYPE.PYTHON.value.lower(): ( + BACKEND_NAME.JOB.value.lower(), + RUNTIME_TYPE.PYTHON.value.lower(), + ), + RUNTIME_TYPE.CONTAINER.value.lower(): ( + BACKEND_NAME.JOB.value.lower(), + RUNTIME_TYPE.CONTAINER.value.lower(), + ), + }, + BACKEND_NAME.DATAFLOW.value.lower(): { + RUNTIME_TYPE.DATAFLOW.value.lower(): ( + BACKEND_NAME.DATAFLOW.value.lower(), + RUNTIME_TYPE.DATAFLOW.value.lower(), + ) + }, + BACKEND_NAME.OPERATOR_LOCAL.value.lower(): { + RUNTIME_TYPE.PYTHON.value.lower(): ( + BACKEND_NAME.OPERATOR_LOCAL.value.lower(), + RUNTIME_TYPE.PYTHON.value.lower(), + ), + RUNTIME_TYPE.CONTAINER.value.lower(): ( + BACKEND_NAME.OPERATOR_LOCAL.value.lower(), + RUNTIME_TYPE.CONTAINER.value.lower(), + ), + }, + } + + BACKEND_MAP = { + BACKEND_NAME.JOB.value.lower(): MLJobOperatorBackend, + BACKEND_NAME.DATAFLOW.value.lower(): DataFlowOperatorBackend, + BACKEND_NAME.OPERATOR_LOCAL.value.lower(): LocalOperatorBackend, + BACKEND_NAME.LOCAL.value.lower(): LocalOperatorBackend, + } + + @classmethod + def backend( + cls, config: ConfigProcessor, backend: Union[Dict, str] = None, **kwargs: Dict + ) -> Backend: + """ + The factory method to create the backend object. + + Parameters + ---------- + config: ConfigProcessor + The config processor object. + backend: (Union[Dict, str], optional) + The backend type. Can be a string or a dictionary. + **kwargs: Dict + The keyword arguments. + + Returns + ------- + Returns the backend object. + + Raises + ------ + RuntimeError + If the backend type is not supported. + """ + if not config: + raise RuntimeError("The config is not provided.") + + if config.config.get("kind", "").lower() != "operator": + raise RuntimeError("Not supported kind of workload.") + + operator_type = config.config.get("type", "").lower() + + # validation + if not operator_type: + raise RuntimeError( + f"The `type` attribute must be specified in the operator's config." + ) + + if not backend: + logger.info( + f"Backend config is not provided, the {BACKEND_NAME.LOCAL.value} " + "will be used by default. " + ) + backend = BACKEND_NAME.LOCAL.value + + # extracting details about the operator + operator_info = OperatorLoader.from_uri(uri=operator_type).load() + + supported_backends = tuple( + set(cls.BACKENDS + cls.LOCAL_BACKENDS) + & set( + operator_info.backends + + [ + BACKEND_NAME.OPERATOR_LOCAL.value, + BACKEND_NAME.LOCAL.value, + ] + ) + ) + + runtime_type = None + backend_kind = None + + if isinstance(backend, str): + backend_kind, runtime_type = cls._extract_backend( + backend=backend, supported_backends=supported_backends + ) + backend = {"kind": backend_kind} + + backend_kind = ( + BACKEND_NAME.OPERATOR_LOCAL.value + if backend.get("kind").lower() == BACKEND_NAME.LOCAL.value + else backend.get("kind").lower() + ) + backend["kind"] = backend_kind + + # If the backend kind is Job, then it is necessary to check the infrastructure kind. + # This is necessary, because Jobs and DataFlow have similar kind, + # The only difference would be in the infrastructure kind. + # This is a temporary solution, the logic needs to be placed in the ConfigMerger instead. + if backend_kind == BACKEND_NAME.JOB.value: + if (backend.get("spec", {}) or {}).get("infrastructure", {}).get( + "type", "" + ).lower() == BACKEND_NAME.DATAFLOW.value: + backend_kind = BACKEND_NAME.DATAFLOW.value + + runtime_type = runtime_type or ( + backend.get("type") + or (backend.get("spec", {}) or {}) + .get("runtime", {}) + .get("type", "undefined") + ) + + # validation + cls._validate_backend_and_runtime( + backend_kind=backend_kind, + runtime_type=runtime_type, + supported_backends=supported_backends, + ) + + # generate backend specification in case if it is not provided + if not backend.get("spec"): + backends = cls._init_backend_config( + operator_info=operator_info, backend_kind=backend_kind, **kwargs + ) + backend = backends[cls.BACKEND_RUNTIME_MAP[backend_kind][runtime_type]] + + p_backend = ConfigProcessor( + {**backend, **{"execution": {"backend": backend_kind}}} + ).step(ConfigMerger, **kwargs) + + config.config["runtime"] = backend + config.config["infrastructure"] = p_backend.config["infrastructure"] + config.config["execution"] = p_backend.config["execution"] + + return cls.BACKEND_MAP[p_backend.config["execution"]["backend"].lower()]( + config=config.config, operator_info=operator_info + ) + + @classmethod + def _extract_backend( + cls, backend: str, supported_backends: List[str] = None + ) -> Tuple[str, str]: + """ + Extracts the backend type and the runtime type from the backend string. + + Parameters + ---------- + backend: str + The backend string. + Example: `job`, `job.container`, `dataflow.dataflow`, `local.container`, `local.python`. + supported_backends: List[str] + The list of supported backends. + + Returns + ------- + Returns the tuple of the backend type and the runtime type. + + Raises + ------ + RuntimeError + If the backend type is not supported. + """ + supported_backends = supported_backends or (cls.BACKENDS + cls.LOCAL_BACKENDS) + backend = (backend or BACKEND_NAME.OPERATOR_LOCAL.value).lower() + backend_kind, runtime_type = backend, None + + if backend.lower() != BACKEND_NAME.OPERATOR_LOCAL.value and "." in backend: + backend_kind, runtime_type = backend.split(".") + else: + backend_kind = backend + + backend_kind = ( + BACKEND_NAME.OPERATOR_LOCAL.value + if backend_kind == BACKEND_NAME.LOCAL.value + else backend_kind + ) + + if backend_kind not in supported_backends: + raise RuntimeError( + f"Not supported backend - {backend_kind}. Supported backends: {supported_backends}" + ) + + runtime_type = ( + runtime_type or list(cls.BACKEND_RUNTIME_MAP[backend_kind].keys())[0] + ) + + if runtime_type not in cls.BACKEND_RUNTIME_MAP[backend_kind]: + raise RuntimeError( + f"Not supported runtime type - `{runtime_type}` for the backend - `{backend_kind}`. " + f"Supported runtime types: `{list(cls.BACKEND_RUNTIME_MAP[backend_kind].keys())}`" + ) + + return backend_kind, runtime_type + + @classmethod + def _validate_backend_and_runtime( + cls, backend_kind: str, runtime_type: str, supported_backends: List[str] = None + ) -> bool: + """ + Validates the backend kind and runtime type. + + Parameters + ---------- + backend_kind: str + The backend kind. + runtime_type: str + The runtime type. + supported_backends: List[str] + The list of supported backends. + + Returns + ------- + Returns True if the backend type is valid, otherwise False. + + Raises + ------ + RuntimeError + If the backend type is not supported. + """ + supported_backends = supported_backends or (cls.BACKENDS + cls.LOCAL_BACKENDS) + if backend_kind not in supported_backends: + raise RuntimeError( + f"Not supported backend - {backend_kind}. Supported backends: {supported_backends}" + ) + if runtime_type not in cls.BACKEND_RUNTIME_MAP[backend_kind]: + raise RuntimeError( + f"Not supported runtime type - `{runtime_type}` for the backend - `{backend_kind}`. " + f"Supported runtime types: `{list(cls.BACKEND_RUNTIME_MAP[backend_kind].keys())}`" + ) + return True + + @classmethod + def _init_backend_config( + cls, + operator_info: OperatorInfo, + ads_config: Union[str, None] = None, + output: Union[str, None] = None, + overwrite: bool = False, + backend_kind: Tuple[str] = None, + **kwargs: Dict, + ): + """ + Generates the operator's backend configs. + + Parameters + ---------- + output: (str, optional). Defaults to None. + The path to the folder to save the resulting specification templates. + The Tmp folder will be created in case when `output` is not provided. + overwrite: (bool, optional). Defaults to False. + Whether to overwrite the result specification YAML if exists. + ads_config: (str, optional) + The folder where the ads opctl config located. + backend_kind: (str, optional) + The required backend. + kwargs: (Dict, optional). + Additional key value arguments. + + Returns + ------- + Dict[Tuple, Dict] + The dictionary where the key will be a tuple containing runtime kind and type. + Example: + >>> {("local","python"): {}, ("job", "container"): {}} + + Raises + ------ + RuntimeError + In case if the provided backend is not supported. + """ + from ads.opctl.cmds import _BackendFactory + + result = {} + + freeform_tags = { + "operator": f"{operator_info.type}:{operator_info.version}", + } + + # generate supported backend specifications templates YAML + RUNTIME_TYPE_MAP = { + RESOURCE_TYPE.JOB.value: [ + { + RUNTIME_TYPE.PYTHON: { + "conda_slug": operator_info.conda + if operator_info.conda_type == PACK_TYPE.SERVICE + else operator_info.conda_prefix, + "freeform_tags": freeform_tags, + } + }, + { + RUNTIME_TYPE.CONTAINER: { + "image_name": f"{operator_info.type}:{operator_info.version}", + "freeform_tags": freeform_tags, + } + }, + ], + RESOURCE_TYPE.DATAFLOW.value: [ + { + RUNTIME_TYPE.DATAFLOW: { + "conda_slug": operator_info.conda_prefix, + "freeform_tags": freeform_tags, + } + } + ], + BACKEND_NAME.OPERATOR_LOCAL.value: [ + { + RUNTIME_TYPE.CONTAINER: { + "kind": "operator", + "type": operator_info.type, + "version": operator_info.version, + } + }, + { + RUNTIME_TYPE.PYTHON: { + "kind": "operator", + "type": operator_info.type, + "version": operator_info.version, + } + }, + ], + } + + supported_backends = tuple( + set(RUNTIME_TYPE_MAP.keys()) + & set( + operator_info.backends + + [ + BACKEND_NAME.OPERATOR_LOCAL.value, + BACKEND_NAME.LOCAL.value, + ] + ) + ) + + if backend_kind: + if backend_kind not in supported_backends: + raise RuntimeError( + f"Not supported backend - {backend_kind}. Supported backends: {supported_backends}" + ) + supported_backends = (backend_kind,) + + for resource_type in supported_backends: + for runtime_type_item in RUNTIME_TYPE_MAP.get(resource_type.lower(), []): + runtime_type, runtime_kwargs = next(iter(runtime_type_item.items())) + + # get config info from ini files + p = ConfigProcessor( + {**runtime_kwargs, **{"execution": {"backend": resource_type}}} + ).step( + ConfigMerger, + ads_config=ads_config or DEFAULT_ADS_CONFIG_FOLDER, + **kwargs, + ) + + uri = None + if output: + uri = os.path.join( + output, + f"backend_{resource_type.lower().replace('.','_') }" + f"_{runtime_type.value.lower()}_config.yaml", + ) + + # generate YAML specification template + yaml_str = _BackendFactory(p.config).backend.init( + uri=uri, + overwrite=overwrite, + runtime_type=runtime_type.value, + **{**kwargs, **runtime_kwargs}, + ) + + if yaml_str: + result[ + (resource_type.lower(), runtime_type.value.lower()) + ] = yaml.load(yaml_str, Loader=yaml.FullLoader) + + return result diff --git a/ads/opctl/operator/common/operator_loader.py b/ads/opctl/operator/common/operator_loader.py index 1e5475b64..4cf47f5c9 100644 --- a/ads/opctl/operator/common/operator_loader.py +++ b/ads/opctl/operator/common/operator_loader.py @@ -702,7 +702,7 @@ def _operator_info(path: str = None, name: str = None) -> OperatorInfo: ) ) return OperatorInfo.from_yaml(uri=os.path.join(path, "MLoperator")) - except FileNotFoundError as ex: + except Exception as ex: logger.debug(ex) raise OperatorNotFoundError(name or path) @@ -715,4 +715,13 @@ def _operator_info_list() -> List[OperatorInfo]: List[OperatorInfo] The list of registered operators. """ - return (_operator_info(name=operator_name) for operator_name in __operators__) + result = [] + + for operator_name in __operators__: + try: + result.append(_operator_info(name=operator_name)) + except OperatorNotFoundError: + logger.debug(f"Operator `{operator_name}` is not registered.") + continue + + return result diff --git a/ads/opctl/operator/lowcode/forecast/MLoperator b/ads/opctl/operator/lowcode/forecast/MLoperator index e22498743..3ad646ddd 100644 --- a/ads/opctl/operator/lowcode/forecast/MLoperator +++ b/ads/opctl/operator/lowcode/forecast/MLoperator @@ -15,5 +15,5 @@ backends: - dataflow description: | Forecasting operator, that leverages historical time series data to generate accurate - forecasts for future trends. Use `ads operator info forecast` to get more details about + forecasts for future trends. Use `ads operator info -t forecast` to get more details about the forecasting operator." diff --git a/tests/unitary/with_extras/operator/test_cmd.py b/tests/unitary/with_extras/operator/test_cmd.py index b59ceb40a..5eb6ef838 100644 --- a/tests/unitary/with_extras/operator/test_cmd.py +++ b/tests/unitary/with_extras/operator/test_cmd.py @@ -16,10 +16,6 @@ def test_info(self): """Ensures that the detailed information about the particular operator can be printed.""" pass - def test_init_backend_config(self): - """Ensures the operator's backend configs can be generated.""" - pass - def test_init_success(self): """Ensures that a starter YAML configurations for the operator can be generated.""" pass diff --git a/tests/unitary/with_extras/operator/test_common_backend_factory.py b/tests/unitary/with_extras/operator/test_common_backend_factory.py new file mode 100644 index 000000000..df23e40e3 --- /dev/null +++ b/tests/unitary/with_extras/operator/test_common_backend_factory.py @@ -0,0 +1,244 @@ +#!/usr/bin/env python +# -*- coding: utf-8; -*- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +import os +from unittest.mock import MagicMock, patch + +import pytest + + +from ads.jobs import Job +from ads.opctl.config.base import ConfigProcessor +from ads.opctl.config.merger import ConfigMerger +from ads.opctl.constants import BACKEND_NAME +from ads.opctl.operator.common.backend_factory import BackendFactory +from ads.opctl.operator.common.const import PACK_TYPE +from ads.opctl.operator.common.operator_loader import OperatorInfo, OperatorLoader +from ads.opctl.operator.runtime import runtime as operator_runtime + + +class TestBackendFactory: + """Test the backend factory.""" + + def setup_class(cls): + # current directory and test files directory + cls.CUR_DIR = os.path.dirname(os.path.abspath(__file__)) + cls.TEST_FILES_DIR = os.path.join(cls.CUR_DIR, "test_files") + + # mock backends + cls.MOCK_BACKEND = { + "job.config": Job.from_yaml( + uri=os.path.join(cls.TEST_FILES_DIR, "job_python.yaml") + ).to_dict(), + "job.python.config": Job.from_yaml( + uri=os.path.join(cls.TEST_FILES_DIR, "job_python.yaml") + ).to_dict(), + "job.container.config": Job.from_yaml( + uri=os.path.join(cls.TEST_FILES_DIR, "job_container.yaml") + ).to_dict(), + "dataflow.config": Job.from_yaml( + uri=os.path.join(cls.TEST_FILES_DIR, "dataflow_dataflow.yaml") + ).to_dict(), + "dataflow.dataflow.config": Job.from_yaml( + uri=os.path.join(cls.TEST_FILES_DIR, "dataflow_dataflow.yaml") + ).to_dict(), + "local.config": operator_runtime.PythonRuntime.from_yaml( + uri=os.path.join(cls.TEST_FILES_DIR, "local_python.yaml") + ).to_dict(), + "local.container.config": operator_runtime.ContainerRuntime.from_yaml( + uri=os.path.join(cls.TEST_FILES_DIR, "local_container.yaml") + ).to_dict(), + "local.python.config": operator_runtime.PythonRuntime.from_yaml( + uri=os.path.join(cls.TEST_FILES_DIR, "local_python.yaml") + ).to_dict(), + } + + def setup_method(self): + # mock operator info with the all supported backends + self.mock_operator_info = OperatorInfo( + type="example", + gpu="no", + description="An example operator", + version="v1", + conda="example_v1", + conda_type=PACK_TYPE.CUSTOM, + path="/fake/path/to/operator", + backends=[BACKEND_NAME.JOB.value, BACKEND_NAME.DATAFLOW.value], + ) + + # mock operator config + self.mock_operator_config = { + "kind": "operator", + "type": "example", + "version": "v1", + "spec": {}, + } + + # expected backends + self.mock_supported_backends = tuple( + set(BackendFactory.BACKENDS + BackendFactory.LOCAL_BACKENDS) + & set( + self.mock_operator_info.backends + + [ + BACKEND_NAME.OPERATOR_LOCAL.value, + BACKEND_NAME.LOCAL.value, + ] + ) + ) + + @pytest.mark.parametrize( + "backend, expected_backend_kind, expected_runtime_type", + [ + ("job", "job", "python"), + ("job.container", "job", "container"), + ("dataflow.dataflow", "dataflow", "dataflow"), + ("local.container", "operator.local", "container"), + ("local.python", "operator.local", "python"), + ("invalid", None, None), + ("job.invalid", None, None), + ("local.invalid", None, None), + ], + ) + def test_extract_backend( + self, backend, expected_backend_kind, expected_runtime_type + ): + """Ensure that the backend and runtime type are extracted correctly.""" + if expected_backend_kind is None: + with pytest.raises(RuntimeError): + BackendFactory._extract_backend(backend) + else: + backend_kind, runtime_type = BackendFactory._extract_backend(backend) + assert backend_kind == expected_backend_kind + assert runtime_type == expected_runtime_type + + def test_validate_backend_and_runtime(self): + """Ensure that the backend and runtime type are validated correctly.""" + backend_kind = "job" + runtime_type = "python" + supported_backends = ["job", "dataflow", "operator_local", "local"] + assert ( + BackendFactory._validate_backend_and_runtime( + backend_kind, runtime_type, supported_backends + ) + == True + ) + + backend_kind = "invalid_backend" + runtime_type = "python" + supported_backends = ["job", "dataflow", "operator_local", "local"] + with pytest.raises(RuntimeError): + BackendFactory._validate_backend_and_runtime( + backend_kind, runtime_type, supported_backends + ) + + backend_kind = "job" + runtime_type = "invalid_runtime" + supported_backends = ["job", "dataflow", "operator_local", "local"] + with pytest.raises(RuntimeError): + BackendFactory._validate_backend_and_runtime( + backend_kind, runtime_type, supported_backends + ) + + def test_get_backend_fail(self): + """Ensures that getting backend fails in case of wrong input data.""" + + mock_config = MagicMock() + mock_config.return_value = {"kind": "job", "type": "python"} + + with pytest.raises(RuntimeError): + BackendFactory.backend(config=None) + + mock_config.return_value = {"kind": "value"} + with pytest.raises(RuntimeError): + BackendFactory.backend(config=mock_config) + + mock_config.return_value = {"kind": "operator"} + with pytest.raises(RuntimeError): + BackendFactory.backend(config=mock_config) + + @pytest.mark.parametrize( + "mock_backend, expected_backend_kind, expected_runtime_type", + [ + (None, "operator.local", "python"), + ("job", "job", "python"), + ("job.python", "job", "python"), + ("job.container", "job", "container"), + ("dataflow", "dataflow", "dataflow"), + ("dataflow.dataflow", "dataflow", "dataflow"), + ("local", "operator.local", "python"), + ("local.container", "operator.local", "container"), + ("local.python", "operator.local", "python"), + ("job.config", "job", "python"), + ("job.python.config", "job", "python"), + ("job.container.config", "job", "container"), + ("dataflow.config", "dataflow", "dataFlow"), + ("dataflow.dataflow.config", "dataflow", "dataFlow"), + ("local.config", "operator.local", "python"), + ("local.container.config", "operator.local", "container"), + ("local.python.config", "operator.local", "python"), + ], + ) + @patch.object(BackendFactory, "_validate_backend_and_runtime") + @patch.object(BackendFactory, "_init_backend_config") + def test_get_backend( + self, + mock_init_backend_config, + mock_validate_backend_and_runtime, + mock_backend, + expected_backend_kind, + expected_runtime_type, + ): + """Ensure that the backend is returned correctly.""" + + mock_backend_config = self.MOCK_BACKEND[ + f"{expected_backend_kind.replace('operator.','').lower()}.{expected_runtime_type.lower()}.config" + ] + + # check if mock backend is a config dict + if mock_backend in self.MOCK_BACKEND: + mock_backend = self.MOCK_BACKEND[mock_backend] + + # prepares mock config by applying the config merger + # this step can be replaced with magic mock + mock_config = ConfigProcessor(self.mock_operator_config).step( + ConfigMerger, **{} + ) + + with patch.object(OperatorLoader, "from_uri") as mock_operator_loader_from_uri: + # mock objects + mock_operator_loader_from_uri.return_value = MagicMock( + load=MagicMock(return_value=self.mock_operator_info) + ) + mock_init_backend_config.return_value = { + (expected_backend_kind, expected_runtime_type): mock_backend_config + } + + # run test + result_backend = BackendFactory.backend( + config=mock_config, backend=mock_backend + ) + + # validate result + mock_operator_loader_from_uri.assert_called_with( + uri=self.mock_operator_config["type"] + ) + mock_validate_backend_and_runtime.assert_called_with( + backend_kind=expected_backend_kind, + runtime_type=expected_runtime_type, + supported_backends=self.mock_supported_backends, + ) + + if isinstance(mock_backend, str): + mock_init_backend_config.assert_called_with( + operator_info=self.mock_operator_info, + backend_kind=expected_backend_kind, + **{}, + ) + + # validate result_backend + assert result_backend.operator_type == self.mock_operator_config["type"] + assert result_backend.operator_info == self.mock_operator_info diff --git a/tests/unitary/with_extras/operator/test_files/dataflow_dataflow.yaml b/tests/unitary/with_extras/operator/test_files/dataflow_dataflow.yaml new file mode 100644 index 000000000..05ee1f89a --- /dev/null +++ b/tests/unitary/with_extras/operator/test_files/dataflow_dataflow.yaml @@ -0,0 +1,36 @@ +# This YAML specification was auto generated by the `ads opctl init` command. +# The more details about the jobs YAML specification can be found in the ADS documentation: +# https://accelerated-data-science.readthedocs.io/en/latest/user_guide/apachespark/dataflow.html + + +kind: job +spec: + infrastructure: + kind: infrastructure + spec: + compartmentId: ocid1.compartment.oc1.. + driverShape: VM.Standard.E2.4 + executorShape: VM.Standard.E2.4 + language: PYTHON + logsBucketUri: oci://bucket@namespace + numExecutors: '1' + scriptBucket: oci://bucket@namespace/prefix + sparkVersion: 3.2.1 + type: dataFlow + name: '{Job name. For MLflow and Operator will be auto generated}' + runtime: + kind: runtime + spec: + args: [] + conda: + type: published + uri: oci://bucket@namespace/conda_environments/test/conda/slug + condaAuthType: resource_principal + configuration: + spark.driverEnv.env_key: env_value + freeformTags: {} + overwrite: true + scriptBucket: oci://bucket@namespace/prefix + scriptPathURI: '{Path to the executable script. For MLflow and Operator will + auto generated}' + type: dataFlow diff --git a/tests/unitary/with_extras/operator/test_files/job_container.yaml b/tests/unitary/with_extras/operator/test_files/job_container.yaml new file mode 100644 index 000000000..f987f7da5 --- /dev/null +++ b/tests/unitary/with_extras/operator/test_files/job_container.yaml @@ -0,0 +1,33 @@ +# This YAML specification was auto generated by the `ads opctl init` command. +# The more details about the jobs YAML specification can be found in the ADS documentation: +# https://accelerated-data-science.readthedocs.io/en/latest/user_guide/jobs/index.html + + +kind: job +spec: + infrastructure: + kind: infrastructure + spec: + blockStorageSize: 50 + compartmentId: ocid1.compartment.oc1.. + jobInfrastructureType: ME_STANDALONE + jobType: DEFAULT + logGroupId: ocid1.loggroup.oc1.iad. + logId: ocid1.log.oc1.iad. + projectId: ocid1.datascienceproject.oc1. + shapeName: VM.Standard2.1 + subnetId: ocid1.subnet.oc1.iad. + type: dataScienceJob + name: '{Job name. For MLflow and Operator will be auto generated}' + runtime: + kind: runtime + spec: + args: [] + cmd: '{Container CMD. For MLflow and Operator will be auto generated}' + entrypoint: + - bash + - --login + - -c + freeformTags: {} + image: /image:latest + type: container diff --git a/tests/unitary/with_extras/operator/test_files/job_python.yaml b/tests/unitary/with_extras/operator/test_files/job_python.yaml new file mode 100644 index 000000000..aba6287a3 --- /dev/null +++ b/tests/unitary/with_extras/operator/test_files/job_python.yaml @@ -0,0 +1,34 @@ +# This YAML specification was auto generated by the `ads opctl init` command. +# The more details about the jobs YAML specification can be found in the ADS documentation: +# https://accelerated-data-science.readthedocs.io/en/latest/user_guide/jobs/index.html + + +kind: job +spec: + infrastructure: + kind: infrastructure + spec: + blockStorageSize: 50 + compartmentId: ocid1.compartment.oc1.. + jobInfrastructureType: ME_STANDALONE + jobType: DEFAULT + logGroupId: ocid1.loggroup.oc1.iad. + logId: ocid1.log.oc1.iad. + projectId: ocid1.datascienceproject.oc1. + shapeName: VM.Standard2.1 + subnetId: ocid1.subnet.oc1.iad. + type: dataScienceJob + name: '{Job name. For MLflow and Operator will be auto generated}' + runtime: + kind: runtime + spec: + args: [] + conda: + slug: conda_slug + type: service + entrypoint: '{For MLflow and Operator will be auto generated}' + freeformTags: {} + scriptPathURI: '{Path to the script. For MLflow and Operator will be auto + generated}' + workingDir: '{For MLflow and Operator will be auto generated}' + type: python diff --git a/tests/unitary/with_extras/operator/test_files/local_container.yaml b/tests/unitary/with_extras/operator/test_files/local_container.yaml new file mode 100644 index 000000000..b22fd2d8d --- /dev/null +++ b/tests/unitary/with_extras/operator/test_files/local_container.yaml @@ -0,0 +1,14 @@ +# This YAML specification was auto generated by the `ads opctl init` command. +# The more details about the jobs YAML specification can be found in the ADS documentation: +# https://accelerated-data-science.readthedocs.io/en/latest/user_guide/jobs/index.html + +kind: operator.local +spec: + env: + - name: test_env_key + value: test_env_val + image: forecast:v1 + volume: + - /test/volume/one:/root/one +type: container +version: v1 diff --git a/tests/unitary/with_extras/operator/test_files/local_python.yaml b/tests/unitary/with_extras/operator/test_files/local_python.yaml new file mode 100644 index 000000000..71b837bf0 --- /dev/null +++ b/tests/unitary/with_extras/operator/test_files/local_python.yaml @@ -0,0 +1,8 @@ +# This YAML specification was auto generated by the `ads opctl init` command. +# The more details about the jobs YAML specification can be found in the ADS documentation: +# https://accelerated-data-science.readthedocs.io/en/latest/user_guide/jobs/index.html + +kind: operator.local +spec: null +type: python +version: v1 From 2e98395e5c0c92d52e7cd2be11f87ef7f0ab6efc Mon Sep 17 00:00:00 2001 From: Allen Date: Mon, 23 Oct 2023 11:52:14 +0100 Subject: [PATCH 137/247] fixing merge error --- ads/opctl/operator/lowcode/forecast/model/automlx.py | 7 ------- ads/opctl/operator/lowcode/forecast/model/autots.py | 2 +- 2 files changed, 1 insertion(+), 8 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index ae01cb757..9cd458183 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -34,7 +34,6 @@ def __init__(self, config: ForecastOperatorConfig): module="automl", err_msg=( "Please run `pip3 install oracle-automlx==23.2.3` to install the required dependencies for automlx." - "Please run `pip3 install oracle-automlx==23.2.3` to install the required dependencies for automlx." ), ) def _build_model(self) -> pd.DataFrame: @@ -231,9 +230,6 @@ def _generate_report(self): dp.Table( global_explanation_df / global_explanation_df.sum(axis=0) * 100 ), - dp.Table( - global_explanation_df / global_explanation_df.sum(axis=0) * 100 - ), ) local_explanation_text = dp.Text(f"## Local Explanation of Models \n ") @@ -302,7 +298,6 @@ def _custom_predict_automlx(self, data): module="shap", err_msg=( "Please run `pip3 install shap` to install the required dependencies for model explanation." - "Please run `pip3 install shap` to install the required dependencies for model explanation." ), ) def explain_model(self) -> dict: @@ -323,8 +318,6 @@ def explain_model(self) -> dict: self.full_data_dict.get(self.series_id) .set_index(self.spec.datetime_column.name) .drop(self.series_id, axis=1) - .set_index(self.spec.datetime_column.name) - .drop(self.series_id, axis=1) .columns ) diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index d46d7fda8..612fe73db 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -64,7 +64,7 @@ def _build_model(self) -> pd.DataFrame: na_tolerance=1, drop_most_recent=0, drop_data_older_than_periods=None, - model_list=self.spec.model_kwargs.get("model_list", "superfast"), + model_list=self.spec.model_kwargs.get("model_list", "fast_parallel"), transformer_list=self.spec.model_kwargs.get("transformer_list", "auto"), transformer_max_depth=self.spec.model_kwargs.get( "transformer_max_depth", 6 From b94c9a67401088647838dcba281afc368c39b0f1 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Mon, 23 Oct 2023 10:30:21 -0700 Subject: [PATCH 138/247] Adds an option to merge operator and backend configs into one YAML. --- ads/opctl/cli.py | 31 ++++----------- ads/opctl/cmds.py | 2 +- ads/opctl/operator/cli.py | 23 ++++++++++- ads/opctl/operator/cmd.py | 38 +++++++++++++------ ads/opctl/operator/common/backend_factory.py | 38 +++++-------------- ads/opctl/operator/common/operator_config.py | 3 ++ .../common/operator_yaml_generator.py | 18 ++++++++- .../operator/lowcode/forecast/__init__.py | 2 - ads/opctl/operator/lowcode/forecast/cmd.py | 2 +- 9 files changed, 88 insertions(+), 69 deletions(-) diff --git a/ads/opctl/cli.py b/ads/opctl/cli.py index 34965d2c8..f97fcd2df 100644 --- a/ads/opctl/cli.py +++ b/ads/opctl/cli.py @@ -36,6 +36,7 @@ RESOURCE_TYPE, RUNTIME_TYPE, ) +from ads.opctl.decorator.common import with_auth from ads.opctl.utils import build_image as build_image_cmd from ads.opctl.utils import publish_image as publish_image_cmd from ads.opctl.utils import suppress_traceback @@ -184,10 +185,7 @@ def init_vscode(**kwargs): default=authutil.DEFAULT_LOCATION, ), click.option( - "--oci-profile", - help="oci config profile", - required=False, - default=authutil.DEFAULT_PROFILE, + "--oci-profile", help="oci config profile", required=False, default=None ), click.option( "--conf-file", @@ -374,29 +372,16 @@ def _add_options(func): required=False, default=None, ) -def run(file, **kwargs): +@with_auth +def run(file, debug, **kwargs): """ - Runs the workload on the targeted backend. When run `distributed` yaml spec, the backend is always OCI Data Science - Jobs + Runs the operator with the given specification on the targeted backend. + For the distributed backend, the operator is always run as a OCI Data Science job. """ - debug = kwargs["debug"] config = {} if file: - if os.path.exists(file): - auth = {} - if kwargs["auth"]: - auth = authutil.create_signer( - auth_type=kwargs["auth"], - oci_config_location=kwargs["oci_config"], - profile=kwargs["oci_profile"], - ) - else: - auth = authutil.default_signer() - - with fsspec.open(file, "r", **auth) as f: - config = suppress_traceback(debug)(yaml.safe_load)(f.read()) - else: - raise FileNotFoundError(f"{file} is not found") + with fsspec.open(file, "r", **authutil.default_signer()) as f: + config = suppress_traceback(debug)(yaml.safe_load)(f.read()) suppress_traceback(debug)(run_cmd)(config, **kwargs) diff --git a/ads/opctl/cmds.py b/ads/opctl/cmds.py index 3829989ad..26c71e47b 100644 --- a/ads/opctl/cmds.py +++ b/ads/opctl/cmds.py @@ -180,7 +180,7 @@ def run(config: Dict, **kwargs) -> Dict: try: return OperatorBackendFactory.backend( config=p, - backend=p.config["execution"]["backend"], + backend=p.config["execution"].get("backend"), **{ key: value for key, value in kwargs.items() diff --git a/ads/opctl/operator/cli.py b/ads/opctl/operator/cli.py index e77d43cb2..f37bceb88 100644 --- a/ads/opctl/operator/cli.py +++ b/ads/opctl/operator/cli.py @@ -70,6 +70,16 @@ type=click.Choice(AuthType.values()), default=None, ), + click.option( + "--oci-profile", + help=( + "OCI profile name to use for authentication. " + "By default will be used the value specified in the ADS config file. " + "Check the `ads opctl configure --help` command to get details about the `config.ini`. " + ), + required=False, + default=None, + ), ) @@ -113,6 +123,17 @@ def info(debug: bool, **kwargs: Dict[str, Any]) -> None: is_flag=True, default=False, ) +@click.option( + "--merge-config", + "-m", + help=( + "Merge the operator's configuration with various backend configurations, " + "resulting in multiple operator configurations, each paired with a distinct backend. " + "By default, the operator's configuration will remain distinct from the backend configuration." + ), + is_flag=True, + default=False, +) @with_auth def init(debug: bool, **kwargs: Dict[str, Any]) -> None: """Generates starter YAML configs for the operator.""" @@ -186,7 +207,7 @@ def create(debug: bool, **kwargs: Dict[str, Any]) -> None: @with_auth def verify(debug: bool, **kwargs: Dict[str, Any]) -> None: """Verifies the operator config.""" - with fsspec.open(kwargs["file"], "r", **(kwargs.get("auth", {}) or {})) as f: + with fsspec.open(kwargs["file"], "r", **authutil.default_signer()) as f: operator_spec = suppress_traceback(debug)(yaml.safe_load)(f.read()) suppress_traceback(debug)(cmd_verify)(operator_spec, **kwargs) diff --git a/ads/opctl/operator/cmd.py b/ads/opctl/operator/cmd.py index 2b8b14807..4c704436c 100644 --- a/ads/opctl/operator/cmd.py +++ b/ads/opctl/operator/cmd.py @@ -12,6 +12,7 @@ from typing import Any, Dict, Union import fsspec +import yaml from tabulate import tabulate from ads.common import utils as ads_common_utils @@ -110,6 +111,7 @@ def init( type: str, output: Union[str, None] = None, overwrite: bool = False, + merge_config: bool = False, ads_config: Union[str, None] = None, **kwargs: Dict[str, Any], ) -> None: @@ -125,6 +127,8 @@ def init( The Tmp folder will be created in case when `output` is not provided. overwrite: (bool, optional). Defaults to False. Whether to overwrite the result specification YAML if exists. + merge_config: (bool, optional). Defaults to False. + Whether to merge the generated specification YAML with the backend configuration. ads_config: (str, optional) The folder where the ads opctl config located. kwargs: (Dict, optional). @@ -156,18 +160,18 @@ def init( output = os.path.join(tempfile.TemporaryDirectory().name, "") # generating operator specification + operator_config = None try: operator_cmd_module = runpy.run_module( f"{operator_info.type}.cmd", run_name="init" ) - operator_specification_template = operator_cmd_module.get("init", lambda: "")( + operator_config = operator_cmd_module.get("init", lambda: "")( **{**kwargs, **{"type": type}} ) - if operator_specification_template: - with fsspec.open( - os.path.join(output, f"{operator_info.type}.yaml"), mode="w" - ) as f: - f.write(operator_specification_template) + with fsspec.open( + os.path.join(output, f"{operator_info.type}.yaml"), mode="w" + ) as f: + f.write(yaml.dump(operator_config)) except Exception as ex: logger.info( "The operator's specification was not generated " @@ -184,13 +188,24 @@ def init( ) # generate supported backend specifications templates YAML - BackendFactory._init_backend_config( + for key, value in BackendFactory._init_backend_config( operator_info=operator_info, ads_config=ads_config, output=output, overwrite=overwrite, **kwargs, - ) + ).items(): + tmp_config = value + if merge_config and operator_config: + tmp_config = {**operator_config, "runtime": value} + + with fsspec.open( + os.path.join( + output, f"{operator_info.type}_{'_'.join(key).replace('.','_')}.yaml" + ), + mode="w", + ) as f: + f.write(yaml.dump(tmp_config)) logger.info("#" * 100) logger.info(f"The auto-generated configs have been placed in: {output}") @@ -282,7 +297,7 @@ def build_image( with open(custom_docker_file, "w") as f: f.writelines("\n".join(run_command)) - result_image_name = _build_image( + result_image_name = operator_utils._build_image( dockerfile=custom_docker_file, image_name=operator_info.type, tag=operator_info.version, @@ -388,10 +403,11 @@ def verify( # validate operator try: operator_module = runpy.run_module( - operator_info.type, - run_name="__main__", + f"{operator_info.type}.__main__", + run_name="verify", ) operator_module.get("verify")(config, **kwargs) + except Exception as ex: logger.debug(ex) raise ValueError( diff --git a/ads/opctl/operator/common/backend_factory.py b/ads/opctl/operator/common/backend_factory.py index 85aafb7c2..73a1b13cc 100644 --- a/ads/opctl/operator/common/backend_factory.py +++ b/ads/opctl/operator/common/backend_factory.py @@ -122,12 +122,14 @@ def backend( f"The `type` attribute must be specified in the operator's config." ) - if not backend: + if not backend and not config.config.get("runtime"): logger.info( f"Backend config is not provided, the {BACKEND_NAME.LOCAL.value} " "will be used by default. " ) backend = BACKEND_NAME.LOCAL.value + elif not backend: + backend = config.config.get("runtime") # extracting details about the operator operator_info = OperatorLoader.from_uri(uri=operator_type).load() @@ -300,21 +302,14 @@ def _init_backend_config( cls, operator_info: OperatorInfo, ads_config: Union[str, None] = None, - output: Union[str, None] = None, - overwrite: bool = False, backend_kind: Tuple[str] = None, **kwargs: Dict, - ): + ) -> Dict[Tuple, Dict]: """ Generates the operator's backend configs. Parameters ---------- - output: (str, optional). Defaults to None. - The path to the folder to save the resulting specification templates. - The Tmp folder will be created in case when `output` is not provided. - overwrite: (bool, optional). Defaults to False. - Whether to overwrite the result specification YAML if exists. ads_config: (str, optional) The folder where the ads opctl config located. backend_kind: (str, optional) @@ -417,25 +412,12 @@ def _init_backend_config( **kwargs, ) - uri = None - if output: - uri = os.path.join( - output, - f"backend_{resource_type.lower().replace('.','_') }" - f"_{runtime_type.value.lower()}_config.yaml", - ) - # generate YAML specification template - yaml_str = _BackendFactory(p.config).backend.init( - uri=uri, - overwrite=overwrite, - runtime_type=runtime_type.value, - **{**kwargs, **runtime_kwargs}, + result[(resource_type.lower(), runtime_type.value.lower())] = yaml.load( + _BackendFactory(p.config).backend.init( + runtime_type=runtime_type.value, + **{**kwargs, **runtime_kwargs}, + ), + Loader=yaml.FullLoader, ) - - if yaml_str: - result[ - (resource_type.lower(), runtime_type.value.lower()) - ] = yaml.load(yaml_str, Loader=yaml.FullLoader) - return result diff --git a/ads/opctl/operator/common/operator_config.py b/ads/opctl/operator/common/operator_config.py index 9ac4d8e80..ae080fcf6 100644 --- a/ads/opctl/operator/common/operator_config.py +++ b/ads/opctl/operator/common/operator_config.py @@ -30,12 +30,15 @@ class OperatorConfig(DataClassSerializable): The version of the operator. spec: object The operator specification details. + runtime: dict + The runtime details of the operator. """ kind: str = "operator" type: str = None version: str = None spec: Any = None + runtime: Dict = None @classmethod def _validate_dict(cls, obj_dict: Dict) -> bool: diff --git a/ads/opctl/operator/common/operator_yaml_generator.py b/ads/opctl/operator/common/operator_yaml_generator.py index 8c527c851..b2b9e2823 100644 --- a/ads/opctl/operator/common/operator_yaml_generator.py +++ b/ads/opctl/operator/common/operator_yaml_generator.py @@ -24,6 +24,21 @@ class YamlGenerator: schema: Dict[str, Any] = None + def generate_example_dict(self, values: Optional[Dict[str, Any]] = None) -> Dict: + """ + Generate the YAML config based on the YAML schema. + + Properties + ---------- + values: Optional dictionary containing specific values for the attributes. + + Returns + ------- + Dict + The generated dictionary config. + """ + return self._generate_example(self.schema, values) + def generate_example(self, values: Optional[Dict[str, Any]] = None) -> str: """ Generate the YAML config based on the YAML schema. @@ -37,8 +52,7 @@ def generate_example(self, values: Optional[Dict[str, Any]] = None) -> str: str The generated YAML config. """ - example = self._generate_example(self.schema, values) - return yaml.dump(example) + return yaml.dump(self._generate_example(self.schema, values)) def _check_condition( self, condition: Dict[str, Any], example: Dict[str, Any] diff --git a/ads/opctl/operator/lowcode/forecast/__init__.py b/ads/opctl/operator/lowcode/forecast/__init__.py index 4017089c1..b8d0460f5 100644 --- a/ads/opctl/operator/lowcode/forecast/__init__.py +++ b/ads/opctl/operator/lowcode/forecast/__init__.py @@ -3,5 +3,3 @@ # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ - -from .__main__ import operate, verify diff --git a/ads/opctl/operator/lowcode/forecast/cmd.py b/ads/opctl/operator/lowcode/forecast/cmd.py index 85f0619d3..e86672fd5 100644 --- a/ads/opctl/operator/lowcode/forecast/cmd.py +++ b/ads/opctl/operator/lowcode/forecast/cmd.py @@ -42,4 +42,4 @@ def init(**kwargs: Dict) -> str: return YamlGenerator( schema=_load_yaml_from_uri(__file__.replace("cmd.py", "schema.yaml")) - ).generate_example(values={"model": model_type, "type": kwargs.get("type")}) + ).generate_example_dict(values={"model": model_type, "type": kwargs.get("type")}) From d18fca05b6c863a6b603fafc48a83719bd06e8c8 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Mon, 23 Oct 2023 16:36:34 -0700 Subject: [PATCH 139/247] Adjusts the operators documentation. --- ads/opctl/operator/cmd.py | 25 ++- ads/opctl/operator/common/operator_config.py | 1 + .../operator/lowcode/forecast/schema.yaml | 1 + .../source/user_guide/cli/opctl/configure.rst | 12 +- .../common/figures/operator_init.png | Bin 57445 -> 80781 bytes .../user_guide/operators/common/run.rst | 142 ++++++++++++++++-- 6 files changed, 159 insertions(+), 22 deletions(-) diff --git a/ads/opctl/operator/cmd.py b/ads/opctl/operator/cmd.py index 4c704436c..0efcc20d5 100644 --- a/ads/opctl/operator/cmd.py +++ b/ads/opctl/operator/cmd.py @@ -39,7 +39,11 @@ from .__init__ import __operators__ from .common import utils as operator_utils from .common.backend_factory import BackendFactory -from .common.errors import OperatorCondaNotFoundError, OperatorImageNotFoundError +from .common.errors import ( + OperatorCondaNotFoundError, + OperatorImageNotFoundError, + OperatorSchemaYamlError, +) from .common.operator_loader import _operator_info_list @@ -160,7 +164,7 @@ def init( output = os.path.join(tempfile.TemporaryDirectory().name, "") # generating operator specification - operator_config = None + operator_config = {} try: operator_cmd_module = runpy.run_module( f"{operator_info.type}.cmd", run_name="init" @@ -168,10 +172,12 @@ def init( operator_config = operator_cmd_module.get("init", lambda: "")( **{**kwargs, **{"type": type}} ) - with fsspec.open( - os.path.join(output, f"{operator_info.type}.yaml"), mode="w" - ) as f: - f.write(yaml.dump(operator_config)) + + if not merge_config: + with fsspec.open( + os.path.join(output, f"{operator_info.type}.yaml"), mode="w" + ) as f: + f.write(yaml.dump(operator_config)) except Exception as ex: logger.info( "The operator's specification was not generated " @@ -407,7 +413,12 @@ def verify( run_name="verify", ) operator_module.get("verify")(config, **kwargs) - + except OperatorSchemaYamlError as ex: + logger.debug(ex) + raise ValueError( + f"The operator's specification is not valid for the `{operator_info.type}` operator. " + f"{ex}" + ) except Exception as ex: logger.debug(ex) raise ValueError( diff --git a/ads/opctl/operator/common/operator_config.py b/ads/opctl/operator/common/operator_config.py index ae080fcf6..794cec6ca 100644 --- a/ads/opctl/operator/common/operator_config.py +++ b/ads/opctl/operator/common/operator_config.py @@ -61,6 +61,7 @@ def _validate_dict(cls, obj_dict: Dict) -> bool: """ schema = cls._load_schema() validator = OperatorValidator(schema) + validator.allow_unknown = True result = validator.validate(obj_dict) if not result: diff --git a/ads/opctl/operator/lowcode/forecast/schema.yaml b/ads/opctl/operator/lowcode/forecast/schema.yaml index 93e4e8e01..c20611d5e 100644 --- a/ads/opctl/operator/lowcode/forecast/schema.yaml +++ b/ads/opctl/operator/lowcode/forecast/schema.yaml @@ -227,6 +227,7 @@ spec: required: true schema: type: string + default: ["Column1"] horizon: required: true diff --git a/docs/source/user_guide/cli/opctl/configure.rst b/docs/source/user_guide/cli/opctl/configure.rst index 4990951d5..88313d2e1 100644 --- a/docs/source/user_guide/cli/opctl/configure.rst +++ b/docs/source/user_guide/cli/opctl/configure.rst @@ -28,6 +28,7 @@ This will prompt you to setup default ADS CLI configurations for each OCI profil [OCI] oci_config = ~/.oci/config oci_profile = ANOTHERPROF + auth = api_key # security_token, instance_principal, resource_principal [CONDA] conda_pack_folder = @@ -137,7 +138,7 @@ To generate starter specification run - ads opctl init --help -The resource type is a mandatory attribute that needs to be provided. Currently supported resource types - `dataflow`, `deployment`, `job` and `pipeline`. +The resource type is a mandatory attribute that needs to be provided. Currently supported resource types - ``dataflow``, ``deployment``, ``job`` and ``pipeline``. For instance to generate starter specification for the Data Science job, run - .. code-block:: @@ -149,10 +150,10 @@ The resulting YAML will be printed in the console. By default the ``python`` run **Supported runtimes** - - For a ``job`` - `container`, `gitPython`, `notebook`, `python` and `script`. - - For a ``pipeline`` - `container`, `gitPython`, `notebook`, `python` and `script`. - - For a ``dataflow`` - `dataFlow` and `dataFlowNotebook`. - - For a ``deployment`` - `conda` and `container`. + - For a ``job`` - ``container``, ``gitPython``, ``notebook``, ``python`` and ``script``. + - For a ``pipeline`` - ``container``, ``gitPython``, ``notebook``, ``python`` and ``script``. + - For a ``dataflow`` - ``dataFlow`` and ``dataFlowNotebook``. + - For a ``deployment`` - ``conda`` and ``container``. If you want to specify a particular runtime use - @@ -166,4 +167,3 @@ Use the ``--output`` attribute to save the result in a YAML file. .. code-block:: ads opctl init job --runtime-type container --output job_with_container_runtime.yaml - diff --git a/docs/source/user_guide/operators/common/figures/operator_init.png b/docs/source/user_guide/operators/common/figures/operator_init.png index 8b405613872cf468c51131f4ed23ca7d7e7ee465..7f9d94d9a3fb9c6a1d7f511ff83b9c3719f37a4a 100644 GIT binary patch literal 80781 zcmdRWg;y2ZA1@-vLFyn4(%lWxB?8jj-Q8W%Ehyb6DIne5AcvApX^`%&H|JjOy}$L| zU+`Fqbq+IUX3p%rXMaDniBOP}KzWJ(5(WkaMN0Cm5)2HiCJfB8ThI$&3rC7(8t{ja zrI?t4l$aQaf|I?OrHv^J49zFoxJv161#n;cY?A20mq1<~7mWP(vT%;*R#;e(!NnF! z2omOgptJ7j@D@#(*RQ!xcLxa_R#tAH_ic|ecPM6nr9^h)Yfj~o|cWAA=7y9>*| zU0*zZPNVfPGc`NnyE(T}r+V;MEKA_AWob`*aasYk&&;6%F=@mt3*F&bZ+g_}foqLl zl?!GOA;r_BySU_NGVT=G`&7q;XL)dyO-Bx$VLiTFDB?bJvlb_bD>_jn!&!+kkqz%& zo5IUd`%!(|=5@&pirON&OB0bH{-Iq0Q9+?W5>p4S}Ek`IHq=Kpmp% 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``--merge-config`` flag is set to ``true``, the ``.yaml`` file will be merged with the backend configuration which contains pre-populated infrastructure and runtime sections. You don't need to provide a backend information separately in this case. + + .. code-block:: bash + + ads operator run -f .yaml + + Alternatively ``ads opctl run`` command can be used: + + .. code-block:: bash + + ads opctl run -f .yaml + + The operator will be run in chosen environment without requiring additional modifications. + + +Different Ways To Run Operator +------------------------------ + +To operator can be run in two different ways: + +.. code-block:: bash + + ads operator run -f .yaml + +Or alternatively: + +.. code-block:: bash + + ads opctl run -f .yaml + +Despite the presented above commands look equivalent, the ``ads operator run`` command is more flexible. +Here the few restrictions when running the operator within the ``ads opctl run`` command: + + - The ``.yaml`` file must contain all the necessary information for running the operator. This means that the ``.yaml`` file must contain the ``runtime`` section describing the backend configuration for the operator. + - If the ``.yaml`` file not contains the ``runtime`` section, then the ``ads opctl run`` command can be used in restricted mode with ``-b`` option. This option allows you to specify the backend to run the operator on. The ``-b`` option can be used with the following backends: ``local``, ``dataflow``, ``job``. However you will not be able to use the ``-b`` option with the local ``container`` backend and Data Science Jobs ``container`` backend. Run Operator Locally @@ -34,12 +76,12 @@ To run the operator locally, follow these steps: 1. Create and activate a new conda environment named ````. 2. Install all the required libraries listed in the ``environment.yaml`` file generated by the ``ads operator init --type `` command. -3. Review the ``.yaml`` file generated by the ``ads operator init`` command and make necessary adjustments to input and output file locations. +3. Review the ``.yaml`` file generated by the ``ads operator init`` command and make necessary adjustments to input and output file locations. Notice that the ``.yaml`` will not be generated if the ``--merge-config`` flag is set to ``true``. 4. Verify the operator's configuration using the following command: .. code-block:: bash - ads operator verify -f .yaml + ads operator verify -f .yaml 5. To run the operator within the ```` conda environment, use this command: @@ -47,7 +89,13 @@ To run the operator locally, follow these steps: ads operator run -f .yaml -b local -The operator will be run in your local environment without requiring additional modifications. +The alternative way to run the operator would be to use the ``ads opctl run`` command: + +.. code-block:: bash + + ads opctl run -f .yaml -b local + +See the `Different Ways To Run Operator <#different-ways-to-run-operator>`_ section for more details. Within Container ~~~~~~~~~~~~~~~~ @@ -83,6 +131,21 @@ Following is the YAML schema for validating the runtime YAML using `Cerberus .yaml -b backend_operator_local_container_config.yaml +Or within a short command: + +.. code-block:: bash + + ads operator run -f .yaml -b local.container + + +The alternative way to run the operator would be to use the ``ads opctl run`` command. However in this case the runtime information needs to be merged within operator's config. See the `Different Ways To Run Operator <#different-ways-to-run-operator>`_ section for more details. + +.. code-block:: bash + + ads opctl run -f .yaml + +If the backend runtime information is not merged within operator's config, then there is no way to run the operator within the ``ads opctl run`` command using container runtime. The ``ads operator run`` command should be used instead. + Run Operator In Data Science Job -------------------------------- @@ -122,15 +185,32 @@ To publish ``:`` to OCR, use this command: After publishing the container to OCR, you can use it within Data Science jobs service. Check the ``backend_job_container_config.yaml`` configuration file built during initializing the starter configs for the operator. It should contain pre-populated infrastructure and runtime sections. The runtime section should have an image property, like ``image: iad.ocir.io//:``. -1. Adjust the ``.yaml`` configuration with the proper input/output folders. When running operator in a Data Science job, it won't have access to local folders, so input data and output folders should be placed in the Object Storage bucket. Open the ``.yaml`` and adjust the data path fields. +3. Adjust the ``.yaml`` configuration with the proper input/output folders. When running operator in a Data Science job, it won't have access to local folders, so input data and output folders should be placed in the Object Storage bucket. Open the ``.yaml`` and adjust the data path fields. -2. Run the operator on the Data Science jobs using this command: +4. Run the operator on the Data Science jobs using this command: .. code-block:: bash ads operator run -f .yaml -b backend_job_container_config.yaml -You can run the operator within the ``--dry-run`` attribute to check the final configs that will be used to run the operator on the service. +Or within a short command: + +.. code-block:: bash + + ads operator run -f .yaml -b job.container + +In this case the backend config will be built on the fly. +However the recommended way would be to use explicit configurations for both operator and backend. + +The alternative way to run the operator would be to use the ``ads opctl run`` command. However in this case the runtime information needs to be merged within operator's config. See the `Different Ways To Run Operator <#different-ways-to-run-operator>`_ section for more details. + +.. code-block:: bash + + ads opctl run -f .yaml + +If the backend runtime information is not merged within operator's config, then there is no way to run the operator within the ``ads opctl run`` command using container runtime. The ``ads operator run`` command should be used instead. + +You can run the operator within the ``--dry-run`` attribute to check the final configs that will be used to run the operator on the service. This command will not run the operator, but will print the final configs that will be used to run the operator on the service. Running the operator will return a command to help you monitor the job's logs: @@ -138,6 +218,7 @@ Running the operator will return a command to help you monitor the job's logs: ads opctl watch + Run With Conda Environment ~~~~~~~~~~~~~~~~~~~~~~~~~~ @@ -173,7 +254,28 @@ For more details on configuring the CLI, refer to the :doc:`Explore & Configure .. code-block:: bash - ads operator run -f .yaml --backend-config backend_job_python_config.yaml + ads operator run -f .yaml -b backend_job_python_config.yaml + +Or within a short command: + +.. code-block:: bash + + ads operator run -f .yaml -b job + +In this case the backend config will be built on the fly. +However the recommended way would be to use explicit configurations for both operator and backend. + +The alternative way to run the operator would be to use the ``ads opctl run`` command. However in this case the runtime information needs to be merged within operator's config. See the `Different Ways To Run Operator <#different-ways-to-run-operator>`_ section for more details. + +.. code-block:: bash + + ads opctl run -f .yaml + +Or if the backend runtime information is not merged within operator's config: + +.. code-block:: bash + + ads opctl run -f .yaml -b job 6. Monitor the logs using the ``ads opctl watch`` command:: @@ -217,7 +319,29 @@ After publishing the conda environment to Object Storage, you can use it within .. code-block:: bash - ads operator run -f .yaml --backend-config backend_dataflow_dataflow_config.yaml + ads operator run -f .yaml -b backend_dataflow_dataflow_config.yaml + +Or within a short command: + +.. code-block:: bash + + ads operator run -f .yaml -b dataflow + +In this case the backend config will be built on the fly. +However the recommended way would be to use explicit configurations for both operator and backend. + +The alternative way to run the operator would be to use the ``ads opctl run`` command. However in this case the runtime information needs to be merged within operator's config. See the `Different Ways To Run Operator <#different-ways-to-run-operator>`_ section for more details. + +.. code-block:: bash + + ads opctl run -f .yaml + +Or if the backend runtime information is not merged within operator's config: + +.. code-block:: bash + + ads opctl run -f .yaml -b dataflow + 5. Monitor the logs using the ``ads opctl watch`` command:: From f05b8e4aa59c3ca524a8a496b5203cfe4b25100f Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Mon, 23 Oct 2023 16:40:55 -0700 Subject: [PATCH 140/247] Improves operators exploration documentation. --- .../user_guide/operators/common/explore.rst | 39 ++++++++++++++----- 1 file changed, 30 insertions(+), 9 deletions(-) diff --git a/docs/source/user_guide/operators/common/explore.rst b/docs/source/user_guide/operators/common/explore.rst index 68ebdedb1..8e67294c8 100644 --- a/docs/source/user_guide/operators/common/explore.rst +++ b/docs/source/user_guide/operators/common/explore.rst @@ -113,20 +113,41 @@ Now let's explore the ``init`` command. .. figure:: figures/operator_init.png :align: center -To create starter configuration files, execute the following command. +To set up your initial configuration files, execute the following command in your terminal: .. code-block:: bash ads operator init --type --overwrite --output ~/ +By default, this command will generate separate configuration files for the operator and supported backends. This separation allows you to maintain a single configuration for the operator while having multiple configurations for different backend environments. This design enables running the same operator in various environments without altering the operator's configuration. + +The following flags are available for customization: + +- ``--overwrite``: This flag is used to overwrite existing files in the ``~//config`` folder. + +- ``--output``: Use this flag to specify the output folder where the configuration files will be generated. + +- ``--type``: This flag is mandatory and is used to specify the operator type. + +Upon executing the command, a list of configuration files will be created in the ``~/`` folder. + +If you need to merge the operator's configuration file with the backend configuration files into a single configuration file, use the following command: + +.. code-block:: bash + + ads operator init --type --overwrite --output ~/ --merge-config + +This command will combine the operator and backend configurations into one cohesive file, simplifying running the operator with one configuration file. + + **The essential files generated include:** -- **.yaml**: Contains configuration related to particular operator. -- **backend_operator_local_python_config.yaml**: This file includes local backend configuration for running operator in a local environment. You must manually set up the environment before executing the operator. -- **backend_operator_local_container_config.yaml**: This file contains local backend configuration for running operator within a local container. You should build the container before running the operator, following the instructions below. -- **backend_job_container_config.yaml**: Contains Data Science job-related configuration for running operator in a container (BYOC) runtime. The container must be built and published before executing the operator, as detailed below. For comprehensive details about the supported configuration options, including the schema and available settings, please refer to the :doc:`OCI Data Science Jobs<../../jobs/yaml_schema>` documentation. -- **backend_job_python_config.yaml**: Contains Data Science job-related configuration to run operator in a Data Science job within a conda runtime. The conda environment should be built and published before running the operator. For comprehensive details about the supported configuration options, including the schema and available settings, please refer to the :doc:`OCI Data Science Jobs YAML Schema<../../jobs/yaml_schema>` documentation. -- **backend_dataflow_dataflow_config.yaml**: Contains Data Flow application-related configuration to run operator in a Data Flow application. The conda environment should be built and published before running the operator. For comprehensive details about the supported configuration options, including the schema and available settings, please refer to the :doc:`Data Flow Application YAML Schema<../../apachespark/datafloe>` documentation. +- **.yaml**: Contains configuration related to particular operator. Will only be generated if ``--merge-config`` flag is not used. +- **_operator_local_python.yaml**: This file includes local backend configuration for running operator in a local environment. You must manually set up the environment before executing the operator. +- **_local_container.yaml**: This file contains local backend configuration for running operator within a local container. You should build the container before running the operator, following the instructions below. +- **_job_container.yaml**: Contains Data Science job-related configuration for running operator in a container (BYOC) runtime. The container must be built and published before executing the operator, as detailed below. For comprehensive details about the supported configuration options, including the schema and available settings, please refer to the :doc:`OCI Data Science Jobs<../../jobs/yaml_schema>` documentation. +- **_job_python.yaml**: Contains Data Science job-related configuration to run operator in a Data Science job within a conda runtime. The conda environment should be built and published before running the operator. For comprehensive details about the supported configuration options, including the schema and available settings, please refer to the :doc:`OCI Data Science Jobs YAML Schema<../../jobs/yaml_schema>` documentation. +- **b_dataflow_dataflow.yaml**: Contains Data Flow application-related configuration to run operator in a Data Flow application. The conda environment should be built and published before running the operator. For comprehensive details about the supported configuration options, including the schema and available settings, please refer to the :doc:`Data Flow Application YAML Schema<../../apachespark/datafloe>` documentation. These generated configurations are designed to be ready for use without additional adjustments. However, they are provided as starter kit configurations that can be customized as needed. @@ -157,7 +178,7 @@ Verification helps you catch any errors or inconsistencies in the operator's con .. code-block:: bash - ads operator verify -f ~//config/.yaml + ads operator verify -f ~//.yaml .. figure:: figures/operator_config_verify_result.png :align: center @@ -197,7 +218,7 @@ After successfully building the operator's image, the next step is to publish it .. figure:: figures/publish_operator_image.png :align: center -The only mandatory parameter for this command is the image name that you wish to publish. +The only mandatory parameter for this command is the operator type that you wish to publish. .. code-block:: bash From a91d880421554ddd2bf187848f429cf8168a7bfc Mon Sep 17 00:00:00 2001 From: govarsha Date: Wed, 25 Oct 2023 17:23:35 +0530 Subject: [PATCH 141/247] Added unit tests --- .../forecast/test_model_base_model.py | 261 +++++++++++++++++- 1 file changed, 259 insertions(+), 2 deletions(-) diff --git a/tests/unitary/with_extras/operator/forecast/test_model_base_model.py b/tests/unitary/with_extras/operator/forecast/test_model_base_model.py index 3d5b62941..e8a95831c 100644 --- a/tests/unitary/with_extras/operator/forecast/test_model_base_model.py +++ b/tests/unitary/with_extras/operator/forecast/test_model_base_model.py @@ -4,8 +4,265 @@ # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ +import unittest +from unittest.mock import patch, Mock +import pandas as pd +from ads.opctl.operator.common.utils import _build_image, _parse_input_args +from ads.opctl.operator.lowcode.forecast.model.prophet import ProphetOperatorModel +from ads.opctl.operator.lowcode.forecast.model.base_model import ( + ForecastOperatorBaseModel, +) +from ads.opctl.operator.lowcode.forecast.operator_config import ( + ForecastOperatorConfig, + ForecastOperatorSpec, + TestData, + DateTimeColumn, + Horizon, +) +from ads.opctl.operator.lowcode.forecast.const import SupportedMetrics -class TestForecastOperatorBaseModel: + +class TestForecastOperatorBaseModel(unittest.TestCase): """Tests the base class for the forecasting models""" - pass + def setUp(self): + self.target_columns = ["Sales_Product Group 107", "Sales_Product Group 108"] + self.target_category_columns = ["PPG_Code"] + self.test_filename = "test.csv" + self.outputs = [ + pd.DataFrame( + { + "ds": [ + "2020-10-31", + "2020-11-07", + "2020-11-14", + "2020-11-21", + "2020-11-28", + ], + "yhat": [ + 1569.536030, + 1568.052261, + 1566.568493, + 1565.084725, + 1563.600957, + ], + } + ), + pd.DataFrame( + { + "ds": [ + "2020-10-31", + "2020-11-07", + "2020-11-14", + "2020-11-21", + "2020-11-28", + ], + "yhat": [ + 1284.534104, + 1269.692458, + 1254.850813, + 1240.009167, + 1225.167521, + ], + } + ), + ] + self.target_col = "yhat" + self.datetime_column_name = "last_day_of_week" + self.original_target_column = "Sales" + self.evaluation_metrics = [ + SupportedMetrics.SMAPE, + SupportedMetrics.MAPE, + SupportedMetrics.RMSE, + SupportedMetrics.R2, + SupportedMetrics.EXPLAINED_VARIANCE, + ] + self.summary_metrics = [ + SupportedMetrics.MEAN_SMAPE, + SupportedMetrics.MEDIAN_SMAPE, + SupportedMetrics.MEAN_MAPE, + SupportedMetrics.MEDIAN_MAPE, + SupportedMetrics.MEAN_WMAPE, + SupportedMetrics.MEDIAN_WMAPE, + SupportedMetrics.MEAN_RMSE, + SupportedMetrics.MEDIAN_RMSE, + SupportedMetrics.MEAN_R2, + SupportedMetrics.MEDIAN_R2, + SupportedMetrics.MEAN_EXPLAINED_VARIANCE, + SupportedMetrics.MEDIAN_EXPLAINED_VARIANCE, + SupportedMetrics.ELAPSED_TIME, + ] + self.summary_metrics_all_targets = [ + SupportedMetrics.MEAN_SMAPE, + SupportedMetrics.MEDIAN_SMAPE, + SupportedMetrics.MEAN_MAPE, + SupportedMetrics.MEDIAN_MAPE, + SupportedMetrics.MEAN_RMSE, + SupportedMetrics.MEDIAN_RMSE, + SupportedMetrics.MEAN_R2, + SupportedMetrics.MEDIAN_R2, + SupportedMetrics.MEAN_EXPLAINED_VARIANCE, + SupportedMetrics.MEDIAN_EXPLAINED_VARIANCE, + SupportedMetrics.ELAPSED_TIME, + ] + + spec = Mock(spec=ForecastOperatorSpec) + spec.target_column = self.target_col + spec.target_category_columns = self.target_category_columns + spec.target_column = self.original_target_column + spec.test_data = Mock(spec=TestData) + spec.datetime_column = Mock(spec=DateTimeColumn) + spec.datetime_column.name = self.datetime_column_name + spec.datetime_column.format = None + spec.horizon = Mock(spec=Horizon) + spec.horizon.periods = 3 + spec.tuning = None + + config = Mock(spec=ForecastOperatorConfig) + config.spec = spec + + self.config = config + + @patch("ads.opctl.operator.lowcode.forecast.utils._load_data") + def test_empty_testdata_file(self, mock__load_data): + # When test file is empty + + mock__load_data.side_effect = pd.errors.EmptyDataError() + + prophet = ProphetOperatorModel(self.config) + + total_metrics, summary_metrics, data = prophet._test_evaluate_metrics( + target_columns=self.target_columns, + test_filename=self.test_filename, + outputs=self.outputs, + target_col=self.target_col, + elapsed_time=0, + ) + + self.assertTrue(total_metrics.empty) + self.assertTrue(summary_metrics.empty) + self.assertIsNone(data) + + @patch("ads.opctl.operator.lowcode.forecast.utils._load_data") + def test_no_series_testdata_file(self, mock__load_data): + # When test file has no series + + mock__load_data.return_value = pd.DataFrame( + columns=["PPG_Code", "last_day_of_week", "Sales"] + ) + + prophet = ProphetOperatorModel(self.config) + + total_metrics, summary_metrics, data = prophet._test_evaluate_metrics( + target_columns=self.target_columns, + test_filename=self.test_filename, + outputs=self.outputs, + target_col=self.target_col, + elapsed_time=0, + ) + + self.assertTrue(total_metrics.empty) + self.assertTrue(summary_metrics.empty) + self.assertTrue(data.empty) + + @patch("ads.opctl.operator.lowcode.forecast.utils._load_data") + def test_one_missing_series_testdata_file(self, mock__load_data): + """ + When there are NaN values for an entire series it will be loaded as zeros. And evaluation, summary metrics will be calculated with that zeros. + When one entire series is missing in test file i.e; missing rows + In this case evaluation metrics and summary metrics will not involve this series + """ + mock__load_data.return_value = pd.DataFrame( + { + "PPG_Code": ["Product Group 107", "Product Group 107"], + "last_day_of_week": ["2020-11-14", "2020-11-28"], + "Sales": [1403, 6532], + } + ) + + prophet = ProphetOperatorModel(self.config) + + total_metrics, summary_metrics, data = prophet._test_evaluate_metrics( + target_columns=self.target_columns, + test_filename=self.test_filename, + outputs=self.outputs, + target_col=self.target_col, + elapsed_time=0, + ) + + self.assertFalse(total_metrics.empty) + self.assertFalse(summary_metrics.empty) + + # Missing series should not be there in evaluation metrics + self.assertEquals(total_metrics.columns.to_list(), ["Sales_Product Group 107"]) + + # Since one entire series is not there, summary metrics per horizon should not calculated + self.assertEquals(summary_metrics.index.to_list(), ["All Targets"]) + + # All metrics should be present + self.assertEquals(total_metrics.index.to_list(), self.evaluation_metrics) + self.assertEquals( + summary_metrics.columns.to_list(), self.summary_metrics_all_targets + ) + + @patch("ads.opctl.operator.lowcode.forecast.utils._load_data") + def test_missing_rows_testdata_file(self, mock__load_data): + """ + In the case where all series are present but there are missing rows in the test file + Suppose the missing row was for a horizon in a series, if any other series has value for that horizon then this missing value will automatically come as 0 while loading data. + So evaluation and summary metrics will be calculated by taking missing values as zeros in this case. + + When for a horizon, every series has missing row then in loaded data that horizon will not be there. + In this case for total metrics zeros are added for the missing values in the series to calculate evaluation metrics. + Where as summary metrics per horizon is not calculated for that horizon. + """ + + mock__load_data.return_value = pd.DataFrame( + { + "PPG_Code": [ + "Product Group 107", + "Product Group 107", + "Product Group 108", + "Product Group 108", + ], + "last_day_of_week": [ + "2020-11-14", + "2020-11-28", + "2020-11-14", + "2020-11-28", + ], + "Sales": [1403, 6532, 1647, 1414], + } + ) + + prophet = ProphetOperatorModel(self.config) + + total_metrics, summary_metrics, data = prophet._test_evaluate_metrics( + target_columns=self.target_columns, + test_filename=self.test_filename, + outputs=self.outputs, + target_col=self.target_col, + elapsed_time=0, + ) + self.assertFalse(total_metrics.empty) + self.assertFalse(summary_metrics.empty) + + # Missing horizon should not be there in summary_metrics per horizon, metrics should be there for other horizons + self.assertEqual( + [ + timestamp.strftime("%Y-%m-%d") + for timestamp in summary_metrics.index.values[1:] + ], + ["2020-11-14", "2020-11-28"], + ) + + # Total metrics should be there for all series. + self.assertEqual(total_metrics.columns.to_list(), self.target_columns) + + # All metrics should be present + self.assertEquals(total_metrics.index.to_list(), self.evaluation_metrics) + self.assertEquals(summary_metrics.columns.to_list(), self.summary_metrics) + + +if __name__ == "__main__": + unittest.main() From 63d064cbe8f0239fd052383e984735a70cdd8c1d Mon Sep 17 00:00:00 2001 From: govarsha Date: Wed, 25 Oct 2023 17:26:49 +0530 Subject: [PATCH 142/247] handles case where there are no series in test data --- ads/opctl/operator/lowcode/forecast/model/base_model.py | 3 +++ .../with_extras/operator/forecast/test_model_base_model.py | 2 +- 2 files changed, 4 insertions(+), 1 deletion(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 8ed59e6e9..75187a852 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -292,6 +292,9 @@ def _test_evaluate_metrics( logger.warn("Empty testdata file") return total_metrics, summary_metrics, None + if data.empty: + return total_metrics, summary_metrics, None + data = self._preprocess( data, self.spec.datetime_column.name, self.spec.datetime_column.format ) diff --git a/tests/unitary/with_extras/operator/forecast/test_model_base_model.py b/tests/unitary/with_extras/operator/forecast/test_model_base_model.py index e8a95831c..46f52bfef 100644 --- a/tests/unitary/with_extras/operator/forecast/test_model_base_model.py +++ b/tests/unitary/with_extras/operator/forecast/test_model_base_model.py @@ -163,7 +163,7 @@ def test_no_series_testdata_file(self, mock__load_data): self.assertTrue(total_metrics.empty) self.assertTrue(summary_metrics.empty) - self.assertTrue(data.empty) + self.assertIsNone(data) @patch("ads.opctl.operator.lowcode.forecast.utils._load_data") def test_one_missing_series_testdata_file(self, mock__load_data): From 8bbfb102473c04decd599c99e6087d2dd1dadcc3 Mon Sep 17 00:00:00 2001 From: govarsha Date: Wed, 25 Oct 2023 17:32:44 +0530 Subject: [PATCH 143/247] small change --- ads/opctl/operator/lowcode/forecast/model/base_model.py | 1 - 1 file changed, 1 deletion(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 75187a852..35c5d9f32 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -317,7 +317,6 @@ def _test_evaluate_metrics( else 0 for date in dates ] - # Select for the ds that is there in y_true, discard others y_pred = np.asarray(outputs[idx][target_col][-len(y_true) :]) metrics_df = utils._build_metrics_df( From 140fc7ada7d47d8888fb8108658a1f0aab9961a2 Mon Sep 17 00:00:00 2001 From: Vikas Pandey Date: Wed, 25 Oct 2023 19:56:53 +0530 Subject: [PATCH 144/247] add local & global explanation for prophet model --- .../lowcode/forecast/model/prophet.py | 55 ++++++++++++++++++- 1 file changed, 53 insertions(+), 2 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/prophet.py b/ads/opctl/operator/lowcode/forecast/model/prophet.py index f4b220927..760524f71 100644 --- a/ads/opctl/operator/lowcode/forecast/model/prophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/prophet.py @@ -8,6 +8,7 @@ import optuna import pandas as pd from ads.opctl import logger +from ads.opctl.operator.lowcode.forecast.operator_config import ForecastOperatorConfig from ..const import DEFAULT_TRIALS from .. import utils @@ -21,7 +22,7 @@ def _add_unit(num, unit): def _fit_model(data, params, additional_regressors): from prophet import Prophet - model = Prophet(**params) + model = Prophet(**params) # ({k:v for k,v in params.items() if k not in ["explain_model"]}) for add_reg in additional_regressors: model.add_regressor(add_reg) model.fit(data) @@ -31,6 +32,11 @@ def _fit_model(data, params, additional_regressors): class ProphetOperatorModel(ForecastOperatorBaseModel): """Class representing Prophet operator model.""" + def __init__(self, config: ForecastOperatorConfig): + super().__init__(config) + self.global_explanation = {} + self.local_explanation = {} + def _build_model(self) -> pd.DataFrame: from prophet import Prophet from prophet.diagnostics import cross_validation, performance_metrics @@ -312,6 +318,8 @@ def _generate_report(self): ds_forecast_col = self.outputs[0]["ds"] ci_col_names = ["yhat_lower", "yhat_upper"] + self.explain_model() + return ( model_description, other_sections, @@ -322,5 +330,48 @@ def _generate_report(self): ci_col_names, ) + def _custom_predict_prophet(self, data): + + # data_temp = pd.DataFrame( + # data, + # columns=["ds"] + [col for col in self.dataset_cols], + # ) + + return self.models[self.target_columns.index(self.series_id)].predict(data.reset_index())['yhat'] + def explain_model(self) -> dict: - pass + + from shap import KernelExplainer + + for series_id in self.target_columns: + self.series_id = series_id + self.dataset_cols = ( + self.full_data_dict.get(self.series_id) + .set_index("ds") + .drop(self.series_id, axis=1) + .columns + ) + + kernel_explnr = KernelExplainer( + model=self._custom_predict_prophet, + data=self.full_data_dict.get(self.series_id).set_index( + "ds" + )[: -self.spec.horizon.periods][list(self.dataset_cols)], + keep_index=True, + ) + + kernel_explnr_vals = kernel_explnr.shap_values( + self.full_data_dict.get(self.series_id).set_index( + "ds" + )[: -self.spec.horizon.periods][list(self.dataset_cols)], + nsamples=50, + ) + + self.global_explanation[self.series_id] = dict( + zip( + self.dataset_cols, + np.average(np.absolute(kernel_explnr_vals), axis=0), + ) + ) + + From 33e8781d2d5cb38cac6f7e3eda61fa42b20ec22d Mon Sep 17 00:00:00 2001 From: Vikas Pandey Date: Wed, 25 Oct 2023 21:59:21 +0530 Subject: [PATCH 145/247] refactor local explainer --- .../lowcode/forecast/model/prophet.py | 33 ++++++++++++++++--- 1 file changed, 28 insertions(+), 5 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/prophet.py b/ads/opctl/operator/lowcode/forecast/model/prophet.py index 760524f71..fcaba9bc3 100644 --- a/ads/opctl/operator/lowcode/forecast/model/prophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/prophet.py @@ -332,11 +332,6 @@ def _generate_report(self): def _custom_predict_prophet(self, data): - # data_temp = pd.DataFrame( - # data, - # columns=["ds"] + [col for col in self.dataset_cols], - # ) - return self.models[self.target_columns.index(self.series_id)].predict(data.reset_index())['yhat'] def explain_model(self) -> dict: @@ -374,4 +369,32 @@ def explain_model(self) -> dict: ) ) + self.local_explainer(kernel_explnr) + + + def local_explainer(self, kernel_explainer) -> None: + """ + Generate local explanations using a kernel explainer. + + Parameters + ---------- + kernel_explainer: The kernel explainer object to use for generating explanations. + """ + # Get the data for the series ID and select the relevant columns + data = self.full_data_dict.get(self.series_id).set_index("ds") + data = data[-self.spec.horizon.periods :][list(self.dataset_cols)] + + # Generate local SHAP values using the kernel explainer + local_kernel_explnr_vals = kernel_explainer.shap_values(data, + nsamples=50) + + # Convert the SHAP values into a DataFrame + local_kernel_explnr_df = pd.DataFrame( + local_kernel_explnr_vals, columns=self.dataset_cols + ) + + # set the index of the DataFrame to the datetime column + local_kernel_explnr_df.index = data.index + + self.local_explanation[self.series_id] = local_kernel_explnr_df From f5685583bacb42ce3cd18dc50ee2249a45c110fa Mon Sep 17 00:00:00 2001 From: Vikas Pandey Date: Thu, 26 Oct 2023 10:15:57 +0530 Subject: [PATCH 146/247] add the reports for global & local explainability, reformat with black, check for explain in spec to trigger explanations --- .../lowcode/forecast/model/prophet.py | 66 +++++++++++++++---- 1 file changed, 52 insertions(+), 14 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/prophet.py b/ads/opctl/operator/lowcode/forecast/model/prophet.py index fcaba9bc3..80ffcfedb 100644 --- a/ads/opctl/operator/lowcode/forecast/model/prophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/prophet.py @@ -22,7 +22,7 @@ def _add_unit(num, unit): def _fit_model(data, params, additional_regressors): from prophet import Prophet - model = Prophet(**params) # ({k:v for k,v in params.items() if k not in ["explain_model"]}) + model = Prophet(**params) for add_reg in additional_regressors: model.add_regressor(add_reg) model.fit(data) @@ -304,6 +304,47 @@ def _generate_report(self): sec5 = dp.DataTable(all_model_states) all_sections = all_sections + [sec5_text, sec5] + if self.spec.explain: + # If the key is present, call the "explain_model" method + self.explain_model() + + # Create a markdown text block for the global explanation section + global_explanation_text = dp.Text( + f"## Global Explanation of Models \n " + "The following tables provide the feature attribution for the global explainability." + ) + + # Convert the global explanation data to a DataFrame + global_explanation_df = pd.DataFrame(self.global_explanation) + + # Create a markdown section for the global explainability + global_explanation_section = dp.Blocks( + "### Global Explainability ", + dp.Table( + global_explanation_df / global_explanation_df.sum(axis=0) * 100 + ), + ) + + local_explanation_text = dp.Text(f"## Local Explanation of Models \n ") + blocks = [ + dp.Table( + local_ex_df.div(local_ex_df.abs().sum(axis=1), axis=0) * 100, + label=s_id, + ) + for s_id, local_ex_df in self.local_explanation.items() + ] + local_explanation_section = ( + dp.Select(blocks=blocks) if len(blocks) > 1 else blocks[0] + ) + + # Append the global explanation text and section to the "all_sections" list + all_sections = all_sections + [ + global_explanation_text, + global_explanation_section, + local_explanation_text, + local_explanation_section, + ] + model_description = dp.Text( "Prophet is a procedure for forecasting time series data based on an additive " "model where non-linear trends are fit with yearly, weekly, and daily seasonality, " @@ -318,8 +359,6 @@ def _generate_report(self): ds_forecast_col = self.outputs[0]["ds"] ci_col_names = ["yhat_lower", "yhat_upper"] - self.explain_model() - return ( model_description, other_sections, @@ -331,13 +370,13 @@ def _generate_report(self): ) def _custom_predict_prophet(self, data): - - return self.models[self.target_columns.index(self.series_id)].predict(data.reset_index())['yhat'] + return self.models[self.target_columns.index(self.series_id)].predict( + data.reset_index() + )["yhat"] def explain_model(self) -> dict: - from shap import KernelExplainer - + for series_id in self.target_columns: self.series_id = series_id self.dataset_cols = ( @@ -349,16 +388,16 @@ def explain_model(self) -> dict: kernel_explnr = KernelExplainer( model=self._custom_predict_prophet, - data=self.full_data_dict.get(self.series_id).set_index( - "ds" - )[: -self.spec.horizon.periods][list(self.dataset_cols)], + data=self.full_data_dict.get(self.series_id).set_index("ds")[ + : -self.spec.horizon.periods + ][list(self.dataset_cols)], keep_index=True, ) kernel_explnr_vals = kernel_explnr.shap_values( - self.full_data_dict.get(self.series_id).set_index( - "ds" - )[: -self.spec.horizon.periods][list(self.dataset_cols)], + self.full_data_dict.get(self.series_id).set_index("ds")[ + : -self.spec.horizon.periods + ][list(self.dataset_cols)], nsamples=50, ) @@ -371,7 +410,6 @@ def explain_model(self) -> dict: self.local_explainer(kernel_explnr) - def local_explainer(self, kernel_explainer) -> None: """ Generate local explanations using a kernel explainer. From 62b1b140a458bcc81f4549db63dfca534f6974a6 Mon Sep 17 00:00:00 2001 From: Vikas Pandey Date: Thu, 26 Oct 2023 10:49:04 +0530 Subject: [PATCH 147/247] add runtime dependency, internal date col to constants, update docstring --- ads/opctl/operator/lowcode/forecast/const.py | 1 + .../lowcode/forecast/model/prophet.py | 40 +++++++++++++------ 2 files changed, 29 insertions(+), 12 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/const.py b/ads/opctl/operator/lowcode/forecast/const.py index 3342a97d7..7ccf1d3b3 100644 --- a/ads/opctl/operator/lowcode/forecast/const.py +++ b/ads/opctl/operator/lowcode/forecast/const.py @@ -56,3 +56,4 @@ class SupportedMetrics(str, metaclass=ExtendedEnumMeta): MAX_COLUMNS_AUTOMLX = 15 DEFAULT_TRIALS = 10 SUMMARY_METRICS_HORIZON_LIMIT = 10 +PROPHET_INTERNAL_DATE_COL = "ds" diff --git a/ads/opctl/operator/lowcode/forecast/model/prophet.py b/ads/opctl/operator/lowcode/forecast/model/prophet.py index 80ffcfedb..514907bc1 100644 --- a/ads/opctl/operator/lowcode/forecast/model/prophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/prophet.py @@ -7,10 +7,11 @@ import numpy as np import optuna import pandas as pd +from ads.common.decorator.runtime_dependency import runtime_dependency from ads.opctl import logger from ads.opctl.operator.lowcode.forecast.operator_config import ForecastOperatorConfig -from ..const import DEFAULT_TRIALS +from ..const import DEFAULT_TRIALS, PROPHET_INTERNAL_DATE_COL from .. import utils from .base_model import ForecastOperatorBaseModel @@ -374,30 +375,45 @@ def _custom_predict_prophet(self, data): data.reset_index() )["yhat"] + @runtime_dependency( + module="shap", + err_msg=( + "Please run `pip3 install shap` to install the required dependencies for model explanation." + ), + ) def explain_model(self) -> dict: + """ + Generates an explanation for the model by using the SHAP (Shapley Additive exPlanations) library. + This function calculates the SHAP values for each feature in the dataset and stores the results in the `global_explanation` dictionary. + + Returns + ------- + dict: A dictionary containing the global explanation for each feature in the dataset. + The keys are the feature names and the values are the average absolute SHAP values. + """ from shap import KernelExplainer for series_id in self.target_columns: self.series_id = series_id self.dataset_cols = ( self.full_data_dict.get(self.series_id) - .set_index("ds") + .set_index(PROPHET_INTERNAL_DATE_COL) .drop(self.series_id, axis=1) .columns ) kernel_explnr = KernelExplainer( model=self._custom_predict_prophet, - data=self.full_data_dict.get(self.series_id).set_index("ds")[ - : -self.spec.horizon.periods - ][list(self.dataset_cols)], + data=self.full_data_dict.get(self.series_id).set_index( + PROPHET_INTERNAL_DATE_COL + )[: -self.spec.horizon.periods][list(self.dataset_cols)], keep_index=True, ) kernel_explnr_vals = kernel_explnr.shap_values( - self.full_data_dict.get(self.series_id).set_index("ds")[ - : -self.spec.horizon.periods - ][list(self.dataset_cols)], + self.full_data_dict.get(self.series_id).set_index( + PROPHET_INTERNAL_DATE_COL + )[: -self.spec.horizon.periods][list(self.dataset_cols)], nsamples=50, ) @@ -419,12 +435,13 @@ def local_explainer(self, kernel_explainer) -> None: kernel_explainer: The kernel explainer object to use for generating explanations. """ # Get the data for the series ID and select the relevant columns - data = self.full_data_dict.get(self.series_id).set_index("ds") + data = self.full_data_dict.get(self.series_id).set_index( + PROPHET_INTERNAL_DATE_COL + ) data = data[-self.spec.horizon.periods :][list(self.dataset_cols)] # Generate local SHAP values using the kernel explainer - local_kernel_explnr_vals = kernel_explainer.shap_values(data, - nsamples=50) + local_kernel_explnr_vals = kernel_explainer.shap_values(data, nsamples=50) # Convert the SHAP values into a DataFrame local_kernel_explnr_df = pd.DataFrame( @@ -435,4 +452,3 @@ def local_explainer(self, kernel_explainer) -> None: local_kernel_explnr_df.index = data.index self.local_explanation[self.series_id] = local_kernel_explnr_df - From bd989f37037eba7e5ad0bfbe44ef82f8ce1d87d7 Mon Sep 17 00:00:00 2001 From: Prashant Sankhla Date: Fri, 27 Oct 2023 12:35:43 +0530 Subject: [PATCH 148/247] Reduced horizon parameters and handled datetime error for AutoMLx model --- .../operator/lowcode/forecast/model/arima.py | 8 +-- .../lowcode/forecast/model/automlx.py | 2 +- .../operator/lowcode/forecast/model/autots.py | 2 +- .../lowcode/forecast/model/base_model.py | 6 ++- .../lowcode/forecast/model/neuralprophet.py | 16 +++--- .../lowcode/forecast/model/prophet.py | 22 ++++---- .../lowcode/forecast/operator_config.py | 12 +---- .../operator/lowcode/forecast/schema.yaml | 23 +-------- ads/opctl/operator/lowcode/forecast/utils.py | 50 ++++++++++++++++++- 9 files changed, 80 insertions(+), 61 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/arima.py b/ads/opctl/operator/lowcode/forecast/model/arima.py index f10dbd104..86d65614e 100644 --- a/ads/opctl/operator/lowcode/forecast/model/arima.py +++ b/ads/opctl/operator/lowcode/forecast/model/arima.py @@ -62,17 +62,13 @@ def _build_model(self) -> pd.DataFrame: # Build future dataframe start_date = y.index.values[-1] - n_periods = self.spec.horizon.periods - interval_unit = self.spec.horizon.interval_unit - interval = int(self.spec.horizon.interval or 1) + n_periods = self.spec.horizon if len(additional_regressors): X = df_clean[df_clean[target].isnull()].drop(target, axis=1) else: X = pd.date_range( - start=start_date, periods=n_periods, freq=interval_unit + start=start_date, periods=n_periods, freq=self.spec.freq ) - # AttributeError: 'DatetimeIndex' object has no attribute 'iloc' - # X = X.iloc[::interval, :] # Predict and format forecast yhat, conf_int = model.predict( diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index 9cd458183..d1cea881a 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -48,7 +48,7 @@ def _build_model(self) -> pd.DataFrame: outputs_legacy = [] selected_models = dict() date_column = self.spec.datetime_column.name - horizon = self.spec.horizon.periods + horizon = self.spec.horizon # Clean up kwargs for pass through model_kwargs_cleaned = self.spec.model_kwargs.copy() diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index 612fe73db..b7b26d2a0 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -45,7 +45,7 @@ def _build_model(self) -> pd.DataFrame: # Initialize the AutoTS model with specified parameters model = AutoTS( - forecast_length=self.spec.horizon.periods, + forecast_length=self.spec.horizon, frequency="infer", prediction_interval=self.spec.confidence_interval_width, max_generations=self.spec.model_kwargs.get( diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 3ff673d5b..a355c993d 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -242,6 +242,10 @@ def _load_data(self): columns=self.spec.historical_data.columns, ) self.original_user_data = raw_data.copy() + date_column = self.spec.datetime_column.name + freq = pd.infer_freq(raw_data[date_column].drop_duplicates().tail(5)) + self.spec.freq = freq + utils.evaluate_model_compatibility(raw_data, self.spec) data = Transformations(raw_data, self.spec).run() self.original_total_data = data additional_data = None @@ -263,7 +267,7 @@ def _load_data(self): data=data, target_column=self.spec.target_column, datetime_column=self.spec.datetime_column.name, - horizon=self.spec.horizon.periods, + horizon=self.spec.horizon, target_category_columns=self.spec.target_category_columns, additional_data=additional_data, ) diff --git a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py index e0c21a584..347e97a2d 100644 --- a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py @@ -227,34 +227,34 @@ def objective(trial): output_i[f"p{int(quantiles[0]*100)}"] = float("nan") output_i.iloc[ - : -self.spec.horizon.periods, output_i.columns.get_loc(f"fitted_value") + : -self.spec.horizon, output_i.columns.get_loc(f"fitted_value") ] = ( outputs[f"{col}_{cat}"]["yhat1"] - .iloc[: -self.spec.horizon.periods] + .iloc[: -self.spec.horizon] .values ) output_i.iloc[ - -self.spec.horizon.periods :, + -self.spec.horizon :, output_i.columns.get_loc(f"forecast_value"), ] = ( outputs[f"{col}_{cat}"]["yhat1"] - .iloc[-self.spec.horizon.periods :] + .iloc[-self.spec.horizon :] .values ) output_i.iloc[ - -self.spec.horizon.periods :, + -self.spec.horizon :, output_i.columns.get_loc(f"p{int(quantiles[1]*100)}"), ] = ( outputs[f"{col}_{cat}"][f"yhat1 {quantiles[1]*100}%"] - .iloc[-self.spec.horizon.periods :] + .iloc[-self.spec.horizon :] .values ) output_i.iloc[ - -self.spec.horizon.periods :, + -self.spec.horizon :, output_i.columns.get_loc(f"p{int(quantiles[0]*100)}"), ] = ( outputs[f"{col}_{cat}"][f"yhat1 {quantiles[0]*100}%"] - .iloc[-self.spec.horizon.periods :] + .iloc[-self.spec.horizon :] .values ) output_col = pd.concat([output_col, output_i]) diff --git a/ads/opctl/operator/lowcode/forecast/model/prophet.py b/ads/opctl/operator/lowcode/forecast/model/prophet.py index f4b220927..6ab28c1ec 100644 --- a/ads/opctl/operator/lowcode/forecast/model/prophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/prophet.py @@ -105,7 +105,7 @@ def objective(trial): unit = "D" interval = interval * 365.25 horizon = _add_unit( - int(self.spec.horizon.periods * interval), unit=unit + int(self.spec.horizon * interval), unit=unit ) initial = _add_unit((data_i.shape[0] * interval) // 2, unit=unit) period = _add_unit((data_i.shape[0] * interval) // 4, unit=unit) @@ -164,8 +164,8 @@ def objective(trial): future = df_clean.drop(target, axis=1) else: future = model.make_future_dataframe( - periods=self.spec.horizon.periods, - freq=self.spec.horizon.interval_unit, + periods=self.spec.horizon, + freq=self.spec.freq, ) # Make Prediction forecast = model.predict(future) @@ -202,32 +202,32 @@ def objective(trial): output_i[yhat_lower_name] = float("nan") output_i.iloc[ - : -self.spec.horizon.periods, output_i.columns.get_loc(f"fitted_value") + : -self.spec.horizon, output_i.columns.get_loc(f"fitted_value") ] = ( outputs[f"{col}_{cat}"]["yhat"] - .iloc[: -self.spec.horizon.periods] + .iloc[: -self.spec.horizon] .values ) output_i.iloc[ - -self.spec.horizon.periods :, + -self.spec.horizon :, output_i.columns.get_loc(f"forecast_value"), ] = ( outputs[f"{col}_{cat}"]["yhat"] - .iloc[-self.spec.horizon.periods :] + .iloc[-self.spec.horizon :] .values ) output_i.iloc[ - -self.spec.horizon.periods :, output_i.columns.get_loc(yhat_upper_name) + -self.spec.horizon :, output_i.columns.get_loc(yhat_upper_name) ] = ( outputs[f"{col}_{cat}"]["yhat_upper"] - .iloc[-self.spec.horizon.periods :] + .iloc[-self.spec.horizon :] .values ) output_i.iloc[ - -self.spec.horizon.periods :, output_i.columns.get_loc(yhat_lower_name) + -self.spec.horizon :, output_i.columns.get_loc(yhat_lower_name) ] = ( outputs[f"{col}_{cat}"]["yhat_lower"] - .iloc[-self.spec.horizon.periods :] + .iloc[-self.spec.horizon :] .values ) output_col = pd.concat([output_col, output_i]) diff --git a/ads/opctl/operator/lowcode/forecast/operator_config.py b/ads/opctl/operator/lowcode/forecast/operator_config.py index db97afdec..4ac526e5e 100644 --- a/ads/opctl/operator/lowcode/forecast/operator_config.py +++ b/ads/opctl/operator/lowcode/forecast/operator_config.py @@ -57,15 +57,6 @@ class DateTimeColumn(DataClassSerializable): format: str = None -@dataclass(repr=True) -class Horizon(DataClassSerializable): - """Class representing operator specification horizon details.""" - - periods: int = None - interval: int = None - interval_unit: str = None - - @dataclass(repr=True) class Tuning(DataClassSerializable): """Class representing operator specification tuning details.""" @@ -91,7 +82,8 @@ class ForecastOperatorSpec(DataClassSerializable): preprocessing: bool = None datetime_column: DateTimeColumn = field(default_factory=DateTimeColumn) target_category_columns: List[str] = field(default_factory=list) - horizon: Horizon = field(default_factory=Horizon) + horizon: int = None + freq: str = None explain: bool = None model: str = None model_kwargs: Dict = field(default_factory=dict) diff --git a/ads/opctl/operator/lowcode/forecast/schema.yaml b/ads/opctl/operator/lowcode/forecast/schema.yaml index c20611d5e..9245b06c8 100644 --- a/ads/opctl/operator/lowcode/forecast/schema.yaml +++ b/ads/opctl/operator/lowcode/forecast/schema.yaml @@ -231,28 +231,7 @@ spec: horizon: required: true - schema: - periods: - type: integer - default: 3 - required: true - interval: - type: integer - required: false - interval_unit: - required: true - type: string - default: M - allowed: - - S - - M - - H - - D - - W - - Mo - - Q - - Y - type: dict + type: integer model: type: string diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index 5272d0114..7c5462920 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -23,6 +23,9 @@ from ads.dataset.label_encoder import DataFrameLabelEncoder from .const import SupportedModels, MAX_COLUMNS_AUTOMLX from .errors import ForecastInputDataError, ForecastSchemaYamlError +import re +from ads.opctl.operator.lowcode.forecast.operator_config import ForecastOperatorSpec +from ads.opctl.operator.lowcode.forecast.const import SupportedModels def _label_encode_dataframe(df, no_encode=set()): @@ -382,7 +385,7 @@ def plot_forecast_plotly(idx, col): y=outputs[idx][ci_col_names[1]], mode="lines", line_color="rgba(0,0,0,0)", - name=f"{ci_interval_width*100}% confidence interval", + name=f"{ci_interval_width * 100}% confidence interval", fill="tonexty", fillcolor="rgba(211, 211, 211, 0.5)", ), @@ -465,3 +468,48 @@ def select_auto_model(columns: List[str]) -> str: if columns != None and len(columns) > MAX_COLUMNS_AUTOMLX: return SupportedModels.Arima return SupportedModels.AutoMLX + + +def evaluate_model_compatibility(data: pd.DataFrame, dataset_info: ForecastOperatorSpec): + """ + Function checks if the data is compatible with the model selected + + Parameters + ------------ + data: pd.DataFrame + primary dataset + dataset_info: ForecastOperatorSpec + + Returns + -------- + None + + """ + date_column = dataset_info.datetime_column.name + freq = pd.infer_freq(data[date_column].drop_duplicates().tail(5)) + freq_in_secs = to_timedelta(freq) / to_timedelta("sec") + if freq_in_secs < 3600 and dataset_info.model == SupportedModels.AutoMLX: + message = "{} requires data with a frequency of at least one hour. Please try using a different model," \ + " or select the 'auto' option.".format( + SupportedModels.AutoMLX, freq) + raise Exception(message) + + +def to_timedelta(freq: str): + """ + Converts freq sting to time delta. + + Parameters + ------------ + freq: str + freq e.g. T, 5T, 5H, Y + + Returns + -------- + timedelta + """ + # Add '1' in case freq doesn't have any digit + if not bool(re.search(r'\d', freq)): + freq = '1{}'.format(freq) + # Convert to datetime.timedelta + return pd.to_timedelta(freq) From bca8a9f28a8b3caade5d33ab453b11c9535c4c48 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Fri, 27 Oct 2023 09:23:14 -0700 Subject: [PATCH 149/247] Fixes operator init method. --- ads/jobs/builders/infrastructure/dsc_job.py | 14 +++-- ads/opctl/operator/cli.py | 35 +++++++++--- ads/opctl/operator/common/backend_factory.py | 55 ++++++++++++------- .../lowcode/forecast/model/base_model.py | 18 +++--- ads/opctl/operator/lowcode/forecast/utils.py | 18 ++++-- 5 files changed, 96 insertions(+), 44 deletions(-) diff --git a/ads/jobs/builders/infrastructure/dsc_job.py b/ads/jobs/builders/infrastructure/dsc_job.py index 1a48ff9dc..f190436da 100644 --- a/ads/jobs/builders/infrastructure/dsc_job.py +++ b/ads/jobs/builders/infrastructure/dsc_job.py @@ -741,8 +741,8 @@ def cancel(self, wait_for_completion: bool = True) -> DataScienceJobRun: self.client.cancel_job_run(self.id) if wait_for_completion: while ( - self.lifecycle_state != - oci.data_science.models.JobRun.LIFECYCLE_STATE_CANCELED + self.lifecycle_state + != oci.data_science.models.JobRun.LIFECYCLE_STATE_CANCELED ): self.sync() time.sleep(SLEEP_INTERVAL) @@ -1480,9 +1480,7 @@ def _update_job_infra(self, dsc_job: DSCJob) -> DataScienceJob: ] = JobInfrastructureConfigurationDetails.JOB_INFRASTRUCTURE_TYPE_STANDALONE if self.storage_mount: - if not hasattr( - oci.data_science.models, "StorageMountConfigurationDetails" - ): + if not hasattr(oci.data_science.models, "StorageMountConfigurationDetails"): raise EnvironmentError( "Storage mount hasn't been supported in the current OCI SDK installed." ) @@ -1494,6 +1492,12 @@ def _update_job_infra(self, dsc_job: DSCJob) -> DataScienceJob: def build(self) -> DataScienceJob: self.dsc_job.load_defaults() + + try: + self.dsc_job.load_defaults() + except Exception: + logger.exception("Failed to load default properties.") + self._update_from_dsc_model(self.dsc_job, overwrite=False) return self diff --git a/ads/opctl/operator/cli.py b/ads/opctl/operator/cli.py index f37bceb88..135e8f07a 100644 --- a/ads/opctl/operator/cli.py +++ b/ads/opctl/operator/cli.py @@ -207,7 +207,16 @@ def create(debug: bool, **kwargs: Dict[str, Any]) -> None: @with_auth def verify(debug: bool, **kwargs: Dict[str, Any]) -> None: """Verifies the operator config.""" - with fsspec.open(kwargs["file"], "r", **authutil.default_signer()) as f: + + with fsspec.open( + kwargs["file"], + "r", + **( + authutil.default_signer() + if ObjectStorageDetails.is_oci_path(kwargs["file"]) + else {} + ), + ) as f: operator_spec = suppress_traceback(debug)(yaml.safe_load)(f.read()) suppress_traceback(debug)(cmd_verify)(operator_spec, **kwargs) @@ -305,15 +314,27 @@ def run(debug: bool, **kwargs: Dict[str, Any]) -> None: operator_spec = {} backend = kwargs.pop("backend") - auth = {} - if any(ObjectStorageDetails.is_oci_path(uri) for uri in (kwargs["file"], backend)): - auth = authutil.default_signer() - - with fsspec.open(kwargs["file"], "r", **auth) as f: + with fsspec.open( + kwargs["file"], + "r", + **( + authutil.default_signer() + if ObjectStorageDetails.is_oci_path(kwargs["file"]) + else {} + ), + ) as f: operator_spec = suppress_traceback(debug)(yaml.safe_load)(f.read()) if backend and backend.lower().endswith((".yaml", ".yml")): - with fsspec.open(backend, "r", **auth) as f: + with fsspec.open( + backend, + "r", + **( + authutil.default_signer() + if ObjectStorageDetails.is_oci_path(backend) + else {} + ), + ) as f: backend = suppress_traceback(debug)(yaml.safe_load)(f.read()) suppress_traceback(debug)(cmd_run)(config=operator_spec, backend=backend, **kwargs) diff --git a/ads/opctl/operator/common/backend_factory.py b/ads/opctl/operator/common/backend_factory.py index 73a1b13cc..812c02af2 100644 --- a/ads/opctl/operator/common/backend_factory.py +++ b/ads/opctl/operator/common/backend_factory.py @@ -190,7 +190,13 @@ def backend( backends = cls._init_backend_config( operator_info=operator_info, backend_kind=backend_kind, **kwargs ) - backend = backends[cls.BACKEND_RUNTIME_MAP[backend_kind][runtime_type]] + + backend = backends.get(cls.BACKEND_RUNTIME_MAP[backend_kind][runtime_type]) + if not backend: + raise RuntimeError( + "An error occurred while attempting to load the " + f"configuration for the `{backend_kind}.{runtime_type}` backend." + ) p_backend = ConfigProcessor( {**backend, **{"execution": {"backend": backend_kind}}} @@ -400,24 +406,35 @@ def _init_backend_config( supported_backends = (backend_kind,) for resource_type in supported_backends: - for runtime_type_item in RUNTIME_TYPE_MAP.get(resource_type.lower(), []): - runtime_type, runtime_kwargs = next(iter(runtime_type_item.items())) - - # get config info from ini files - p = ConfigProcessor( - {**runtime_kwargs, **{"execution": {"backend": resource_type}}} - ).step( - ConfigMerger, - ads_config=ads_config or DEFAULT_ADS_CONFIG_FOLDER, - **kwargs, + try: + for runtime_type_item in RUNTIME_TYPE_MAP.get( + resource_type.lower(), [] + ): + runtime_type, runtime_kwargs = next(iter(runtime_type_item.items())) + + # get config info from ini files + p = ConfigProcessor( + {**runtime_kwargs, **{"execution": {"backend": resource_type}}} + ).step( + ConfigMerger, + ads_config=ads_config or DEFAULT_ADS_CONFIG_FOLDER, + **kwargs, + ) + + # generate YAML specification template + result[ + (resource_type.lower(), runtime_type.value.lower()) + ] = yaml.load( + _BackendFactory(p.config).backend.init( + runtime_type=runtime_type.value, + **{**kwargs, **runtime_kwargs}, + ), + Loader=yaml.FullLoader, + ) + except Exception as ex: + logger.warning( + f"Unable to generate the configuration for the `{resource_type}` backend. " + f"{ex}" ) - # generate YAML specification template - result[(resource_type.lower(), runtime_type.value.lower())] = yaml.load( - _BackendFactory(p.config).backend.init( - runtime_type=runtime_type.value, - **{**kwargs, **runtime_kwargs}, - ), - Loader=yaml.FullLoader, - ) return result diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 3ff673d5b..ee6682995 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -15,10 +15,11 @@ import pandas as pd from ads.common.auth import default_signer +from ads.common.object_storage_details import ObjectStorageDetails from ads.opctl import logger from .. import utils -from ..const import SupportedModels, SupportedMetrics, SUMMARY_METRICS_HORIZON_LIMIT +from ..const import SUMMARY_METRICS_HORIZON_LIMIT, SupportedMetrics, SupportedModels from ..operator_config import ForecastOperatorConfig, ForecastOperatorSpec from .transformations import Transformations @@ -238,7 +239,6 @@ def _load_data(self): raw_data = utils._load_data( filename=self.spec.historical_data.url, format=self.spec.historical_data.format, - storage_options=default_signer(), columns=self.spec.historical_data.columns, ) self.original_user_data = raw_data.copy() @@ -249,7 +249,6 @@ def _load_data(self): additional_data = utils._load_data( filename=self.spec.additional_data.url, format=self.spec.additional_data.format, - storage_options=default_signer(), columns=self.spec.additional_data.columns, ) @@ -276,7 +275,6 @@ def _test_evaluate_metrics( data = utils._load_data( filename=test_filename, format=self.spec.test_data.format, - storage_options=default_signer(), columns=self.spec.test_data.columns, ) @@ -392,11 +390,17 @@ def _save_report( with tempfile.TemporaryDirectory() as temp_dir: report_local_path = os.path.join(temp_dir, "___report.html") dp.save_report(report_sections, report_local_path) + + report_path = os.path.join(output_dir, self.spec.report_file_name) with open(report_local_path) as f1: with fsspec.open( - os.path.join(output_dir, self.spec.report_file_name), + report_path, "w", - **default_signer(), + **( + default_signer() + if ObjectStorageDetails.is_oci_path(report_path) + else {} + ), ) as f2: f2.write(f1.read()) @@ -405,7 +409,6 @@ def _save_report( data=result_df, filename=os.path.join(output_dir, self.spec.forecast_filename), format="csv", - storage_options=default_signer(), ) # metrics csv report @@ -414,7 +417,6 @@ def _save_report( data=metrics_df.rename_axis("metrics").reset_index(), filename=os.path.join(output_dir, self.spec.metrics_filename), format="csv", - storage_options=default_signer(), index=False, ) diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index 5272d0114..d61325861 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -5,7 +5,8 @@ # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ import os -from ads.opctl import logger +from typing import List + import fsspec import numpy as np import pandas as pd @@ -17,11 +18,13 @@ mean_squared_error, r2_score, ) -from typing import List -from .const import SupportedMetrics +from ads.common import auth as authutil +from ads.common.object_storage_details import ObjectStorageDetails from ads.dataset.label_encoder import DataFrameLabelEncoder -from .const import SupportedModels, MAX_COLUMNS_AUTOMLX +from ads.opctl import logger + +from .const import MAX_COLUMNS_AUTOMLX, SupportedMetrics, SupportedModels from .errors import ForecastInputDataError, ForecastSchemaYamlError @@ -126,10 +129,15 @@ def _build_metrics_per_horizon( def _call_pandas_fsspec(pd_fn, filename, storage_options, **kwargs): if fsspec.utils.get_protocol(filename) == "file": return pd_fn(filename, **kwargs) + + storage_options = storage_options or ( + authutil.default_signer() if ObjectStorageDetails.is_oci_path(filename) else {} + ) + return pd_fn(filename, storage_options=storage_options, **kwargs) -def _load_data(filename, format, storage_options, columns, **kwargs): +def _load_data(filename, format, storage_options=None, columns=None, **kwargs): if not format: _, format = os.path.splitext(filename) format = format[1:] From 8eebe45aa3f95959719287f261d40da4b3f2d7f9 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Fri, 27 Oct 2023 10:59:00 -0700 Subject: [PATCH 150/247] PII operator backbone. --- ads/opctl/operator/cmd.py | 5 +- ads/opctl/operator/lowcode/pii/MLoperator | 11 ++ ads/opctl/operator/lowcode/pii/README.md | 101 ++++++++++++++++ ads/opctl/operator/lowcode/pii/__init__.py | 5 + ads/opctl/operator/lowcode/pii/__main__.py | 77 ++++++++++++ ads/opctl/operator/lowcode/pii/cmd.py | 37 ++++++ ads/opctl/operator/lowcode/pii/const.py | 5 + .../operator/lowcode/pii/environment.yaml | 8 ++ ads/opctl/operator/lowcode/pii/errors.py | 27 +++++ .../operator/lowcode/pii/model/__init__.py | 5 + .../operator/lowcode/pii/operator_config.py | 81 +++++++++++++ ads/opctl/operator/lowcode/pii/schema.yaml | 114 ++++++++++++++++++ ads/opctl/operator/lowcode/pii/utils.py | 5 + 13 files changed, 479 insertions(+), 2 deletions(-) create mode 100644 ads/opctl/operator/lowcode/pii/MLoperator create mode 100644 ads/opctl/operator/lowcode/pii/README.md create mode 100644 ads/opctl/operator/lowcode/pii/__init__.py create mode 100644 ads/opctl/operator/lowcode/pii/__main__.py create mode 100644 ads/opctl/operator/lowcode/pii/cmd.py create mode 100644 ads/opctl/operator/lowcode/pii/const.py create mode 100644 ads/opctl/operator/lowcode/pii/environment.yaml create mode 100644 ads/opctl/operator/lowcode/pii/errors.py create mode 100644 ads/opctl/operator/lowcode/pii/model/__init__.py create mode 100644 ads/opctl/operator/lowcode/pii/operator_config.py create mode 100644 ads/opctl/operator/lowcode/pii/schema.yaml create mode 100644 ads/opctl/operator/lowcode/pii/utils.py diff --git a/ads/opctl/operator/cmd.py b/ads/opctl/operator/cmd.py index 0efcc20d5..b6cf9b0a6 100644 --- a/ads/opctl/operator/cmd.py +++ b/ads/opctl/operator/cmd.py @@ -179,9 +179,10 @@ def init( ) as f: f.write(yaml.dump(operator_config)) except Exception as ex: - logger.info( + logger.warning( "The operator's specification was not generated " - f"because it is not supported by the `{operator_info.type}` operator." + f"because it is not supported by the `{operator_info.type}` operator. " + "Use --debug option to see the error details." ) logger.debug(ex) diff --git a/ads/opctl/operator/lowcode/pii/MLoperator b/ads/opctl/operator/lowcode/pii/MLoperator new file mode 100644 index 000000000..dd5aed155 --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/MLoperator @@ -0,0 +1,11 @@ +type: pii +version: v1 +name: PII Operator +conda_type: published +conda: pii_v1 +gpu: no +keywords: + - PII +backends: [] +description: | + PII operator..." diff --git a/ads/opctl/operator/lowcode/pii/README.md b/ads/opctl/operator/lowcode/pii/README.md new file mode 100644 index 000000000..60164d25c --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/README.md @@ -0,0 +1,101 @@ +# PII Operator + +The PII Operator ... + +Below are the steps to configure and run the PII Operator on different resources. + +## 1. Prerequisites + +Follow the [CLI Configuration](https://accelerated-data-science.readthedocs.io/en/latest/user_guide/cli/opctl/configure.html) steps from the ADS documentation. This step is mandatory as it sets up default values for different options while running the PII Operator on OCI Data Science jobs or OCI Data Flow applications. If you have previously done this and used a flexible shape, make sure to adjust `ml_job_config.ini` with shape config details and `docker_registry` information. + +- ocpus = 1 +- memory_in_gbs = 16 +- docker_registry = `` + +## 2. Generating configs + +To generate starter configs, run the command below. This will create a list of YAML configs and place them in the `output` folder. + +```bash +ads operator init -t pii --overwrite --output ~/pii/ +``` + +The most important files expected to be generated are: + +- `pii.yaml`: Contains PII-related configuration. +- `backend_operator_local_python_config.yaml`: This includes a local backend configuration for running PII in a local environment. The environment should be set up manually before running the operator. +- `backend_operator_local_container_config.yaml`: This includes a local backend configuration for running PII within a local container. The container should be built before running the operator. Please refer to the instructions below for details on how to accomplish this. + +All generated configurations should be ready to use without the need for any additional adjustments. However, they are provided as starter kit configurations that can be customized as needed. + +## 3. Running PII on the local conda environment + +To run PII locally, create and activate a new conda environment (`ads-pii`). Install all the required libraries listed in the `environment.yaml` file. + +```yaml +- "git+https://github.com/oracle/accelerated-data-science.git@feature/pii#egg=oracle-ads" +``` + +Please review the previously generated `pii.yaml` file using the `init` command, and make any necessary adjustments to the input and output file locations. By default, it assumes that the files should be located in the same folder from which the `init` command was executed. + +Use the command below to verify the PII config. + +```bash +ads operator verify -f ~/pii/pii.yaml +``` + +Use the following command to run the PII within the `ads-pii` conda environment. + +```bash +ads operator run -f ~/pii/pii.yaml -b local +``` + +The operator will run in your local environment without requiring any additional modifications. + +## 4. Running PII on the local container + +To run the PII operator within a local container, follow these steps: + +Use the command below to build the PII container. + +```bash +ads operator build-image -t pii +``` + +This will create a new `pii:v1` image, with `/etc/operator` as the designated working directory within the container. + + +Check the `backend_operator_local_container_config.yaml` config file. By default, it should have a `volume` section with the `.oci` configs folder mounted. + +```yaml +volume: + - "/Users//.oci:/root/.oci" +``` + +Mounting the OCI configs folder is only required if an OCI Object Storage bucket will be used to store the input PII data or output PII result. The input/output folders can also be mounted to the container. + +```yaml +volume: + - /Users//.oci:/root/.oci + - /Users//pii/data:/etc/operator/data + - /Users//pii/result:/etc/operator/result +``` + +The full config can look like: +```yaml +kind: operator.local +spec: + image: PII:v1 + volume: + - /Users//.oci:/root/.oci + - /Users//pii/data:/etc/operator/data + - /Users//pii/result:/etc/operator/result +type: container +version: v1 +``` + +Run the PII within a container using the command below: + +```bash +ads operator run -f ~/pii/pii.yaml --backend-config ~/pii/backend_operator_local_container_config.yaml +``` diff --git a/ads/opctl/operator/lowcode/pii/__init__.py b/ads/opctl/operator/lowcode/pii/__init__.py new file mode 100644 index 000000000..b8d0460f5 --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/__init__.py @@ -0,0 +1,5 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ diff --git a/ads/opctl/operator/lowcode/pii/__main__.py b/ads/opctl/operator/lowcode/pii/__main__.py new file mode 100644 index 000000000..aa1c31e38 --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/__main__.py @@ -0,0 +1,77 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import json +import os +import sys +from typing import Dict, List + +import yaml + +from ads.opctl import logger +from ads.opctl.operator.common.const import ENV_OPERATOR_ARGS +from ads.opctl.operator.common.utils import _parse_input_args + +from .operator_config import PIIOperatorConfig + + +def operate(operator_config: PIIOperatorConfig) -> None: + """Runs the PII operator.""" + + print("The operator is running...") + + +def verify(spec: Dict, **kwargs: Dict) -> bool: + """Verifies the PII operator config.""" + operator = PIIOperatorConfig.from_dict(spec) + msg_header = ( + f"{'*' * 30} The operator config has been successfully verified {'*' * 30}" + ) + print(msg_header) + print(operator.to_yaml()) + print("*" * len(msg_header)) + + +def main(raw_args: List[str]): + """The entry point of the PII the operator.""" + args, _ = _parse_input_args(raw_args) + if not args.file and not args.spec and not os.environ.get(ENV_OPERATOR_ARGS): + logger.info( + "Please specify -f[--file] or -s[--spec] or " + f"pass operator's arguments via {ENV_OPERATOR_ARGS} environment variable." + ) + return + + logger.info("-" * 100) + logger.info(f"{'Running' if not args.verify else 'Verifying'} the operator...") + + # if spec provided as input string, then convert the string into YAML + yaml_string = "" + if args.spec or os.environ.get(ENV_OPERATOR_ARGS): + operator_spec_str = args.spec or os.environ.get(ENV_OPERATOR_ARGS) + try: + yaml_string = yaml.safe_dump(json.loads(operator_spec_str)) + except json.JSONDecodeError: + yaml_string = yaml.safe_dump(yaml.safe_load(operator_spec_str)) + except: + yaml_string = operator_spec_str + + operator_config = PIIOperatorConfig.from_yaml( + uri=args.file, + yaml_string=yaml_string, + ) + + logger.info(operator_config.to_yaml()) + + # run operator + if args.verify: + verify(operator_config) + else: + operate(operator_config) + + +if __name__ == "__main__": + main(sys.argv[1:]) diff --git a/ads/opctl/operator/lowcode/pii/cmd.py b/ads/opctl/operator/lowcode/pii/cmd.py new file mode 100644 index 000000000..f76b5faaf --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/cmd.py @@ -0,0 +1,37 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +from typing import Dict + +import click + +from ads.opctl import logger +from ads.opctl.operator.common.utils import _load_yaml_from_uri +from ads.opctl.operator.common.operator_yaml_generator import YamlGenerator + + +def init(**kwargs: Dict) -> str: + """ + Generates operator config by the schema. + + Properties + ---------- + kwargs: (Dict, optional). + Additional key value arguments. + + - type: str + The type of the operator. + + Returns + ------- + str + The YAML specification generated based on the schema. + """ + logger.info("==== PII related options ====") + + return YamlGenerator( + schema=_load_yaml_from_uri(__file__.replace("cmd.py", "schema.yaml")) + ).generate_example_dict(values={"type": kwargs.get("type")}) diff --git a/ads/opctl/operator/lowcode/pii/const.py b/ads/opctl/operator/lowcode/pii/const.py new file mode 100644 index 000000000..b8d0460f5 --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/const.py @@ -0,0 +1,5 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ diff --git a/ads/opctl/operator/lowcode/pii/environment.yaml b/ads/opctl/operator/lowcode/pii/environment.yaml new file mode 100644 index 000000000..a52cc5949 --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/environment.yaml @@ -0,0 +1,8 @@ +name: PII +channels: + - conda-forge +dependencies: + - python=3.8 + - pip + - pip: + - "git+https://github.com/oracle/accelerated-data-science.git@feature/pii#egg=oracle-ads" diff --git a/ads/opctl/operator/lowcode/pii/errors.py b/ads/opctl/operator/lowcode/pii/errors.py new file mode 100644 index 000000000..73aadaf46 --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/errors.py @@ -0,0 +1,27 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +class PIISchemaYamlError(Exception): + """Exception raised when there is an issue with the schema.""" + + def __init__(self, error: str): + super().__init__( + "Invalid PII operator specification. Check the YAML structure and ensure it " + "complies with the required schema for PII operator. \n" + f"{error}" + ) + + +class PIIInputDataError(Exception): + """Exception raised when there is an issue with input data.""" + + def __init__(self, error: str): + super().__init__( + "Invalid input data. Check the input data and ensure it " + "complies with the validation criteria. \n" + f"{error}" + ) diff --git a/ads/opctl/operator/lowcode/pii/model/__init__.py b/ads/opctl/operator/lowcode/pii/model/__init__.py new file mode 100644 index 000000000..b8d0460f5 --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/model/__init__.py @@ -0,0 +1,5 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ diff --git a/ads/opctl/operator/lowcode/pii/operator_config.py b/ads/opctl/operator/lowcode/pii/operator_config.py new file mode 100644 index 000000000..1ab8bf96c --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/operator_config.py @@ -0,0 +1,81 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import os +from dataclasses import dataclass, field +from typing import Dict, List + +from ads.common.serializer import DataClassSerializable +from ads.opctl.operator.common.utils import _load_yaml_from_uri +from ads.opctl.operator.common.operator_config import OperatorConfig + + +@dataclass(repr=True) +class InputData(DataClassSerializable): + """Class representing operator specification input data details.""" + + format: str = None + columns: List[str] = None + url: str = None + options: Dict = None + limit: int = None + + +@dataclass(repr=True) +class OutputDirectory(DataClassSerializable): + """Class representing operator specification output directory details.""" + + connect_args: Dict = None + format: str = None + url: str = None + name: str = None + options: Dict = None + + +@dataclass(repr=True) +class PIIOperatorSpec(DataClassSerializable): + """Class representing PII operator specification.""" + + name: str = None + input_data: InputData = field(default_factory=InputData) + output_directory: OutputDirectory = field(default_factory=OutputDirectory) + report_file_name: str = None + report_title: str = None + report_theme: str = None + + def __post_init__(self): + """Adjusts the specification details.""" + self.report_file_name = self.report_file_name or "report.html" + self.report_theme = self.report_theme or "light" + + +@dataclass(repr=True) +class PIIOperatorConfig(OperatorConfig): + """Class representing PII operator config. + + Attributes + ---------- + kind: str + The kind of the resource. For operators it is always - `operator`. + type: str + The type of the operator. For PII operator it is always - `PII` + version: str + The version of the operator. + spec: PIIOperatorSpec + The PII operator specification. + """ + + kind: str = "operator" + type: str = "PII" + version: str = "v1" + spec: PIIOperatorSpec = field(default_factory=PIIOperatorSpec) + + @classmethod + def _load_schema(cls) -> str: + """Loads operator schema.""" + return _load_yaml_from_uri( + os.path.join(os.path.dirname(os.path.abspath(__file__)), "schema.yaml") + ) diff --git a/ads/opctl/operator/lowcode/pii/schema.yaml b/ads/opctl/operator/lowcode/pii/schema.yaml new file mode 100644 index 000000000..1fe39b258 --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/schema.yaml @@ -0,0 +1,114 @@ +kind: + allowed: + - operator + required: true + type: string + default: operator + +version: + allowed: + - "v1" + required: true + type: string + default: v1 + meta: + description: "Operators may change yaml file schemas from version to version, as well as implementation details. Double check the version to ensure compatibility." + +type: + required: true + type: string + default: pii + meta: + description: "Type should always be `pii` when using a PII operator" + +spec: + required: true + schema: + name: + required: false + type: string + default: PII + report_file_name: + required: false + type: string + default: report.html + meta: + description: "Placed into output_directory location. Defaults to report.html" + report_title: + required: false + type: string + default: PII Report + report_theme: + required: false + type: string + default: light + allowed: + - light + - dark + input_data: + required: true + type: dict + meta: + description: "The input data for the PII." + schema: + format: + allowed: + - csv + - json + - clipboard + - excel + - hdf + - feather + - load_files + required: false + type: string + columns: + required: false + type: list + schema: + type: string + options: + nullable: true + required: false + type: dict + url: + required: true + type: string + default: data.csv + meta: + description: "The url can be local, or remote. For example: `oci://@/data.csv`" + limit: + required: false + type: integer + output_directory: + required: false + schema: + connect_args: + nullable: true + required: false + type: dict + format: + required: false + type: string + allowed: + - csv + - json + - clipboard + - excel + - hdf + - sql + url: + required: true + type: string + default: result/ + meta: + description: "The url can be local, or remote. For example: `oci://@/`" + name: + required: false + type: string + options: + nullable: true + required: false + type: dict + type: dict + type: dict diff --git a/ads/opctl/operator/lowcode/pii/utils.py b/ads/opctl/operator/lowcode/pii/utils.py new file mode 100644 index 000000000..b8d0460f5 --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/utils.py @@ -0,0 +1,5 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ From d7592a8f6f698c50fd1c2e311fddf3b06716baf0 Mon Sep 17 00:00:00 2001 From: Prashant Sankhla Date: Mon, 30 Oct 2023 14:04:33 +0530 Subject: [PATCH 151/247] minor refactoring --- ads/opctl/operator/lowcode/forecast/utils.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index 7c5462920..b0c53dfb8 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -24,8 +24,8 @@ from .const import SupportedModels, MAX_COLUMNS_AUTOMLX from .errors import ForecastInputDataError, ForecastSchemaYamlError import re -from ads.opctl.operator.lowcode.forecast.operator_config import ForecastOperatorSpec -from ads.opctl.operator.lowcode.forecast.const import SupportedModels +from .operator_config import ForecastOperatorSpec +from .const import SupportedModels def _label_encode_dataframe(df, no_encode=set()): @@ -510,6 +510,6 @@ def to_timedelta(freq: str): """ # Add '1' in case freq doesn't have any digit if not bool(re.search(r'\d', freq)): - freq = '1{}'.format(freq) + freq = f"1{freq}" # Convert to datetime.timedelta return pd.to_timedelta(freq) From 98d8b7270cafaf6fb5a25ae2918e3e38d86735f8 Mon Sep 17 00:00:00 2001 From: Allen Date: Mon, 30 Oct 2023 08:45:52 +0000 Subject: [PATCH 152/247] resolving autots models bug --- .../lowcode/forecast/model/automlx.py | 8 +++++- .../operator/lowcode/forecast/model/autots.py | 27 ++++++++++++------- .../lowcode/forecast/model/base_model.py | 1 - ads/opctl/operator/lowcode/forecast/utils.py | 15 +++++++---- .../forecasting_operator/examples.rst | 1 - 5 files changed, 34 insertions(+), 18 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index 9cd458183..0d833587c 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -9,7 +9,6 @@ import numpy as np from ads.common.decorator.runtime_dependency import runtime_dependency from ads.opctl.operator.lowcode.forecast.const import AUTOMLX_METRIC_MAP -from sktime.forecasting.model_selection import temporal_train_test_split from ads.opctl import logger from .. import utils @@ -36,8 +35,15 @@ def __init__(self, config: ForecastOperatorConfig): "Please run `pip3 install oracle-automlx==23.2.3` to install the required dependencies for automlx." ), ) + @runtime_dependency( + module="sktime", + err_msg=( + "Please run `pip3 install sktime` to install the required dependencies for automlx." + ), + ) def _build_model(self) -> pd.DataFrame: from automl import init + from sktime.forecasting.model_selection import temporal_train_test_split init(engine="local", check_deprecation_warnings=False) diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index 612fe73db..f922317d9 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -230,16 +230,23 @@ def _generate_report(self) -> tuple: # Section 2: AutoTS Model Parameters sec2_text = dp.Text(f"## AutoTS Model Parameters") # TODO: ODSC-47612 Format the parameters better for display in report. - blocks = [ - dp.HTML( - pd.DataFrame( - [self.models.best_model_params["models"][x]["ModelParameters"]] - ).to_html(), - label=self.original_target_column + "_model_" + str(i), - ) - for i, x in enumerate(list(self.models.best_model_params["models"].keys())) - ] - sec2 = dp.Select(blocks=blocks) if len(blocks) > 1 else blocks[0] + try: + blocks = [ + dp.DataTable( + pd.DataFrame( + [self.models.best_model_params["models"][x]["ModelParameters"]] + ), + label=self.original_target_column + "_model_" + str(i), + ) + for i, x in enumerate( + list(self.models.best_model_params["models"].keys()) + ) + ] + sec2 = dp.Select(blocks=blocks) if len(blocks) > 1 else blocks[0] + + except KeyError as ke: + logger.warn(f"Issue generating Model Parameters Table Section. Skipping") + sec2 = dp.Text(f"Error generating model parameters.") all_sections = [sec1_text, sec_1, sec2_text, sec2] # Model Description diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 3ff673d5b..fd7c0b632 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -234,7 +234,6 @@ def generate_report(self): def _load_data(self): """Loads forecasting input data.""" - raw_data = utils._load_data( filename=self.spec.historical_data.url, format=self.spec.historical_data.format, diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index 5272d0114..375175a87 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -136,11 +136,16 @@ def _load_data(filename, format, storage_options, columns, **kwargs): if format in ["json", "clipboard", "excel", "csv", "feather", "hdf"]: read_fn = getattr(pd, f"read_{format}") data = _call_pandas_fsspec(read_fn, filename, storage_options=storage_options) - if columns: - # keep only these columns, done after load because only CSV supports stream filtering - data = data[columns] - return data - raise ForecastInputDataError(f"Unrecognized format: {format}") + elif format in ["tsv"]: + data = _call_pandas_fsspec( + pd.read_csv, filename, storage_options=storage_options, sep="\t" + ) + else: + raise ForecastInputDataError(f"Unrecognized format: {format}") + if columns: + # keep only these columns, done after load because only CSV supports stream filtering + data = data[columns] + return data def _write_data(data, filename, format, storage_options, index=False, **kwargs): diff --git a/docs/source/user_guide/operators/forecasting_operator/examples.rst b/docs/source/user_guide/operators/forecasting_operator/examples.rst index 513a8f118..f54e602b7 100644 --- a/docs/source/user_guide/operators/forecasting_operator/examples.rst +++ b/docs/source/user_guide/operators/forecasting_operator/examples.rst @@ -23,7 +23,6 @@ The simplest yaml file is generated by the ``ads operator init --type forecast`` target_column: target - **Complex Example** The yaml can also be maximally stated as follows: From 7c32dfafd00fae2c641a0d85115f2c9f7c1cdb06 Mon Sep 17 00:00:00 2001 From: govarsha Date: Mon, 30 Oct 2023 15:53:51 +0530 Subject: [PATCH 153/247] added boolean disables and added test_metrics.csv generation --- .../operator/lowcode/forecast/model/arima.py | 10 +- .../lowcode/forecast/model/automlx.py | 8 +- .../operator/lowcode/forecast/model/autots.py | 10 +- .../lowcode/forecast/model/base_model.py | 345 ++++++++++-------- .../lowcode/forecast/model/neuralprophet.py | 10 +- .../lowcode/forecast/model/prophet.py | 10 +- .../lowcode/forecast/operator_config.py | 18 +- .../forecast/test_model_base_model.py | 209 ++++++++++- 8 files changed, 436 insertions(+), 184 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/arima.py b/ads/opctl/operator/lowcode/forecast/model/arima.py index f10dbd104..ad4cf1684 100644 --- a/ads/opctl/operator/lowcode/forecast/model/arima.py +++ b/ads/opctl/operator/lowcode/forecast/model/arima.py @@ -11,11 +11,17 @@ from .. import utils from .base_model import ForecastOperatorBaseModel +from ..operator_config import ForecastOperatorConfig class ArimaOperatorModel(ForecastOperatorBaseModel): """Class representing ARIMA operator model.""" + def __init__(self, config: ForecastOperatorConfig): + super().__init__(config) + self.train_metrics = False + self.forecast_col_name = "yhat" + def _build_model(self) -> pd.DataFrame: full_data_dict = self.full_data_dict @@ -153,8 +159,6 @@ def _generate_report(self): "it predicts future values based on past values." ) other_sections = all_sections - forecast_col_name = "yhat" - train_metrics = False ds_column_series = self.data[self.spec.datetime_column.name] ds_forecast_col = self.outputs[0].index ci_col_names = ["yhat_lower", "yhat_upper"] @@ -162,8 +166,6 @@ def _generate_report(self): return ( model_description, other_sections, - forecast_col_name, - train_metrics, ds_column_series, ds_forecast_col, ci_col_names, diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index 9cd458183..8a01cc958 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -29,6 +29,8 @@ def __init__(self, config: ForecastOperatorConfig): super().__init__(config) self.global_explanation = {} self.local_explanation = {} + self.train_metrics = False + self.forecast_col_name = "yhat" @runtime_dependency( module="automl", @@ -211,7 +213,7 @@ def _generate_report(self): all_sections = [selected_models_text, selected_models_section] - if self.spec.explain: + if self.spec.generate_explanations: # If the key is present, call the "explain_model" method self.explain_model() @@ -257,8 +259,6 @@ def _generate_report(self): "high-quality features in your dataset, which are then provided for further processing." ) other_sections = all_sections - forecast_col_name = "yhat" - train_metrics = False ds_column_series = self.data[self.spec.datetime_column.name] ds_forecast_col = self.outputs[0]["ds"] ci_col_names = ["yhat_lower", "yhat_upper"] @@ -266,8 +266,6 @@ def _generate_report(self): return ( model_description, other_sections, - forecast_col_name, - train_metrics, ds_column_series, ds_forecast_col, ci_col_names, diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index 612fe73db..659757d4f 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -12,6 +12,7 @@ from .. import utils from .base_model import ForecastOperatorBaseModel +from ..operator_config import ForecastOperatorConfig from ads.common.decorator.runtime_dependency import runtime_dependency @@ -22,6 +23,11 @@ class AutoTSOperatorModel(ForecastOperatorBaseModel): """Class representing AutoTS operator model.""" + def __init__(self, config: ForecastOperatorConfig): + super().__init__(config) + self.train_metrics = False + self.forecast_col_name = "yhat" + @runtime_dependency( module="autots", err_msg="Please run `pip3 install autots` to install the required dependencies for autots.", @@ -250,8 +256,6 @@ def _generate_report(self) -> tuple: ) other_sections = all_sections - forecast_col_name = "yhat" - train_metrics = False ds_column_series = pd.to_datetime(self.data[self.spec.datetime_column.name]) ds_forecast_col = self.outputs[0].index @@ -260,8 +264,6 @@ def _generate_report(self) -> tuple: return ( model_description, other_sections, - forecast_col_name, - train_metrics, ds_column_series, ds_forecast_col, ci_col_names, diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 3ff673d5b..b678377d6 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -69,167 +69,176 @@ def generate_report(self): result_df = self._build_model() elapsed_time = time.time() - start_time - # build the report - ( - model_description, - other_sections, - forecast_col_name, - train_metrics, - ds_column_series, - ds_forecast_col, - ci_col_names, - ) = self._generate_report() - + # Generate metrics + summary_metrics = None + test_data = None + self.eval_metrics = None + + if self.spec.generate_report or self.spec.generate_metrics: + if self.train_metrics: + self.eval_metrics = utils.evaluate_metrics( + self.target_columns, + self.data, + self.outputs, + target_col=self.forecast_col_name, + ) + if self.spec.test_data: + ( + self.test_eval_metrics, + summary_metrics, + test_data, + ) = self._test_evaluate_metrics( + target_columns=self.target_columns, + test_filename=self.spec.test_data.url, + outputs=self.outputs, + target_col=self.forecast_col_name, + elapsed_time=elapsed_time, + ) report_sections = [] - title_text = dp.Text("# Forecast Report") - - md_columns = " * ".join([f"{x} \n" for x in self.target_columns]) - first_10_rows_blocks = [ - dp.DataTable( - df.head(10).rename({col: self.spec.target_column}, axis=1), - caption="Start", - label=col, - ) - for col, df in self.full_data_dict.items() - ] - - last_10_rows_blocks = [ - dp.DataTable( - df.tail(10).rename({col: self.spec.target_column}, axis=1), - caption="End", - label=col, - ) - for col, df in self.full_data_dict.items() - ] - - data_summary_blocks = [ - dp.DataTable( - df.rename({col: self.spec.target_column}, axis=1).describe(), - caption="Summary Statistics", - label=col, - ) - for col, df in self.full_data_dict.items() - ] - summary = dp.Blocks( - dp.Select( - blocks=[ - dp.Group( - dp.Text(f"You selected the **`{self.spec.model}`** model."), - model_description, - dp.Text( - "Based on your dataset, you could have also selected " - f"any of the models: `{'`, `'.join(SupportedModels.keys())}`." - ), + + if self.spec.generate_report: + # build the report + ( + model_description, + other_sections, + ds_column_series, + ds_forecast_col, + ci_col_names, + ) = self._generate_report() + + title_text = dp.Text("# Forecast Report") + + md_columns = " * ".join([f"{x} \n" for x in self.target_columns]) + first_10_rows_blocks = [ + dp.DataTable( + df.head(10).rename({col: self.spec.target_column}, axis=1), + caption="Start", + label=col, + ) + for col, df in self.full_data_dict.items() + ] + + last_10_rows_blocks = [ + dp.DataTable( + df.tail(10).rename({col: self.spec.target_column}, axis=1), + caption="End", + label=col, + ) + for col, df in self.full_data_dict.items() + ] + + data_summary_blocks = [ + dp.DataTable( + df.rename({col: self.spec.target_column}, axis=1).describe(), + caption="Summary Statistics", + label=col, + ) + for col, df in self.full_data_dict.items() + ] + summary = dp.Blocks( + dp.Select( + blocks=[ dp.Group( - dp.BigNumber( - heading="Analysis was completed in ", - value=utils.human_time_friendly(elapsed_time), - ), - dp.BigNumber( - heading="Starting time index", - value=ds_column_series.min().strftime( - "%B %d, %Y" - ), # "%r" # TODO: Figure out a smarter way to format - ), - dp.BigNumber( - heading="Ending time index", - value=ds_column_series.max().strftime( - "%B %d, %Y" - ), # "%r" # TODO: Figure out a smarter way to format + dp.Text(f"You selected the **`{self.spec.model}`** model."), + model_description, + dp.Text( + "Based on your dataset, you could have also selected " + f"any of the models: `{'`, `'.join(SupportedModels.keys())}`." ), - dp.BigNumber( - heading="Num series", value=len(self.target_columns) + dp.Group( + dp.BigNumber( + heading="Analysis was completed in ", + value=utils.human_time_friendly(elapsed_time), + ), + dp.BigNumber( + heading="Starting time index", + value=ds_column_series.min().strftime( + "%B %d, %Y" + ), # "%r" # TODO: Figure out a smarter way to format + ), + dp.BigNumber( + heading="Ending time index", + value=ds_column_series.max().strftime( + "%B %d, %Y" + ), # "%r" # TODO: Figure out a smarter way to format + ), + dp.BigNumber( + heading="Num series", value=len(self.target_columns) + ), + columns=4, ), - columns=4, + dp.Text("### First 10 Rows of Data"), + dp.Select(blocks=first_10_rows_blocks) + if len(first_10_rows_blocks) > 1 + else first_10_rows_blocks[0], + dp.Text("----"), + dp.Text("### Last 10 Rows of Data"), + dp.Select(blocks=last_10_rows_blocks) + if len(last_10_rows_blocks) > 1 + else last_10_rows_blocks[0], + dp.Text("### Data Summary Statistics"), + dp.Select(blocks=data_summary_blocks) + if len(data_summary_blocks) > 1 + else data_summary_blocks[0], + label="Summary", ), - dp.Text("### First 10 Rows of Data"), - dp.Select(blocks=first_10_rows_blocks) - if len(first_10_rows_blocks) > 1 - else first_10_rows_blocks[0], - dp.Text("----"), - dp.Text("### Last 10 Rows of Data"), - dp.Select(blocks=last_10_rows_blocks) - if len(last_10_rows_blocks) > 1 - else last_10_rows_blocks[0], - dp.Text("### Data Summary Statistics"), - dp.Select(blocks=data_summary_blocks) - if len(data_summary_blocks) > 1 - else data_summary_blocks[0], - label="Summary", - ), - dp.Text( - "The following report compares a variety of metrics and plots " - f"for your target columns: \n {md_columns}.\n", - label="Target Columns", - ), - ] - ), - ) - - train_metric_sections = [] - if train_metrics: - self.eval_metrics = utils.evaluate_metrics( - self.target_columns, - self.data, - self.outputs, - target_col=forecast_col_name, + dp.Text( + "The following report compares a variety of metrics and plots " + f"for your target columns: \n {md_columns}.\n", + label="Target Columns", + ), + ] + ), ) - sec6_text = dp.Text(f"## Historical Data Evaluation Metrics") - sec6 = dp.DataTable(self.eval_metrics) - train_metric_sections = [sec6_text, sec6] - test_eval_metrics = [] - test_data = None - if self.spec.test_data: - ( - self.test_eval_metrics, - summary_metrics, - test_data, - ) = self._test_evaluate_metrics( - target_columns=self.target_columns, - test_filename=self.spec.test_data.url, - outputs=self.outputs, - target_col=forecast_col_name, - elapsed_time=elapsed_time, - ) - sec7_text = dp.Text(f"## Holdout Data Evaluation Metrics") - sec7 = dp.DataTable(self.test_eval_metrics) + train_metric_sections = [] + if self.train_metrics: + sec6_text = dp.Text(f"## Historical Data Evaluation Metrics") + sec6 = dp.DataTable(self.eval_metrics) + train_metric_sections = [sec6_text, sec6] - sec8_text = dp.Text(f"## Holdout Data Summary Metrics") - sec8 = dp.DataTable(summary_metrics) + test_eval_metrics = [] + test_data = None + if self.spec.test_data: + sec7_text = dp.Text(f"## Holdout Data Evaluation Metrics") + sec7 = dp.DataTable(self.test_eval_metrics) - test_eval_metrics = [sec7_text, sec7, sec8_text, sec8] + sec8_text = dp.Text(f"## Holdout Data Summary Metrics") + sec8 = dp.DataTable(summary_metrics) - forecast_text = dp.Text(f"## Forecasted Data Overlaying Historical") - forecast_sec = utils.get_forecast_plots( - self.data, - self.outputs, - self.target_columns, - test_data=test_data, - forecast_col_name=forecast_col_name, - ds_col=ds_column_series, - ds_forecast_col=ds_forecast_col, - ci_col_names=ci_col_names, - ci_interval_width=self.spec.confidence_interval_width, - ) - forecast_plots = [forecast_text, forecast_sec] - - yaml_appendix_title = dp.Text(f"## Reference: YAML File") - yaml_appendix = dp.Code(code=self.config.to_yaml(), language="yaml") - report_sections = ( - [title_text, summary] - + forecast_plots - + other_sections - + test_eval_metrics - + train_metric_sections - + [yaml_appendix_title, yaml_appendix] - ) + test_eval_metrics = [sec7_text, sec7, sec8_text, sec8] + + forecast_text = dp.Text(f"## Forecasted Data Overlaying Historical") + forecast_sec = utils.get_forecast_plots( + self.data, + self.outputs, + self.target_columns, + test_data=test_data, + forecast_col_name=self.forecast_col_name, + ds_col=ds_column_series, + ds_forecast_col=ds_forecast_col, + ci_col_names=ci_col_names, + ci_interval_width=self.spec.confidence_interval_width, + ) + forecast_plots = [forecast_text, forecast_sec] + + yaml_appendix_title = dp.Text(f"## Reference: YAML File") + yaml_appendix = dp.Code(code=self.config.to_yaml(), language="yaml") + report_sections = ( + [title_text, summary] + + forecast_plots + + other_sections + + test_eval_metrics + + train_metric_sections + + [yaml_appendix_title, yaml_appendix] + ) # save the report and result CSV self._save_report( report_sections=report_sections, result_df=result_df, - metrics_df=self.test_eval_metrics, + metrics_df=self.eval_metrics, + test_metrics_df=self.test_eval_metrics, ) def _load_data(self): @@ -374,7 +383,11 @@ def _test_evaluate_metrics( return total_metrics, summary_metrics, data def _save_report( - self, report_sections: Tuple, result_df: pd.DataFrame, metrics_df: pd.DataFrame + self, + report_sections: Tuple, + result_df: pd.DataFrame, + metrics_df: pd.DataFrame, + test_metrics_df: pd.DataFrame, ): """Saves resulting reports to the given folder.""" import datapane as dp @@ -388,17 +401,19 @@ def _save_report( output_dir ) ) - # datapane html report - with tempfile.TemporaryDirectory() as temp_dir: - report_local_path = os.path.join(temp_dir, "___report.html") - dp.save_report(report_sections, report_local_path) - with open(report_local_path) as f1: - with fsspec.open( - os.path.join(output_dir, self.spec.report_file_name), - "w", - **default_signer(), - ) as f2: - f2.write(f1.read()) + + if self.spec.generate_report: + # datapane html report + with tempfile.TemporaryDirectory() as temp_dir: + report_local_path = os.path.join(temp_dir, "___report.html") + dp.save_report(report_sections, report_local_path) + with open(report_local_path) as f1: + with fsspec.open( + os.path.join(output_dir, self.spec.report_file_name), + "w", + **default_signer(), + ) as f2: + f2.write(f1.read()) # forecast csv report utils._write_data( @@ -409,7 +424,7 @@ def _save_report( ) # metrics csv report - if metrics_df is not None: + if self.spec.generate_metrics and metrics_df is not None: utils._write_data( data=metrics_df.rename_axis("metrics").reset_index(), filename=os.path.join(output_dir, self.spec.metrics_filename), @@ -418,8 +433,18 @@ def _save_report( index=False, ) + # test_metrics csv report + if self.spec.generate_metrics and test_metrics_df is not None: + utils._write_data( + data=test_metrics_df.rename_axis("metrics").reset_index(), + filename=os.path.join(output_dir, self.spec.test_metrics_filename), + format="csv", + storage_options=default_signer(), + index=False, + ) + logger.warn( - f"The report has been successfully " + f"The outputs have been successfully " f"generated and placed to the: {output_dir}." ) diff --git a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py index e0c21a584..419f2b89a 100644 --- a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py @@ -25,6 +25,7 @@ from ..const import DEFAULT_TRIALS from .. import utils from .base_model import ForecastOperatorBaseModel +from ..operator_config import ForecastOperatorConfig def _get_np_metrics_dict(selected_metric): @@ -63,6 +64,11 @@ def _fit_model(data, params, additional_regressors, select_metric): class NeuralProphetOperatorModel(ForecastOperatorBaseModel): """Class representing NeuralProphet operator model.""" + def __init__(self, config: ForecastOperatorConfig): + super().__init__(config) + self.train_metrics = True + self.forecast_col_name = "yhat1" + def _build_model(self) -> pd.DataFrame: from neuralprophet import NeuralProphet @@ -327,8 +333,6 @@ def _generate_report(self): "Facebook Prophet and AR-Net." ) other_sections = all_sections - forecast_col_name = "yhat1" - train_metrics = True ds_column_series = self.data["ds"] ds_forecast_col = self.outputs[0]["ds"] ci_col_names = None @@ -336,8 +340,6 @@ def _generate_report(self): return ( model_description, other_sections, - forecast_col_name, - train_metrics, ds_column_series, ds_forecast_col, ci_col_names, diff --git a/ads/opctl/operator/lowcode/forecast/model/prophet.py b/ads/opctl/operator/lowcode/forecast/model/prophet.py index f4b220927..fc4301014 100644 --- a/ads/opctl/operator/lowcode/forecast/model/prophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/prophet.py @@ -12,6 +12,7 @@ from ..const import DEFAULT_TRIALS from .. import utils from .base_model import ForecastOperatorBaseModel +from ..operator_config import ForecastOperatorConfig def _add_unit(num, unit): @@ -31,6 +32,11 @@ def _fit_model(data, params, additional_regressors): class ProphetOperatorModel(ForecastOperatorBaseModel): """Class representing Prophet operator model.""" + def __init__(self, config: ForecastOperatorConfig): + super().__init__(config) + self.train_metrics = True + self.forecast_col_name = "yhat" + def _build_model(self) -> pd.DataFrame: from prophet import Prophet from prophet.diagnostics import cross_validation, performance_metrics @@ -306,8 +312,6 @@ def _generate_report(self): "data and shifts in the trend, and typically handles outliers well." ) other_sections = all_sections - forecast_col_name = "yhat" - train_metrics = True ds_column_series = self.data["ds"] ds_forecast_col = self.outputs[0]["ds"] ci_col_names = ["yhat_lower", "yhat_upper"] @@ -315,8 +319,6 @@ def _generate_report(self): return ( model_description, other_sections, - forecast_col_name, - train_metrics, ds_column_series, ds_forecast_col, ci_col_names, diff --git a/ads/opctl/operator/lowcode/forecast/operator_config.py b/ads/opctl/operator/lowcode/forecast/operator_config.py index db97afdec..75a544568 100644 --- a/ads/opctl/operator/lowcode/forecast/operator_config.py +++ b/ads/opctl/operator/lowcode/forecast/operator_config.py @@ -86,13 +86,16 @@ class ForecastOperatorSpec(DataClassSerializable): report_title: str = None report_theme: str = None metrics_filename: str = None + test_metrics_filename: str = None forecast_filename: str = None target_column: str = None preprocessing: bool = None datetime_column: DateTimeColumn = field(default_factory=DateTimeColumn) target_category_columns: List[str] = field(default_factory=list) horizon: Horizon = field(default_factory=Horizon) - explain: bool = None + generate_report: bool = None + generate_metrics: bool = None + generate_explanations: bool = None model: str = None model_kwargs: Dict = field(default_factory=dict) confidence_interval_width: float = None @@ -107,9 +110,20 @@ def __post_init__(self): self.preprocessing = ( self.preprocessing if self.preprocessing is not None else True ) - self.explain = self.explain if self.explain is not None else False + self.generate_report = ( + self.generate_report if self.generate_report is not None else True + ) + self.generate_metrics = ( + self.generate_metrics if self.generate_metrics is not None else True + ) + self.generate_explanations = ( + self.generate_explanations + if self.generate_explanations is not None + else False + ) self.report_theme = self.report_theme or "light" self.metrics_filename = self.metrics_filename or "metrics.csv" + self.test_metrics_filename = self.test_metrics_filename or "test_metrics.csv" self.forecast_filename = self.forecast_filename or "forecast.csv" self.target_column = self.target_column or "Sales" self.model_kwargs = self.model_kwargs or dict() diff --git a/tests/unitary/with_extras/operator/forecast/test_model_base_model.py b/tests/unitary/with_extras/operator/forecast/test_model_base_model.py index 3d5b62941..39735c935 100644 --- a/tests/unitary/with_extras/operator/forecast/test_model_base_model.py +++ b/tests/unitary/with_extras/operator/forecast/test_model_base_model.py @@ -5,7 +5,214 @@ # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ -class TestForecastOperatorBaseModel: +import unittest +from unittest.mock import patch, Mock +import pandas as pd +import datapane as dp +from ads.opctl.operator.common.utils import _build_image, _parse_input_args +from ads.opctl.operator.lowcode.forecast.model.prophet import ProphetOperatorModel +from ads.opctl.operator.lowcode.forecast.model.automlx import AutoMLXOperatorModel +from ads.opctl.operator.lowcode.forecast.model.base_model import ( + ForecastOperatorBaseModel, +) +from ads.opctl.operator.lowcode.forecast.operator_config import ( + ForecastOperatorConfig, + ForecastOperatorSpec, + TestData, + DateTimeColumn, + Horizon, + OutputDirectory, +) +from ads.opctl.operator.lowcode.forecast.const import SupportedMetrics + + +class TestForecastOperatorBaseModel(unittest.TestCase): """Tests the base class for the forecasting models""" pass + + def setUp(self): + self.target_columns = ["Sales_Product Group 107", "Sales_Product Group 108"] + self.target_category_columns = ["PPG_Code"] + self.test_filename = "test.csv" + self.full_data_dict = { + "Sales_Product Group 107": pd.DataFrame( + { + "ds": ["2020-10-31", "2020-11-07"], + "yhat": [1569.536030, 1568.052261], + } + ), + "Sales_Product Group 108": pd.DataFrame( + { + "ds": ["2020-10-31", "2020-11-07"], + "yhat": [1569.536030, 1568.052261], + } + ), + } + self.outputs = [ + pd.DataFrame( + { + "ds": [ + "2020-10-31", + "2020-11-07", + "2020-11-14", + "2020-11-21", + "2020-11-28", + ], + "yhat": [ + 1569.536030, + 1568.052261, + 1566.568493, + 1565.084725, + 1563.600957, + ], + } + ), + pd.DataFrame( + { + "ds": [ + "2020-10-31", + "2020-11-07", + "2020-11-14", + "2020-11-21", + "2020-11-28", + ], + "yhat": [ + 1284.534104, + 1269.692458, + 1254.850813, + 1240.009167, + 1225.167521, + ], + } + ), + ] + self.data = pd.DataFrame({"last_day_of_week": ["2020-10-31", "2020-11-07"]}) + self.target_col = "yhat" + self.datetime_column_name = "last_day_of_week" + self.original_target_column = "Sales" + self.eval_metrics = pd.DataFrame( + {"Sales_Product Group 107": [25.07]}, index=["sMAPE"] + ) + spec = Mock(spec=ForecastOperatorSpec) + spec.target_column = self.target_col + spec.target_category_columns = self.target_category_columns + spec.target_column = self.original_target_column + spec.test_data = Mock(spec=TestData) + spec.datetime_column = Mock(spec=DateTimeColumn) + spec.datetime_column.name = self.datetime_column_name + spec.datetime_column.format = None + spec.horizon = Mock(spec=Horizon) + spec.horizon.periods = 3 + spec.tuning = None + spec.output_directory = Mock(spec=OutputDirectory) + spec.output_directory.url = "URL" + spec.forecast_filename = "forecast" + spec.metrics_filename = "metrics" + spec.test_metrics_filename = "test_metrics" + spec.report_file_name = "report" + + config = Mock(spec=ForecastOperatorConfig) + config.spec = spec + + self.config = config + + @patch("datapane.save_report") + @patch("ads.opctl.operator.lowcode.forecast.utils.get_forecast_plots") + @patch("ads.opctl.operator.lowcode.forecast.utils.evaluate_metrics") + @patch("ads.opctl.operator.lowcode.forecast.utils._write_data") + @patch( + "ads.opctl.operator.lowcode.forecast.model.base_model.ForecastOperatorBaseModel._test_evaluate_metrics" + ) + @patch( + "ads.opctl.operator.lowcode.forecast.model.base_model.ForecastOperatorBaseModel._load_data" + ) + @patch( + "ads.opctl.operator.lowcode.forecast.model.prophet.ProphetOperatorModel._build_model" + ) + @patch( + "ads.opctl.operator.lowcode.forecast.model.prophet.ProphetOperatorModel._generate_report" + ) + @patch("ads.opctl.operator.lowcode.forecast.model.base_model.open") + @patch("fsspec.open") + def test_boolean_disable( + self, + mock_fsspec_open, + mock_open, + mock__generate_report, + mock__build_model, + mock__load_data, + mock__test_evaluate_metrics, + mock__write_data, + mock_evaluate_metrics, + mock_get_forecast_plots, + mock_save_report, + ): + mock__test_evaluate_metrics.return_value = (pd.DataFrame(), None, None) + mock__generate_report.return_value = ( + dp.Text("Description"), + [dp.Text("Other Sections")], + pd.to_datetime(self.data["last_day_of_week"]), + None, + None, + ) + mock__load_data.return_value = None + mock__build_model.return_value = pd.DataFrame() + mock_evaluate_metrics.return_value = self.eval_metrics + mock_get_forecast_plots = dp.Text("Random Text") + + self.config.spec.generate_metrics = True + self.config.spec.generate_report = False + + prophet = ProphetOperatorModel(self.config) + prophet.target_columns = self.target_columns + prophet.full_data_dict = self.full_data_dict + + prophet.generate_report() + + # Metrics are generated, Report is not generated + mock__test_evaluate_metrics.assert_called_once() + mock_evaluate_metrics.assert_called_once() + self.assertTrue(mock_save_report.call_count == 0) + self.assertTrue(mock__write_data.call_count == 3) + + mock__test_evaluate_metrics.reset_mock() + mock_evaluate_metrics.reset_mock() + mock__write_data.reset_mock() + mock_save_report.reset_mock() + + self.config.spec.generate_metrics = False + self.config.spec.generate_report = True + prophet.generate_report() + + # Metrics are generated to be included in report but not saved, Report is generated + mock__test_evaluate_metrics.assert_called_once() + mock_evaluate_metrics.assert_called_once() + self.assertTrue(mock_save_report.call_count == 1) + self.assertTrue(mock__write_data.call_count == 1) + + @patch( + "ads.opctl.operator.lowcode.forecast.model.automlx.AutoMLXOperatorModel.explain_model" + ) + def test_boolean_disable_explanations(self, mock_explain_model): + self.config.spec.generate_explanations = False + + automlx = AutoMLXOperatorModel(self.config) + automlx.outputs = self.outputs + automlx.full_data_dict = {} + automlx.data = self.data + automlx.local_explanation = {"dummy": pd.DataFrame({"pt1": [1, 2, 3]})} + automlx._generate_report() + + # Explanations are not generated + mock_explain_model.assert_not_called() + + self.config.spec.generate_explanations = True + automlx._generate_report() + + # Explanations are generated + mock_explain_model.assert_called_once() + + +if __name__ == "__main__": + unittest.main() From 1660455453b9e6e3d09f7569d90e1c48e982b04e Mon Sep 17 00:00:00 2001 From: govarsha Date: Mon, 30 Oct 2023 16:23:16 +0530 Subject: [PATCH 154/247] updated metrics_filename, test_metrics_filename, forecast_filename in schema.yaml --- .../operator/lowcode/forecast/schema.yaml | 18 +++++++++++++++--- 1 file changed, 15 insertions(+), 3 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/schema.yaml b/ads/opctl/operator/lowcode/forecast/schema.yaml index c20611d5e..6bf494e43 100644 --- a/ads/opctl/operator/lowcode/forecast/schema.yaml +++ b/ads/opctl/operator/lowcode/forecast/schema.yaml @@ -184,12 +184,24 @@ spec: allowed: - light - dark - report_metrics_name: + metrics_filename: required: false type: string - default: report.csv + default: metrics.csv meta: - description: "Placed into output_directory location. Defaults to report.csv" + description: "Placed into output_directory location. Defaults to metrics.csv" + test_metrics_filename: + required: false + type: string + default: test_metrics.csv + meta: + description: "Placed into output_directory location. Defaults to test_metrics.csv" + forecast_filename: + required: false + type: string + default: forecast.csv + meta: + description: "Placed into output_directory location. Defaults to forecast.csv" target_column: type: string From 05350e1fe83d3dee69fb95c7d6c9e59de1a3038f Mon Sep 17 00:00:00 2001 From: Allen Date: Mon, 30 Oct 2023 10:58:16 +0000 Subject: [PATCH 155/247] additional references to periods --- ads/opctl/operator/lowcode/forecast/model/automlx.py | 6 +++--- ads/opctl/operator/lowcode/forecast/model/base_model.py | 8 ++++---- 2 files changed, 7 insertions(+), 7 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index d1cea881a..43cb275d3 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -325,13 +325,13 @@ def explain_model(self) -> dict: model=self._custom_predict_automlx, data=self.full_data_dict.get(self.series_id).set_index( self.spec.datetime_column.name - )[: -self.spec.horizon.periods][list(self.dataset_cols)], + )[: -self.spec.horizon][list(self.dataset_cols)], ) kernel_explnr_vals = kernel_explnr.shap_values( self.full_data_dict.get(self.series_id).set_index( self.spec.datetime_column.name - )[: -self.spec.horizon.periods][list(self.dataset_cols)], + )[: -self.spec.horizon][list(self.dataset_cols)], nsamples=50, ) @@ -357,7 +357,7 @@ def local_explainer(self, kernel_explainer) -> None: data = self.full_data_dict.get(self.series_id).set_index( self.spec.datetime_column.name ) - data = data[-self.spec.horizon.periods :][list(self.dataset_cols)] + data = data[-self.spec.horizon :][list(self.dataset_cols)] # Generate local SHAP values using the kernel explainer local_kernel_explnr_vals = kernel_explainer.shap_values(data, nsamples=50) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index a355c993d..49b242c3b 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -345,15 +345,15 @@ def _test_evaluate_metrics( """Calculates Mean sMAPE, Median sMAPE, Mean MAPE, Median MAPE, Mean wMAPE, Median wMAPE values for each horizon if horizon <= 10.""" target_columns_in_output = set(target_columns).intersection(data.columns) - if self.spec.horizon.periods <= SUMMARY_METRICS_HORIZON_LIMIT and len( - outputs - ) == len(target_columns_in_output): + if self.spec.horizon <= SUMMARY_METRICS_HORIZON_LIMIT and len(outputs) == len( + target_columns_in_output + ): metrics_per_horizon = utils._build_metrics_per_horizon( data=data, outputs=outputs, target_columns=target_columns, target_col=target_col, - horizon_periods=self.spec.horizon.periods, + horizon_periods=self.spec.horizon, ) summary_metrics = summary_metrics.append(metrics_per_horizon) From 6824a571857cc528feddee27f6a04581324c7706 Mon Sep 17 00:00:00 2001 From: govarsha Date: Mon, 30 Oct 2023 16:41:10 +0530 Subject: [PATCH 156/247] changed report_file_name to report_filename --- ads/opctl/operator/lowcode/forecast/model/base_model.py | 2 +- ads/opctl/operator/lowcode/forecast/operator_config.py | 4 ++-- ads/opctl/operator/lowcode/forecast/schema.yaml | 2 +- .../user_guide/operators/forecasting_operator/examples.rst | 2 +- .../with_extras/operator/forecast/test_model_base_model.py | 2 +- 5 files changed, 6 insertions(+), 6 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index b678377d6..61f57c6e6 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -409,7 +409,7 @@ def _save_report( dp.save_report(report_sections, report_local_path) with open(report_local_path) as f1: with fsspec.open( - os.path.join(output_dir, self.spec.report_file_name), + os.path.join(output_dir, self.spec.report_filename), "w", **default_signer(), ) as f2: diff --git a/ads/opctl/operator/lowcode/forecast/operator_config.py b/ads/opctl/operator/lowcode/forecast/operator_config.py index 75a544568..033dab565 100644 --- a/ads/opctl/operator/lowcode/forecast/operator_config.py +++ b/ads/opctl/operator/lowcode/forecast/operator_config.py @@ -82,7 +82,7 @@ class ForecastOperatorSpec(DataClassSerializable): additional_data: InputData = field(default_factory=InputData) test_data: TestData = field(default_factory=TestData) output_directory: OutputDirectory = field(default_factory=OutputDirectory) - report_file_name: str = None + report_filename: str = None report_title: str = None report_theme: str = None metrics_filename: str = None @@ -106,7 +106,7 @@ def __post_init__(self): """Adjusts the specification details.""" self.metric = (self.metric or "").lower() or SupportedMetrics.SMAPE.lower() self.confidence_interval_width = self.confidence_interval_width or 0.80 - self.report_file_name = self.report_file_name or "report.html" + self.report_filename = self.report_filename or "report.html" self.preprocessing = ( self.preprocessing if self.preprocessing is not None else True ) diff --git a/ads/opctl/operator/lowcode/forecast/schema.yaml b/ads/opctl/operator/lowcode/forecast/schema.yaml index 6bf494e43..7d8a3af3f 100644 --- a/ads/opctl/operator/lowcode/forecast/schema.yaml +++ b/ads/opctl/operator/lowcode/forecast/schema.yaml @@ -168,7 +168,7 @@ spec: type: dict type: dict - report_file_name: + report_filename: required: false type: string default: report.html diff --git a/docs/source/user_guide/operators/forecasting_operator/examples.rst b/docs/source/user_guide/operators/forecasting_operator/examples.rst index 513a8f118..e76a76dfa 100644 --- a/docs/source/user_guide/operators/forecasting_operator/examples.rst +++ b/docs/source/user_guide/operators/forecasting_operator/examples.rst @@ -64,7 +64,7 @@ The yaml can also be maximally stated as follows: model: automlx model_kwargs: preprocessing: true - report_file_name: report.html + report_filename: report.html report_theme: light report_title: report tuning: diff --git a/tests/unitary/with_extras/operator/forecast/test_model_base_model.py b/tests/unitary/with_extras/operator/forecast/test_model_base_model.py index 39735c935..b774d038a 100644 --- a/tests/unitary/with_extras/operator/forecast/test_model_base_model.py +++ b/tests/unitary/with_extras/operator/forecast/test_model_base_model.py @@ -110,7 +110,7 @@ def setUp(self): spec.forecast_filename = "forecast" spec.metrics_filename = "metrics" spec.test_metrics_filename = "test_metrics" - spec.report_file_name = "report" + spec.report_filename = "report" config = Mock(spec=ForecastOperatorConfig) config.spec = spec From 43e9d0470028846965197df4efe3bf5a75c6525f Mon Sep 17 00:00:00 2001 From: govarsha Date: Mon, 30 Oct 2023 22:12:58 +0530 Subject: [PATCH 157/247] changes to enable the model_kwargs dict to be passed directly through to AutoTS. --- .../operator/lowcode/forecast/model/autots.py | 46 +++++++++++-------- 1 file changed, 26 insertions(+), 20 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index 612fe73db..018008a15 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -46,24 +46,26 @@ def _build_model(self) -> pd.DataFrame: # Initialize the AutoTS model with specified parameters model = AutoTS( forecast_length=self.spec.horizon.periods, - frequency="infer", + frequency=self.spec.model_kwargs.get("frequency", "infer"), prediction_interval=self.spec.confidence_interval_width, max_generations=self.spec.model_kwargs.get( "max_generations", AUTOTS_MAX_GENERATION ), - no_negatives=False, - constraint=None, + no_negatives=self.spec.model_kwargs.get("no_negatives", False), + constraint=self.spec.model_kwargs.get("constraint", None), ensemble=self.spec.model_kwargs.get("ensemble", "auto"), initial_template=self.spec.model_kwargs.get( "initial_template", "General+Random" ), - random_seed=2022, + random_seed=self.spec.model_kwargs.get("random_seed", 2022), holiday_country=self.spec.model_kwargs.get("holiday_country", "US"), - subset=None, - aggfunc="first", - na_tolerance=1, - drop_most_recent=0, - drop_data_older_than_periods=None, + subset=self.spec.model_kwargs.get("subset", None), + aggfunc=self.spec.model_kwargs.get("aggfunc", "first"), + na_tolerance=self.spec.model_kwargs.get("na_tolerance", 1), + drop_most_recent=self.spec.model_kwargs.get("drop_most_recent", 0), + drop_data_older_than_periods=self.spec.model_kwargs.get( + "drop_data_older_than_periods", None + ), model_list=self.spec.model_kwargs.get("model_list", "fast_parallel"), transformer_list=self.spec.model_kwargs.get("transformer_list", "auto"), transformer_max_depth=self.spec.model_kwargs.get( @@ -74,22 +76,24 @@ def _build_model(self) -> pd.DataFrame: models_to_validate=self.spec.model_kwargs.get( "models_to_validate", AUTOTS_MODELS_TO_VALIDATE ), - max_per_model_class=None, + max_per_model_class=self.spec.model_kwargs.get("max_per_model_class", None), validation_method=self.spec.model_kwargs.get( "validation_method", "backwards" ), min_allowed_train_percent=self.spec.model_kwargs.get( "min_allowed_train_percent", 0.5 ), - remove_leading_zeroes=False, - prefill_na=None, - introduce_na=None, - preclean=None, - model_interrupt=True, - generation_timeout=None, - current_model_file=None, - verbose=1, - n_jobs=-1, + remove_leading_zeroes=self.spec.model_kwargs.get( + "remove_leading_zeros", False + ), + prefill_na=self.spec.model_kwargs.get("prefill_na", None), + introduce_na=self.spec.model_kwargs.get("introduce_na", None), + preclean=self.spec.model_kwargs.get("preclean", None), + model_interrupt=self.spec.model_kwargs.get("model_interrupt", True), + generation_timeout=self.spec.model_kwargs.get("generation_timeout", None), + current_model_file=self.spec.model_kwargs.get("current_model_life", None), + verbose=self.spec.model_kwargs.get("verbose", 1), + n_jobs=self.spec.model_kwargs.get("n_jobs", -1), ) # Prepare the data for model training @@ -226,7 +230,9 @@ def _generate_report(self) -> tuple: ), target_columns=self.target_columns, ) - + print("-------------------------------------------------") + print(self.models) + print("-------------------------------------------------") # Section 2: AutoTS Model Parameters sec2_text = dp.Text(f"## AutoTS Model Parameters") # TODO: ODSC-47612 Format the parameters better for display in report. From dccc7793d095c1cf03ad9fae1224efd061e75385 Mon Sep 17 00:00:00 2001 From: govarsha Date: Mon, 30 Oct 2023 22:17:10 +0530 Subject: [PATCH 158/247] added changes to schema.yaml --- ads/opctl/operator/lowcode/forecast/schema.yaml | 16 +++++++++++++++- 1 file changed, 15 insertions(+), 1 deletion(-) diff --git a/ads/opctl/operator/lowcode/forecast/schema.yaml b/ads/opctl/operator/lowcode/forecast/schema.yaml index 7d8a3af3f..0c5879810 100644 --- a/ads/opctl/operator/lowcode/forecast/schema.yaml +++ b/ads/opctl/operator/lowcode/forecast/schema.yaml @@ -215,13 +215,27 @@ spec: meta: description: "preprocessing and feature engineering can be disabled using this flag, Defaults to true" - explain: + generate_explanations: type: boolean required: false default: false meta: description: "Explainability, both local and global, can be disabled using this flag. Defaults to false." + generate_report: + type: boolean + required: false + default: true + meta: + description: "Report file generation can be enabled using this flag. Defaults to true." + + generate_metrics: + type: boolean + required: false + default: true + meta: + description: "Metrics files generation can be enabled using this flag. Defaults to true." + datetime_column: type: dict required: true From a9417fd7f95c95d63732102f51bf9b0a049b6fcf Mon Sep 17 00:00:00 2001 From: govarsha Date: Mon, 30 Oct 2023 22:19:56 +0530 Subject: [PATCH 159/247] added comments --- ads/opctl/operator/lowcode/forecast/operator_config.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/ads/opctl/operator/lowcode/forecast/operator_config.py b/ads/opctl/operator/lowcode/forecast/operator_config.py index 033dab565..aa99d7cfa 100644 --- a/ads/opctl/operator/lowcode/forecast/operator_config.py +++ b/ads/opctl/operator/lowcode/forecast/operator_config.py @@ -110,12 +110,15 @@ def __post_init__(self): self.preprocessing = ( self.preprocessing if self.preprocessing is not None else True ) + # For Report Generation. When user doesn't specify defaults to True self.generate_report = ( self.generate_report if self.generate_report is not None else True ) + # For Metrics files Generation. When user doesn't specify defaults to True self.generate_metrics = ( self.generate_metrics if self.generate_metrics is not None else True ) + # For Explanations Generation. When user doesn't specify defaults to False self.generate_explanations = ( self.generate_explanations if self.generate_explanations is not None From bc88e7bf9f9622dc4a7e490813159748044be2c1 Mon Sep 17 00:00:00 2001 From: govarsha Date: Tue, 31 Oct 2023 14:18:21 +0530 Subject: [PATCH 160/247] added unit test to test autots parameter passthrough --- .../operator/lowcode/forecast/model/autots.py | 4 +- .../operator/forecast/test_model_autots.py | 179 ++++++++++++++++++ 2 files changed, 181 insertions(+), 2 deletions(-) create mode 100644 tests/unitary/with_extras/operator/forecast/test_model_autots.py diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index 018008a15..73dcdd2fe 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -84,14 +84,14 @@ def _build_model(self) -> pd.DataFrame: "min_allowed_train_percent", 0.5 ), remove_leading_zeroes=self.spec.model_kwargs.get( - "remove_leading_zeros", False + "remove_leading_zeroes", False ), prefill_na=self.spec.model_kwargs.get("prefill_na", None), introduce_na=self.spec.model_kwargs.get("introduce_na", None), preclean=self.spec.model_kwargs.get("preclean", None), model_interrupt=self.spec.model_kwargs.get("model_interrupt", True), generation_timeout=self.spec.model_kwargs.get("generation_timeout", None), - current_model_file=self.spec.model_kwargs.get("current_model_life", None), + current_model_file=self.spec.model_kwargs.get("current_model_file", None), verbose=self.spec.model_kwargs.get("verbose", 1), n_jobs=self.spec.model_kwargs.get("n_jobs", -1), ) diff --git a/tests/unitary/with_extras/operator/forecast/test_model_autots.py b/tests/unitary/with_extras/operator/forecast/test_model_autots.py new file mode 100644 index 000000000..267d01106 --- /dev/null +++ b/tests/unitary/with_extras/operator/forecast/test_model_autots.py @@ -0,0 +1,179 @@ +#!/usr/bin/env python +# -*- coding: utf-8; -*- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +import unittest +from unittest.mock import patch, Mock +import pandas as pd +import datapane as dp +import autots +from ads.opctl.operator.common.utils import _build_image, _parse_input_args +from ads.opctl.operator.lowcode.forecast.model.autots import ( + AutoTSOperatorModel, + AUTOTS_MAX_GENERATION, + AUTOTS_MODELS_TO_VALIDATE, +) +from ads.opctl.operator.lowcode.forecast.operator_config import ( + ForecastOperatorConfig, + ForecastOperatorSpec, + TestData, + DateTimeColumn, + Horizon, + OutputDirectory, +) +from ads.opctl.operator.lowcode.forecast.const import SupportedMetrics + + +class TestAutoTSOperatorModel(unittest.TestCase): + """Tests the base class for the forecasting models""" + + pass + + def setUp(self): + spec = Mock(spec=ForecastOperatorSpec) + spec.datetime_column = Mock(spec=DateTimeColumn) + spec.datetime_column.name = "last_day_of_week" + spec.horizon = Mock(spec=Horizon) + spec.horizon.periods = 3 + spec.tuning = None + spec.model_kwargs = {} + spec.confidence_interval_width = 0.7 + self.spec = spec + + config = Mock(spec=ForecastOperatorConfig) + config.spec = self.spec + self.config = config + + @patch("autots.AutoTS") + @patch("pandas.concat") + def test_autots_parameter_passthrough(self, mock_concat, mock_autots): + autots = AutoTSOperatorModel(self.config) + autots.full_data_dict = {} + autots.target_columns = [] + autots.categories = [] + autots._build_model() + + # When model_kwargs does not have anything, defaults should be sent as parameters. + mock_autots.assert_called_once_with( + forecast_length=self.spec.horizon.periods, + frequency="infer", + prediction_interval=self.spec.confidence_interval_width, + max_generations=AUTOTS_MAX_GENERATION, + no_negatives=False, + constraint=None, + ensemble="auto", + initial_template="General+Random", + random_seed=2022, + holiday_country="US", + subset=None, + aggfunc="first", + na_tolerance=1, + drop_most_recent=0, + drop_data_older_than_periods=None, + model_list="fast_parallel", + transformer_list="auto", + transformer_max_depth=6, + models_mode="random", + num_validations="auto", + models_to_validate=AUTOTS_MODELS_TO_VALIDATE, + max_per_model_class=None, + validation_method="backwards", + min_allowed_train_percent=0.5, + remove_leading_zeroes=False, + prefill_na=None, + introduce_na=None, + preclean=None, + model_interrupt=True, + generation_timeout=None, + current_model_file=None, + verbose=1, + n_jobs=-1, + ) + + mock_autots.reset_mock() + + self.spec.model_kwargs = { + "forecast_length": "forecast_length_from_model_kwargs", + "frequency": "frequency_from_model_kwargs", + "prediction_interval": "prediction_interval_from_model_kwargs", + "max_generations": "max_generations_from_model_kwargs", + "no_negatives": "no_negatives_from_model_kwargs", + "constraint": "constraint_from_model_kwargs", + "ensemble": "ensemble_from_model_kwargs", + "initial_template": "initial_template_from_model_kwargs", + "random_seed": "random_seed_from_model_kwargs", + "holiday_country": "holiday_country_from_model_kwargs", + "subset": "subset_from_model_kwargs", + "aggfunc": "aggfunc_from_model_kwargs", + "na_tolerance": "na_tolerance_from_model_kwargs", + "drop_most_recent": "drop_most_recent_from_model_kwargs", + "drop_data_older_than_periods": "drop_data_older_than_periods_from_model_kwargs", + "model_list": " model_list_from_model_kwargs", + "transformer_list": "transformer_list_from_model_kwargs", + "transformer_max_depth": "transformer_max_depth_from_model_kwargs", + "models_mode": "models_mode_from_model_kwargs", + "num_validations": "num_validations_from_model_kwargs", + "models_to_validate": "models_to_validate_from_model_kwargs", + "max_per_model_class": "max_per_model_class_from_model_kwargs", + "validation_method": "validation_method_from_model_kwargs", + "min_allowed_train_percent": "min_allowed_train_percent_from_model_kwargs", + "remove_leading_zeroes": "remove_leading_zeroes_from_model_kwargs", + "prefill_na": "prefill_na_from_model_kwargs", + "introduce_na": "introduce_na_from_model_kwargs", + "preclean": "preclean_from_model_kwargs", + "model_interrupt": "model_interrupt_from_model_kwargs", + "generation_timeout": "generation_timeout_from_model_kwargs", + "current_model_file": "current_model_file_from_model_kwargs", + "verbose": "verbose_from_model_kwargs", + "n_jobs": "n_jobs_from_model_kwargs", + } + + autots._build_model() + + # All parameters in model_kwargs should be passed to autots + mock_autots.assert_called_once_with( + forecast_length=self.spec.horizon.periods, + frequency=self.spec.model_kwargs.get("frequency"), + prediction_interval=self.spec.confidence_interval_width, + max_generations=self.spec.model_kwargs.get("max_generations"), + no_negatives=self.spec.model_kwargs.get("no_negatives"), + constraint=self.spec.model_kwargs.get("constraint"), + ensemble=self.spec.model_kwargs.get("ensemble"), + initial_template=self.spec.model_kwargs.get("initial_template"), + random_seed=self.spec.model_kwargs.get("random_seed"), + holiday_country=self.spec.model_kwargs.get("holiday_country"), + subset=self.spec.model_kwargs.get("subset"), + aggfunc=self.spec.model_kwargs.get("aggfunc"), + na_tolerance=self.spec.model_kwargs.get("na_tolerance"), + drop_most_recent=self.spec.model_kwargs.get("drop_most_recent"), + drop_data_older_than_periods=self.spec.model_kwargs.get( + "drop_data_older_than_periods" + ), + model_list=self.spec.model_kwargs.get("model_list"), + transformer_list=self.spec.model_kwargs.get("transformer_list"), + transformer_max_depth=self.spec.model_kwargs.get("transformer_max_depth"), + models_mode=self.spec.model_kwargs.get("models_mode"), + num_validations=self.spec.model_kwargs.get("num_validations"), + models_to_validate=self.spec.model_kwargs.get("models_to_validate"), + max_per_model_class=self.spec.model_kwargs.get("max_per_model_class"), + validation_method=self.spec.model_kwargs.get("validation_method"), + min_allowed_train_percent=self.spec.model_kwargs.get( + "min_allowed_train_percent" + ), + remove_leading_zeroes=self.spec.model_kwargs.get("remove_leading_zeroes"), + prefill_na=self.spec.model_kwargs.get("prefill_na"), + introduce_na=self.spec.model_kwargs.get("introduce_na"), + preclean=self.spec.model_kwargs.get("preclean"), + model_interrupt=self.spec.model_kwargs.get("model_interrupt"), + generation_timeout=self.spec.model_kwargs.get("generation_timeout"), + current_model_file=self.spec.model_kwargs.get("current_model_file"), + verbose=self.spec.model_kwargs.get("verbose"), + n_jobs=self.spec.model_kwargs.get("n_jobs"), + ) + + +if __name__ == "__main__": + unittest.main() From 7fc641f374702bf20d88186c1e84f1911ad87236 Mon Sep 17 00:00:00 2001 From: govarsha Date: Tue, 31 Oct 2023 14:22:00 +0530 Subject: [PATCH 161/247] removed comments --- ads/opctl/operator/lowcode/forecast/model/autots.py | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index 73dcdd2fe..fda79f796 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -230,10 +230,8 @@ def _generate_report(self) -> tuple: ), target_columns=self.target_columns, ) - print("-------------------------------------------------") - print(self.models) - print("-------------------------------------------------") - # Section 2: AutoTS Model Parameters + + # Section 2: AutoTS Model Parametersprint sec2_text = dp.Text(f"## AutoTS Model Parameters") # TODO: ODSC-47612 Format the parameters better for display in report. blocks = [ From 4ad487308925dd9670b9904a4912a40a08657791 Mon Sep 17 00:00:00 2001 From: govarsha Date: Tue, 31 Oct 2023 14:22:58 +0530 Subject: [PATCH 162/247] small fix --- ads/opctl/operator/lowcode/forecast/model/autots.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index fda79f796..5500b61c7 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -231,7 +231,7 @@ def _generate_report(self) -> tuple: target_columns=self.target_columns, ) - # Section 2: AutoTS Model Parametersprint + # Section 2: AutoTS Model Parameters sec2_text = dp.Text(f"## AutoTS Model Parameters") # TODO: ODSC-47612 Format the parameters better for display in report. blocks = [ From 74c11b7c45becaf738f6c6921d9350a8caa28ba6 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Fri, 27 Oct 2023 09:23:14 -0700 Subject: [PATCH 163/247] Fixes operator init method. --- ads/jobs/builders/infrastructure/dsc_job.py | 14 +++-- ads/opctl/operator/cli.py | 35 +++++++++--- ads/opctl/operator/common/backend_factory.py | 55 ++++++++++++------- .../lowcode/forecast/model/base_model.py | 18 +++--- ads/opctl/operator/lowcode/forecast/utils.py | 18 ++++-- 5 files changed, 96 insertions(+), 44 deletions(-) diff --git a/ads/jobs/builders/infrastructure/dsc_job.py b/ads/jobs/builders/infrastructure/dsc_job.py index 1a48ff9dc..f190436da 100644 --- a/ads/jobs/builders/infrastructure/dsc_job.py +++ b/ads/jobs/builders/infrastructure/dsc_job.py @@ -741,8 +741,8 @@ def cancel(self, wait_for_completion: bool = True) -> DataScienceJobRun: self.client.cancel_job_run(self.id) if wait_for_completion: while ( - self.lifecycle_state != - oci.data_science.models.JobRun.LIFECYCLE_STATE_CANCELED + self.lifecycle_state + != oci.data_science.models.JobRun.LIFECYCLE_STATE_CANCELED ): self.sync() time.sleep(SLEEP_INTERVAL) @@ -1480,9 +1480,7 @@ def _update_job_infra(self, dsc_job: DSCJob) -> DataScienceJob: ] = JobInfrastructureConfigurationDetails.JOB_INFRASTRUCTURE_TYPE_STANDALONE if self.storage_mount: - if not hasattr( - oci.data_science.models, "StorageMountConfigurationDetails" - ): + if not hasattr(oci.data_science.models, "StorageMountConfigurationDetails"): raise EnvironmentError( "Storage mount hasn't been supported in the current OCI SDK installed." ) @@ -1494,6 +1492,12 @@ def _update_job_infra(self, dsc_job: DSCJob) -> DataScienceJob: def build(self) -> DataScienceJob: self.dsc_job.load_defaults() + + try: + self.dsc_job.load_defaults() + except Exception: + logger.exception("Failed to load default properties.") + self._update_from_dsc_model(self.dsc_job, overwrite=False) return self diff --git a/ads/opctl/operator/cli.py b/ads/opctl/operator/cli.py index f37bceb88..135e8f07a 100644 --- a/ads/opctl/operator/cli.py +++ b/ads/opctl/operator/cli.py @@ -207,7 +207,16 @@ def create(debug: bool, **kwargs: Dict[str, Any]) -> None: @with_auth def verify(debug: bool, **kwargs: Dict[str, Any]) -> None: """Verifies the operator config.""" - with fsspec.open(kwargs["file"], "r", **authutil.default_signer()) as f: + + with fsspec.open( + kwargs["file"], + "r", + **( + authutil.default_signer() + if ObjectStorageDetails.is_oci_path(kwargs["file"]) + else {} + ), + ) as f: operator_spec = suppress_traceback(debug)(yaml.safe_load)(f.read()) suppress_traceback(debug)(cmd_verify)(operator_spec, **kwargs) @@ -305,15 +314,27 @@ def run(debug: bool, **kwargs: Dict[str, Any]) -> None: operator_spec = {} backend = kwargs.pop("backend") - auth = {} - if any(ObjectStorageDetails.is_oci_path(uri) for uri in (kwargs["file"], backend)): - auth = authutil.default_signer() - - with fsspec.open(kwargs["file"], "r", **auth) as f: + with fsspec.open( + kwargs["file"], + "r", + **( + authutil.default_signer() + if ObjectStorageDetails.is_oci_path(kwargs["file"]) + else {} + ), + ) as f: operator_spec = suppress_traceback(debug)(yaml.safe_load)(f.read()) if backend and backend.lower().endswith((".yaml", ".yml")): - with fsspec.open(backend, "r", **auth) as f: + with fsspec.open( + backend, + "r", + **( + authutil.default_signer() + if ObjectStorageDetails.is_oci_path(backend) + else {} + ), + ) as f: backend = suppress_traceback(debug)(yaml.safe_load)(f.read()) suppress_traceback(debug)(cmd_run)(config=operator_spec, backend=backend, **kwargs) diff --git a/ads/opctl/operator/common/backend_factory.py b/ads/opctl/operator/common/backend_factory.py index 73a1b13cc..812c02af2 100644 --- a/ads/opctl/operator/common/backend_factory.py +++ b/ads/opctl/operator/common/backend_factory.py @@ -190,7 +190,13 @@ def backend( backends = cls._init_backend_config( operator_info=operator_info, backend_kind=backend_kind, **kwargs ) - backend = backends[cls.BACKEND_RUNTIME_MAP[backend_kind][runtime_type]] + + backend = backends.get(cls.BACKEND_RUNTIME_MAP[backend_kind][runtime_type]) + if not backend: + raise RuntimeError( + "An error occurred while attempting to load the " + f"configuration for the `{backend_kind}.{runtime_type}` backend." + ) p_backend = ConfigProcessor( {**backend, **{"execution": {"backend": backend_kind}}} @@ -400,24 +406,35 @@ def _init_backend_config( supported_backends = (backend_kind,) for resource_type in supported_backends: - for runtime_type_item in RUNTIME_TYPE_MAP.get(resource_type.lower(), []): - runtime_type, runtime_kwargs = next(iter(runtime_type_item.items())) - - # get config info from ini files - p = ConfigProcessor( - {**runtime_kwargs, **{"execution": {"backend": resource_type}}} - ).step( - ConfigMerger, - ads_config=ads_config or DEFAULT_ADS_CONFIG_FOLDER, - **kwargs, + try: + for runtime_type_item in RUNTIME_TYPE_MAP.get( + resource_type.lower(), [] + ): + runtime_type, runtime_kwargs = next(iter(runtime_type_item.items())) + + # get config info from ini files + p = ConfigProcessor( + {**runtime_kwargs, **{"execution": {"backend": resource_type}}} + ).step( + ConfigMerger, + ads_config=ads_config or DEFAULT_ADS_CONFIG_FOLDER, + **kwargs, + ) + + # generate YAML specification template + result[ + (resource_type.lower(), runtime_type.value.lower()) + ] = yaml.load( + _BackendFactory(p.config).backend.init( + runtime_type=runtime_type.value, + **{**kwargs, **runtime_kwargs}, + ), + Loader=yaml.FullLoader, + ) + except Exception as ex: + logger.warning( + f"Unable to generate the configuration for the `{resource_type}` backend. " + f"{ex}" ) - # generate YAML specification template - result[(resource_type.lower(), runtime_type.value.lower())] = yaml.load( - _BackendFactory(p.config).backend.init( - runtime_type=runtime_type.value, - **{**kwargs, **runtime_kwargs}, - ), - Loader=yaml.FullLoader, - ) return result diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 3ff673d5b..ee6682995 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -15,10 +15,11 @@ import pandas as pd from ads.common.auth import default_signer +from ads.common.object_storage_details import ObjectStorageDetails from ads.opctl import logger from .. import utils -from ..const import SupportedModels, SupportedMetrics, SUMMARY_METRICS_HORIZON_LIMIT +from ..const import SUMMARY_METRICS_HORIZON_LIMIT, SupportedMetrics, SupportedModels from ..operator_config import ForecastOperatorConfig, ForecastOperatorSpec from .transformations import Transformations @@ -238,7 +239,6 @@ def _load_data(self): raw_data = utils._load_data( filename=self.spec.historical_data.url, format=self.spec.historical_data.format, - storage_options=default_signer(), columns=self.spec.historical_data.columns, ) self.original_user_data = raw_data.copy() @@ -249,7 +249,6 @@ def _load_data(self): additional_data = utils._load_data( filename=self.spec.additional_data.url, format=self.spec.additional_data.format, - storage_options=default_signer(), columns=self.spec.additional_data.columns, ) @@ -276,7 +275,6 @@ def _test_evaluate_metrics( data = utils._load_data( filename=test_filename, format=self.spec.test_data.format, - storage_options=default_signer(), columns=self.spec.test_data.columns, ) @@ -392,11 +390,17 @@ def _save_report( with tempfile.TemporaryDirectory() as temp_dir: report_local_path = os.path.join(temp_dir, "___report.html") dp.save_report(report_sections, report_local_path) + + report_path = os.path.join(output_dir, self.spec.report_file_name) with open(report_local_path) as f1: with fsspec.open( - os.path.join(output_dir, self.spec.report_file_name), + report_path, "w", - **default_signer(), + **( + default_signer() + if ObjectStorageDetails.is_oci_path(report_path) + else {} + ), ) as f2: f2.write(f1.read()) @@ -405,7 +409,6 @@ def _save_report( data=result_df, filename=os.path.join(output_dir, self.spec.forecast_filename), format="csv", - storage_options=default_signer(), ) # metrics csv report @@ -414,7 +417,6 @@ def _save_report( data=metrics_df.rename_axis("metrics").reset_index(), filename=os.path.join(output_dir, self.spec.metrics_filename), format="csv", - storage_options=default_signer(), index=False, ) diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index 5272d0114..d61325861 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -5,7 +5,8 @@ # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ import os -from ads.opctl import logger +from typing import List + import fsspec import numpy as np import pandas as pd @@ -17,11 +18,13 @@ mean_squared_error, r2_score, ) -from typing import List -from .const import SupportedMetrics +from ads.common import auth as authutil +from ads.common.object_storage_details import ObjectStorageDetails from ads.dataset.label_encoder import DataFrameLabelEncoder -from .const import SupportedModels, MAX_COLUMNS_AUTOMLX +from ads.opctl import logger + +from .const import MAX_COLUMNS_AUTOMLX, SupportedMetrics, SupportedModels from .errors import ForecastInputDataError, ForecastSchemaYamlError @@ -126,10 +129,15 @@ def _build_metrics_per_horizon( def _call_pandas_fsspec(pd_fn, filename, storage_options, **kwargs): if fsspec.utils.get_protocol(filename) == "file": return pd_fn(filename, **kwargs) + + storage_options = storage_options or ( + authutil.default_signer() if ObjectStorageDetails.is_oci_path(filename) else {} + ) + return pd_fn(filename, storage_options=storage_options, **kwargs) -def _load_data(filename, format, storage_options, columns, **kwargs): +def _load_data(filename, format, storage_options=None, columns=None, **kwargs): if not format: _, format = os.path.splitext(filename) format = format[1:] From 31f6098d87c7f1a9712f3a1d3e9a7dac06d72c68 Mon Sep 17 00:00:00 2001 From: Prashant Sankhla Date: Fri, 27 Oct 2023 12:35:43 +0530 Subject: [PATCH 164/247] Reduced horizon parameters and handled datetime error for AutoMLx model --- .../operator/lowcode/forecast/model/arima.py | 8 +-- .../lowcode/forecast/model/automlx.py | 2 +- .../lowcode/forecast/model/base_model.py | 6 ++- .../lowcode/forecast/model/neuralprophet.py | 16 +++--- .../lowcode/forecast/model/prophet.py | 22 ++++---- .../lowcode/forecast/operator_config.py | 12 +---- .../operator/lowcode/forecast/schema.yaml | 23 +-------- ads/opctl/operator/lowcode/forecast/utils.py | 50 ++++++++++++++++++- 8 files changed, 79 insertions(+), 60 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/arima.py b/ads/opctl/operator/lowcode/forecast/model/arima.py index f10dbd104..86d65614e 100644 --- a/ads/opctl/operator/lowcode/forecast/model/arima.py +++ b/ads/opctl/operator/lowcode/forecast/model/arima.py @@ -62,17 +62,13 @@ def _build_model(self) -> pd.DataFrame: # Build future dataframe start_date = y.index.values[-1] - n_periods = self.spec.horizon.periods - interval_unit = self.spec.horizon.interval_unit - interval = int(self.spec.horizon.interval or 1) + n_periods = self.spec.horizon if len(additional_regressors): X = df_clean[df_clean[target].isnull()].drop(target, axis=1) else: X = pd.date_range( - start=start_date, periods=n_periods, freq=interval_unit + start=start_date, periods=n_periods, freq=self.spec.freq ) - # AttributeError: 'DatetimeIndex' object has no attribute 'iloc' - # X = X.iloc[::interval, :] # Predict and format forecast yhat, conf_int = model.predict( diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index 9cd458183..d1cea881a 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -48,7 +48,7 @@ def _build_model(self) -> pd.DataFrame: outputs_legacy = [] selected_models = dict() date_column = self.spec.datetime_column.name - horizon = self.spec.horizon.periods + horizon = self.spec.horizon # Clean up kwargs for pass through model_kwargs_cleaned = self.spec.model_kwargs.copy() diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index ee6682995..9af0d7e84 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -242,6 +242,10 @@ def _load_data(self): columns=self.spec.historical_data.columns, ) self.original_user_data = raw_data.copy() + date_column = self.spec.datetime_column.name + freq = pd.infer_freq(raw_data[date_column].drop_duplicates().tail(5)) + self.spec.freq = freq + utils.evaluate_model_compatibility(raw_data, self.spec) data = Transformations(raw_data, self.spec).run() self.original_total_data = data additional_data = None @@ -262,7 +266,7 @@ def _load_data(self): data=data, target_column=self.spec.target_column, datetime_column=self.spec.datetime_column.name, - horizon=self.spec.horizon.periods, + horizon=self.spec.horizon, target_category_columns=self.spec.target_category_columns, additional_data=additional_data, ) diff --git a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py index e0c21a584..347e97a2d 100644 --- a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py @@ -227,34 +227,34 @@ def objective(trial): output_i[f"p{int(quantiles[0]*100)}"] = float("nan") output_i.iloc[ - : -self.spec.horizon.periods, output_i.columns.get_loc(f"fitted_value") + : -self.spec.horizon, output_i.columns.get_loc(f"fitted_value") ] = ( outputs[f"{col}_{cat}"]["yhat1"] - .iloc[: -self.spec.horizon.periods] + .iloc[: -self.spec.horizon] .values ) output_i.iloc[ - -self.spec.horizon.periods :, + -self.spec.horizon :, output_i.columns.get_loc(f"forecast_value"), ] = ( outputs[f"{col}_{cat}"]["yhat1"] - .iloc[-self.spec.horizon.periods :] + .iloc[-self.spec.horizon :] .values ) output_i.iloc[ - -self.spec.horizon.periods :, + -self.spec.horizon :, output_i.columns.get_loc(f"p{int(quantiles[1]*100)}"), ] = ( outputs[f"{col}_{cat}"][f"yhat1 {quantiles[1]*100}%"] - .iloc[-self.spec.horizon.periods :] + .iloc[-self.spec.horizon :] .values ) output_i.iloc[ - -self.spec.horizon.periods :, + -self.spec.horizon :, output_i.columns.get_loc(f"p{int(quantiles[0]*100)}"), ] = ( outputs[f"{col}_{cat}"][f"yhat1 {quantiles[0]*100}%"] - .iloc[-self.spec.horizon.periods :] + .iloc[-self.spec.horizon :] .values ) output_col = pd.concat([output_col, output_i]) diff --git a/ads/opctl/operator/lowcode/forecast/model/prophet.py b/ads/opctl/operator/lowcode/forecast/model/prophet.py index f4b220927..6ab28c1ec 100644 --- a/ads/opctl/operator/lowcode/forecast/model/prophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/prophet.py @@ -105,7 +105,7 @@ def objective(trial): unit = "D" interval = interval * 365.25 horizon = _add_unit( - int(self.spec.horizon.periods * interval), unit=unit + int(self.spec.horizon * interval), unit=unit ) initial = _add_unit((data_i.shape[0] * interval) // 2, unit=unit) period = _add_unit((data_i.shape[0] * interval) // 4, unit=unit) @@ -164,8 +164,8 @@ def objective(trial): future = df_clean.drop(target, axis=1) else: future = model.make_future_dataframe( - periods=self.spec.horizon.periods, - freq=self.spec.horizon.interval_unit, + periods=self.spec.horizon, + freq=self.spec.freq, ) # Make Prediction forecast = model.predict(future) @@ -202,32 +202,32 @@ def objective(trial): output_i[yhat_lower_name] = float("nan") output_i.iloc[ - : -self.spec.horizon.periods, output_i.columns.get_loc(f"fitted_value") + : -self.spec.horizon, output_i.columns.get_loc(f"fitted_value") ] = ( outputs[f"{col}_{cat}"]["yhat"] - .iloc[: -self.spec.horizon.periods] + .iloc[: -self.spec.horizon] .values ) output_i.iloc[ - -self.spec.horizon.periods :, + -self.spec.horizon :, output_i.columns.get_loc(f"forecast_value"), ] = ( outputs[f"{col}_{cat}"]["yhat"] - .iloc[-self.spec.horizon.periods :] + .iloc[-self.spec.horizon :] .values ) output_i.iloc[ - -self.spec.horizon.periods :, output_i.columns.get_loc(yhat_upper_name) + -self.spec.horizon :, output_i.columns.get_loc(yhat_upper_name) ] = ( outputs[f"{col}_{cat}"]["yhat_upper"] - .iloc[-self.spec.horizon.periods :] + .iloc[-self.spec.horizon :] .values ) output_i.iloc[ - -self.spec.horizon.periods :, output_i.columns.get_loc(yhat_lower_name) + -self.spec.horizon :, output_i.columns.get_loc(yhat_lower_name) ] = ( outputs[f"{col}_{cat}"]["yhat_lower"] - .iloc[-self.spec.horizon.periods :] + .iloc[-self.spec.horizon :] .values ) output_col = pd.concat([output_col, output_i]) diff --git a/ads/opctl/operator/lowcode/forecast/operator_config.py b/ads/opctl/operator/lowcode/forecast/operator_config.py index db97afdec..4ac526e5e 100644 --- a/ads/opctl/operator/lowcode/forecast/operator_config.py +++ b/ads/opctl/operator/lowcode/forecast/operator_config.py @@ -57,15 +57,6 @@ class DateTimeColumn(DataClassSerializable): format: str = None -@dataclass(repr=True) -class Horizon(DataClassSerializable): - """Class representing operator specification horizon details.""" - - periods: int = None - interval: int = None - interval_unit: str = None - - @dataclass(repr=True) class Tuning(DataClassSerializable): """Class representing operator specification tuning details.""" @@ -91,7 +82,8 @@ class ForecastOperatorSpec(DataClassSerializable): preprocessing: bool = None datetime_column: DateTimeColumn = field(default_factory=DateTimeColumn) target_category_columns: List[str] = field(default_factory=list) - horizon: Horizon = field(default_factory=Horizon) + horizon: int = None + freq: str = None explain: bool = None model: str = None model_kwargs: Dict = field(default_factory=dict) diff --git a/ads/opctl/operator/lowcode/forecast/schema.yaml b/ads/opctl/operator/lowcode/forecast/schema.yaml index c20611d5e..9245b06c8 100644 --- a/ads/opctl/operator/lowcode/forecast/schema.yaml +++ b/ads/opctl/operator/lowcode/forecast/schema.yaml @@ -231,28 +231,7 @@ spec: horizon: required: true - schema: - periods: - type: integer - default: 3 - required: true - interval: - type: integer - required: false - interval_unit: - required: true - type: string - default: M - allowed: - - S - - M - - H - - D - - W - - Mo - - Q - - Y - type: dict + type: integer model: type: string diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index d61325861..4ac85b908 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -26,6 +26,9 @@ from .const import MAX_COLUMNS_AUTOMLX, SupportedMetrics, SupportedModels from .errors import ForecastInputDataError, ForecastSchemaYamlError +import re +from ads.opctl.operator.lowcode.forecast.operator_config import ForecastOperatorSpec +from ads.opctl.operator.lowcode.forecast.const import SupportedModels def _label_encode_dataframe(df, no_encode=set()): @@ -390,7 +393,7 @@ def plot_forecast_plotly(idx, col): y=outputs[idx][ci_col_names[1]], mode="lines", line_color="rgba(0,0,0,0)", - name=f"{ci_interval_width*100}% confidence interval", + name=f"{ci_interval_width * 100}% confidence interval", fill="tonexty", fillcolor="rgba(211, 211, 211, 0.5)", ), @@ -473,3 +476,48 @@ def select_auto_model(columns: List[str]) -> str: if columns != None and len(columns) > MAX_COLUMNS_AUTOMLX: return SupportedModels.Arima return SupportedModels.AutoMLX + + +def evaluate_model_compatibility(data: pd.DataFrame, dataset_info: ForecastOperatorSpec): + """ + Function checks if the data is compatible with the model selected + + Parameters + ------------ + data: pd.DataFrame + primary dataset + dataset_info: ForecastOperatorSpec + + Returns + -------- + None + + """ + date_column = dataset_info.datetime_column.name + freq = pd.infer_freq(data[date_column].drop_duplicates().tail(5)) + freq_in_secs = to_timedelta(freq) / to_timedelta("sec") + if freq_in_secs < 3600 and dataset_info.model == SupportedModels.AutoMLX: + message = "{} requires data with a frequency of at least one hour. Please try using a different model," \ + " or select the 'auto' option.".format( + SupportedModels.AutoMLX, freq) + raise Exception(message) + + +def to_timedelta(freq: str): + """ + Converts freq sting to time delta. + + Parameters + ------------ + freq: str + freq e.g. T, 5T, 5H, Y + + Returns + -------- + timedelta + """ + # Add '1' in case freq doesn't have any digit + if not bool(re.search(r'\d', freq)): + freq = '1{}'.format(freq) + # Convert to datetime.timedelta + return pd.to_timedelta(freq) From 40e38b3fa8c96afcb474c0d4c2f0749575783270 Mon Sep 17 00:00:00 2001 From: Prashant Sankhla Date: Mon, 30 Oct 2023 14:04:33 +0530 Subject: [PATCH 165/247] minor refactoring --- ads/opctl/operator/lowcode/forecast/utils.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index 4ac85b908..5a1a75558 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -27,8 +27,8 @@ from .const import MAX_COLUMNS_AUTOMLX, SupportedMetrics, SupportedModels from .errors import ForecastInputDataError, ForecastSchemaYamlError import re -from ads.opctl.operator.lowcode.forecast.operator_config import ForecastOperatorSpec -from ads.opctl.operator.lowcode.forecast.const import SupportedModels +from .operator_config import ForecastOperatorSpec +from .const import SupportedModels def _label_encode_dataframe(df, no_encode=set()): @@ -518,6 +518,6 @@ def to_timedelta(freq: str): """ # Add '1' in case freq doesn't have any digit if not bool(re.search(r'\d', freq)): - freq = '1{}'.format(freq) + freq = f"1{freq}" # Convert to datetime.timedelta return pd.to_timedelta(freq) From 3165efdeb3c829d99012ea345d2ae0dd9f4ec1d2 Mon Sep 17 00:00:00 2001 From: Allen Date: Mon, 30 Oct 2023 10:58:16 +0000 Subject: [PATCH 166/247] additional references to periods --- ads/opctl/operator/lowcode/forecast/model/automlx.py | 6 +++--- ads/opctl/operator/lowcode/forecast/model/base_model.py | 8 ++++---- 2 files changed, 7 insertions(+), 7 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index d1cea881a..43cb275d3 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -325,13 +325,13 @@ def explain_model(self) -> dict: model=self._custom_predict_automlx, data=self.full_data_dict.get(self.series_id).set_index( self.spec.datetime_column.name - )[: -self.spec.horizon.periods][list(self.dataset_cols)], + )[: -self.spec.horizon][list(self.dataset_cols)], ) kernel_explnr_vals = kernel_explnr.shap_values( self.full_data_dict.get(self.series_id).set_index( self.spec.datetime_column.name - )[: -self.spec.horizon.periods][list(self.dataset_cols)], + )[: -self.spec.horizon][list(self.dataset_cols)], nsamples=50, ) @@ -357,7 +357,7 @@ def local_explainer(self, kernel_explainer) -> None: data = self.full_data_dict.get(self.series_id).set_index( self.spec.datetime_column.name ) - data = data[-self.spec.horizon.periods :][list(self.dataset_cols)] + data = data[-self.spec.horizon :][list(self.dataset_cols)] # Generate local SHAP values using the kernel explainer local_kernel_explnr_vals = kernel_explainer.shap_values(data, nsamples=50) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 9af0d7e84..54321088f 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -343,15 +343,15 @@ def _test_evaluate_metrics( """Calculates Mean sMAPE, Median sMAPE, Mean MAPE, Median MAPE, Mean wMAPE, Median wMAPE values for each horizon if horizon <= 10.""" target_columns_in_output = set(target_columns).intersection(data.columns) - if self.spec.horizon.periods <= SUMMARY_METRICS_HORIZON_LIMIT and len( - outputs - ) == len(target_columns_in_output): + if self.spec.horizon <= SUMMARY_METRICS_HORIZON_LIMIT and len(outputs) == len( + target_columns_in_output + ): metrics_per_horizon = utils._build_metrics_per_horizon( data=data, outputs=outputs, target_columns=target_columns, target_col=target_col, - horizon_periods=self.spec.horizon.periods, + horizon_periods=self.spec.horizon, ) summary_metrics = summary_metrics.append(metrics_per_horizon) From 02ce9e94910fdc89e9abb530d149d6a3d718b829 Mon Sep 17 00:00:00 2001 From: Allen Date: Mon, 30 Oct 2023 08:45:52 +0000 Subject: [PATCH 167/247] resolving autots models bug --- .../lowcode/forecast/model/automlx.py | 8 +++++- .../operator/lowcode/forecast/model/autots.py | 27 ++++++++++++------- .../lowcode/forecast/model/base_model.py | 1 - ads/opctl/operator/lowcode/forecast/utils.py | 15 +++++++---- .../forecasting_operator/examples.rst | 1 - 5 files changed, 34 insertions(+), 18 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index 43cb275d3..1064b8c9e 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -9,7 +9,6 @@ import numpy as np from ads.common.decorator.runtime_dependency import runtime_dependency from ads.opctl.operator.lowcode.forecast.const import AUTOMLX_METRIC_MAP -from sktime.forecasting.model_selection import temporal_train_test_split from ads.opctl import logger from .. import utils @@ -36,8 +35,15 @@ def __init__(self, config: ForecastOperatorConfig): "Please run `pip3 install oracle-automlx==23.2.3` to install the required dependencies for automlx." ), ) + @runtime_dependency( + module="sktime", + err_msg=( + "Please run `pip3 install sktime` to install the required dependencies for automlx." + ), + ) def _build_model(self) -> pd.DataFrame: from automl import init + from sktime.forecasting.model_selection import temporal_train_test_split init(engine="local", check_deprecation_warnings=False) diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index 5500b61c7..636ef99ef 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -234,16 +234,23 @@ def _generate_report(self) -> tuple: # Section 2: AutoTS Model Parameters sec2_text = dp.Text(f"## AutoTS Model Parameters") # TODO: ODSC-47612 Format the parameters better for display in report. - blocks = [ - dp.HTML( - pd.DataFrame( - [self.models.best_model_params["models"][x]["ModelParameters"]] - ).to_html(), - label=self.original_target_column + "_model_" + str(i), - ) - for i, x in enumerate(list(self.models.best_model_params["models"].keys())) - ] - sec2 = dp.Select(blocks=blocks) if len(blocks) > 1 else blocks[0] + try: + blocks = [ + dp.DataTable( + pd.DataFrame( + [self.models.best_model_params["models"][x]["ModelParameters"]] + ), + label=self.original_target_column + "_model_" + str(i), + ) + for i, x in enumerate( + list(self.models.best_model_params["models"].keys()) + ) + ] + sec2 = dp.Select(blocks=blocks) if len(blocks) > 1 else blocks[0] + + except KeyError as ke: + logger.warn(f"Issue generating Model Parameters Table Section. Skipping") + sec2 = dp.Text(f"Error generating model parameters.") all_sections = [sec1_text, sec_1, sec2_text, sec2] # Model Description diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 54321088f..dc283e3a8 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -235,7 +235,6 @@ def generate_report(self): def _load_data(self): """Loads forecasting input data.""" - raw_data = utils._load_data( filename=self.spec.historical_data.url, format=self.spec.historical_data.format, diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index 5a1a75558..d062061fa 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -147,11 +147,16 @@ def _load_data(filename, format, storage_options=None, columns=None, **kwargs): if format in ["json", "clipboard", "excel", "csv", "feather", "hdf"]: read_fn = getattr(pd, f"read_{format}") data = _call_pandas_fsspec(read_fn, filename, storage_options=storage_options) - if columns: - # keep only these columns, done after load because only CSV supports stream filtering - data = data[columns] - return data - raise ForecastInputDataError(f"Unrecognized format: {format}") + elif format in ["tsv"]: + data = _call_pandas_fsspec( + pd.read_csv, filename, storage_options=storage_options, sep="\t" + ) + else: + raise ForecastInputDataError(f"Unrecognized format: {format}") + if columns: + # keep only these columns, done after load because only CSV supports stream filtering + data = data[columns] + return data def _write_data(data, filename, format, storage_options, index=False, **kwargs): diff --git a/docs/source/user_guide/operators/forecasting_operator/examples.rst b/docs/source/user_guide/operators/forecasting_operator/examples.rst index 513a8f118..f54e602b7 100644 --- a/docs/source/user_guide/operators/forecasting_operator/examples.rst +++ b/docs/source/user_guide/operators/forecasting_operator/examples.rst @@ -23,7 +23,6 @@ The simplest yaml file is generated by the ``ads operator init --type forecast`` target_column: target - **Complex Example** The yaml can also be maximally stated as follows: From e961bca2211e585fa905fe1d48f7024015d1b5ad Mon Sep 17 00:00:00 2001 From: govarsha Date: Mon, 30 Oct 2023 22:12:58 +0530 Subject: [PATCH 168/247] changes to enable the model_kwargs dict to be passed directly through to AutoTS. --- .../operator/lowcode/forecast/model/autots.py | 21 ++++++++++++++++--- 1 file changed, 18 insertions(+), 3 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index 636ef99ef..b00b57e67 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -45,6 +45,8 @@ def _build_model(self) -> pd.DataFrame: # Initialize the AutoTS model with specified parameters model = AutoTS( + forecast_length=self.spec.horizon.periods, + frequency=self.spec.model_kwargs.get("frequency", "infer"), forecast_length=self.spec.horizon.periods, frequency=self.spec.model_kwargs.get("frequency", "infer"), prediction_interval=self.spec.confidence_interval_width, @@ -53,11 +55,14 @@ def _build_model(self) -> pd.DataFrame: ), no_negatives=self.spec.model_kwargs.get("no_negatives", False), constraint=self.spec.model_kwargs.get("constraint", None), + no_negatives=self.spec.model_kwargs.get("no_negatives", False), + constraint=self.spec.model_kwargs.get("constraint", None), ensemble=self.spec.model_kwargs.get("ensemble", "auto"), initial_template=self.spec.model_kwargs.get( "initial_template", "General+Random" ), random_seed=self.spec.model_kwargs.get("random_seed", 2022), + random_seed=self.spec.model_kwargs.get("random_seed", 2022), holiday_country=self.spec.model_kwargs.get("holiday_country", "US"), subset=self.spec.model_kwargs.get("subset", None), aggfunc=self.spec.model_kwargs.get("aggfunc", "first"), @@ -66,6 +71,13 @@ def _build_model(self) -> pd.DataFrame: drop_data_older_than_periods=self.spec.model_kwargs.get( "drop_data_older_than_periods", None ), + subset=self.spec.model_kwargs.get("subset", None), + aggfunc=self.spec.model_kwargs.get("aggfunc", "first"), + na_tolerance=self.spec.model_kwargs.get("na_tolerance", 1), + drop_most_recent=self.spec.model_kwargs.get("drop_most_recent", 0), + drop_data_older_than_periods=self.spec.model_kwargs.get( + "drop_data_older_than_periods", None + ), model_list=self.spec.model_kwargs.get("model_list", "fast_parallel"), transformer_list=self.spec.model_kwargs.get("transformer_list", "auto"), transformer_max_depth=self.spec.model_kwargs.get( @@ -77,6 +89,7 @@ def _build_model(self) -> pd.DataFrame: "models_to_validate", AUTOTS_MODELS_TO_VALIDATE ), max_per_model_class=self.spec.model_kwargs.get("max_per_model_class", None), + max_per_model_class=self.spec.model_kwargs.get("max_per_model_class", None), validation_method=self.spec.model_kwargs.get( "validation_method", "backwards" ), @@ -84,14 +97,14 @@ def _build_model(self) -> pd.DataFrame: "min_allowed_train_percent", 0.5 ), remove_leading_zeroes=self.spec.model_kwargs.get( - "remove_leading_zeroes", False + "remove_leading_zeros", False ), prefill_na=self.spec.model_kwargs.get("prefill_na", None), introduce_na=self.spec.model_kwargs.get("introduce_na", None), preclean=self.spec.model_kwargs.get("preclean", None), model_interrupt=self.spec.model_kwargs.get("model_interrupt", True), generation_timeout=self.spec.model_kwargs.get("generation_timeout", None), - current_model_file=self.spec.model_kwargs.get("current_model_file", None), + current_model_file=self.spec.model_kwargs.get("current_model_life", None), verbose=self.spec.model_kwargs.get("verbose", 1), n_jobs=self.spec.model_kwargs.get("n_jobs", -1), ) @@ -230,7 +243,9 @@ def _generate_report(self) -> tuple: ), target_columns=self.target_columns, ) - + print("-------------------------------------------------") + print(self.models) + print("-------------------------------------------------") # Section 2: AutoTS Model Parameters sec2_text = dp.Text(f"## AutoTS Model Parameters") # TODO: ODSC-47612 Format the parameters better for display in report. From 6075727d405b41934cb96679dc4ac52d5c0aaa5e Mon Sep 17 00:00:00 2001 From: govarsha Date: Tue, 31 Oct 2023 14:22:00 +0530 Subject: [PATCH 169/247] removed comments --- ads/opctl/operator/lowcode/forecast/model/autots.py | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index b00b57e67..465c8cf4b 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -243,10 +243,8 @@ def _generate_report(self) -> tuple: ), target_columns=self.target_columns, ) - print("-------------------------------------------------") - print(self.models) - print("-------------------------------------------------") - # Section 2: AutoTS Model Parameters + + # Section 2: AutoTS Model Parametersprint sec2_text = dp.Text(f"## AutoTS Model Parameters") # TODO: ODSC-47612 Format the parameters better for display in report. try: From 0ba2f62607df9a24a4c1bd346d6af136a418ad01 Mon Sep 17 00:00:00 2001 From: govarsha Date: Tue, 31 Oct 2023 14:22:58 +0530 Subject: [PATCH 170/247] small fix --- ads/opctl/operator/lowcode/forecast/model/autots.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index 465c8cf4b..6122be2d2 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -244,7 +244,7 @@ def _generate_report(self) -> tuple: target_columns=self.target_columns, ) - # Section 2: AutoTS Model Parametersprint + # Section 2: AutoTS Model Parameters sec2_text = dp.Text(f"## AutoTS Model Parameters") # TODO: ODSC-47612 Format the parameters better for display in report. try: From bb3637b1e5be019d17abd6329ef34d9f92a9cf44 Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 31 Oct 2023 10:27:17 +0000 Subject: [PATCH 171/247] Revert "small fix" This reverts commit 0ba2f62607df9a24a4c1bd346d6af136a418ad01. --- ads/opctl/operator/lowcode/forecast/model/autots.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index 6122be2d2..465c8cf4b 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -244,7 +244,7 @@ def _generate_report(self) -> tuple: target_columns=self.target_columns, ) - # Section 2: AutoTS Model Parameters + # Section 2: AutoTS Model Parametersprint sec2_text = dp.Text(f"## AutoTS Model Parameters") # TODO: ODSC-47612 Format the parameters better for display in report. try: From c4cb8ce5ed4d4f60fa68dbb7f30fb8806e886e9b Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 31 Oct 2023 10:27:24 +0000 Subject: [PATCH 172/247] Revert "removed comments" This reverts commit 6075727d405b41934cb96679dc4ac52d5c0aaa5e. --- ads/opctl/operator/lowcode/forecast/model/autots.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index 465c8cf4b..b00b57e67 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -243,8 +243,10 @@ def _generate_report(self) -> tuple: ), target_columns=self.target_columns, ) - - # Section 2: AutoTS Model Parametersprint + print("-------------------------------------------------") + print(self.models) + print("-------------------------------------------------") + # Section 2: AutoTS Model Parameters sec2_text = dp.Text(f"## AutoTS Model Parameters") # TODO: ODSC-47612 Format the parameters better for display in report. try: From dc196d76e43bb7db49cc21ff852f1e5142d6ea55 Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 31 Oct 2023 10:27:27 +0000 Subject: [PATCH 173/247] Revert "changes to enable the model_kwargs dict to be passed directly through to AutoTS." This reverts commit e961bca2211e585fa905fe1d48f7024015d1b5ad. --- .../operator/lowcode/forecast/model/autots.py | 21 +++---------------- 1 file changed, 3 insertions(+), 18 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index b00b57e67..636ef99ef 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -45,8 +45,6 @@ def _build_model(self) -> pd.DataFrame: # Initialize the AutoTS model with specified parameters model = AutoTS( - forecast_length=self.spec.horizon.periods, - frequency=self.spec.model_kwargs.get("frequency", "infer"), forecast_length=self.spec.horizon.periods, frequency=self.spec.model_kwargs.get("frequency", "infer"), prediction_interval=self.spec.confidence_interval_width, @@ -55,14 +53,11 @@ def _build_model(self) -> pd.DataFrame: ), no_negatives=self.spec.model_kwargs.get("no_negatives", False), constraint=self.spec.model_kwargs.get("constraint", None), - no_negatives=self.spec.model_kwargs.get("no_negatives", False), - constraint=self.spec.model_kwargs.get("constraint", None), ensemble=self.spec.model_kwargs.get("ensemble", "auto"), initial_template=self.spec.model_kwargs.get( "initial_template", "General+Random" ), random_seed=self.spec.model_kwargs.get("random_seed", 2022), - random_seed=self.spec.model_kwargs.get("random_seed", 2022), holiday_country=self.spec.model_kwargs.get("holiday_country", "US"), subset=self.spec.model_kwargs.get("subset", None), aggfunc=self.spec.model_kwargs.get("aggfunc", "first"), @@ -71,13 +66,6 @@ def _build_model(self) -> pd.DataFrame: drop_data_older_than_periods=self.spec.model_kwargs.get( "drop_data_older_than_periods", None ), - subset=self.spec.model_kwargs.get("subset", None), - aggfunc=self.spec.model_kwargs.get("aggfunc", "first"), - na_tolerance=self.spec.model_kwargs.get("na_tolerance", 1), - drop_most_recent=self.spec.model_kwargs.get("drop_most_recent", 0), - drop_data_older_than_periods=self.spec.model_kwargs.get( - "drop_data_older_than_periods", None - ), model_list=self.spec.model_kwargs.get("model_list", "fast_parallel"), transformer_list=self.spec.model_kwargs.get("transformer_list", "auto"), transformer_max_depth=self.spec.model_kwargs.get( @@ -89,7 +77,6 @@ def _build_model(self) -> pd.DataFrame: "models_to_validate", AUTOTS_MODELS_TO_VALIDATE ), max_per_model_class=self.spec.model_kwargs.get("max_per_model_class", None), - max_per_model_class=self.spec.model_kwargs.get("max_per_model_class", None), validation_method=self.spec.model_kwargs.get( "validation_method", "backwards" ), @@ -97,14 +84,14 @@ def _build_model(self) -> pd.DataFrame: "min_allowed_train_percent", 0.5 ), remove_leading_zeroes=self.spec.model_kwargs.get( - "remove_leading_zeros", False + "remove_leading_zeroes", False ), prefill_na=self.spec.model_kwargs.get("prefill_na", None), introduce_na=self.spec.model_kwargs.get("introduce_na", None), preclean=self.spec.model_kwargs.get("preclean", None), model_interrupt=self.spec.model_kwargs.get("model_interrupt", True), generation_timeout=self.spec.model_kwargs.get("generation_timeout", None), - current_model_file=self.spec.model_kwargs.get("current_model_life", None), + current_model_file=self.spec.model_kwargs.get("current_model_file", None), verbose=self.spec.model_kwargs.get("verbose", 1), n_jobs=self.spec.model_kwargs.get("n_jobs", -1), ) @@ -243,9 +230,7 @@ def _generate_report(self) -> tuple: ), target_columns=self.target_columns, ) - print("-------------------------------------------------") - print(self.models) - print("-------------------------------------------------") + # Section 2: AutoTS Model Parameters sec2_text = dp.Text(f"## AutoTS Model Parameters") # TODO: ODSC-47612 Format the parameters better for display in report. From 0df144149ec1776d1cf4a20f2ee2a38792eb43a7 Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 31 Oct 2023 10:27:29 +0000 Subject: [PATCH 174/247] Revert "resolving autots models bug" This reverts commit 02ce9e94910fdc89e9abb530d149d6a3d718b829. --- .../lowcode/forecast/model/automlx.py | 8 +----- .../operator/lowcode/forecast/model/autots.py | 27 +++++++------------ .../lowcode/forecast/model/base_model.py | 1 + ads/opctl/operator/lowcode/forecast/utils.py | 15 ++++------- .../forecasting_operator/examples.rst | 1 + 5 files changed, 18 insertions(+), 34 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index 1064b8c9e..43cb275d3 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -9,6 +9,7 @@ import numpy as np from ads.common.decorator.runtime_dependency import runtime_dependency from ads.opctl.operator.lowcode.forecast.const import AUTOMLX_METRIC_MAP +from sktime.forecasting.model_selection import temporal_train_test_split from ads.opctl import logger from .. import utils @@ -35,15 +36,8 @@ def __init__(self, config: ForecastOperatorConfig): "Please run `pip3 install oracle-automlx==23.2.3` to install the required dependencies for automlx." ), ) - @runtime_dependency( - module="sktime", - err_msg=( - "Please run `pip3 install sktime` to install the required dependencies for automlx." - ), - ) def _build_model(self) -> pd.DataFrame: from automl import init - from sktime.forecasting.model_selection import temporal_train_test_split init(engine="local", check_deprecation_warnings=False) diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index 636ef99ef..5500b61c7 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -234,23 +234,16 @@ def _generate_report(self) -> tuple: # Section 2: AutoTS Model Parameters sec2_text = dp.Text(f"## AutoTS Model Parameters") # TODO: ODSC-47612 Format the parameters better for display in report. - try: - blocks = [ - dp.DataTable( - pd.DataFrame( - [self.models.best_model_params["models"][x]["ModelParameters"]] - ), - label=self.original_target_column + "_model_" + str(i), - ) - for i, x in enumerate( - list(self.models.best_model_params["models"].keys()) - ) - ] - sec2 = dp.Select(blocks=blocks) if len(blocks) > 1 else blocks[0] - - except KeyError as ke: - logger.warn(f"Issue generating Model Parameters Table Section. Skipping") - sec2 = dp.Text(f"Error generating model parameters.") + blocks = [ + dp.HTML( + pd.DataFrame( + [self.models.best_model_params["models"][x]["ModelParameters"]] + ).to_html(), + label=self.original_target_column + "_model_" + str(i), + ) + for i, x in enumerate(list(self.models.best_model_params["models"].keys())) + ] + sec2 = dp.Select(blocks=blocks) if len(blocks) > 1 else blocks[0] all_sections = [sec1_text, sec_1, sec2_text, sec2] # Model Description diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index dc283e3a8..54321088f 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -235,6 +235,7 @@ def generate_report(self): def _load_data(self): """Loads forecasting input data.""" + raw_data = utils._load_data( filename=self.spec.historical_data.url, format=self.spec.historical_data.format, diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index d062061fa..5a1a75558 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -147,16 +147,11 @@ def _load_data(filename, format, storage_options=None, columns=None, **kwargs): if format in ["json", "clipboard", "excel", "csv", "feather", "hdf"]: read_fn = getattr(pd, f"read_{format}") data = _call_pandas_fsspec(read_fn, filename, storage_options=storage_options) - elif format in ["tsv"]: - data = _call_pandas_fsspec( - pd.read_csv, filename, storage_options=storage_options, sep="\t" - ) - else: - raise ForecastInputDataError(f"Unrecognized format: {format}") - if columns: - # keep only these columns, done after load because only CSV supports stream filtering - data = data[columns] - return data + if columns: + # keep only these columns, done after load because only CSV supports stream filtering + data = data[columns] + return data + raise ForecastInputDataError(f"Unrecognized format: {format}") def _write_data(data, filename, format, storage_options, index=False, **kwargs): diff --git a/docs/source/user_guide/operators/forecasting_operator/examples.rst b/docs/source/user_guide/operators/forecasting_operator/examples.rst index f54e602b7..513a8f118 100644 --- a/docs/source/user_guide/operators/forecasting_operator/examples.rst +++ b/docs/source/user_guide/operators/forecasting_operator/examples.rst @@ -23,6 +23,7 @@ The simplest yaml file is generated by the ``ads operator init --type forecast`` target_column: target + **Complex Example** The yaml can also be maximally stated as follows: From 73dd161db4ab387a23508b3e5c03366d32b43d0f Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 31 Oct 2023 10:27:30 +0000 Subject: [PATCH 175/247] Revert "additional references to periods" This reverts commit 3165efdeb3c829d99012ea345d2ae0dd9f4ec1d2. --- ads/opctl/operator/lowcode/forecast/model/automlx.py | 6 +++--- ads/opctl/operator/lowcode/forecast/model/base_model.py | 8 ++++---- 2 files changed, 7 insertions(+), 7 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index 43cb275d3..d1cea881a 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -325,13 +325,13 @@ def explain_model(self) -> dict: model=self._custom_predict_automlx, data=self.full_data_dict.get(self.series_id).set_index( self.spec.datetime_column.name - )[: -self.spec.horizon][list(self.dataset_cols)], + )[: -self.spec.horizon.periods][list(self.dataset_cols)], ) kernel_explnr_vals = kernel_explnr.shap_values( self.full_data_dict.get(self.series_id).set_index( self.spec.datetime_column.name - )[: -self.spec.horizon][list(self.dataset_cols)], + )[: -self.spec.horizon.periods][list(self.dataset_cols)], nsamples=50, ) @@ -357,7 +357,7 @@ def local_explainer(self, kernel_explainer) -> None: data = self.full_data_dict.get(self.series_id).set_index( self.spec.datetime_column.name ) - data = data[-self.spec.horizon :][list(self.dataset_cols)] + data = data[-self.spec.horizon.periods :][list(self.dataset_cols)] # Generate local SHAP values using the kernel explainer local_kernel_explnr_vals = kernel_explainer.shap_values(data, nsamples=50) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 54321088f..9af0d7e84 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -343,15 +343,15 @@ def _test_evaluate_metrics( """Calculates Mean sMAPE, Median sMAPE, Mean MAPE, Median MAPE, Mean wMAPE, Median wMAPE values for each horizon if horizon <= 10.""" target_columns_in_output = set(target_columns).intersection(data.columns) - if self.spec.horizon <= SUMMARY_METRICS_HORIZON_LIMIT and len(outputs) == len( - target_columns_in_output - ): + if self.spec.horizon.periods <= SUMMARY_METRICS_HORIZON_LIMIT and len( + outputs + ) == len(target_columns_in_output): metrics_per_horizon = utils._build_metrics_per_horizon( data=data, outputs=outputs, target_columns=target_columns, target_col=target_col, - horizon_periods=self.spec.horizon, + horizon_periods=self.spec.horizon.periods, ) summary_metrics = summary_metrics.append(metrics_per_horizon) From 27523dc68d53217835a2092b26f24225ce71ffc4 Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 31 Oct 2023 10:27:32 +0000 Subject: [PATCH 176/247] Revert "minor refactoring" This reverts commit 40e38b3fa8c96afcb474c0d4c2f0749575783270. --- ads/opctl/operator/lowcode/forecast/utils.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index 5a1a75558..4ac85b908 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -27,8 +27,8 @@ from .const import MAX_COLUMNS_AUTOMLX, SupportedMetrics, SupportedModels from .errors import ForecastInputDataError, ForecastSchemaYamlError import re -from .operator_config import ForecastOperatorSpec -from .const import SupportedModels +from ads.opctl.operator.lowcode.forecast.operator_config import ForecastOperatorSpec +from ads.opctl.operator.lowcode.forecast.const import SupportedModels def _label_encode_dataframe(df, no_encode=set()): @@ -518,6 +518,6 @@ def to_timedelta(freq: str): """ # Add '1' in case freq doesn't have any digit if not bool(re.search(r'\d', freq)): - freq = f"1{freq}" + freq = '1{}'.format(freq) # Convert to datetime.timedelta return pd.to_timedelta(freq) From 24c20fb6445a442559e9c49fb21c78950daad3d4 Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 31 Oct 2023 10:27:33 +0000 Subject: [PATCH 177/247] Revert "Reduced horizon parameters and handled datetime error for AutoMLx model" This reverts commit 31f6098d87c7f1a9712f3a1d3e9a7dac06d72c68. --- .../operator/lowcode/forecast/model/arima.py | 8 ++- .../lowcode/forecast/model/automlx.py | 2 +- .../lowcode/forecast/model/base_model.py | 6 +-- .../lowcode/forecast/model/neuralprophet.py | 16 +++--- .../lowcode/forecast/model/prophet.py | 22 ++++---- .../lowcode/forecast/operator_config.py | 12 ++++- .../operator/lowcode/forecast/schema.yaml | 23 ++++++++- ads/opctl/operator/lowcode/forecast/utils.py | 50 +------------------ 8 files changed, 60 insertions(+), 79 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/arima.py b/ads/opctl/operator/lowcode/forecast/model/arima.py index 86d65614e..f10dbd104 100644 --- a/ads/opctl/operator/lowcode/forecast/model/arima.py +++ b/ads/opctl/operator/lowcode/forecast/model/arima.py @@ -62,13 +62,17 @@ def _build_model(self) -> pd.DataFrame: # Build future dataframe start_date = y.index.values[-1] - n_periods = self.spec.horizon + n_periods = self.spec.horizon.periods + interval_unit = self.spec.horizon.interval_unit + interval = int(self.spec.horizon.interval or 1) if len(additional_regressors): X = df_clean[df_clean[target].isnull()].drop(target, axis=1) else: X = pd.date_range( - start=start_date, periods=n_periods, freq=self.spec.freq + start=start_date, periods=n_periods, freq=interval_unit ) + # AttributeError: 'DatetimeIndex' object has no attribute 'iloc' + # X = X.iloc[::interval, :] # Predict and format forecast yhat, conf_int = model.predict( diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index d1cea881a..9cd458183 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -48,7 +48,7 @@ def _build_model(self) -> pd.DataFrame: outputs_legacy = [] selected_models = dict() date_column = self.spec.datetime_column.name - horizon = self.spec.horizon + horizon = self.spec.horizon.periods # Clean up kwargs for pass through model_kwargs_cleaned = self.spec.model_kwargs.copy() diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 9af0d7e84..ee6682995 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -242,10 +242,6 @@ def _load_data(self): columns=self.spec.historical_data.columns, ) self.original_user_data = raw_data.copy() - date_column = self.spec.datetime_column.name - freq = pd.infer_freq(raw_data[date_column].drop_duplicates().tail(5)) - self.spec.freq = freq - utils.evaluate_model_compatibility(raw_data, self.spec) data = Transformations(raw_data, self.spec).run() self.original_total_data = data additional_data = None @@ -266,7 +262,7 @@ def _load_data(self): data=data, target_column=self.spec.target_column, datetime_column=self.spec.datetime_column.name, - horizon=self.spec.horizon, + horizon=self.spec.horizon.periods, target_category_columns=self.spec.target_category_columns, additional_data=additional_data, ) diff --git a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py index 347e97a2d..e0c21a584 100644 --- a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py @@ -227,34 +227,34 @@ def objective(trial): output_i[f"p{int(quantiles[0]*100)}"] = float("nan") output_i.iloc[ - : -self.spec.horizon, output_i.columns.get_loc(f"fitted_value") + : -self.spec.horizon.periods, output_i.columns.get_loc(f"fitted_value") ] = ( outputs[f"{col}_{cat}"]["yhat1"] - .iloc[: -self.spec.horizon] + .iloc[: -self.spec.horizon.periods] .values ) output_i.iloc[ - -self.spec.horizon :, + -self.spec.horizon.periods :, output_i.columns.get_loc(f"forecast_value"), ] = ( outputs[f"{col}_{cat}"]["yhat1"] - .iloc[-self.spec.horizon :] + .iloc[-self.spec.horizon.periods :] .values ) output_i.iloc[ - -self.spec.horizon :, + -self.spec.horizon.periods :, output_i.columns.get_loc(f"p{int(quantiles[1]*100)}"), ] = ( outputs[f"{col}_{cat}"][f"yhat1 {quantiles[1]*100}%"] - .iloc[-self.spec.horizon :] + .iloc[-self.spec.horizon.periods :] .values ) output_i.iloc[ - -self.spec.horizon :, + -self.spec.horizon.periods :, output_i.columns.get_loc(f"p{int(quantiles[0]*100)}"), ] = ( outputs[f"{col}_{cat}"][f"yhat1 {quantiles[0]*100}%"] - .iloc[-self.spec.horizon :] + .iloc[-self.spec.horizon.periods :] .values ) output_col = pd.concat([output_col, output_i]) diff --git a/ads/opctl/operator/lowcode/forecast/model/prophet.py b/ads/opctl/operator/lowcode/forecast/model/prophet.py index 6ab28c1ec..f4b220927 100644 --- a/ads/opctl/operator/lowcode/forecast/model/prophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/prophet.py @@ -105,7 +105,7 @@ def objective(trial): unit = "D" interval = interval * 365.25 horizon = _add_unit( - int(self.spec.horizon * interval), unit=unit + int(self.spec.horizon.periods * interval), unit=unit ) initial = _add_unit((data_i.shape[0] * interval) // 2, unit=unit) period = _add_unit((data_i.shape[0] * interval) // 4, unit=unit) @@ -164,8 +164,8 @@ def objective(trial): future = df_clean.drop(target, axis=1) else: future = model.make_future_dataframe( - periods=self.spec.horizon, - freq=self.spec.freq, + periods=self.spec.horizon.periods, + freq=self.spec.horizon.interval_unit, ) # Make Prediction forecast = model.predict(future) @@ -202,32 +202,32 @@ def objective(trial): output_i[yhat_lower_name] = float("nan") output_i.iloc[ - : -self.spec.horizon, output_i.columns.get_loc(f"fitted_value") + : -self.spec.horizon.periods, output_i.columns.get_loc(f"fitted_value") ] = ( outputs[f"{col}_{cat}"]["yhat"] - .iloc[: -self.spec.horizon] + .iloc[: -self.spec.horizon.periods] .values ) output_i.iloc[ - -self.spec.horizon :, + -self.spec.horizon.periods :, output_i.columns.get_loc(f"forecast_value"), ] = ( outputs[f"{col}_{cat}"]["yhat"] - .iloc[-self.spec.horizon :] + .iloc[-self.spec.horizon.periods :] .values ) output_i.iloc[ - -self.spec.horizon :, output_i.columns.get_loc(yhat_upper_name) + -self.spec.horizon.periods :, output_i.columns.get_loc(yhat_upper_name) ] = ( outputs[f"{col}_{cat}"]["yhat_upper"] - .iloc[-self.spec.horizon :] + .iloc[-self.spec.horizon.periods :] .values ) output_i.iloc[ - -self.spec.horizon :, output_i.columns.get_loc(yhat_lower_name) + -self.spec.horizon.periods :, output_i.columns.get_loc(yhat_lower_name) ] = ( outputs[f"{col}_{cat}"]["yhat_lower"] - .iloc[-self.spec.horizon :] + .iloc[-self.spec.horizon.periods :] .values ) output_col = pd.concat([output_col, output_i]) diff --git a/ads/opctl/operator/lowcode/forecast/operator_config.py b/ads/opctl/operator/lowcode/forecast/operator_config.py index 4ac526e5e..db97afdec 100644 --- a/ads/opctl/operator/lowcode/forecast/operator_config.py +++ b/ads/opctl/operator/lowcode/forecast/operator_config.py @@ -57,6 +57,15 @@ class DateTimeColumn(DataClassSerializable): format: str = None +@dataclass(repr=True) +class Horizon(DataClassSerializable): + """Class representing operator specification horizon details.""" + + periods: int = None + interval: int = None + interval_unit: str = None + + @dataclass(repr=True) class Tuning(DataClassSerializable): """Class representing operator specification tuning details.""" @@ -82,8 +91,7 @@ class ForecastOperatorSpec(DataClassSerializable): preprocessing: bool = None datetime_column: DateTimeColumn = field(default_factory=DateTimeColumn) target_category_columns: List[str] = field(default_factory=list) - horizon: int = None - freq: str = None + horizon: Horizon = field(default_factory=Horizon) explain: bool = None model: str = None model_kwargs: Dict = field(default_factory=dict) diff --git a/ads/opctl/operator/lowcode/forecast/schema.yaml b/ads/opctl/operator/lowcode/forecast/schema.yaml index 9245b06c8..c20611d5e 100644 --- a/ads/opctl/operator/lowcode/forecast/schema.yaml +++ b/ads/opctl/operator/lowcode/forecast/schema.yaml @@ -231,7 +231,28 @@ spec: horizon: required: true - type: integer + schema: + periods: + type: integer + default: 3 + required: true + interval: + type: integer + required: false + interval_unit: + required: true + type: string + default: M + allowed: + - S + - M + - H + - D + - W + - Mo + - Q + - Y + type: dict model: type: string diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index 4ac85b908..d61325861 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -26,9 +26,6 @@ from .const import MAX_COLUMNS_AUTOMLX, SupportedMetrics, SupportedModels from .errors import ForecastInputDataError, ForecastSchemaYamlError -import re -from ads.opctl.operator.lowcode.forecast.operator_config import ForecastOperatorSpec -from ads.opctl.operator.lowcode.forecast.const import SupportedModels def _label_encode_dataframe(df, no_encode=set()): @@ -393,7 +390,7 @@ def plot_forecast_plotly(idx, col): y=outputs[idx][ci_col_names[1]], mode="lines", line_color="rgba(0,0,0,0)", - name=f"{ci_interval_width * 100}% confidence interval", + name=f"{ci_interval_width*100}% confidence interval", fill="tonexty", fillcolor="rgba(211, 211, 211, 0.5)", ), @@ -476,48 +473,3 @@ def select_auto_model(columns: List[str]) -> str: if columns != None and len(columns) > MAX_COLUMNS_AUTOMLX: return SupportedModels.Arima return SupportedModels.AutoMLX - - -def evaluate_model_compatibility(data: pd.DataFrame, dataset_info: ForecastOperatorSpec): - """ - Function checks if the data is compatible with the model selected - - Parameters - ------------ - data: pd.DataFrame - primary dataset - dataset_info: ForecastOperatorSpec - - Returns - -------- - None - - """ - date_column = dataset_info.datetime_column.name - freq = pd.infer_freq(data[date_column].drop_duplicates().tail(5)) - freq_in_secs = to_timedelta(freq) / to_timedelta("sec") - if freq_in_secs < 3600 and dataset_info.model == SupportedModels.AutoMLX: - message = "{} requires data with a frequency of at least one hour. Please try using a different model," \ - " or select the 'auto' option.".format( - SupportedModels.AutoMLX, freq) - raise Exception(message) - - -def to_timedelta(freq: str): - """ - Converts freq sting to time delta. - - Parameters - ------------ - freq: str - freq e.g. T, 5T, 5H, Y - - Returns - -------- - timedelta - """ - # Add '1' in case freq doesn't have any digit - if not bool(re.search(r'\d', freq)): - freq = '1{}'.format(freq) - # Convert to datetime.timedelta - return pd.to_timedelta(freq) From 54f61f71267502547a2c0345051d8021a110bea7 Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 31 Oct 2023 10:27:34 +0000 Subject: [PATCH 178/247] Revert "Fixes operator init method." This reverts commit 74c11b7c45becaf738f6c6921d9350a8caa28ba6. --- ads/jobs/builders/infrastructure/dsc_job.py | 14 ++--- ads/opctl/operator/cli.py | 35 +++--------- ads/opctl/operator/common/backend_factory.py | 55 +++++++------------ .../lowcode/forecast/model/base_model.py | 18 +++--- ads/opctl/operator/lowcode/forecast/utils.py | 18 ++---- 5 files changed, 44 insertions(+), 96 deletions(-) diff --git a/ads/jobs/builders/infrastructure/dsc_job.py b/ads/jobs/builders/infrastructure/dsc_job.py index f190436da..1a48ff9dc 100644 --- a/ads/jobs/builders/infrastructure/dsc_job.py +++ b/ads/jobs/builders/infrastructure/dsc_job.py @@ -741,8 +741,8 @@ def cancel(self, wait_for_completion: bool = True) -> DataScienceJobRun: self.client.cancel_job_run(self.id) if wait_for_completion: while ( - self.lifecycle_state - != oci.data_science.models.JobRun.LIFECYCLE_STATE_CANCELED + self.lifecycle_state != + oci.data_science.models.JobRun.LIFECYCLE_STATE_CANCELED ): self.sync() time.sleep(SLEEP_INTERVAL) @@ -1480,7 +1480,9 @@ def _update_job_infra(self, dsc_job: DSCJob) -> DataScienceJob: ] = JobInfrastructureConfigurationDetails.JOB_INFRASTRUCTURE_TYPE_STANDALONE if self.storage_mount: - if not hasattr(oci.data_science.models, "StorageMountConfigurationDetails"): + if not hasattr( + oci.data_science.models, "StorageMountConfigurationDetails" + ): raise EnvironmentError( "Storage mount hasn't been supported in the current OCI SDK installed." ) @@ -1492,12 +1494,6 @@ def _update_job_infra(self, dsc_job: DSCJob) -> DataScienceJob: def build(self) -> DataScienceJob: self.dsc_job.load_defaults() - - try: - self.dsc_job.load_defaults() - except Exception: - logger.exception("Failed to load default properties.") - self._update_from_dsc_model(self.dsc_job, overwrite=False) return self diff --git a/ads/opctl/operator/cli.py b/ads/opctl/operator/cli.py index 135e8f07a..f37bceb88 100644 --- a/ads/opctl/operator/cli.py +++ b/ads/opctl/operator/cli.py @@ -207,16 +207,7 @@ def create(debug: bool, **kwargs: Dict[str, Any]) -> None: @with_auth def verify(debug: bool, **kwargs: Dict[str, Any]) -> None: """Verifies the operator config.""" - - with fsspec.open( - kwargs["file"], - "r", - **( - authutil.default_signer() - if ObjectStorageDetails.is_oci_path(kwargs["file"]) - else {} - ), - ) as f: + with fsspec.open(kwargs["file"], "r", **authutil.default_signer()) as f: operator_spec = suppress_traceback(debug)(yaml.safe_load)(f.read()) suppress_traceback(debug)(cmd_verify)(operator_spec, **kwargs) @@ -314,27 +305,15 @@ def run(debug: bool, **kwargs: Dict[str, Any]) -> None: operator_spec = {} backend = kwargs.pop("backend") - with fsspec.open( - kwargs["file"], - "r", - **( - authutil.default_signer() - if ObjectStorageDetails.is_oci_path(kwargs["file"]) - else {} - ), - ) as f: + auth = {} + if any(ObjectStorageDetails.is_oci_path(uri) for uri in (kwargs["file"], backend)): + auth = authutil.default_signer() + + with fsspec.open(kwargs["file"], "r", **auth) as f: operator_spec = suppress_traceback(debug)(yaml.safe_load)(f.read()) if backend and backend.lower().endswith((".yaml", ".yml")): - with fsspec.open( - backend, - "r", - **( - authutil.default_signer() - if ObjectStorageDetails.is_oci_path(backend) - else {} - ), - ) as f: + with fsspec.open(backend, "r", **auth) as f: backend = suppress_traceback(debug)(yaml.safe_load)(f.read()) suppress_traceback(debug)(cmd_run)(config=operator_spec, backend=backend, **kwargs) diff --git a/ads/opctl/operator/common/backend_factory.py b/ads/opctl/operator/common/backend_factory.py index 812c02af2..73a1b13cc 100644 --- a/ads/opctl/operator/common/backend_factory.py +++ b/ads/opctl/operator/common/backend_factory.py @@ -190,13 +190,7 @@ def backend( backends = cls._init_backend_config( operator_info=operator_info, backend_kind=backend_kind, **kwargs ) - - backend = backends.get(cls.BACKEND_RUNTIME_MAP[backend_kind][runtime_type]) - if not backend: - raise RuntimeError( - "An error occurred while attempting to load the " - f"configuration for the `{backend_kind}.{runtime_type}` backend." - ) + backend = backends[cls.BACKEND_RUNTIME_MAP[backend_kind][runtime_type]] p_backend = ConfigProcessor( {**backend, **{"execution": {"backend": backend_kind}}} @@ -406,35 +400,24 @@ def _init_backend_config( supported_backends = (backend_kind,) for resource_type in supported_backends: - try: - for runtime_type_item in RUNTIME_TYPE_MAP.get( - resource_type.lower(), [] - ): - runtime_type, runtime_kwargs = next(iter(runtime_type_item.items())) - - # get config info from ini files - p = ConfigProcessor( - {**runtime_kwargs, **{"execution": {"backend": resource_type}}} - ).step( - ConfigMerger, - ads_config=ads_config or DEFAULT_ADS_CONFIG_FOLDER, - **kwargs, - ) - - # generate YAML specification template - result[ - (resource_type.lower(), runtime_type.value.lower()) - ] = yaml.load( - _BackendFactory(p.config).backend.init( - runtime_type=runtime_type.value, - **{**kwargs, **runtime_kwargs}, - ), - Loader=yaml.FullLoader, - ) - except Exception as ex: - logger.warning( - f"Unable to generate the configuration for the `{resource_type}` backend. " - f"{ex}" + for runtime_type_item in RUNTIME_TYPE_MAP.get(resource_type.lower(), []): + runtime_type, runtime_kwargs = next(iter(runtime_type_item.items())) + + # get config info from ini files + p = ConfigProcessor( + {**runtime_kwargs, **{"execution": {"backend": resource_type}}} + ).step( + ConfigMerger, + ads_config=ads_config or DEFAULT_ADS_CONFIG_FOLDER, + **kwargs, ) + # generate YAML specification template + result[(resource_type.lower(), runtime_type.value.lower())] = yaml.load( + _BackendFactory(p.config).backend.init( + runtime_type=runtime_type.value, + **{**kwargs, **runtime_kwargs}, + ), + Loader=yaml.FullLoader, + ) return result diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index ee6682995..3ff673d5b 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -15,11 +15,10 @@ import pandas as pd from ads.common.auth import default_signer -from ads.common.object_storage_details import ObjectStorageDetails from ads.opctl import logger from .. import utils -from ..const import SUMMARY_METRICS_HORIZON_LIMIT, SupportedMetrics, SupportedModels +from ..const import SupportedModels, SupportedMetrics, SUMMARY_METRICS_HORIZON_LIMIT from ..operator_config import ForecastOperatorConfig, ForecastOperatorSpec from .transformations import Transformations @@ -239,6 +238,7 @@ def _load_data(self): raw_data = utils._load_data( filename=self.spec.historical_data.url, format=self.spec.historical_data.format, + storage_options=default_signer(), columns=self.spec.historical_data.columns, ) self.original_user_data = raw_data.copy() @@ -249,6 +249,7 @@ def _load_data(self): additional_data = utils._load_data( filename=self.spec.additional_data.url, format=self.spec.additional_data.format, + storage_options=default_signer(), columns=self.spec.additional_data.columns, ) @@ -275,6 +276,7 @@ def _test_evaluate_metrics( data = utils._load_data( filename=test_filename, format=self.spec.test_data.format, + storage_options=default_signer(), columns=self.spec.test_data.columns, ) @@ -390,17 +392,11 @@ def _save_report( with tempfile.TemporaryDirectory() as temp_dir: report_local_path = os.path.join(temp_dir, "___report.html") dp.save_report(report_sections, report_local_path) - - report_path = os.path.join(output_dir, self.spec.report_file_name) with open(report_local_path) as f1: with fsspec.open( - report_path, + os.path.join(output_dir, self.spec.report_file_name), "w", - **( - default_signer() - if ObjectStorageDetails.is_oci_path(report_path) - else {} - ), + **default_signer(), ) as f2: f2.write(f1.read()) @@ -409,6 +405,7 @@ def _save_report( data=result_df, filename=os.path.join(output_dir, self.spec.forecast_filename), format="csv", + storage_options=default_signer(), ) # metrics csv report @@ -417,6 +414,7 @@ def _save_report( data=metrics_df.rename_axis("metrics").reset_index(), filename=os.path.join(output_dir, self.spec.metrics_filename), format="csv", + storage_options=default_signer(), index=False, ) diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index d61325861..5272d0114 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -5,8 +5,7 @@ # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ import os -from typing import List - +from ads.opctl import logger import fsspec import numpy as np import pandas as pd @@ -18,13 +17,11 @@ mean_squared_error, r2_score, ) +from typing import List +from .const import SupportedMetrics -from ads.common import auth as authutil -from ads.common.object_storage_details import ObjectStorageDetails from ads.dataset.label_encoder import DataFrameLabelEncoder -from ads.opctl import logger - -from .const import MAX_COLUMNS_AUTOMLX, SupportedMetrics, SupportedModels +from .const import SupportedModels, MAX_COLUMNS_AUTOMLX from .errors import ForecastInputDataError, ForecastSchemaYamlError @@ -129,15 +126,10 @@ def _build_metrics_per_horizon( def _call_pandas_fsspec(pd_fn, filename, storage_options, **kwargs): if fsspec.utils.get_protocol(filename) == "file": return pd_fn(filename, **kwargs) - - storage_options = storage_options or ( - authutil.default_signer() if ObjectStorageDetails.is_oci_path(filename) else {} - ) - return pd_fn(filename, storage_options=storage_options, **kwargs) -def _load_data(filename, format, storage_options=None, columns=None, **kwargs): +def _load_data(filename, format, storage_options, columns, **kwargs): if not format: _, format = os.path.splitext(filename) format = format[1:] From 9a8ab34d4f6ac4b89b98fa017716d49fbd172779 Mon Sep 17 00:00:00 2001 From: govarsha Date: Tue, 31 Oct 2023 16:40:46 +0530 Subject: [PATCH 179/247] added train_metrics to base_model --- ads/opctl/operator/lowcode/forecast/model/arima.py | 1 - ads/opctl/operator/lowcode/forecast/model/automlx.py | 1 - ads/opctl/operator/lowcode/forecast/model/autots.py | 1 - ads/opctl/operator/lowcode/forecast/model/base_model.py | 6 +++--- 4 files changed, 3 insertions(+), 6 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/arima.py b/ads/opctl/operator/lowcode/forecast/model/arima.py index 919fa6c96..0a8c37d0d 100644 --- a/ads/opctl/operator/lowcode/forecast/model/arima.py +++ b/ads/opctl/operator/lowcode/forecast/model/arima.py @@ -19,7 +19,6 @@ class ArimaOperatorModel(ForecastOperatorBaseModel): def __init__(self, config: ForecastOperatorConfig): super().__init__(config) - self.train_metrics = False self.forecast_col_name = "yhat" def _build_model(self) -> pd.DataFrame: diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index e33062d2b..8f4721ec6 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -28,7 +28,6 @@ def __init__(self, config: ForecastOperatorConfig): super().__init__(config) self.global_explanation = {} self.local_explanation = {} - self.train_metrics = False self.forecast_col_name = "yhat" @runtime_dependency( diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index 491231074..559a43ab8 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -25,7 +25,6 @@ class AutoTSOperatorModel(ForecastOperatorBaseModel): def __init__(self, config: ForecastOperatorConfig): super().__init__(config) - self.train_metrics = False self.forecast_col_name = "yhat" @runtime_dependency( diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 1c0d973f6..0657b2c8b 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -57,7 +57,7 @@ def __init__(self, config: ForecastOperatorConfig): self.target_columns = ( None # This will become [target__category1__category2 ...] ) - + self.train_metrics = False self.perform_tuning = self.spec.tuning != None def generate_report(self): @@ -408,11 +408,11 @@ def _save_report( with tempfile.TemporaryDirectory() as temp_dir: report_local_path = os.path.join(temp_dir, "___report.html") dp.save_report(report_sections, report_local_path) - + report_path = os.path.join(output_dir, self.spec.report_file_name) with open(report_local_path) as f1: with fsspec.open( - report_path + report_path, "w", **( default_signer() From db4b6f5a41e0a1dd3ea04f8f10348f02375364c5 Mon Sep 17 00:00:00 2001 From: govarsha Date: Tue, 31 Oct 2023 16:43:08 +0530 Subject: [PATCH 180/247] added forecast_col_name attribute to base_model --- .../operator/lowcode/forecast/model/arima.py | 4 ---- .../lowcode/forecast/model/automlx.py | 1 - .../operator/lowcode/forecast/model/autots.py | 4 ---- .../lowcode/forecast/model/base_model.py | 1 + .../lowcode/forecast/model/prophet.py | 23 ++++--------------- 5 files changed, 6 insertions(+), 27 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/arima.py b/ads/opctl/operator/lowcode/forecast/model/arima.py index 0a8c37d0d..9c42d3a22 100644 --- a/ads/opctl/operator/lowcode/forecast/model/arima.py +++ b/ads/opctl/operator/lowcode/forecast/model/arima.py @@ -17,10 +17,6 @@ class ArimaOperatorModel(ForecastOperatorBaseModel): """Class representing ARIMA operator model.""" - def __init__(self, config: ForecastOperatorConfig): - super().__init__(config) - self.forecast_col_name = "yhat" - def _build_model(self) -> pd.DataFrame: full_data_dict = self.full_data_dict diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index 8f4721ec6..1c6bb4ea7 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -28,7 +28,6 @@ def __init__(self, config: ForecastOperatorConfig): super().__init__(config) self.global_explanation = {} self.local_explanation = {} - self.forecast_col_name = "yhat" @runtime_dependency( module="automl", diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index 559a43ab8..239da6d1d 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -23,10 +23,6 @@ class AutoTSOperatorModel(ForecastOperatorBaseModel): """Class representing AutoTS operator model.""" - def __init__(self, config: ForecastOperatorConfig): - super().__init__(config) - self.forecast_col_name = "yhat" - @runtime_dependency( module="autots", err_msg="Please run `pip3 install autots` to install the required dependencies for autots.", diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 0657b2c8b..e2d5eb106 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -58,6 +58,7 @@ def __init__(self, config: ForecastOperatorConfig): None # This will become [target__category1__category2 ...] ) self.train_metrics = False + self.forecast_col_name = "yhat" self.perform_tuning = self.spec.tuning != None def generate_report(self): diff --git a/ads/opctl/operator/lowcode/forecast/model/prophet.py b/ads/opctl/operator/lowcode/forecast/model/prophet.py index 5e7889c5b..0b6940448 100644 --- a/ads/opctl/operator/lowcode/forecast/model/prophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/prophet.py @@ -35,7 +35,6 @@ class ProphetOperatorModel(ForecastOperatorBaseModel): def __init__(self, config: ForecastOperatorConfig): super().__init__(config) self.train_metrics = True - self.forecast_col_name = "yhat" def _build_model(self) -> pd.DataFrame: from prophet import Prophet @@ -110,9 +109,7 @@ def objective(trial): elif unit == "Y": unit = "D" interval = interval * 365.25 - horizon = _add_unit( - int(self.spec.horizon * interval), unit=unit - ) + horizon = _add_unit(int(self.spec.horizon * interval), unit=unit) initial = _add_unit((data_i.shape[0] * interval) // 2, unit=unit) period = _add_unit((data_i.shape[0] * interval) // 4, unit=unit) @@ -209,32 +206,22 @@ def objective(trial): output_i.iloc[ : -self.spec.horizon, output_i.columns.get_loc(f"fitted_value") - ] = ( - outputs[f"{col}_{cat}"]["yhat"] - .iloc[: -self.spec.horizon] - .values - ) + ] = (outputs[f"{col}_{cat}"]["yhat"].iloc[: -self.spec.horizon].values) output_i.iloc[ -self.spec.horizon :, output_i.columns.get_loc(f"forecast_value"), ] = ( - outputs[f"{col}_{cat}"]["yhat"] - .iloc[-self.spec.horizon :] - .values + outputs[f"{col}_{cat}"]["yhat"].iloc[-self.spec.horizon :].values ) output_i.iloc[ -self.spec.horizon :, output_i.columns.get_loc(yhat_upper_name) ] = ( - outputs[f"{col}_{cat}"]["yhat_upper"] - .iloc[-self.spec.horizon :] - .values + outputs[f"{col}_{cat}"]["yhat_upper"].iloc[-self.spec.horizon :].values ) output_i.iloc[ -self.spec.horizon :, output_i.columns.get_loc(yhat_lower_name) ] = ( - outputs[f"{col}_{cat}"]["yhat_lower"] - .iloc[-self.spec.horizon :] - .values + outputs[f"{col}_{cat}"]["yhat_lower"].iloc[-self.spec.horizon :].values ) output_col = pd.concat([output_col, output_i]) From 1c4949ad7c0608dd8ceedc536e35f275ee3b586f Mon Sep 17 00:00:00 2001 From: govarsha Date: Tue, 31 Oct 2023 17:03:54 +0530 Subject: [PATCH 181/247] small fixes to be consistent with recent changes --- ads/opctl/operator/lowcode/forecast/model/base_model.py | 2 +- .../with_extras/operator/forecast/test_model_autots.py | 8 +++----- .../operator/forecast/test_model_base_model.py | 4 +--- 3 files changed, 5 insertions(+), 9 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index e2d5eb106..c57665907 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -410,7 +410,7 @@ def _save_report( report_local_path = os.path.join(temp_dir, "___report.html") dp.save_report(report_sections, report_local_path) - report_path = os.path.join(output_dir, self.spec.report_file_name) + report_path = os.path.join(output_dir, self.spec.report_filename) with open(report_local_path) as f1: with fsspec.open( report_path, diff --git a/tests/unitary/with_extras/operator/forecast/test_model_autots.py b/tests/unitary/with_extras/operator/forecast/test_model_autots.py index 267d01106..b5f53ef2a 100644 --- a/tests/unitary/with_extras/operator/forecast/test_model_autots.py +++ b/tests/unitary/with_extras/operator/forecast/test_model_autots.py @@ -21,7 +21,6 @@ ForecastOperatorSpec, TestData, DateTimeColumn, - Horizon, OutputDirectory, ) from ads.opctl.operator.lowcode.forecast.const import SupportedMetrics @@ -36,8 +35,7 @@ def setUp(self): spec = Mock(spec=ForecastOperatorSpec) spec.datetime_column = Mock(spec=DateTimeColumn) spec.datetime_column.name = "last_day_of_week" - spec.horizon = Mock(spec=Horizon) - spec.horizon.periods = 3 + spec.horizon = 3 spec.tuning = None spec.model_kwargs = {} spec.confidence_interval_width = 0.7 @@ -58,7 +56,7 @@ def test_autots_parameter_passthrough(self, mock_concat, mock_autots): # When model_kwargs does not have anything, defaults should be sent as parameters. mock_autots.assert_called_once_with( - forecast_length=self.spec.horizon.periods, + forecast_length=self.spec.horizon, frequency="infer", prediction_interval=self.spec.confidence_interval_width, max_generations=AUTOTS_MAX_GENERATION, @@ -135,7 +133,7 @@ def test_autots_parameter_passthrough(self, mock_concat, mock_autots): # All parameters in model_kwargs should be passed to autots mock_autots.assert_called_once_with( - forecast_length=self.spec.horizon.periods, + forecast_length=self.spec.horizon, frequency=self.spec.model_kwargs.get("frequency"), prediction_interval=self.spec.confidence_interval_width, max_generations=self.spec.model_kwargs.get("max_generations"), diff --git a/tests/unitary/with_extras/operator/forecast/test_model_base_model.py b/tests/unitary/with_extras/operator/forecast/test_model_base_model.py index b774d038a..968d24026 100644 --- a/tests/unitary/with_extras/operator/forecast/test_model_base_model.py +++ b/tests/unitary/with_extras/operator/forecast/test_model_base_model.py @@ -20,7 +20,6 @@ ForecastOperatorSpec, TestData, DateTimeColumn, - Horizon, OutputDirectory, ) from ads.opctl.operator.lowcode.forecast.const import SupportedMetrics @@ -102,8 +101,7 @@ def setUp(self): spec.datetime_column = Mock(spec=DateTimeColumn) spec.datetime_column.name = self.datetime_column_name spec.datetime_column.format = None - spec.horizon = Mock(spec=Horizon) - spec.horizon.periods = 3 + spec.horizon = 3 spec.tuning = None spec.output_directory = Mock(spec=OutputDirectory) spec.output_directory.url = "URL" From 7e12673edf55fa6ead9622548cffd24e842245d6 Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 31 Oct 2023 12:01:17 +0000 Subject: [PATCH 182/247] patching issue with automlx check --- .../lowcode/forecast/model/base_model.py | 25 ++++++++++---- ads/opctl/operator/lowcode/forecast/utils.py | 33 +++++++++++-------- 2 files changed, 38 insertions(+), 20 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index dc283e3a8..354b5fde9 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -242,8 +242,16 @@ def _load_data(self): ) self.original_user_data = raw_data.copy() date_column = self.spec.datetime_column.name - freq = pd.infer_freq(raw_data[date_column].drop_duplicates().tail(5)) - self.spec.freq = freq + try: + self.spec.freq = pd.infer_freq( + raw_data[date_column].drop_duplicates().tail(5) + ) + except TypeError as e: + logger.warn( + f"Error determining frequency: {e.args}. Setting Frequency to None" + ) + logger.debug(f"Full traceback: {e}") + self.spec.freq = None utils.evaluate_model_compatibility(raw_data, self.spec) data = Transformations(raw_data, self.spec).run() self.original_total_data = data @@ -390,6 +398,11 @@ def _save_report( ) ) # datapane html report + if ObjectStorageDetails.is_oci_path(output_dir): + storage_options = default_signer() + else: + storage_options = dict() + with tempfile.TemporaryDirectory() as temp_dir: report_local_path = os.path.join(temp_dir, "___report.html") dp.save_report(report_sections, report_local_path) @@ -399,11 +412,7 @@ def _save_report( with fsspec.open( report_path, "w", - **( - default_signer() - if ObjectStorageDetails.is_oci_path(report_path) - else {} - ), + **storage_options, ) as f2: f2.write(f1.read()) @@ -412,6 +421,7 @@ def _save_report( data=result_df, filename=os.path.join(output_dir, self.spec.forecast_filename), format="csv", + storage_options=storage_options, ) # metrics csv report @@ -420,6 +430,7 @@ def _save_report( data=metrics_df.rename_axis("metrics").reset_index(), filename=os.path.join(output_dir, self.spec.metrics_filename), format="csv", + storage_options=storage_options, index=False, ) diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index d062061fa..d4fed189e 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -97,8 +97,8 @@ def _build_metrics_per_horizon( ] ) - for y_true, y_pred in zip( - actuals_df.itertuples(index=False), forecasts_df.itertuples(index=False) + for i, (y_true, y_pred) in enumerate( + zip(actuals_df.itertuples(index=False), forecasts_df.itertuples(index=False)) ): y_true, y_pred = np.array(y_true), np.array(y_pred) @@ -122,7 +122,10 @@ def _build_metrics_per_horizon( SupportedMetrics.MEDIAN_WMAPE: np.median(wmapes), } - metrics_df = metrics_df.append(metrics_row, ignore_index=True) + metrics_df = pd.concat( + [metrics_df, pd.DataFrame(metrics_row, index=[data["ds"][i]])], + ignore_index=True, + ) metrics_df.set_index(data["ds"], inplace=True) @@ -483,7 +486,9 @@ def select_auto_model(columns: List[str]) -> str: return SupportedModels.AutoMLX -def evaluate_model_compatibility(data: pd.DataFrame, dataset_info: ForecastOperatorSpec): +def evaluate_model_compatibility( + data: pd.DataFrame, dataset_info: ForecastOperatorSpec +): """ Function checks if the data is compatible with the model selected @@ -498,14 +503,16 @@ def evaluate_model_compatibility(data: pd.DataFrame, dataset_info: ForecastOpera None """ - date_column = dataset_info.datetime_column.name - freq = pd.infer_freq(data[date_column].drop_duplicates().tail(5)) - freq_in_secs = to_timedelta(freq) / to_timedelta("sec") - if freq_in_secs < 3600 and dataset_info.model == SupportedModels.AutoMLX: - message = "{} requires data with a frequency of at least one hour. Please try using a different model," \ - " or select the 'auto' option.".format( - SupportedModels.AutoMLX, freq) - raise Exception(message) + if dataset_info.model == SupportedModels.AutoMLX: + date_column = dataset_info.datetime_column.name + freq = pd.infer_freq(data[date_column].drop_duplicates().tail(5)) + freq_in_secs = to_timedelta(freq) / to_timedelta("sec") + if freq_in_secs < 3600: + message = ( + "{} requires data with a frequency of at least one hour. Please try using a different model," + " or select the 'auto' option.".format(SupportedModels.AutoMLX, freq) + ) + raise Exception(message) def to_timedelta(freq: str): @@ -522,7 +529,7 @@ def to_timedelta(freq: str): timedelta """ # Add '1' in case freq doesn't have any digit - if not bool(re.search(r'\d', freq)): + if not bool(re.search(r"\d", freq)): freq = f"1{freq}" # Convert to datetime.timedelta return pd.to_timedelta(freq) From 8559ebf942ef7af5673865a19fba64ecba99bd95 Mon Sep 17 00:00:00 2001 From: govarsha Date: Tue, 31 Oct 2023 17:40:39 +0530 Subject: [PATCH 183/247] fixing merge conflicts --- ads/opctl/operator/lowcode/forecast/model/base_model.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index c57665907..c6c0c3910 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -427,6 +427,7 @@ def _save_report( utils._write_data( data=result_df, filename=os.path.join(output_dir, self.spec.forecast_filename), + storage_options=default_signer(), format="csv", ) @@ -436,6 +437,7 @@ def _save_report( data=metrics_df.rename_axis("metrics").reset_index(), filename=os.path.join(output_dir, self.spec.metrics_filename), format="csv", + storage_options=default_signer(), index=False, ) From baff6cd534cfe5ac03e852ab4e3fe185a75d9a0d Mon Sep 17 00:00:00 2001 From: govarsha Date: Tue, 31 Oct 2023 18:14:30 +0530 Subject: [PATCH 184/247] resolving merge conflicts --- .../lowcode/forecast/model/base_model.py | 29 +++++++++++----- ads/opctl/operator/lowcode/forecast/utils.py | 33 +++++++++++-------- 2 files changed, 40 insertions(+), 22 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index c57665907..9ab4d7b7e 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -252,8 +252,16 @@ def _load_data(self): ) self.original_user_data = raw_data.copy() date_column = self.spec.datetime_column.name - freq = pd.infer_freq(raw_data[date_column].drop_duplicates().tail(5)) - self.spec.freq = freq + try: + self.spec.freq = pd.infer_freq( + raw_data[date_column].drop_duplicates().tail(5) + ) + except TypeError as e: + logger.warn( + f"Error determining frequency: {e.args}. Setting Frequency to None" + ) + logger.debug(f"Full traceback: {e}") + self.spec.freq = None utils.evaluate_model_compatibility(raw_data, self.spec) data = Transformations(raw_data, self.spec).run() self.original_total_data = data @@ -403,7 +411,12 @@ def _save_report( output_dir ) ) - # datapane html report + + if ObjectStorageDetails.is_oci_path(output_dir): + storage_options = default_signer() + else: + storage_options = dict() + if self.spec.generate_report: # datapane html report with tempfile.TemporaryDirectory() as temp_dir: @@ -415,11 +428,7 @@ def _save_report( with fsspec.open( report_path, "w", - **( - default_signer() - if ObjectStorageDetails.is_oci_path(report_path) - else {} - ), + **storage_options, ) as f2: f2.write(f1.read()) @@ -428,6 +437,7 @@ def _save_report( data=result_df, filename=os.path.join(output_dir, self.spec.forecast_filename), format="csv", + storage_options=storage_options, ) # metrics csv report @@ -436,6 +446,7 @@ def _save_report( data=metrics_df.rename_axis("metrics").reset_index(), filename=os.path.join(output_dir, self.spec.metrics_filename), format="csv", + storage_options=storage_options, index=False, ) @@ -445,7 +456,7 @@ def _save_report( data=test_metrics_df.rename_axis("metrics").reset_index(), filename=os.path.join(output_dir, self.spec.test_metrics_filename), format="csv", - storage_options=default_signer(), + storage_options=storage_options, index=False, ) diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index d062061fa..d4fed189e 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -97,8 +97,8 @@ def _build_metrics_per_horizon( ] ) - for y_true, y_pred in zip( - actuals_df.itertuples(index=False), forecasts_df.itertuples(index=False) + for i, (y_true, y_pred) in enumerate( + zip(actuals_df.itertuples(index=False), forecasts_df.itertuples(index=False)) ): y_true, y_pred = np.array(y_true), np.array(y_pred) @@ -122,7 +122,10 @@ def _build_metrics_per_horizon( SupportedMetrics.MEDIAN_WMAPE: np.median(wmapes), } - metrics_df = metrics_df.append(metrics_row, ignore_index=True) + metrics_df = pd.concat( + [metrics_df, pd.DataFrame(metrics_row, index=[data["ds"][i]])], + ignore_index=True, + ) metrics_df.set_index(data["ds"], inplace=True) @@ -483,7 +486,9 @@ def select_auto_model(columns: List[str]) -> str: return SupportedModels.AutoMLX -def evaluate_model_compatibility(data: pd.DataFrame, dataset_info: ForecastOperatorSpec): +def evaluate_model_compatibility( + data: pd.DataFrame, dataset_info: ForecastOperatorSpec +): """ Function checks if the data is compatible with the model selected @@ -498,14 +503,16 @@ def evaluate_model_compatibility(data: pd.DataFrame, dataset_info: ForecastOpera None """ - date_column = dataset_info.datetime_column.name - freq = pd.infer_freq(data[date_column].drop_duplicates().tail(5)) - freq_in_secs = to_timedelta(freq) / to_timedelta("sec") - if freq_in_secs < 3600 and dataset_info.model == SupportedModels.AutoMLX: - message = "{} requires data with a frequency of at least one hour. Please try using a different model," \ - " or select the 'auto' option.".format( - SupportedModels.AutoMLX, freq) - raise Exception(message) + if dataset_info.model == SupportedModels.AutoMLX: + date_column = dataset_info.datetime_column.name + freq = pd.infer_freq(data[date_column].drop_duplicates().tail(5)) + freq_in_secs = to_timedelta(freq) / to_timedelta("sec") + if freq_in_secs < 3600: + message = ( + "{} requires data with a frequency of at least one hour. Please try using a different model," + " or select the 'auto' option.".format(SupportedModels.AutoMLX, freq) + ) + raise Exception(message) def to_timedelta(freq: str): @@ -522,7 +529,7 @@ def to_timedelta(freq: str): timedelta """ # Add '1' in case freq doesn't have any digit - if not bool(re.search(r'\d', freq)): + if not bool(re.search(r"\d", freq)): freq = f"1{freq}" # Convert to datetime.timedelta return pd.to_timedelta(freq) From 3a5600db471e33aa32b7f4390826de0e332dfb84 Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 31 Oct 2023 15:28:02 +0000 Subject: [PATCH 185/247] freq function causing errors with automlx --- .../operator/lowcode/forecast/model/base_model.py | 6 ++---- ads/opctl/operator/lowcode/forecast/utils.py | 13 ++++++++----- 2 files changed, 10 insertions(+), 9 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 354b5fde9..73fafb57c 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -243,18 +243,16 @@ def _load_data(self): self.original_user_data = raw_data.copy() date_column = self.spec.datetime_column.name try: - self.spec.freq = pd.infer_freq( - raw_data[date_column].drop_duplicates().tail(5) - ) + self.spec.freq = utils.get_frequency_of_datetime(raw_data, self.spec) except TypeError as e: logger.warn( f"Error determining frequency: {e.args}. Setting Frequency to None" ) logger.debug(f"Full traceback: {e}") self.spec.freq = None - utils.evaluate_model_compatibility(raw_data, self.spec) data = Transformations(raw_data, self.spec).run() self.original_total_data = data + additional_data = None if self.spec.additional_data is not None: additional_data = utils._load_data( diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index d4fed189e..b56b6ba63 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -486,9 +486,7 @@ def select_auto_model(columns: List[str]) -> str: return SupportedModels.AutoMLX -def evaluate_model_compatibility( - data: pd.DataFrame, dataset_info: ForecastOperatorSpec -): +def get_frequency_of_datetime(data: pd.DataFrame, dataset_info: ForecastOperatorSpec): """ Function checks if the data is compatible with the model selected @@ -503,9 +501,13 @@ def evaluate_model_compatibility( None """ + date_column = dataset_info.datetime_column.name + freq = pd.DatetimeIndex( + pd.to_datetime(data[date_column].drop_duplicates()) + ).inferred_freq if dataset_info.model == SupportedModels.AutoMLX: - date_column = dataset_info.datetime_column.name - freq = pd.infer_freq(data[date_column].drop_duplicates().tail(5)) + # freq = data[date_column].drop_duplicates().diff().min() + # freq = pd.infer_freq(data[date_column].drop_duplicates().tail(5)) freq_in_secs = to_timedelta(freq) / to_timedelta("sec") if freq_in_secs < 3600: message = ( @@ -513,6 +515,7 @@ def evaluate_model_compatibility( " or select the 'auto' option.".format(SupportedModels.AutoMLX, freq) ) raise Exception(message) + return freq def to_timedelta(freq: str): From 98c074f3ccf7e6b05785988f6e5600224dc631e4 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Fri, 27 Oct 2023 15:58:20 -0700 Subject: [PATCH 186/247] ODSC-47050: Adds unit tests for the operator backends. --- ads/opctl/backend/ads_ml_job.py | 4 +- ads/opctl/backend/local.py | 12 +- .../test_files/test_operator/MLoperator | 13 + .../operator/test_operator_backend.py | 383 +++++++++++++++++- 4 files changed, 398 insertions(+), 14 deletions(-) create mode 100644 tests/unitary/with_extras/operator/test_files/test_operator/MLoperator diff --git a/ads/opctl/backend/ads_ml_job.py b/ads/opctl/backend/ads_ml_job.py index c1bc60ee0..18b458a79 100644 --- a/ads/opctl/backend/ads_ml_job.py +++ b/ads/opctl/backend/ads_ml_job.py @@ -592,7 +592,7 @@ def __init__(self, config: Dict, operator_info: OperatorInfo = None) -> None: self.operator_version = self.operator_config.get("version", "unknown") # registering supported runtime adjusters - self._RUNTIME_ADJUSTER_MAP = { + self._RUNTIME_MAP = { ContainerRuntime().type: self._adjust_container_runtime, PythonRuntime().type: self._adjust_python_runtime, } @@ -680,7 +680,7 @@ def run(self, **kwargs: Dict) -> Union[Dict, None]: self._adjust_common_information() # adjust runtime information - self._RUNTIME_ADJUSTER_MAP.get(self.job.runtime.type, lambda: None)() + self._RUNTIME_MAP.get(self.job.runtime.type, lambda: None)() # run the job if only it is not a dry run mode if not self.config["execution"].get("dry_run"): diff --git a/ads/opctl/backend/local.py b/ads/opctl/backend/local.py index d8f02a0f4..3d9bf7151 100644 --- a/ads/opctl/backend/local.py +++ b/ads/opctl/backend/local.py @@ -873,7 +873,7 @@ def __init__( } self.operator_type = self.operator_config.get("type") - self._RUNTIME_RUN_MAP = { + self._RUNTIME_MAP = { operator_runtime.ContainerRuntime.type: self._run_with_container, operator_runtime.PythonRuntime.type: self._run_with_python, } @@ -898,8 +898,8 @@ def _run_with_python(self, **kwargs: Dict) -> int: operator_spec = json.dumps(self.operator_config) sys.argv = [self.operator_info.type, "--spec", operator_spec] - print(f"{'*' * 50} Runtime Config {'*' * 50}") - print(runtime.to_yaml()) + logger.info(f"{'*' * 50} Runtime Config {'*' * 50}") + logger.info(runtime.to_yaml()) try: runpy.run_module(self.operator_info.type, run_name="__main__") @@ -955,10 +955,10 @@ def run(self, **kwargs: Dict) -> Dict: "type", operator_runtime.OPERATOR_LOCAL_RUNTIME_TYPE.PYTHON ) - if runtime_type not in self._RUNTIME_RUN_MAP: + if runtime_type not in self._RUNTIME_MAP: raise RuntimeError( f"Not supported runtime - {runtime_type} for local backend. " - f"Supported values: {self._RUNTIME_RUN_MAP.keys()}" + f"Supported values: {self._RUNTIME_MAP.keys()}" ) if not self.operator_info: @@ -971,7 +971,7 @@ def run(self, **kwargs: Dict) -> Dict: ) # run operator with provided runtime - exit_code = self._RUNTIME_RUN_MAP.get(runtime_type, lambda: None)(**kwargs) + exit_code = self._RUNTIME_MAP.get(runtime_type, lambda: None)(**kwargs) if exit_code != 0: raise RuntimeError( diff --git a/tests/unitary/with_extras/operator/test_files/test_operator/MLoperator b/tests/unitary/with_extras/operator/test_files/test_operator/MLoperator new file mode 100644 index 000000000..af54c8018 --- /dev/null +++ b/tests/unitary/with_extras/operator/test_files/test_operator/MLoperator @@ -0,0 +1,13 @@ +type: example +version: v1 +name: Example Operator +conda_type: published +conda: example_v1 +gpu: no +keywords: + - Example Operator +backends: + - job + - dataflow +description: | + Description for the operator diff --git a/tests/unitary/with_extras/operator/test_operator_backend.py b/tests/unitary/with_extras/operator/test_operator_backend.py index 1831be238..e23d044fc 100644 --- a/tests/unitary/with_extras/operator/test_operator_backend.py +++ b/tests/unitary/with_extras/operator/test_operator_backend.py @@ -5,19 +5,390 @@ # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ +import json +import os +import tempfile +from unittest.mock import MagicMock, patch + +import pytest +import yaml + +from ads import jobs +from ads.opctl.backend.ads_ml_job import MLJobOperatorBackend +from ads.opctl.backend.local import LocalOperatorBackend, OperatorLoader +from ads.opctl.config.base import ConfigProcessor +from ads.opctl.config.merger import ConfigMerger +from ads.opctl.constants import BACKEND_NAME +from ads.opctl.operator.common.const import ENV_OPERATOR_ARGS, PACK_TYPE +from ads.opctl.operator.common.operator_loader import OperatorInfo +from ads.opctl.operator.runtime import runtime as operator_runtime +from ads.opctl.operator.runtime.runtime import ContainerRuntime, PythonRuntime + + class TestLocalOperatorBackend: - """Tests local operator backend.""" + def setup_class(cls): + # current directory and test files directory + cls.CUR_DIR = os.path.dirname(os.path.abspath(__file__)) + cls.TEST_FILES_DIR = os.path.join(cls.CUR_DIR, "test_files") + + # mock backends + cls.MOCK_BACKEND_CONFIG = { + "local.container.config": operator_runtime.ContainerRuntime.from_yaml( + uri=os.path.join(cls.TEST_FILES_DIR, "local_container.yaml") + ).to_dict(), + "local.python.config": operator_runtime.PythonRuntime.from_yaml( + uri=os.path.join(cls.TEST_FILES_DIR, "local_python.yaml") + ).to_dict(), + } + + def setup_method(self): + # mock operator config + self.mock_config = { + "kind": "operator", + "type": "example", + "version": "v1", + "spec": {}, + "runtime": {}, + "infrastructure": {}, + "execution": {"oci_config": "test_oci_config"}, + } + + # mock operator info + self.mock_operator_info = OperatorInfo( + type="example", + gpu="no", + description="An example operator", + version="v1", + conda="example_v1", + conda_type=PACK_TYPE.CUSTOM, + path=os.path.join(self.TEST_FILES_DIR, "test_operator"), + backends=[BACKEND_NAME.JOB.value, BACKEND_NAME.DATAFLOW.value], + ) + + # mock operator backend + self.mock_backend = LocalOperatorBackend( + config=self.mock_config, operator_info=self.mock_operator_info + ) + + def test__init(self): + """Ensures that the local operator backend can be successfully initialized.""" + assert self.mock_backend.runtime_config == {} + expected_operator_config = { + **{ + key: value + for key, value in self.mock_config.items() + if key not in ("runtime", "infrastructure", "execution") + } + } + assert self.mock_backend.operator_config == expected_operator_config + assert self.mock_backend.operator_type == self.mock_config["type"] + + assert operator_runtime.ContainerRuntime.type in self.mock_backend._RUNTIME_MAP + assert operator_runtime.PythonRuntime.type in self.mock_backend._RUNTIME_MAP + + self.mock_backend.operator_info = self.mock_operator_info + + @patch("runpy.run_module") + def test__run_with_python(self, mock_run_module): + """Tests running the operator within a local python environment.""" + self.mock_backend.runtime_config = PythonRuntime.init().to_dict() + result = self.mock_backend._run_with_python() + mock_run_module.assert_called_with( + self.mock_operator_info.type, run_name="__main__" + ) + assert result == 0 + + @patch("runpy.run_module") + def test__run_with_python_fail(self, mock_run_module): + """Tests running the operator within a local python environment.""" + mock_run_module.side_effect = SystemExit(1) + self.mock_backend.runtime_config = PythonRuntime.init().to_dict() + result = self.mock_backend._run_with_python() + mock_run_module.assert_called_with( + self.mock_operator_info.type, run_name="__main__" + ) + assert result == 1 + + @patch("ads.opctl.backend.local.run_container") + def test__run_with_container(self, mock_run_container): + """Tests running the operator within a container.""" + self.mock_backend.runtime_config = ContainerRuntime.init( + **{ + "image": "test_image", + "env": [{"name": "test_env_key", "value": "test_env_value"}], + "volume": ["host_value:container_value"], + } + ).to_dict() + self.mock_backend._run_with_container() + + mock_run_container.assert_called_with( + image="test_image", + bind_volumes={"host_value": {"bind": "container_value"}}, + env_vars={ + "test_env_key": "test_env_value", + ENV_OPERATOR_ARGS: json.dumps(self.mock_backend.operator_config), + }, + command=f"'python3 -m {self.mock_operator_info.type}'", + ) + + @pytest.mark.parametrize( + "mock_runtime_type, mock_runtime_config", + [ + ("python", PythonRuntime().to_dict()), + ("container", ContainerRuntime().to_dict()), + ], + ) + def test_run_success(self, mock_runtime_type, mock_runtime_config): + """Test running the operator with success result""" + self.mock_backend.runtime_config = mock_runtime_config + self.mock_backend.operator_info = None + + mock_run_with = MagicMock(return_value=0) + self.mock_backend._RUNTIME_MAP[mock_runtime_type] = mock_run_with + + with patch.object(OperatorLoader, "from_uri") as mock_operator_loader_from_uri: + # mock objects + mock_operator_loader_from_uri.return_value = MagicMock( + load=MagicMock(return_value=self.mock_operator_info) + ) + + self.mock_backend.run() + mock_run_with.assert_called() - pass + mock_run_with.return_value = 1 + with pytest.raises(RuntimeError): + self.mock_backend.run() + + def test_run_fail(self): + """Test running the operator with failed result""" + with pytest.raises(RuntimeError): + self.mock_backend.runtime_config = {"type": "undefined"} + self.mock_backend.run() + + def test_init_fail(self): + """Ensures that initiating starter config fails in case of wrong input params.""" + with pytest.raises(ValueError): + self.mock_backend.init(runtime_type="unknown") + + @pytest.mark.parametrize( + "mock_runtime_type, expected_result", + [ + ( + "python", + yaml.load( + "# This YAML specification was auto generated by the `ads operator init` " + "command.\n# The more details about the operator's runtime YAML " + "specification can be found in the ADS documentation:\n# " + "https://accelerated-data-science.readthedocs.io/en/latest " + "\n\n\nkind: operator.local\nspec: null\ntype: python\nversion: v1\n", + Loader=yaml.FullLoader, + ), + ), + ( + "container", + yaml.load( + "# This YAML specification was auto generated by the `ads operator " + "init` command.\n# The more details about the operator's runtime YAML " + "specification can be found in the ADS documentation:\n# " + "https://accelerated-data-science.readthedocs.io/en/latest \n\n\nkind: " + "operator.local\nspec:\n env:\n - name: operator\n " + "value: example:v1\n image: example:v1\n " + "volume:\n - :/root/.oci\ntype: container\nversion: v1\n", + Loader=yaml.FullLoader, + ), + ), + ], + ) + def test_init_success(self, mock_runtime_type, expected_result): + """Tests generating a starter YAML specification for the operator local runtime.""" + assert ( + yaml.load( + self.mock_backend.init(runtime_type=mock_runtime_type), + Loader=yaml.FullLoader, + ) + == expected_result + ) class TestMLJobOperatorBackend: """Tests backend class to run operator on Data Science Jobs.""" - pass + def setup_class(cls): + # current directory and test files directory + cls.CUR_DIR = os.path.dirname(os.path.abspath(__file__)) + cls.TEST_FILES_DIR = os.path.join(cls.CUR_DIR, "test_files") + + # mock backends + cls.MOCK_BACKEND_CONFIG = { + "job.container.config": jobs.Job.from_yaml( + uri=os.path.join(cls.TEST_FILES_DIR, "job_container.yaml") + ).to_dict(), + "job.python.config": jobs.Job.from_yaml( + uri=os.path.join(cls.TEST_FILES_DIR, "job_python.yaml") + ).to_dict(), + } + + def setup_method(self): + self.mock_config = ( + ConfigProcessor( + { + "kind": "operator", + "type": "example", + "version": "v1", + "spec": {}, + "runtime": {}, + } + ) + .step(ConfigMerger, **{}) + .config + ) + + # mock operator info + self.mock_operator_info = OperatorInfo( + type="example", + gpu="no", + description="An example operator", + version="v1", + conda="example_v1", + conda_type=PACK_TYPE.CUSTOM, + path=os.path.join(self.TEST_FILES_DIR, "test_operator"), + backends=[BACKEND_NAME.JOB.value, BACKEND_NAME.DATAFLOW.value], + ) + + # mock operator backend + self.mock_backend = MLJobOperatorBackend( + config=self.mock_config, operator_info=self.mock_operator_info + ) + + def test__init(self): + assert self.mock_backend.job is None + assert self.mock_backend.runtime_config == {} + + expected_operator_config = { + **{ + key: value + for key, value in self.mock_config.items() + if key not in ("runtime", "infrastructure", "execution") + } + } + assert self.mock_backend.operator_config == expected_operator_config + assert self.mock_backend.operator_type == self.mock_config["type"] + assert self.mock_backend.operator_version == self.mock_config["version"] + + assert jobs.ContainerRuntime().type in self.mock_backend._RUNTIME_MAP + assert jobs.PythonRuntime().type in self.mock_backend._RUNTIME_MAP + + self.mock_backend.operator_info = self.mock_operator_info + + def test__adjust_common_information(self): + self.mock_backend.job = jobs.Job(name="{job", runtime=jobs.PythonRuntime({})) + self.mock_backend._adjust_common_information() + + assert self.mock_backend.job.name == ( + f"job_{self.mock_operator_info.type.lower()}" + f"_{self.mock_operator_info.version.lower()}" + ) + + def test__adjust_container_runtime(self): + self.mock_backend.job = jobs.Job( + name="{job", runtime=jobs.ContainerRuntime().with_image("test-image") + ) + self.mock_backend._adjust_container_runtime() + + assert self.mock_backend.job.runtime.to_dict() == ( + { + "kind": "runtime", + "spec": { + "cmd": "python3 -m example", + "entrypoint": None, + "env": [ + {"name": "OCI_IAM_TYPE", "value": "resource_principal"}, + {"name": "OCIFS_IAM_TYPE", "value": "resource_principal"}, + { + "name": "ENV_OPERATOR_ARGS", + "value": '{"kind": "operator", "type": "example", ' + '"version": "v1", "spec": {}}', + }, + ], + "image": "test-image", + }, + "type": "container", + } + ) + + @patch("time.time", return_value=1) + def test__adjust_python_runtime(self, mock_time): + with tempfile.TemporaryDirectory() as temp_dir: + with patch("tempfile.mkdtemp", return_value=temp_dir): + self.mock_backend.job = jobs.Job( + name="{job", runtime=jobs.PythonRuntime() + ) + self.mock_backend._adjust_python_runtime() + + assert self.mock_backend.job.runtime.to_dict() == ( + { + "kind": "runtime", + "type": "python", + "spec": { + "entrypoint": "example_1_run.sh", + "scriptPathURI": temp_dir, + "workingDir": os.path.basename(temp_dir.rstrip("/")), + "env": [ + {"name": "OCI_IAM_TYPE", "value": "resource_principal"}, + { + "name": "OCIFS_IAM_TYPE", + "value": "resource_principal", + }, + { + "name": "ENV_OPERATOR_ARGS", + "value": '{"kind": "operator", "type": "example", "version": "v1", "spec": {}}', + }, + ], + }, + } + ) + + @pytest.mark.parametrize( + "mock_runtime_type, mock_runtime_config", + [ + ( + "python", + jobs.Job( + name="test_name", + runtime=jobs.PythonRuntime(), + infrastructure=jobs.DataScienceJob(), + ).to_dict(), + ), + ( + "container", + jobs.Job( + name="test_name", + runtime=jobs.ContainerRuntime(), + infrastructure=jobs.DataScienceJob(), + ).to_dict(), + ), + ], + ) + @patch.object(jobs.Job, "create") + @patch.object(jobs.Job, "run") + def test_run_success( + self, mock_job_run, mock_job_create, mock_runtime_type, mock_runtime_config + ): + mock_job_create.return_value = MagicMock(run=mock_job_run) + """Test running the operator with success result""" + self.mock_backend.runtime_config = mock_runtime_config + self.mock_backend.operator_info = None + mock_run_with = MagicMock() + self.mock_backend._RUNTIME_MAP[mock_runtime_type] = mock_run_with -class TestDataFlowOperatorBackend: - """Tests backend class to run operator on Data Flow Applications.""" + with patch.object(OperatorLoader, "from_uri") as mock_operator_loader_from_uri: + # mock objects + mock_operator_loader_from_uri.return_value = MagicMock( + load=MagicMock(return_value=self.mock_operator_info) + ) - pass + self.mock_backend.run() + mock_run_with.assert_called() + mock_job_run.assert_called() + mock_job_create.assert_called() From 19aade0f1b89594fc3273c6efdceeb826273445a Mon Sep 17 00:00:00 2001 From: Allen Date: Wed, 1 Nov 2023 12:19:59 +0000 Subject: [PATCH 187/247] attempt 2 to get freq of datetime for automlx --- ads/opctl/operator/lowcode/forecast/utils.py | 9 +++------ 1 file changed, 3 insertions(+), 6 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index b56b6ba63..a312d8048 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -502,13 +502,10 @@ def get_frequency_of_datetime(data: pd.DataFrame, dataset_info: ForecastOperator """ date_column = dataset_info.datetime_column.name - freq = pd.DatetimeIndex( - pd.to_datetime(data[date_column].drop_duplicates()) - ).inferred_freq + datetimes = pd.to_datetime(data[date_column].drop_duplicates()) + freq = pd.DatetimeIndex(datetimes).inferred_freq if dataset_info.model == SupportedModels.AutoMLX: - # freq = data[date_column].drop_duplicates().diff().min() - # freq = pd.infer_freq(data[date_column].drop_duplicates().tail(5)) - freq_in_secs = to_timedelta(freq) / to_timedelta("sec") + freq_in_secs = datetimes.tail().diff().min().total_seconds() if freq_in_secs < 3600: message = ( "{} requires data with a frequency of at least one hour. Please try using a different model," From 5f1755f8a169587529d319068f1988e04df237f2 Mon Sep 17 00:00:00 2001 From: Allen Date: Wed, 1 Nov 2023 12:20:27 +0000 Subject: [PATCH 188/247] attempt 2 to get freq of datetime for automlx --- ads/opctl/operator/lowcode/forecast/utils.py | 20 -------------------- 1 file changed, 20 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index a312d8048..8b0f7020a 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -513,23 +513,3 @@ def get_frequency_of_datetime(data: pd.DataFrame, dataset_info: ForecastOperator ) raise Exception(message) return freq - - -def to_timedelta(freq: str): - """ - Converts freq sting to time delta. - - Parameters - ------------ - freq: str - freq e.g. T, 5T, 5H, Y - - Returns - -------- - timedelta - """ - # Add '1' in case freq doesn't have any digit - if not bool(re.search(r"\d", freq)): - freq = f"1{freq}" - # Convert to datetime.timedelta - return pd.to_timedelta(freq) From b4ea0d0372f732f3af17fa929ecaa30a1a75b6c7 Mon Sep 17 00:00:00 2001 From: Allen Date: Wed, 1 Nov 2023 13:40:01 +0000 Subject: [PATCH 189/247] explain bool bug --- ads/opctl/operator/lowcode/forecast/model/prophet.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/prophet.py b/ads/opctl/operator/lowcode/forecast/model/prophet.py index 435e2fa95..ecdb34030 100644 --- a/ads/opctl/operator/lowcode/forecast/model/prophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/prophet.py @@ -295,7 +295,7 @@ def _generate_report(self): sec5 = dp.DataTable(all_model_states) all_sections = all_sections + [sec5_text, sec5] - if self.spec.explain: + if self.spec.generate_explanations: # If the key is present, call the "explain_model" method self.explain_model() From c5d05b10360c032bd8f77b0847dd51967a3044cc Mon Sep 17 00:00:00 2001 From: Allen Date: Wed, 1 Nov 2023 15:00:06 +0000 Subject: [PATCH 190/247] patching bugs from merging --- .../operator/lowcode/forecast/model/arima.py | 4 +- .../operator/lowcode/forecast/model/autots.py | 12 +- .../lowcode/forecast/model/base_model.py | 152 +++++++++--------- .../lowcode/forecast/model/prophet.py | 6 +- 4 files changed, 90 insertions(+), 84 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/arima.py b/ads/opctl/operator/lowcode/forecast/model/arima.py index 9c42d3a22..67cb61e97 100644 --- a/ads/opctl/operator/lowcode/forecast/model/arima.py +++ b/ads/opctl/operator/lowcode/forecast/model/arima.py @@ -88,7 +88,9 @@ def _build_model(self) -> pd.DataFrame: # Collect all outputs models.append(model) - outputs_legacy.append(forecast) + outputs_legacy.append( + forecast.reset_index().rename(columns={"index": "ds"}) + ) outputs[target] = forecast self.models = models diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index 239da6d1d..d0cd4b4c1 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -121,7 +121,7 @@ def _build_model(self) -> pd.DataFrame: self.models = model logger.info("===========Forecast Generated===========") self.prediction = model.predict() - outputs + outputs = dict() # Process the forecasts for each target series for series_idx, series in enumerate(self.target_columns): @@ -133,7 +133,7 @@ def _build_model(self) -> pd.DataFrame: ["index", self.target_columns[series_idx]] ].rename( columns={ - "index": self.spec.datetime_column.name, + "index": "ds", self.target_columns[series_idx]: "yhat", } ), @@ -141,7 +141,7 @@ def _build_model(self) -> pd.DataFrame: ["index", self.target_columns[series_idx]] ].rename( columns={ - "index": self.spec.datetime_column.name, + "index": "ds", self.target_columns[series_idx]: "yhat_lower", } ), @@ -149,7 +149,7 @@ def _build_model(self) -> pd.DataFrame: ["index", self.target_columns[series_idx]] ].rename( columns={ - "index": self.spec.datetime_column.name, + "index": "ds", self.target_columns[series_idx]: "yhat_upper", } ), @@ -166,7 +166,7 @@ def _build_model(self) -> pd.DataFrame: # Re-merge historical datas for processing data_merged = pd.concat( [ - v[v[k].notna()].set_index(date_column) + v[v[k].notna()].set_index(self.spec.datetime_column.name) for k, v in self.full_data_dict.items() ], axis=1, @@ -184,7 +184,7 @@ def _build_model(self) -> pd.DataFrame: for cat in self.categories: output_i = pd.DataFrame() - output_i["Date"] = outputs[f"{col}_{cat}"][self.spec.datetime_column.name] + output_i["Date"] = outputs[f"{col}_{cat}"]["ds"] output_i["Series"] = cat output_i[f"forecast_value"] = outputs[f"{col}_{cat}"]["yhat"] if "yhat_upper" in outputs[f"{col}_{cat}"].columns: diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 43d75e824..a7a1d4ad1 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -84,6 +84,7 @@ def generate_report(self): self.outputs, target_col=self.forecast_col_name, ) + if self.spec.test_data: ( self.test_eval_metrics, @@ -193,59 +194,47 @@ def generate_report(self): ), ) - test_eval_metrics = [] - test_data = None - if self.spec.test_data: - ( - self.test_eval_metrics, - summary_metrics, - test_data, - ) = self._test_evaluate_metrics( - target_columns=self.target_columns, - test_filename=self.spec.test_data.url, - outputs=self.outputs, - target_col=forecast_col_name, - elapsed_time=elapsed_time, + test_metrics_sections = [] + if self.test_eval_metrics is not None and not self.test_eval_metrics.empty: + sec7_text = dp.Text(f"## Test Data Evaluation Metrics") + sec7 = dp.DataTable(self.test_eval_metrics) + test_metrics_sections = test_metrics_sections + [sec7_text, sec7] + + if summary_metrics is not None and not summary_metrics.empty: + sec8_text = dp.Text(f"## Test Data Summary Metrics") + sec8 = dp.DataTable(summary_metrics) + test_metrics_sections = test_metrics_sections + [sec8_text, sec8] + + train_metrics_sections = [] + if self.eval_metrics is not None and not self.eval_metrics.empty: + sec9_text = dp.Text(f"## Training Data Metrics") + sec9 = dp.DataTable(self.eval_metrics) + train_metrics_sections = [sec9_text, sec9] + + forecast_text = dp.Text(f"## Forecasted Data Overlaying Historical") + forecast_sec = utils.get_forecast_plots( + self.data, + self.outputs, + self.target_columns, + test_data=test_data, + forecast_col_name=self.forecast_col_name, + ds_col=ds_column_series, + ds_forecast_col=ds_forecast_col, + ci_col_names=ci_col_names, + ci_interval_width=self.spec.confidence_interval_width, ) - sec7_text = dp.Text(f"## Holdout Data Evaluation Metrics") - sec7 = ( - dp.DataTable(self.test_eval_metrics) - if not self.test_eval_metrics.empty - else dp.Table(self.test_eval_metrics) + forecast_plots = [forecast_text, forecast_sec] + + yaml_appendix_title = dp.Text(f"## Reference: YAML File") + yaml_appendix = dp.Code(code=self.config.to_yaml(), language="yaml") + report_sections = ( + [title_text, summary] + + forecast_plots + + other_sections + + test_metrics_sections + + train_metrics_sections + + [yaml_appendix_title, yaml_appendix] ) - sec8_text = dp.Text(f"## Holdout Data Summary Metrics") - sec8 = ( - dp.DataTable(summary_metrics) - if not summary_metrics.empty - else dp.Table(summary_metrics) - ) - - test_eval_metrics = [sec7_text, sec7, sec8_text, sec8] - - forecast_text = dp.Text(f"## Forecasted Data Overlaying Historical") - forecast_sec = utils.get_forecast_plots( - self.data, - self.outputs, - self.target_columns, - test_data=test_data, - forecast_col_name=self.forecast_col_name, - ds_col=ds_column_series, - ds_forecast_col=ds_forecast_col, - ci_col_names=ci_col_names, - ci_interval_width=self.spec.confidence_interval_width, - ) - forecast_plots = [forecast_text, forecast_sec] - - yaml_appendix_title = dp.Text(f"## Reference: YAML File") - yaml_appendix = dp.Code(code=self.config.to_yaml(), language="yaml") - report_sections = ( - [title_text, summary] - + forecast_plots - + other_sections - + test_eval_metrics - + train_metric_sections - + [yaml_appendix_title, yaml_appendix] - ) # save the report and result CSV self._save_report( @@ -305,7 +294,11 @@ def _test_evaluate_metrics( summary_metrics = pd.DataFrame() data = None try: - storage_options = default_signer() if ObjectStorageDetails.is_oci_path(test_filename) else {} + storage_options = ( + default_signer() + if ObjectStorageDetails.is_oci_path(test_filename) + else {} + ) data = utils._load_data( filename=test_filename, format=self.spec.test_data.format, @@ -330,9 +323,11 @@ def _test_evaluate_metrics( ) for idx, col in enumerate(target_columns): - # Only columns present in test file will be used to generate holdout error + # Only columns present in test file will be used to generate test error if col in data: # Assuming that predictions have all forecast values + print(f"outputs!!!!!!/n/n/n{outputs[idx]}/n/n/n") + print(f"data!!!!!!/n/n/n{data}/n/n/n") dates = outputs[idx]["ds"] # Filling zeros for any date missing in test data to maintain consistency in metric calculation as in all other missing values cases it comes as 0 y_true = [ @@ -391,7 +386,7 @@ def _test_evaluate_metrics( """Calculates Mean sMAPE, Median sMAPE, Mean MAPE, Median MAPE, Mean wMAPE, Median wMAPE values for each horizon if horizon <= 10.""" target_columns_in_output = set(target_columns).intersection(data.columns) - if self.spec.horizon.periods <= SUMMARY_METRICS_HORIZON_LIMIT and len( + if self.spec.horizon <= SUMMARY_METRICS_HORIZON_LIMIT and len( outputs ) == len(target_columns_in_output): metrics_per_horizon = utils._build_metrics_per_horizon( @@ -399,7 +394,7 @@ def _test_evaluate_metrics( outputs=outputs, target_columns=target_columns, target_col=target_col, - horizon_periods=self.spec.horizon.periods, + horizon_periods=self.spec.horizon, ) summary_metrics = summary_metrics.append(metrics_per_horizon) @@ -442,12 +437,12 @@ def _save_report( output_dir ) ) - + if ObjectStorageDetails.is_oci_path(output_dir): storage_options = default_signer() else: storage_options = dict() - + # datapane html report if self.spec.generate_report: # datapane html report @@ -473,24 +468,33 @@ def _save_report( ) # metrics csv report - if self.spec.generate_metrics and metrics_df is not None: - utils._write_data( - data=metrics_df.rename_axis("metrics").reset_index(), - filename=os.path.join(output_dir, self.spec.metrics_filename), - format="csv", - storage_options=storage_options, - index=False, - ) + if self.spec.generate_metrics: + if metrics_df is not None: + utils._write_data( + data=metrics_df.rename_axis("metrics").reset_index(), + filename=os.path.join(output_dir, self.spec.metrics_filename), + format="csv", + storage_options=storage_options, + index=False, + ) + else: + logger.warn( + f"Attempted to generated {self.spec.metrics_filename} file with the training metrics, however the training metrics could not be properly generated." + ) - # test_metrics csv report - if self.spec.generate_metrics and test_metrics_df is not None: - utils._write_data( - data=test_metrics_df.rename_axis("metrics").reset_index(), - filename=os.path.join(output_dir, self.spec.test_metrics_filename), - format="csv", - storage_options=storage_options, - index=False, - ) + # test_metrics csv report + if self.spec.generate_metrics and test_metrics_df is not None: + utils._write_data( + data=test_metrics_df.rename_axis("metrics").reset_index(), + filename=os.path.join(output_dir, self.spec.test_metrics_filename), + format="csv", + storage_options=storage_options, + index=False, + ) + else: + logger.warn( + f"Attempted to generated {self.spec.test_metrics_filename} file with the test metrics, however the test metrics could not be properly generated." + ) logger.warn( f"The outputs have been successfully " diff --git a/ads/opctl/operator/lowcode/forecast/model/prophet.py b/ads/opctl/operator/lowcode/forecast/model/prophet.py index ecdb34030..d2edef5c0 100644 --- a/ads/opctl/operator/lowcode/forecast/model/prophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/prophet.py @@ -392,14 +392,14 @@ def explain_model(self) -> dict: model=self._custom_predict_prophet, data=self.full_data_dict.get(self.series_id).set_index( PROPHET_INTERNAL_DATE_COL - )[: -self.spec.horizon.periods][list(self.dataset_cols)], + )[: -self.spec.horizon][list(self.dataset_cols)], keep_index=True, ) kernel_explnr_vals = kernel_explnr.shap_values( self.full_data_dict.get(self.series_id).set_index( PROPHET_INTERNAL_DATE_COL - )[: -self.spec.horizon.periods][list(self.dataset_cols)], + )[: -self.spec.horizon][list(self.dataset_cols)], nsamples=50, ) @@ -424,7 +424,7 @@ def local_explainer(self, kernel_explainer) -> None: data = self.full_data_dict.get(self.series_id).set_index( PROPHET_INTERNAL_DATE_COL ) - data = data[-self.spec.horizon.periods :][list(self.dataset_cols)] + data = data[-self.spec.horizon :][list(self.dataset_cols)] # Generate local SHAP values using the kernel explainer local_kernel_explnr_vals = kernel_explainer.shap_values(data, nsamples=50) From 8be7bfbbc97b0f4f576898d2b81b4cb54542800c Mon Sep 17 00:00:00 2001 From: Allen Date: Wed, 1 Nov 2023 18:21:23 +0000 Subject: [PATCH 191/247] remove print stmts --- ads/opctl/operator/lowcode/forecast/model/automlx.py | 1 - ads/opctl/operator/lowcode/forecast/model/base_model.py | 2 -- 2 files changed, 3 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index 1c6bb4ea7..977a642ec 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -337,7 +337,6 @@ def explain_model(self) -> dict: nsamples=50, ) - print(kernel_explnr) self.global_explanation[self.series_id] = dict( zip( self.dataset_cols, diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index a7a1d4ad1..53da7d21e 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -326,8 +326,6 @@ def _test_evaluate_metrics( # Only columns present in test file will be used to generate test error if col in data: # Assuming that predictions have all forecast values - print(f"outputs!!!!!!/n/n/n{outputs[idx]}/n/n/n") - print(f"data!!!!!!/n/n/n{data}/n/n/n") dates = outputs[idx]["ds"] # Filling zeros for any date missing in test data to maintain consistency in metric calculation as in all other missing values cases it comes as 0 y_true = [ From 1d191f4500a407c23ed09d0b85ff8d4df9120726 Mon Sep 17 00:00:00 2001 From: Prashant Sankhla Date: Thu, 2 Nov 2023 12:41:37 +0530 Subject: [PATCH 192/247] lld changes, moving data reading outside base_model class --- .../operator/lowcode/forecast/__main__.py | 6 +- ads/opctl/operator/lowcode/forecast/const.py | 1 + .../lowcode/forecast/model/automlx.py | 6 +- .../lowcode/forecast/model/base_model.py | 65 +++------------- .../lowcode/forecast/model/factory.py | 8 +- .../forecast/model/forecast_datasets.py | 76 +++++++++++++++++++ .../lowcode/forecast/operator_config.py | 3 +- .../operator/lowcode/forecast/schema.yaml | 4 +- ads/opctl/operator/lowcode/forecast/utils.py | 2 - 9 files changed, 101 insertions(+), 70 deletions(-) create mode 100644 ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py diff --git a/ads/opctl/operator/lowcode/forecast/__main__.py b/ads/opctl/operator/lowcode/forecast/__main__.py index cacb04055..32a7df764 100644 --- a/ads/opctl/operator/lowcode/forecast/__main__.py +++ b/ads/opctl/operator/lowcode/forecast/__main__.py @@ -16,13 +16,13 @@ from ads.opctl.operator.common.utils import _parse_input_args from .operator_config import ForecastOperatorConfig - +from .model.forecast_datasets import ForecastDatasets def operate(operator_config: ForecastOperatorConfig) -> None: """Runs the forecasting operator.""" from .model.factory import ForecastOperatorModelFactory - - ForecastOperatorModelFactory.get_model(operator_config).generate_report() + datasets = ForecastDatasets(operator_config) + ForecastOperatorModelFactory.get_model(operator_config, datasets).generate_report() def verify(spec: Dict, **kwargs: Dict) -> bool: diff --git a/ads/opctl/operator/lowcode/forecast/const.py b/ads/opctl/operator/lowcode/forecast/const.py index 7ccf1d3b3..42106419d 100644 --- a/ads/opctl/operator/lowcode/forecast/const.py +++ b/ads/opctl/operator/lowcode/forecast/const.py @@ -15,6 +15,7 @@ class SupportedModels(str, metaclass=ExtendedEnumMeta): NeuralProphet = "neuralprophet" AutoMLX = "automlx" AutoTS = "autots" + Auto = "auto" class SupportedMetrics(str, metaclass=ExtendedEnumMeta): diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index 977a642ec..15de8ed8d 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -14,7 +14,7 @@ from .. import utils from .base_model import ForecastOperatorBaseModel from ..operator_config import ForecastOperatorConfig - +from .forecast_datasets import ForecastDatasets AUTOMLX_N_ALGOS_TUNED = 4 AUTOMLX_DEFAULT_SCORE_METRIC = "neg_sym_mean_abs_percent_error" @@ -24,8 +24,8 @@ class AutoMLXOperatorModel(ForecastOperatorBaseModel): """Class representing AutoMLX operator model.""" - def __init__(self, config: ForecastOperatorConfig): - super().__init__(config) + def __init__(self, config: ForecastOperatorConfig, datasets: ForecastDatasets): + super().__init__(config, datasets) self.global_explanation = {} self.local_explanation = {} diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 53da7d21e..cef5c9474 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -22,12 +22,12 @@ from ..const import SUMMARY_METRICS_HORIZON_LIMIT, SupportedMetrics, SupportedModels from ..operator_config import ForecastOperatorConfig, ForecastOperatorSpec from .transformations import Transformations - +from .forecast_datasets import ForecastDatasets class ForecastOperatorBaseModel(ABC): """The base class for the forecast operator models.""" - def __init__(self, config: ForecastOperatorConfig): + def __init__(self, config: ForecastOperatorConfig, datasets: ForecastDatasets): """Instantiates the ForecastOperatorBaseModel instance. Properties @@ -39,13 +39,13 @@ def __init__(self, config: ForecastOperatorConfig): self.config: ForecastOperatorConfig = config self.spec: ForecastOperatorSpec = config.spec - # these fields are populated in the _load_data() method - self.original_user_data = None - self.original_total_data = None - self.original_additional_data = None - self.full_data_dict = None - self.target_columns = None - self.categories = None + self.original_user_data = datasets.original_user_data + self.original_total_data = datasets.original_total_data + self.original_additional_data = datasets.original_additional_data + self.full_data_dict = datasets.full_data_dict + self.target_columns = datasets.target_columns + self.categories = datasets.categories + self.test_eval_metrics = None self.original_target_column = self.spec.target_column @@ -54,9 +54,6 @@ def __init__(self, config: ForecastOperatorConfig): self.models = None self.outputs = None - self.target_columns = ( - None # This will become [target__category1__category2 ...] - ) self.train_metrics = False self.forecast_col_name = "yhat" self.perform_tuning = self.spec.tuning != None @@ -67,7 +64,6 @@ def generate_report(self): # load data and build models start_time = time.time() - self._load_data() result_df = self._build_model() elapsed_time = time.time() - start_time @@ -244,49 +240,6 @@ def generate_report(self): test_metrics_df=self.test_eval_metrics, ) - def _load_data(self): - """Loads forecasting input data.""" - raw_data = utils._load_data( - filename=self.spec.historical_data.url, - format=self.spec.historical_data.format, - columns=self.spec.historical_data.columns, - ) - self.original_user_data = raw_data.copy() - date_column = self.spec.datetime_column.name - try: - self.spec.freq = utils.get_frequency_of_datetime(raw_data, self.spec) - except TypeError as e: - logger.warn( - f"Error determining frequency: {e.args}. Setting Frequency to None" - ) - logger.debug(f"Full traceback: {e}") - self.spec.freq = None - data = Transformations(raw_data, self.spec).run() - self.original_total_data = data - - additional_data = None - if self.spec.additional_data is not None: - additional_data = utils._load_data( - filename=self.spec.additional_data.url, - format=self.spec.additional_data.format, - columns=self.spec.additional_data.columns, - ) - - self.original_additional_data = additional_data.copy() - self.original_total_data = pd.concat([data, additional_data], axis=1) - ( - self.full_data_dict, - self.target_columns, - self.categories, - ) = utils._build_indexed_datasets( - data=data, - target_column=self.spec.target_column, - datetime_column=self.spec.datetime_column.name, - horizon=self.spec.horizon, - target_category_columns=self.spec.target_category_columns, - additional_data=additional_data, - ) - def _test_evaluate_metrics( self, target_columns, test_filename, outputs, target_col="yhat", elapsed_time=0 ): diff --git a/ads/opctl/operator/lowcode/forecast/model/factory.py b/ads/opctl/operator/lowcode/forecast/model/factory.py index 580105c69..648596182 100644 --- a/ads/opctl/operator/lowcode/forecast/model/factory.py +++ b/ads/opctl/operator/lowcode/forecast/model/factory.py @@ -13,7 +13,7 @@ from .neuralprophet import NeuralProphetOperatorModel from .prophet import ProphetOperatorModel from ..utils import select_auto_model - +from .forecast_datasets import ForecastDatasets class UnSupportedModelError(Exception): def __init__(self, model_type: str): @@ -38,7 +38,7 @@ class ForecastOperatorModelFactory: @classmethod def get_model( - cls, operator_config: ForecastOperatorConfig + cls, operator_config: ForecastOperatorConfig, datasets: ForecastDatasets ) -> ForecastOperatorBaseModel: """ Gets the forecasting operator model based on the model type. @@ -47,6 +47,8 @@ def get_model( ---------- operator_config: ForecastOperatorConfig The forecasting operator config. + datasets: ForecastDatasets + Datasets for predictions Returns ------- @@ -63,4 +65,4 @@ def get_model( model_type = select_auto_model(operator_config.spec.historical_data.columns) if model_type not in cls._MAP: raise UnSupportedModelError(model_type) - return cls._MAP[model_type](config=operator_config) + return cls._MAP[model_type](config=operator_config, datasets=datasets) diff --git a/ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py b/ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py new file mode 100644 index 000000000..9c6088e37 --- /dev/null +++ b/ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py @@ -0,0 +1,76 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import pandas as pd +from ..operator_config import ForecastOperatorConfig +from .. import utils +from ads.common.auth import default_signer +from .transformations import Transformations +from ads.opctl import logger + +class ForecastDatasets: + def __init__(self, config: ForecastOperatorConfig): + """Instantiates the DataIO instance. + + Properties + ---------- + config: ForecastOperatorConfig + The forecast operator configuration. + """ + self.original_user_data = None + self.original_total_data = None + self.original_additional_data = None + self.full_data_dict = None + self.target_columns = None + self.categories = None + # self.test_eval_metrics = None + # self.original_target_column = spec.target_column + self._load_data(config.spec) + + def _load_data(self, spec): + """Loads forecasting input data.""" + + raw_data = utils._load_data( + filename=spec.historical_data.url, + format=spec.historical_data.format, + storage_options=default_signer(), + columns=spec.historical_data.columns, + ) + self.original_user_data = raw_data.copy() + try: + spec.freq = utils.get_frequency_of_datetime(raw_data, spec) + except TypeError as e: + logger.warn( + f"Error determining frequency: {e.args}. Setting Frequency to None" + ) + logger.debug(f"Full traceback: {e}") + spec.freq = None + data = Transformations(raw_data, spec).run() + self.original_total_data = data + additional_data = None + if spec.additional_data is not None: + additional_data = utils._load_data( + filename=spec.additional_data.url, + format=spec.additional_data.format, + storage_options=default_signer(), + columns=spec.additional_data.columns, + ) + + self.original_additional_data = additional_data.copy() + self.original_total_data = pd.concat([data, additional_data], axis=1) + ( + self.full_data_dict, + self.target_columns, + self.categories, + ) = utils._build_indexed_datasets( + data=data, + target_column=spec.target_column, + datetime_column=spec.datetime_column.name, + horizon=spec.horizon, + target_category_columns=spec.target_category_columns, + additional_data=additional_data, + ) + diff --git a/ads/opctl/operator/lowcode/forecast/operator_config.py b/ads/opctl/operator/lowcode/forecast/operator_config.py index 5f39af33e..27eb2b18b 100644 --- a/ads/opctl/operator/lowcode/forecast/operator_config.py +++ b/ads/opctl/operator/lowcode/forecast/operator_config.py @@ -13,7 +13,7 @@ from ads.opctl.operator.common.operator_config import OperatorConfig from .const import SupportedMetrics - +from .const import SupportedModels @dataclass(repr=True) class InputData(DataClassSerializable): @@ -97,6 +97,7 @@ class ForecastOperatorSpec(DataClassSerializable): def __post_init__(self): """Adjusts the specification details.""" self.metric = (self.metric or "").lower() or SupportedMetrics.SMAPE.lower() + self.model = (self.model or SupportedModels.Auto) self.confidence_interval_width = self.confidence_interval_width or 0.80 self.report_filename = self.report_filename or "report.html" self.preprocessing = ( diff --git a/ads/opctl/operator/lowcode/forecast/schema.yaml b/ads/opctl/operator/lowcode/forecast/schema.yaml index d80893424..c821ffcbd 100644 --- a/ads/opctl/operator/lowcode/forecast/schema.yaml +++ b/ads/opctl/operator/lowcode/forecast/schema.yaml @@ -261,8 +261,8 @@ spec: model: type: string - required: true - default: automlx + required: false + default: auto allowed: - prophet - arima diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index 896322dc0..a1c76286b 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -28,8 +28,6 @@ from .errors import ForecastInputDataError, ForecastSchemaYamlError import re from .operator_config import ForecastOperatorSpec -from .const import SupportedModels - def _label_encode_dataframe(df, no_encode=set()): df_to_encode = df[list(set(df.columns) - no_encode)] From 0a65a61b888dac6b8cb9102f8cff01491656e20c Mon Sep 17 00:00:00 2001 From: Prashant Sankhla Date: Thu, 2 Nov 2023 18:19:54 +0530 Subject: [PATCH 193/247] auto algorithm improvements --- .../lowcode/forecast/model/factory.py | 2 +- .../forecast/model/forecast_datasets.py | 1 + ads/opctl/operator/lowcode/forecast/utils.py | 31 +++++++++++++------ 3 files changed, 24 insertions(+), 10 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/factory.py b/ads/opctl/operator/lowcode/forecast/model/factory.py index 648596182..184ae15d3 100644 --- a/ads/opctl/operator/lowcode/forecast/model/factory.py +++ b/ads/opctl/operator/lowcode/forecast/model/factory.py @@ -62,7 +62,7 @@ def get_model( """ model_type = operator_config.spec.model if model_type == "auto": - model_type = select_auto_model(operator_config.spec.historical_data.columns) + model_type = select_auto_model(datasets, operator_config) if model_type not in cls._MAP: raise UnSupportedModelError(model_type) return cls._MAP[model_type](config=operator_config, datasets=datasets) diff --git a/ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py b/ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py index 9c6088e37..104005913 100644 --- a/ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py +++ b/ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py @@ -11,6 +11,7 @@ from .transformations import Transformations from ads.opctl import logger + class ForecastDatasets: def __init__(self, config: ForecastOperatorConfig): """Instantiates the DataIO instance. diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index a1c76286b..38617e54d 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -24,10 +24,11 @@ from ads.dataset.label_encoder import DataFrameLabelEncoder from ads.opctl import logger -from .const import MAX_COLUMNS_AUTOMLX, SupportedMetrics, SupportedModels +from .const import SupportedMetrics, SupportedModels from .errors import ForecastInputDataError, ForecastSchemaYamlError -import re -from .operator_config import ForecastOperatorSpec +from .operator_config import ForecastOperatorSpec, ForecastOperatorConfig +from .model.forecast_datasets import ForecastDatasets + def _label_encode_dataframe(df, no_encode=set()): df_to_encode = df[list(set(df.columns) - no_encode)] @@ -463,7 +464,7 @@ def human_time_friendly(seconds): return ", ".join(accumulator) -def select_auto_model(columns: List[str]) -> str: +def select_auto_model(datasets: ForecastDatasets, operator_config: ForecastOperatorConfig) -> str: """ Selects AutoMLX or Arima model based on column count. @@ -472,17 +473,29 @@ def select_auto_model(columns: List[str]) -> str: Parameters ------------ - columns: List - The list of columns. + datasets: ForecastDatasets + Datasets for predictions Returns -------- str The type of the model. """ - if columns != None and len(columns) > MAX_COLUMNS_AUTOMLX: - return SupportedModels.Arima - return SupportedModels.AutoMLX + num_of_additional_cols = len(datasets.original_additional_data.columns) - 2 + row_count = len(datasets.original_user_data.index) + number_of_series = len(datasets.categories) + if num_of_additional_cols < 15 and row_count < 10000 and number_of_series < 10: + return SupportedModels.AutoMLX + elif row_count < 10000 and number_of_series > 10: + operator_config.spec.model_kwargs['model_list'] = "fast_parallel" + return SupportedModels.AutoTS + elif row_count < 20000 and number_of_series > 10: + operator_config.spec.model_kwargs['model_list'] = "superfast" + return SupportedModels.AutoTS + elif row_count > 20000: + return SupportedModels.NeuralProphet + else: + return SupportedModels.AutoMLX def get_frequency_of_datetime(data: pd.DataFrame, dataset_info: ForecastOperatorSpec): From 8a9ffd65fbffb676e1f22f66cfcee17e897c5b26 Mon Sep 17 00:00:00 2001 From: Vikas Pandey Date: Fri, 3 Nov 2023 11:24:01 +0530 Subject: [PATCH 194/247] add local & global explanation for arima model, add reports to datapane --- .../operator/lowcode/forecast/model/arima.py | 146 +++++++++++++++++- 1 file changed, 145 insertions(+), 1 deletion(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/arima.py b/ads/opctl/operator/lowcode/forecast/model/arima.py index 67cb61e97..0e54bf502 100644 --- a/ads/opctl/operator/lowcode/forecast/model/arima.py +++ b/ads/opctl/operator/lowcode/forecast/model/arima.py @@ -5,9 +5,11 @@ # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ import pandas as pd +import numpy as np import pmdarima as pm from ads.opctl import logger +from ads.common.decorator.runtime_dependency import runtime_dependency from .. import utils from .base_model import ForecastOperatorBaseModel @@ -17,6 +19,11 @@ class ArimaOperatorModel(ForecastOperatorBaseModel): """Class representing ARIMA operator model.""" + def __init__(self, config: ForecastOperatorConfig): + super().__init__(config) + self.global_explanation = {} + self.local_explanation = {} + def _build_model(self) -> pd.DataFrame: full_data_dict = self.full_data_dict @@ -145,6 +152,47 @@ def _generate_report(self): sec5 = dp.Select(blocks=blocks) if len(blocks) > 1 else blocks[0] all_sections = [sec5_text, sec5] + if self.spec.generate_explanations: + # If the key is present, call the "explain_model" method + self.explain_model() + + # Create a markdown text block for the global explanation section + global_explanation_text = dp.Text( + f"## Global Explanation of Models \n " + "The following tables provide the feature attribution for the global explainability." + ) + + # Convert the global explanation data to a DataFrame + global_explanation_df = pd.DataFrame(self.global_explanation) + + # Create a markdown section for the global explainability + global_explanation_section = dp.Blocks( + "### Global Explainability ", + dp.Table( + global_explanation_df / global_explanation_df.sum(axis=0) * 100 + ), + ) + + local_explanation_text = dp.Text(f"## Local Explanation of Models \n ") + blocks = [ + dp.Table( + local_ex_df.div(local_ex_df.abs().sum(axis=1), axis=0) * 100, + label=s_id, + ) + for s_id, local_ex_df in self.local_explanation.items() + ] + local_explanation_section = ( + dp.Select(blocks=blocks) if len(blocks) > 1 else blocks[0] + ) + + # Append the global explanation text and section to the "all_sections" list + all_sections = all_sections + [ + global_explanation_text, + global_explanation_section, + local_explanation_text, + local_explanation_section, + ] + model_description = dp.Text( "An autoregressive integrated moving average, or ARIMA, is a statistical " "analysis model that uses time series data to either better understand the " @@ -164,5 +212,101 @@ def _generate_report(self): ci_col_names, ) + def _custom_predict_arima(self, data): + """ + Custom prediction function for ARIMA models. + + Parameters + ---------- + data (array-like): The input data to be predicted. + + Returns + ------- + array-like: The predicted values. + + """ + # Get the index of the current series id + series_index = self.target_columns.index(self.series_id) + + # Use the ARIMA model to predict the values + predictions = self.models[series_index].predict(X=data, n_periods=len(data)) + + return predictions + + @runtime_dependency( + module="shap", + err_msg=( + "Please run `pip3 install shap` to install the required dependencies for model explanation." + ), + ) def explain_model(self) -> dict: - pass + """ + Generates an explanation for the model by using the SHAP (Shapley Additive exPlanations) library. + This function calculates the SHAP values for each feature in the dataset and stores the results in the `global_explanation` dictionary. + + Returns + ------- + dict: A dictionary containing the global explanation for each feature in the dataset. + The keys are the feature names and the values are the average absolute SHAP values. + """ + from shap import KernelExplainer + + for series_id in self.target_columns: + self.series_id = series_id + self.dataset_cols = ( + self.full_data_dict.get(self.series_id) + .set_index(self.spec.datetime_column.name) + .drop(self.series_id, axis=1) + .columns + ) + + kernel_explnr = KernelExplainer( + model=self._custom_predict_arima, + data=self.full_data_dict.get(self.series_id).set_index( + self.spec.datetime_column.name + )[: -self.spec.horizon][list(self.dataset_cols)], + keep_index=True, + ) + + kernel_explnr_vals = kernel_explnr.shap_values( + self.full_data_dict.get(self.series_id).set_index( + self.spec.datetime_column.name + )[: -self.spec.horizon][list(self.dataset_cols)], + nsamples=50, + ) + + self.global_explanation[self.series_id] = dict( + zip( + self.dataset_cols, + np.average(np.absolute(kernel_explnr_vals), axis=0), + ) + ) + + self.local_explainer(kernel_explnr) + + def local_explainer(self, kernel_explainer) -> None: + """ + Generate local explanations using a kernel explainer. + + Parameters + ---------- + kernel_explainer: The kernel explainer object to use for generating explanations. + """ + # Get the data for the series ID and select the relevant columns + data = self.full_data_dict.get(self.series_id).set_index( + self.spec.datetime_column.name + ) + data = data[-self.spec.horizon :][list(self.dataset_cols)] + + # Generate local SHAP values using the kernel explainer + local_kernel_explnr_vals = kernel_explainer.shap_values(data, nsamples=50) + + # Convert the SHAP values into a DataFrame + local_kernel_explnr_df = pd.DataFrame( + local_kernel_explnr_vals, columns=self.dataset_cols + ) + + # set the index of the DataFrame to the datetime column + local_kernel_explnr_df.index = data.index + + self.local_explanation[self.series_id] = local_kernel_explnr_df From 8ea2035a290c87e25157302d608d8e2adfedea8e Mon Sep 17 00:00:00 2001 From: govarsha Date: Fri, 3 Nov 2023 15:19:22 +0530 Subject: [PATCH 195/247] added code to sort by datetime col --- .../lowcode/forecast/model/transformations.py | 51 +++++++++++++++---- 1 file changed, 42 insertions(+), 9 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/transformations.py b/ads/opctl/operator/lowcode/forecast/model/transformations.py index f8ca1816a..71e596089 100644 --- a/ads/opctl/operator/lowcode/forecast/model/transformations.py +++ b/ads/opctl/operator/lowcode/forecast/model/transformations.py @@ -9,6 +9,7 @@ class Transformations: """A class which implements transformation for forecast operator""" + def __init__(self, data, dataset_info): """ Initializes the transformation. @@ -22,6 +23,7 @@ def __init__(self, data, dataset_info): self.series_id_column = dataset_info.target_category_columns self.target_variables = dataset_info.target_column self.date_column = dataset_info.datetime_column.name + self.date_format = dataset_info.datetime_column.format self.preprocessing = dataset_info.preprocessing def run(self): @@ -33,8 +35,9 @@ def run(self): A new Pandas DataFrame with treated / transformed target values. """ imputed_df = self._missing_value_imputation(self.data) + sorted_df = self._sort_by_datetime_col(imputed_df) if self.preprocessing: - treated_df = self._outlier_treatment(imputed_df) + treated_df = self._outlier_treatment(sorted_df) else: logger.info("Skipping outlier treatment as preprocessing is disabled") treated_df = imputed_df @@ -53,8 +56,9 @@ def _missing_value_imputation(self, df): A new Pandas DataFrame without missing values. """ # missing value imputation using linear interpolation - df[self.target_variables] = df.groupby(self.series_id_column)[self.target_variables].transform( - lambda x: x.interpolate(limit_direction='both')) + df[self.target_variables] = df.groupby(self.series_id_column)[ + self.target_variables + ].transform(lambda x: x.interpolate(limit_direction="both")) return df def _outlier_treatment(self, df): @@ -69,10 +73,39 @@ def _outlier_treatment(self, df): ------- A new Pandas DataFrame with treated outliears. """ - df['z_score'] = df.groupby(self.series_id_column)[self.target_variables].transform( - lambda x: (x - x.mean()) / x.std()) - outliers_mask = df['z_score'].abs() > 3 - df.loc[outliers_mask, self.target_variables] = df.groupby(self.series_id_column)[ - self.target_variables].transform(lambda x: x.mean()) - df.drop('z_score', axis=1, inplace=True) + df["z_score"] = df.groupby(self.series_id_column)[ + self.target_variables + ].transform(lambda x: (x - x.mean()) / x.std()) + outliers_mask = df["z_score"].abs() > 3 + df.loc[outliers_mask, self.target_variables] = df.groupby( + self.series_id_column + )[self.target_variables].transform(lambda x: x.mean()) + df.drop("z_score", axis=1, inplace=True) + return df + + def _sort_by_datetime_col(self, df): + """ + Function sorts by date + + Parameters + ---------- + df : The Pandas DataFrame. + + Returns + ------- + A new Pandas DataFrame with sorted dates for each category + """ + import pandas as pd + + # Temporary column for sorting + df["tmp_col_for_sorting"] = pd.to_datetime( + df[self.date_column], format=self.date_format + ) + df = ( + df.groupby(self.series_id_column) + .apply(lambda x: x.sort_values(by="tmp_col_for_sorting", ascending=True)) + .reset_index(drop=True) + ) + # Drop the temporary column + df.drop(columns=["tmp_col_for_sorting"], inplace=True) return df From 586c856fe7fa3e4b8b758a086e6e9a44cba41ff4 Mon Sep 17 00:00:00 2001 From: Prashant Sankhla Date: Fri, 3 Nov 2023 16:22:28 +0530 Subject: [PATCH 196/247] clean up --- ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py b/ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py index 104005913..4ae27ee24 100644 --- a/ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py +++ b/ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py @@ -27,8 +27,6 @@ def __init__(self, config: ForecastOperatorConfig): self.full_data_dict = None self.target_columns = None self.categories = None - # self.test_eval_metrics = None - # self.original_target_column = spec.target_column self._load_data(config.spec) def _load_data(self, spec): From 1a1f8c0e6f08c584ee15357abf8e5a8569057324 Mon Sep 17 00:00:00 2001 From: govarsha Date: Fri, 3 Nov 2023 20:26:00 +0530 Subject: [PATCH 197/247] added sorting for additional data --- ads/opctl/operator/lowcode/forecast/model/base_model.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 53da7d21e..abfbf0adc 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -271,7 +271,9 @@ def _load_data(self): format=self.spec.additional_data.format, columns=self.spec.additional_data.columns, ) - + additional_data = Transformations( + raw_data, self.spec + )._sort_by_datetime_col(additional_data) self.original_additional_data = additional_data.copy() self.original_total_data = pd.concat([data, additional_data], axis=1) ( From db2f13ae8e7f41e1ba9e1174f1d83de7a43f9b6d Mon Sep 17 00:00:00 2001 From: govarsha Date: Fri, 3 Nov 2023 20:27:54 +0530 Subject: [PATCH 198/247] added format parameter for to_datetime functions --- ads/opctl/operator/lowcode/forecast/model/automlx.py | 4 +++- ads/opctl/operator/lowcode/forecast/model/autots.py | 5 ++++- ads/opctl/operator/lowcode/forecast/utils.py | 4 +++- 3 files changed, 10 insertions(+), 3 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index 977a642ec..c7624e457 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -76,7 +76,9 @@ def _build_model(self) -> pd.DataFrame: series_values = df[df[target].notna()] # drop NaNs for the time period where data wasn't recorded series_values.dropna(inplace=True) - df[date_column] = pd.to_datetime(df[date_column]) + df[date_column] = pd.to_datetime( + df[date_column], format=self.spec.datetime_column.format + ) df = df.set_index(date_column) if len(df.columns) > 1: # when additional columns are present diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index d0cd4b4c1..07bb12ce6 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -263,7 +263,10 @@ def _generate_report(self) -> tuple: other_sections = all_sections - ds_column_series = pd.to_datetime(self.data[self.spec.datetime_column.name]) + ds_column_series = pd.to_datetime( + self.data[self.spec.datetime_column.name], + format=self.spec.datetime_column.format, + ) ds_forecast_col = self.outputs[0].index ci_col_names = ["yhat_lower", "yhat_upper"] diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index 896322dc0..8e8cdd136 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -503,7 +503,9 @@ def get_frequency_of_datetime(data: pd.DataFrame, dataset_info: ForecastOperator """ date_column = dataset_info.datetime_column.name - datetimes = pd.to_datetime(data[date_column].drop_duplicates()) + datetimes = pd.to_datetime( + data[date_column].drop_duplicates(), format=dataset_info.datetime_column.format + ) freq = pd.DatetimeIndex(datetimes).inferred_freq if dataset_info.model == SupportedModels.AutoMLX: freq_in_secs = datetimes.tail().diff().min().total_seconds() From a8014c162da7cb9cd30a4de2db98c2cf7636ad51 Mon Sep 17 00:00:00 2001 From: Allen Date: Fri, 3 Nov 2023 15:04:48 +0000 Subject: [PATCH 199/247] new docs structure --- ads/opctl/operator/lowcode/forecast/cmd.py | 2 +- ads/opctl/operator/lowcode/forecast/const.py | 1 + .../operator/lowcode/forecast/schema.yaml | 4 +- ads/opctl/operator/lowcode/forecast/utils.py | 1 + .../forecasting_operator/forecast.rst | 64 ++++++++++++++++ .../forecasting_operator/install.rst | 37 ++++++++++ .../interpret_results.rst | 3 + .../forecasting_operator/use_cases.rst | 73 +++++++++++++++++++ 8 files changed, 182 insertions(+), 3 deletions(-) create mode 100644 docs/source/user_guide/operators/forecasting_operator/forecast.rst create mode 100644 docs/source/user_guide/operators/forecasting_operator/install.rst create mode 100644 docs/source/user_guide/operators/forecasting_operator/interpret_results.rst create mode 100644 docs/source/user_guide/operators/forecasting_operator/use_cases.rst diff --git a/ads/opctl/operator/lowcode/forecast/cmd.py b/ads/opctl/operator/lowcode/forecast/cmd.py index e86672fd5..3c4ed24bf 100644 --- a/ads/opctl/operator/lowcode/forecast/cmd.py +++ b/ads/opctl/operator/lowcode/forecast/cmd.py @@ -37,7 +37,7 @@ def init(**kwargs: Dict) -> str: model_type = click.prompt( "Provide a model type:", type=click.Choice(SupportedModels.values()), - default=SupportedModels.Prophet, + default=SupportedModels.Auto, ) return YamlGenerator( diff --git a/ads/opctl/operator/lowcode/forecast/const.py b/ads/opctl/operator/lowcode/forecast/const.py index 7ccf1d3b3..42106419d 100644 --- a/ads/opctl/operator/lowcode/forecast/const.py +++ b/ads/opctl/operator/lowcode/forecast/const.py @@ -15,6 +15,7 @@ class SupportedModels(str, metaclass=ExtendedEnumMeta): NeuralProphet = "neuralprophet" AutoMLX = "automlx" AutoTS = "autots" + Auto = "auto" class SupportedMetrics(str, metaclass=ExtendedEnumMeta): diff --git a/ads/opctl/operator/lowcode/forecast/schema.yaml b/ads/opctl/operator/lowcode/forecast/schema.yaml index d80893424..c821ffcbd 100644 --- a/ads/opctl/operator/lowcode/forecast/schema.yaml +++ b/ads/opctl/operator/lowcode/forecast/schema.yaml @@ -261,8 +261,8 @@ spec: model: type: string - required: true - default: automlx + required: false + default: auto allowed: - prophet - arima diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index 896322dc0..35f8a1b7c 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -507,6 +507,7 @@ def get_frequency_of_datetime(data: pd.DataFrame, dataset_info: ForecastOperator freq = pd.DatetimeIndex(datetimes).inferred_freq if dataset_info.model == SupportedModels.AutoMLX: freq_in_secs = datetimes.tail().diff().min().total_seconds() + print(f"\n\n\ntail: {datetimes.tail()}\n\n\n") if freq_in_secs < 3600: message = ( "{} requires data with a frequency of at least one hour. Please try using a different model," diff --git a/docs/source/user_guide/operators/forecasting_operator/forecast.rst b/docs/source/user_guide/operators/forecasting_operator/forecast.rst new file mode 100644 index 000000000..0dd916976 --- /dev/null +++ b/docs/source/user_guide/operators/forecasting_operator/forecast.rst @@ -0,0 +1,64 @@ +=================== +Configure Forecast +=================== + +Let's explore each line of the forecast.yaml so we can better understand options for extending and customizing the operator to our use case. + +Here is an example forecast.yaml wit every parameter specified: + +.. code-block:: yaml + + kind: operator + type: forecast + version: v1 + spec: + datetime_column: + name: Date + historical_data: + url: data.csv + horizon: 3 + model: auto + target_column: target + + +* **Kind**: The yaml file always starts with ``kind: operator``. There are many other kinds of yaml files that can be run by ``ads opctl``, so we need to specify this is an operator. +* **Type**: The type of operator is ``forecast``. +* **Version**: The only available version is ``v1``. +* **Spec**: Spec contains the bulk of the information for the specific problem. + * **historical_data**: This dictionary contains the details for how to read the historical data. Historical data must contain the target column, the datetime column, and optionally the target category column. + * **url**: Insert the uri for the dataset if it's on object storage or Data Lake using the URI pattern ``oci://@/path/to/data.csv``. + * **kwargs**: Insert any other args for pandas to load the data (``format``, ``options``, etc.) See full list in ``YAML Schema`` section. + * **target_column**: This string specifies the name of the column where the target data is within the historical data. + * **datetime_column**: The dictionary outlining details around the datetime column. + * **name**: the name of the datetime column. Must be the same in both historical and additional data. + * **format**: the format of the datetime string in python notation `detailed here `_. + * **horizon**: the integer number of periods to forecast. + + * **target_category_columns**: (optional) The category ID of the target. + * **additional_data**: (optional) This dictionary contains the details for how to read the addtional data. Additional data must contain the the datetime column, the target category column (if present in historical), and any other columns with values over the horizon. + * **url**: Insert the uri for the dataset if it's on object storage or Data Lake using the URI pattern ``oci://@/path/to/data.csv``. + * **kwargs**: Insert any other args for pandas to load the data (``format``, ``options``, etc.) See full list in ``YAML Schema`` section. + * **output_directory**: (optional) This dictionary contains the details for where to put the output artifacts. The directory need not exist, but must be accessible by the Operator during runtime. + * **url**: Insert the uri for the dataset if it's on object storage or Data Lake using the URI pattern ``oci://@/path/to/data.csv``. + * **kwargs**: Insert any other args for pandas to load the data (``format``, ``options``, etc.) See full list in ``YAML Schema`` section. + * **model**: (optional) The name of the model framework you want to use. Defaults to "auto". Other options are: ``arima``, ``automlx``, ``prophet``, ``neuralprophet``, ``autots``, and ``auto``. + * **model_kwargs**: (optional) This kwargs dict passes straight through to the model framework. + * **test_data**: (optional) This dictionary contains the details for how to read the test data. Test data must be formatted identically to historical data and contain values for every period in the forecast horizon. + * **url**: Insert the uri for the dataset if it's on object storage or Data Lake using the URI pattern ``oci://@/path/to/data.csv``. + * **kwargs**: Insert any other args for pandas to load the data (``format``, ``options``, etc.) See full list in ``YAML Schema`` section. + + * **tuning**: (optional) This dictionary specific details around tuning the NeuralProphet and Prophet models. + * **n_trials**: The number of separate tuning jobs to run. Increasing this integer increases the time to completion, but may improve the quality. + * **preprocessing**: (optional) Preprocessing and feature engineering can be disabled using this flag, Defaults to true + * **metric**: (optional) The metric to select across. Users can select among: MAPE, RMSE, MSE, and SMAPE + * **confidence_interval_width**: (optional) The width of the confidence interval to caluclate in the forecast and report.html. Defaults to 0.80 meaning an 80% confidence interval + + * **report_filename**: (optional) Placed into output_directory location. Defaults to report.html + * **report_title**: (optional) The title of the report. + * **report_theme**: (optional) Can be "dark" or "light". Defaults to "light". + * **metrics_filename**: (optional) Placed into output_directory location. Defaults to metrics.csv + * **test_metrics_filename**: (optional) Placed into output_directory location. Defaults to test_metrics.csv + * **forecast_filename**: (optional) Placed into output_directory location. Defaults to forecast.csv + * **generate_explanations**: (optional) Explainability, both local and global, can be disabled using this flag. Defaults to false. + * **generate_report**: (optional) Report file generation can be enabled using this flag. Defaults to true. + * **generate_metrics**: (optional) Metrics files generation can be enabled using this flag. Defaults to true. diff --git a/docs/source/user_guide/operators/forecasting_operator/install.rst b/docs/source/user_guide/operators/forecasting_operator/install.rst new file mode 100644 index 000000000..3bb1a2977 --- /dev/null +++ b/docs/source/user_guide/operators/forecasting_operator/install.rst @@ -0,0 +1,37 @@ +==================================== +Installing the AI Forecast Operator +==================================== + +The Forecast Operator can be installed in 2 primary ways: PyPi and Conda Packs. + + +**Installing Through Conda Packs** + +The service recommended environment for using Operators is through Conda Packs within a Job or Notebook Session on OCI. + +To install: + +1. Open a Notebook Session +2. Go to Environment Explorer (from the Launcher tab) +3. Search for ``forecast`` +4. Download the latest version by clicking the download button. +5. Activate the conda environment using the path, for example: + +.. code-block:: bash + + conda activate /home/datascience/conda/forecast_py38_v1 + + +That's it. Your Operator is ready to go! + + +**Installing Through PyPi** + +If you are running the operator from outside of a Notebook Session, you may download ``oracle_ads[forecasting]`` from pypi. + +.. code-block:: bash + + python3 -m pip install oracle_ads[forecasting] + + +After that, the Operator is ready to go! diff --git a/docs/source/user_guide/operators/forecasting_operator/interpret_results.rst b/docs/source/user_guide/operators/forecasting_operator/interpret_results.rst new file mode 100644 index 000000000..5ffb2e9c0 --- /dev/null +++ b/docs/source/user_guide/operators/forecasting_operator/interpret_results.rst @@ -0,0 +1,3 @@ +====================== +Interpretting Results +====================== diff --git a/docs/source/user_guide/operators/forecasting_operator/use_cases.rst b/docs/source/user_guide/operators/forecasting_operator/use_cases.rst new file mode 100644 index 000000000..20bbdf360 --- /dev/null +++ b/docs/source/user_guide/operators/forecasting_operator/use_cases.rst @@ -0,0 +1,73 @@ +================================================= +Will the Forecast Operator Work For My Use Case? +================================================= + +As a low-code extensible framework, operators enable a wide range of use cases. This section will highlight some of the use cases that the AI Forecast Operator aims to serve. + + +**Dataset Size** + +* First off, if you're unsure what model to use, we recommned using the "auto" setting, which is the default. "auto" will look at the parameters of your data and pick an algorithm that is likely to converge in a reasonable amount of time. Note, this may not always be the most performant algorithm! If you are in need of accuracy and do not care about cost or time, we recommend using all 5 frameworks and comparing across test datasets. +* When under 5,000 rows, and 5 columns, all operators should be realtively quick, finishing in a couple minutes. If you include explainability, it may take longer. +* Over 5,000 rows, different algorithms perform to different degrees. This varies on more than simplay the size of the dataset, but the service provides some recomendations in the next section, __Which Model is Right for You?__. +* For best results, the service recommends a minimum of 100 rows per category, however this is not a requirement, see "Cold Start Problem" below. +* For best results, the service recommends fewer than 100 total categories. Increasing category count is expected to linearly increase the time to completion. + + +**Which Model is Right for You?** + +* the ARIMA and AutoMLX models slow down substantially as you increase columns. Generally aim to use these when you have less than 10 additional data columns +* AutoTS is a global model. It works well for wide datasets, but can take a long time to train especially on long datasets. One technique here is to pass ``model_list: superfast`` into the model kwargs to speed up an inital run. To fully utilize autots, consider setting ``model_list: all`` in the ``model_kwargs``, however this may lead to the model taking a long time or even hanging. +* Prophet and NeuralProphet are much more consistent in their time to completion, and perform very well on most datasets. +* Automlx is not recommended when the data interval is less than +* Note: Explainability usually takes several minutes to a couple of hours. Explanations can be enabled using the flag ``generate_explanations: True``, however this is False by default. Because Explanations are highly parallelized computations, speeding up the explanations generation is as simple as scaling up your compute shape. + + +**Target Column** + +* The target column should be present in the dataset passed into the ``historical_data`` field. +* The ``historical_data`` dataset must have 1. a target column, 2. a datetime column, and optionally 3. a target_category_column or series. +* The ``historical_data`` cannot contain any other columns. +* If passing ``additional_data``, it must match have the datetime column, the target_category_column if it's present in the historical data, and then as many additional features as needed. +* The ``additional_data`` cannot contain the target column. + + +**Additonal Features** + +* It is recommended to include addtional "future regressors" when available. These features can greatly improve the ability to forecast. +* A "future regressor" is one that is known for all future timestamps in your forecast horizon during training time. (Typically these are variables within your control, such as whether or not to discount a product or the staffing of a particular outlet.) +* All additional data provided must be put in a separte location and passed into "additional_data" in the ``forecast.yaml`` file. +* All additional data must be given for each period of the forecast horizon. Missing values may result in sub-optimal forecasts. + + +**Long Horizon Problems** + +* A Long Horizon Problem is defined by having a forecast horizon period that's more than 50% of the length of the input data period (e.g. forecasting next 2 years on 4 years of data). These problems are particularly difficult for AutoMLX, AutoTS, and ARMIA. Customers are encouraged to use NeuralProphet and/or Prophet for these types of problems. + + +**Cold Start Problems** + +* A cold start problem can occur when there's data available for some categories of the target variable, but not all. Using these proxies, the model can make a forecast for the categories it hasn't seen yet based on the trands and the additional data characteristcs. +* For cold start problems, customers are strongly encouraged to use AutoTS as AutoTS is a "global model" implementation. AutoTS can ensemble many models into a single aggregate model, allowing it to rely on all features of the dataset in making any 1 prediction. + + +**Datetime Input** + +* The datetime input column must have a consistent interval throughout the historical and additional datasets. Inconsistent diffs will cause failure on automlx and may affect performance on other frameworks. +* Note: missing data is okay, however it will likely cause sub-optimal forecasting. +* It is strongly recommended that the datetime column is passed in sorted from earliest to latest, however this is not a requirement, and the operator will atempt to sort on your behalf. +* It is recommended that you pass in the format of your datetime string into the ``format`` option of the ``datetime_column`` parameter. The operator uses the python datetime string format outlined here: https://docs.python.org/3/library/datetime.html#strftime-and-strptime-format-codes + + +**Output Files** + +* With the exception of the ``report.html``, all output files should match formatting regardless of the model framework used (e.g. AutoMLX v Prophet). +* The ``report.html`` is custom built for each model framework, and so it will differ. +* All output files can be disabled, with the exception of ``forecast.csv``. For more details in disabling, look for ``generate_X`` boolean parameters in the ``forecast.yaml`` file. + + +**Feature Engineering** + +* With the exception of ARIMA, it is not recommended to create features around "day of the week" or "holiday" as NeuralProphet, Prophet, AutoTS and AutoMLX can generate this ionformation internally. +* AutoMLX performs further feature engineering on your behalf. It will expand your features into lag, min, max, average, and more. When using automlx, it is recommended that you only pass in features that contain new information. +* AutoTS performs some feature engineering, but not as extensive as AutoMLX. From fccdcdf019019bab4e1dce1bd131b091ee4579e0 Mon Sep 17 00:00:00 2001 From: Allen Date: Fri, 3 Nov 2023 15:24:45 +0000 Subject: [PATCH 200/247] grabbing requirements --- ads/opctl/operator/lowcode/forecast/utils.py | 3 +-- .../operators/forecasting_operator/getting_started.rst | 4 +--- .../user_guide/operators/forecasting_operator/index.rst | 6 +++++- 3 files changed, 7 insertions(+), 6 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index 35f8a1b7c..0633f7be7 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -507,8 +507,7 @@ def get_frequency_of_datetime(data: pd.DataFrame, dataset_info: ForecastOperator freq = pd.DatetimeIndex(datetimes).inferred_freq if dataset_info.model == SupportedModels.AutoMLX: freq_in_secs = datetimes.tail().diff().min().total_seconds() - print(f"\n\n\ntail: {datetimes.tail()}\n\n\n") - if freq_in_secs < 3600: + if abs(freq_in_secs) < 3600: message = ( "{} requires data with a frequency of at least one hour. Please try using a different model," " or select the 'auto' option.".format(SupportedModels.AutoMLX, freq) diff --git a/docs/source/user_guide/operators/forecasting_operator/getting_started.rst b/docs/source/user_guide/operators/forecasting_operator/getting_started.rst index 4edb6b4ec..146a461d6 100644 --- a/docs/source/user_guide/operators/forecasting_operator/getting_started.rst +++ b/docs/source/user_guide/operators/forecasting_operator/getting_started.rst @@ -25,9 +25,7 @@ These details exactly match the inital forecast.yaml file generated by running ` name: Date historical_data: url: data.csv - horizon: - interval_unit: M - periods: 3 + horizon: 3 model: auto target_column: target diff --git a/docs/source/user_guide/operators/forecasting_operator/index.rst b/docs/source/user_guide/operators/forecasting_operator/index.rst index 7f43afc5c..e472cf064 100644 --- a/docs/source/user_guide/operators/forecasting_operator/index.rst +++ b/docs/source/user_guide/operators/forecasting_operator/index.rst @@ -41,8 +41,12 @@ This documentation will explore these concepts in greater depth, demonstrating h :hidden: :maxdepth: 1 + ./use_cases + ./install ./getting_started - ./yaml_schema + ./forecast + ./interpret_results ./examples ./advanced_use_cases + ./yaml_schema ./faq From 6bfd0a828d623fc25cafa9d98c98acf4965e0bda Mon Sep 17 00:00:00 2001 From: govarsha Date: Fri, 3 Nov 2023 21:05:15 +0530 Subject: [PATCH 201/247] added unit test for automlx when unsorted data is given --- .../operator/forecast/test_model_automlx.py | 141 +++++++++++++++++- 1 file changed, 139 insertions(+), 2 deletions(-) diff --git a/tests/unitary/with_extras/operator/forecast/test_model_automlx.py b/tests/unitary/with_extras/operator/forecast/test_model_automlx.py index f5c9bb99d..6faa692c9 100644 --- a/tests/unitary/with_extras/operator/forecast/test_model_automlx.py +++ b/tests/unitary/with_extras/operator/forecast/test_model_automlx.py @@ -4,8 +4,145 @@ # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ +import unittest +from unittest.mock import patch, Mock +import pandas as pd +import datapane as dp +from ads.opctl.operator.lowcode.forecast.model.automlx import AutoMLXOperatorModel -class TestAutoMLXOperatorModel: +from ads.opctl.operator.lowcode.forecast.operator_config import ( + ForecastOperatorConfig, + ForecastOperatorSpec, + DateTimeColumn, + InputData, +) + + +class TestAutoMLXOperatorModel(unittest.TestCase): """Tests the automlx operator model class.""" - pass + def setUp(self): + self.target_columns = ["Sales_Product Group 107", "Sales_Product Group 108"] + self.target_category_columns = ["PPG_Code"] + self.test_filename = "test.csv" + self.primary_data = pd.DataFrame( + { + "PPG_Code": [ + "Product Group 107", + "Product Group 107", + "Product Group 107", + "Product Group 107", + "Product Group 107", + "Product Group 107", + "Product Group 107", + "Product Group 107", + "Product Group 107", + "Product Group 107", + "Product Group 107", + ], + "last_day_of_week": [ + "12-01-2019", + "19-01-2019", + "05-01-2019", + "26-01-2019", + "02-02-2019", + "09-02-2019", + "16-02-2019", + "23-02-2019", + "02-03-2019", + "09-03-2019", + "16-03-2019", + ], + "Sales": [ + 2187.0, + 1149.0, + 2070.0, + 5958.0, + 9540.0, + 2883.0, + 968.0, + 1245.0, + 1689.0, + 1514.0, + 1083.0, + ], + } + ) + self.additional_data = pd.DataFrame( + { + "PPG_Code": [ + "Product Group 107", + "Product Group 107", + "Product Group 107", + "Product Group 107", + "Product Group 107", + "Product Group 107", + "Product Group 107", + "Product Group 107", + "Product Group 107", + "Product Group 107", + "Product Group 107", + "Product Group 107", + ], + "last_day_of_week": [ + "12-01-2019", + "19-01-2019", + "05-01-2019", + "26-01-2019", + "02-02-2019", + "09-02-2019", + "16-02-2019", + "23-02-2019", + "02-03-2019", + "09-03-2019", + "16-03-2019", + "23-03-2019", + ], + "pt1": [0, 0, 0, 3, 7, 4, 0, 0, 0, 0, 0, 0], + } + ) + + self.target_col = "yhat" + self.datetime_column_name = "last_day_of_week" + self.original_target_column = "Sales" + + spec = Mock(spec=ForecastOperatorSpec) + spec.target_column = self.target_col + spec.target_category_columns = self.target_category_columns + spec.target_column = self.original_target_column + spec.datetime_column = Mock(spec=DateTimeColumn) + spec.datetime_column.name = self.datetime_column_name + spec.datetime_column.format = "%d-%m-%Y" + spec.horizon = 1 + spec.tuning = None + spec.confidence_interval_width = None + spec.historical_data = Mock(spec="InputData") + spec.historical_data.url = "primary.csv" + spec.historical_data.format = None + spec.historical_data.columns = None + spec.additional_data = Mock(spec="InputData") + spec.additional_data.url = "additional.csv" + spec.additional_data.format = None + spec.additional_data.columns = None + spec.model_kwargs = {} + config = Mock(spec=ForecastOperatorConfig) + config.spec = spec + + self.config = config + + @patch("ads.opctl.operator.lowcode.forecast.utils._call_pandas_fsspec") + def test_automlx_for_unsorted_data(self, mock__call_pandas_fsspec): + mock__call_pandas_fsspec.side_effect = ( + lambda read_fn, filename, storage_options: self.primary_data + if filename == "primary.csv" + else self.additional_data + ) + automlx = AutoMLXOperatorModel(self.config) + + automlx._load_data() + outputs = automlx._build_model() + self.assertFalse(outputs.empty) + + +if __name__ == "__main__": + unittest.main() From 8b90a19ff66e74d7881ab99d3ff309a3d8ffa800 Mon Sep 17 00:00:00 2001 From: govarsha Date: Fri, 3 Nov 2023 21:10:49 +0530 Subject: [PATCH 202/247] fixing previous merge mistakes in base_model unit tests --- .../operator/forecast/test_model_base_model.py | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/tests/unitary/with_extras/operator/forecast/test_model_base_model.py b/tests/unitary/with_extras/operator/forecast/test_model_base_model.py index 4069bf4bf..43dae1888 100644 --- a/tests/unitary/with_extras/operator/forecast/test_model_base_model.py +++ b/tests/unitary/with_extras/operator/forecast/test_model_base_model.py @@ -17,7 +17,6 @@ ForecastOperatorSpec, TestData, DateTimeColumn, - Horizon, ) from ads.opctl.operator.lowcode.forecast.const import SupportedMetrics @@ -40,8 +39,10 @@ ) from ads.opctl.operator.lowcode.forecast.const import SupportedMetrics + class TestForecastOperatorBaseModel(unittest.TestCase): """Tests the base class for the forecasting models""" + def setUp(self): self.target_columns = ["Sales_Product Group 107", "Sales_Product Group 108"] self.target_category_columns = ["PPG_Code"] @@ -98,9 +99,13 @@ def setUp(self): } ), ] + self.data = pd.DataFrame({"last_day_of_week": ["2020-10-31", "2020-11-07"]}) self.target_col = "yhat" self.datetime_column_name = "last_day_of_week" self.original_target_column = "Sales" + self.eval_metrics = pd.DataFrame( + {"Sales_Product Group 107": [25.07]}, index=["sMAPE"] + ) self.evaluation_metrics = [ SupportedMetrics.SMAPE, SupportedMetrics.MAPE, @@ -297,8 +302,7 @@ def test_missing_rows_testdata_file(self, mock__load_data): # All metrics should be present self.assertEquals(total_metrics.index.to_list(), self.evaluation_metrics) self.assertEquals(summary_metrics.columns.to_list(), self.summary_metrics) - - + @patch("datapane.save_report") @patch("ads.opctl.operator.lowcode.forecast.utils.get_forecast_plots") @patch("ads.opctl.operator.lowcode.forecast.utils.evaluate_metrics") From 258c8a2e4c793c5e9c3095d772c93be85de46374 Mon Sep 17 00:00:00 2001 From: govarsha Date: Fri, 3 Nov 2023 22:24:48 +0530 Subject: [PATCH 203/247] fix for ODSC-48265: training metrics mismatch --- ads/opctl/operator/lowcode/forecast/model/base_model.py | 1 + ads/opctl/operator/lowcode/forecast/utils.py | 7 ++++--- 2 files changed, 5 insertions(+), 3 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index abfbf0adc..23f2140e0 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -82,6 +82,7 @@ def generate_report(self): self.target_columns, self.data, self.outputs, + self.spec.datetime_column.name, target_col=self.forecast_col_name, ) diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index 8e8cdd136..09be78042 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -340,12 +340,13 @@ def _build_metrics_df(y_true, y_pred, column_name): return pd.DataFrame.from_dict(metrics, orient="index", columns=[column_name]) -def evaluate_metrics(target_columns, data, outputs, target_col="yhat"): +def evaluate_metrics(target_columns, data, outputs, datetime_col, target_col="yhat"): total_metrics = pd.DataFrame() for idx, col in enumerate(target_columns): try: - y_true = np.asarray(data[col]) - y_pred = np.asarray(outputs[idx][target_col][: len(y_true)]) + dates = np.intersect1d(data[datetime_col], outputs[idx]["ds"]) + y_true = np.asarray(data[col][data[datetime_col].isin(dates)]) + y_pred = outputs[idx][outputs[idx]["ds"].isin(dates)][target_col] metrics_df = _build_metrics_df( y_true=y_true, y_pred=y_pred, column_name=col From 9fcc8f3d36777550ada702d9b8ab301e8580413f Mon Sep 17 00:00:00 2001 From: Allen Date: Fri, 3 Nov 2023 18:18:38 +0000 Subject: [PATCH 204/247] resolving circular import --- ads/opctl/operator/lowcode/forecast/utils.py | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index 38617e54d..564431eb9 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -27,7 +27,6 @@ from .const import SupportedMetrics, SupportedModels from .errors import ForecastInputDataError, ForecastSchemaYamlError from .operator_config import ForecastOperatorSpec, ForecastOperatorConfig -from .model.forecast_datasets import ForecastDatasets def _label_encode_dataframe(df, no_encode=set()): @@ -464,7 +463,9 @@ def human_time_friendly(seconds): return ", ".join(accumulator) -def select_auto_model(datasets: ForecastDatasets, operator_config: ForecastOperatorConfig) -> str: +def select_auto_model( + datasets: "ForecastDatasets", operator_config: ForecastOperatorConfig +) -> str: """ Selects AutoMLX or Arima model based on column count. @@ -487,10 +488,10 @@ def select_auto_model(datasets: ForecastDatasets, operator_config: ForecastOpera if num_of_additional_cols < 15 and row_count < 10000 and number_of_series < 10: return SupportedModels.AutoMLX elif row_count < 10000 and number_of_series > 10: - operator_config.spec.model_kwargs['model_list'] = "fast_parallel" + operator_config.spec.model_kwargs["model_list"] = "fast_parallel" return SupportedModels.AutoTS elif row_count < 20000 and number_of_series > 10: - operator_config.spec.model_kwargs['model_list'] = "superfast" + operator_config.spec.model_kwargs["model_list"] = "superfast" return SupportedModels.AutoTS elif row_count > 20000: return SupportedModels.NeuralProphet From 05ec20b428a9f330be5c14b04ad238e9958d3e40 Mon Sep 17 00:00:00 2001 From: Allen Date: Mon, 6 Nov 2023 18:09:53 +0000 Subject: [PATCH 205/247] check for additional data --- .../operator/lowcode/forecast/model/automlx.py | 6 +++--- .../lowcode/forecast/model/neuralprophet.py | 15 +++++---------- .../operator/lowcode/forecast/model/prophet.py | 5 +++-- ads/opctl/operator/lowcode/forecast/utils.py | 5 ++++- 4 files changed, 15 insertions(+), 16 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index 15de8ed8d..ef5f23cda 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -86,9 +86,9 @@ def _build_model(self) -> pd.DataFrame: y_train = df forecast_x = None logger.info( - "Time Index is", - "" if y_train.index.is_monotonic else "NOT", - "monotonic.", + "Time Index is" + "" + if y_train.index.is_monotonic + else "NOT" + "monotonic." ) model = automl.Pipeline( task="forecasting", diff --git a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py index 484663954..0daaf8783 100644 --- a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py @@ -26,6 +26,7 @@ from .. import utils from .base_model import ForecastOperatorBaseModel from ..operator_config import ForecastOperatorConfig +from .forecast_datasets import ForecastDatasets def _get_np_metrics_dict(selected_metric): @@ -64,8 +65,8 @@ def _fit_model(data, params, additional_regressors, select_metric): class NeuralProphetOperatorModel(ForecastOperatorBaseModel): """Class representing NeuralProphet operator model.""" - def __init__(self, config: ForecastOperatorConfig): - super().__init__(config) + def __init__(self, config: ForecastOperatorConfig, datasets: ForecastDatasets): + super().__init__(config=config, datasets=datasets) self.train_metrics = True self.forecast_col_name = "yhat1" @@ -234,18 +235,12 @@ def objective(trial): output_i.iloc[ : -self.spec.horizon, output_i.columns.get_loc(f"fitted_value") - ] = ( - outputs[f"{col}_{cat}"]["yhat1"] - .iloc[: -self.spec.horizon] - .values - ) + ] = (outputs[f"{col}_{cat}"]["yhat1"].iloc[: -self.spec.horizon].values) output_i.iloc[ -self.spec.horizon :, output_i.columns.get_loc(f"forecast_value"), ] = ( - outputs[f"{col}_{cat}"]["yhat1"] - .iloc[-self.spec.horizon :] - .values + outputs[f"{col}_{cat}"]["yhat1"].iloc[-self.spec.horizon :].values ) output_i.iloc[ -self.spec.horizon :, diff --git a/ads/opctl/operator/lowcode/forecast/model/prophet.py b/ads/opctl/operator/lowcode/forecast/model/prophet.py index d2edef5c0..7f30e723e 100644 --- a/ads/opctl/operator/lowcode/forecast/model/prophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/prophet.py @@ -15,6 +15,7 @@ from .. import utils from .base_model import ForecastOperatorBaseModel from ..operator_config import ForecastOperatorConfig +from .forecast_datasets import ForecastDatasets def _add_unit(num, unit): @@ -34,8 +35,8 @@ def _fit_model(data, params, additional_regressors): class ProphetOperatorModel(ForecastOperatorBaseModel): """Class representing Prophet operator model.""" - def __init__(self, config: ForecastOperatorConfig): - super().__init__(config) + def __init__(self, config: ForecastOperatorConfig, datasets: ForecastDatasets): + super().__init__(config=config, datasets=datasets) self.train_metrics = True self.global_explanation = {} self.local_explanation = {} diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index 564431eb9..0067891be 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -482,7 +482,10 @@ def select_auto_model( str The type of the model. """ - num_of_additional_cols = len(datasets.original_additional_data.columns) - 2 + if datasets.original_additional_data is not None: + num_of_additional_cols = len(datasets.original_additional_data.columns) - 2 + else: + num_of_additional_cols = 0 row_count = len(datasets.original_user_data.index) number_of_series = len(datasets.categories) if num_of_additional_cols < 15 and row_count < 10000 and number_of_series < 10: From 2c16b8c406b4389ae492ea90fb349ddc6f4c7783 Mon Sep 17 00:00:00 2001 From: Prashant Sankhla Date: Tue, 7 Nov 2023 10:36:42 +0530 Subject: [PATCH 206/247] updated auto model conditions --- ads/opctl/operator/lowcode/forecast/utils.py | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index 0067891be..88cb86ace 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -482,13 +482,16 @@ def select_auto_model( str The type of the model. """ + date_column = operator_config.spec.datetime_column.name + datetimes = pd.to_datetime(datasets.original_user_data[date_column].drop_duplicates()) + freq_in_secs = datetimes.tail().diff().min().total_seconds() if datasets.original_additional_data is not None: num_of_additional_cols = len(datasets.original_additional_data.columns) - 2 else: num_of_additional_cols = 0 row_count = len(datasets.original_user_data.index) number_of_series = len(datasets.categories) - if num_of_additional_cols < 15 and row_count < 10000 and number_of_series < 10: + if num_of_additional_cols < 15 and row_count < 10000 and number_of_series < 10 and freq_in_secs > 3600: return SupportedModels.AutoMLX elif row_count < 10000 and number_of_series > 10: operator_config.spec.model_kwargs["model_list"] = "fast_parallel" @@ -499,7 +502,7 @@ def select_auto_model( elif row_count > 20000: return SupportedModels.NeuralProphet else: - return SupportedModels.AutoMLX + return SupportedModels.NeuralProphet def get_frequency_of_datetime(data: pd.DataFrame, dataset_info: ForecastOperatorSpec): From a7ebb8b54ac861bab4759426640c27699954c192 Mon Sep 17 00:00:00 2001 From: Prashant Sankhla Date: Tue, 7 Nov 2023 12:08:20 +0530 Subject: [PATCH 207/247] dropping target col if present in additional data --- ads/opctl/operator/lowcode/forecast/utils.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index 896322dc0..ddd9ee2de 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -286,6 +286,9 @@ def _build_indexed_datasets( data["__Series__"] = _merge_category_columns(data, target_category_columns) unique_categories = data["__Series__"].unique() invalid_categories = [] + if additional_data is not None and target_column in additional_data.columns: + logger.warn(f"Dropping column '{target_column}' from additional_data") + additional_data.drop(target_column, axis=1, inplace=True) for cat in unique_categories: data_by_cat = data[data["__Series__"] == cat].rename( {target_column: f"{target_column}_{cat}"}, axis=1 From 3780d7e409aaf1c1ce1755ac924c8117fdb0dd88 Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 7 Nov 2023 08:31:55 +0000 Subject: [PATCH 208/247] merge resolution --- .../operator/lowcode/forecast/model/forecast_datasets.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py b/ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py index 4ae27ee24..d528c4370 100644 --- a/ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py +++ b/ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py @@ -57,6 +57,9 @@ def _load_data(self, spec): storage_options=default_signer(), columns=spec.additional_data.columns, ) + additional_data = Transformations( + raw_data, self.spec + )._sort_by_datetime_col(additional_data) self.original_additional_data = additional_data.copy() self.original_total_data = pd.concat([data, additional_data], axis=1) @@ -72,4 +75,3 @@ def _load_data(self, spec): target_category_columns=spec.target_category_columns, additional_data=additional_data, ) - From 66f2f792cba1a6707a187f6d9db773d076a662e8 Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 7 Nov 2023 09:52:05 +0000 Subject: [PATCH 209/247] creating csv output files --- .../operator/lowcode/forecast/model/arima.py | 97 +++++++++++-------- .../lowcode/forecast/model/automlx.py | 96 ++++++++++-------- .../lowcode/forecast/model/base_model.py | 31 ++++++ .../lowcode/forecast/model/prophet.py | 97 +++++++++++-------- .../lowcode/forecast/operator_config.py | 8 ++ .../operator/lowcode/forecast/schema.yaml | 12 +++ 6 files changed, 227 insertions(+), 114 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/arima.py b/ads/opctl/operator/lowcode/forecast/model/arima.py index 0e54bf502..72826ad54 100644 --- a/ads/opctl/operator/lowcode/forecast/model/arima.py +++ b/ads/opctl/operator/lowcode/forecast/model/arima.py @@ -14,6 +14,7 @@ from .. import utils from .base_model import ForecastOperatorBaseModel from ..operator_config import ForecastOperatorConfig +import traceback class ArimaOperatorModel(ForecastOperatorBaseModel): @@ -153,45 +154,60 @@ def _generate_report(self): all_sections = [sec5_text, sec5] if self.spec.generate_explanations: - # If the key is present, call the "explain_model" method - self.explain_model() - - # Create a markdown text block for the global explanation section - global_explanation_text = dp.Text( - f"## Global Explanation of Models \n " - "The following tables provide the feature attribution for the global explainability." - ) + try: + # If the key is present, call the "explain_model" method + self.explain_model() + + # Create a markdown text block for the global explanation section + global_explanation_text = dp.Text( + f"## Global Explanation of Models \n " + "The following tables provide the feature attribution for the global explainability." + ) - # Convert the global explanation data to a DataFrame - global_explanation_df = pd.DataFrame(self.global_explanation) + # Convert the global explanation data to a DataFrame + global_explanation_df = pd.DataFrame(self.global_explanation) - # Create a markdown section for the global explainability - global_explanation_section = dp.Blocks( - "### Global Explainability ", - dp.Table( + self.formatted_global_explanation = ( global_explanation_df / global_explanation_df.sum(axis=0) * 100 - ), - ) + ) - local_explanation_text = dp.Text(f"## Local Explanation of Models \n ") - blocks = [ - dp.Table( - local_ex_df.div(local_ex_df.abs().sum(axis=1), axis=0) * 100, - label=s_id, + # Create a markdown section for the global explainability + global_explanation_section = dp.Blocks( + "### Global Explainability ", + dp.Table(self.formatted_global_explanation), ) - for s_id, local_ex_df in self.local_explanation.items() - ] - local_explanation_section = ( - dp.Select(blocks=blocks) if len(blocks) > 1 else blocks[0] - ) - # Append the global explanation text and section to the "all_sections" list - all_sections = all_sections + [ - global_explanation_text, - global_explanation_section, - local_explanation_text, - local_explanation_section, - ] + aggregate_local_explanations = pd.DataFrame() + for s_id, local_ex_df in self.local_explanation.items(): + local_ex_df_copy = local_ex_df.copy() + local_ex_df_copy["Series"] = s_id + aggregate_local_explanations = pd.concat( + [aggregate_local_explanations, local_ex_df_copy], axis=1 + ) + self.formatted_local_explanation = aggregate_local_explanations + + local_explanation_text = dp.Text(f"## Local Explanation of Models \n ") + blocks = [ + dp.Table( + local_ex_df.div(local_ex_df.abs().sum(axis=1), axis=0) * 100, + label=s_id, + ) + for s_id, local_ex_df in self.local_explanation.items() + ] + local_explanation_section = ( + dp.Select(blocks=blocks) if len(blocks) > 1 else blocks[0] + ) + + # Append the global explanation text and section to the "all_sections" list + all_sections = all_sections + [ + global_explanation_text, + global_explanation_section, + local_explanation_text, + local_explanation_section, + ] + except Exception as e: + logger.warn(f"Failed to generate Explanations with error: {e}.") + logger.debug(f"Full Traceback: {traceback.format_exc()}") model_description = dp.Text( "An autoregressive integrated moving average, or ARIMA, is a statistical " @@ -275,12 +291,17 @@ def explain_model(self) -> dict: nsamples=50, ) - self.global_explanation[self.series_id] = dict( - zip( - self.dataset_cols, - np.average(np.absolute(kernel_explnr_vals), axis=0), + if not len(kernel_explnr_vals): + logger.warn( + f"No explanations generated. Ensure that additional data has been provided." + ) + else: + self.global_explanation[self.series_id] = dict( + zip( + self.dataset_cols, + np.average(np.absolute(kernel_explnr_vals), axis=0), + ) ) - ) self.local_explainer(kernel_explnr) diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index 977a642ec..c7a96961b 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -218,45 +218,60 @@ def _generate_report(self): all_sections = [selected_models_text, selected_models_section] if self.spec.generate_explanations: - # If the key is present, call the "explain_model" method - self.explain_model() - - # Create a markdown text block for the global explanation section - global_explanation_text = dp.Text( - f"## Global Explanation of Models \n " - "The following tables provide the feature attribution for the global explainability." - ) + try: + # If the key is present, call the "explain_model" method + self.explain_model() + + # Create a markdown text block for the global explanation section + global_explanation_text = dp.Text( + f"## Global Explanation of Models \n " + "The following tables provide the feature attribution for the global explainability." + ) - # Convert the global explanation data to a DataFrame - global_explanation_df = pd.DataFrame(self.global_explanation) + # Convert the global explanation data to a DataFrame + global_explanation_df = pd.DataFrame(self.global_explanation) - # Create a markdown section for the global explainability - global_explanation_section = dp.Blocks( - "### Global Explainability ", - dp.Table( + self.formatted_global_explanation = ( global_explanation_df / global_explanation_df.sum(axis=0) * 100 - ), - ) + ) - local_explanation_text = dp.Text(f"## Local Explanation of Models \n ") - blocks = [ - dp.Table( - local_ex_df.div(local_ex_df.abs().sum(axis=1), axis=0) * 100, - label=s_id, + # Create a markdown section for the global explainability + global_explanation_section = dp.Blocks( + "### Global Explainability ", + dp.Table(self.formatted_global_explanation), ) - for s_id, local_ex_df in self.local_explanation.items() - ] - local_explanation_section = ( - dp.Select(blocks=blocks) if len(blocks) > 1 else blocks[0] - ) - # Append the global explanation text and section to the "all_sections" list - all_sections = all_sections + [ - global_explanation_text, - global_explanation_section, - local_explanation_text, - local_explanation_section, - ] + aggregate_local_explanations = pd.DataFrame() + for s_id, local_ex_df in self.local_explanation.items(): + local_ex_df_copy = local_ex_df.copy() + local_ex_df_copy["Series"] = s_id + aggregate_local_explanations = pd.concat( + [aggregate_local_explanations, local_ex_df_copy], axis=1 + ) + self.formatted_local_explanation = aggregate_local_explanations + + local_explanation_text = dp.Text(f"## Local Explanation of Models \n ") + blocks = [ + dp.Table( + local_ex_df.div(local_ex_df.abs().sum(axis=1), axis=0) * 100, + label=s_id, + ) + for s_id, local_ex_df in self.local_explanation.items() + ] + local_explanation_section = ( + dp.Select(blocks=blocks) if len(blocks) > 1 else blocks[0] + ) + + # Append the global explanation text and section to the "all_sections" list + all_sections = all_sections + [ + global_explanation_text, + global_explanation_section, + local_explanation_text, + local_explanation_section, + ] + except Exception as e: + logger.warn(f"Failed to generate Explanations with error: {e}.") + logger.debug(f"Full Traceback: {traceback.format_exc()}") model_description = dp.Text( "The AutoMLx model automatically preprocesses, selects and engineers " @@ -337,12 +352,17 @@ def explain_model(self) -> dict: nsamples=50, ) - self.global_explanation[self.series_id] = dict( - zip( - self.dataset_cols, - np.average(np.absolute(kernel_explnr_vals), axis=0), + if not len(kernel_explnr_vals): + logger.warn( + f"No explanations generated. Ensure that additional data has been provided." + ) + else: + self.global_explanation[self.series_id] = dict( + zip( + self.dataset_cols, + np.average(np.absolute(kernel_explnr_vals), axis=0), + ) ) - ) self.local_explainer(kernel_explnr) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 53da7d21e..99a8c886a 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -493,6 +493,37 @@ def _save_report( logger.warn( f"Attempted to generated {self.spec.test_metrics_filename} file with the test metrics, however the test metrics could not be properly generated." ) + # explanations csv reports + if self.spec.generate_explanations: + if self.formatted_global_explanation is not None: + utils._write_data( + data=pd.DataFrame(self.formatted_global_explanation), + filename=os.path.join( + output_dir, self.spec.global_explanation_filename + ), + format="csv", + storage_options=storage_options, + index=False, + ) + else: + logger.warn( + f"Attempted to generated {self.spec.global_explanation_filename} file with the training metrics, however the training metrics could not be properly generated." + ) + + if self.formatted_local_explanation is not None: + utils._write_data( + data=self.formatted_local_explanation, + filename=os.path.join( + output_dir, self.spec.local_explanation_filename + ), + format="csv", + storage_options=storage_options, + index=False, + ) + else: + logger.warn( + f"Attempted to generated {self.spec.local_explanation_filename} file with the training metrics, however the training metrics could not be properly generated." + ) logger.warn( f"The outputs have been successfully " diff --git a/ads/opctl/operator/lowcode/forecast/model/prophet.py b/ads/opctl/operator/lowcode/forecast/model/prophet.py index d2edef5c0..c950e4c60 100644 --- a/ads/opctl/operator/lowcode/forecast/model/prophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/prophet.py @@ -296,45 +296,61 @@ def _generate_report(self): all_sections = all_sections + [sec5_text, sec5] if self.spec.generate_explanations: - # If the key is present, call the "explain_model" method - self.explain_model() - - # Create a markdown text block for the global explanation section - global_explanation_text = dp.Text( - f"## Global Explanation of Models \n " - "The following tables provide the feature attribution for the global explainability." - ) + try: + # If the key is present, call the "explain_model" method + self.explain_model() + + # Create a markdown text block for the global explanation section + global_explanation_text = dp.Text( + f"## Global Explanation of Models \n " + "The following tables provide the feature attribution for the global explainability." + ) - # Convert the global explanation data to a DataFrame - global_explanation_df = pd.DataFrame(self.global_explanation) + # Convert the global explanation data to a DataFrame + global_explanation_df = pd.DataFrame(self.global_explanation) - # Create a markdown section for the global explainability - global_explanation_section = dp.Blocks( - "### Global Explainability ", - dp.Table( + self.formatted_global_explanation = ( global_explanation_df / global_explanation_df.sum(axis=0) * 100 - ), - ) + ) - local_explanation_text = dp.Text(f"## Local Explanation of Models \n ") - blocks = [ - dp.Table( - local_ex_df.div(local_ex_df.abs().sum(axis=1), axis=0) * 100, - label=s_id, + # Create a markdown section for the global explainability + global_explanation_section = dp.Blocks( + "### Global Explainability ", + dp.Table(self.formatted_global_explanation), ) - for s_id, local_ex_df in self.local_explanation.items() - ] - local_explanation_section = ( - dp.Select(blocks=blocks) if len(blocks) > 1 else blocks[0] - ) - # Append the global explanation text and section to the "all_sections" list - all_sections = all_sections + [ - global_explanation_text, - global_explanation_section, - local_explanation_text, - local_explanation_section, - ] + aggregate_local_explanations = pd.DataFrame() + for s_id, local_ex_df in self.local_explanation.items(): + local_ex_df_copy = local_ex_df.copy() + local_ex_df_copy["Series"] = s_id + aggregate_local_explanations = pd.concat( + [aggregate_local_explanations, local_ex_df_copy], axis=1 + ) + self.formatted_local_explanation = aggregate_local_explanations + + local_explanation_text = dp.Text(f"## Local Explanation of Models \n ") + blocks = [ + dp.Table( + local_ex_df.div(local_ex_df.abs().sum(axis=1), axis=0) * 100, + label=s_id, + ) + for s_id, local_ex_df in self.local_explanation.items() + ] + local_explanation_section = ( + dp.Select(blocks=blocks) if len(blocks) > 1 else blocks[0] + ) + + # Append the global explanation text and section to the "all_sections" list + all_sections = all_sections + [ + global_explanation_text, + global_explanation_section, + local_explanation_text, + local_explanation_section, + ] + except Exception as e: + # Do not fail the whole run due to explanations failure + logger.warn(f"Failed to generate Explanations with error: {e}.") + logger.debug(f"Full Traceback: {traceback.format_exc()}") model_description = dp.Text( "Prophet is a procedure for forecasting time series data based on an additive " @@ -403,12 +419,17 @@ def explain_model(self) -> dict: nsamples=50, ) - self.global_explanation[self.series_id] = dict( - zip( - self.dataset_cols, - np.average(np.absolute(kernel_explnr_vals), axis=0), + if not len(kernel_explnr_vals): + logger.warn( + f"No explanations generated. Ensure that additional data has been provided." + ) + else: + self.global_explanation[self.series_id] = dict( + zip( + self.dataset_cols, + np.average(np.absolute(kernel_explnr_vals), axis=0), + ) ) - ) self.local_explainer(kernel_explnr) diff --git a/ads/opctl/operator/lowcode/forecast/operator_config.py b/ads/opctl/operator/lowcode/forecast/operator_config.py index 5f39af33e..edb9703c6 100644 --- a/ads/opctl/operator/lowcode/forecast/operator_config.py +++ b/ads/opctl/operator/lowcode/forecast/operator_config.py @@ -79,6 +79,8 @@ class ForecastOperatorSpec(DataClassSerializable): metrics_filename: str = None test_metrics_filename: str = None forecast_filename: str = None + global_explanation_filename: str = None + local_explanation_filename: str = None target_column: str = None preprocessing: bool = None datetime_column: DateTimeColumn = field(default_factory=DateTimeColumn) @@ -120,6 +122,12 @@ def __post_init__(self): self.metrics_filename = self.metrics_filename or "metrics.csv" self.test_metrics_filename = self.test_metrics_filename or "test_metrics.csv" self.forecast_filename = self.forecast_filename or "forecast.csv" + self.global_explanation_filename = ( + self.global_explanation_filename or "global_explanation.csv" + ) + self.local_explanation_filename = ( + self.local_explanation_filename or "local_explanation.csv" + ) self.target_column = self.target_column or "Sales" self.model_kwargs = self.model_kwargs or dict() diff --git a/ads/opctl/operator/lowcode/forecast/schema.yaml b/ads/opctl/operator/lowcode/forecast/schema.yaml index d80893424..5b39aab14 100644 --- a/ads/opctl/operator/lowcode/forecast/schema.yaml +++ b/ads/opctl/operator/lowcode/forecast/schema.yaml @@ -202,6 +202,18 @@ spec: default: forecast.csv meta: description: "Placed into output_directory location. Defaults to forecast.csv" + global_explanation_filename: + required: false + type: string + default: global_explanations.csv + meta: + description: "Placed into output_directory location. Defaults to global_explanations.csv" + local_explanation_filename: + required: false + type: string + default: local_explanations.csv + meta: + description: "Placed into output_directory location. Defaults to local_explanations.csv" target_column: type: string From 9a2299ddbac1f079c4033710e1af85506a72c82c Mon Sep 17 00:00:00 2001 From: Vikas Pandey Date: Tue, 7 Nov 2023 15:43:44 +0530 Subject: [PATCH 210/247] create the agg local explanation in long format --- ads/opctl/operator/lowcode/forecast/model/arima.py | 2 +- ads/opctl/operator/lowcode/forecast/model/automlx.py | 2 +- ads/opctl/operator/lowcode/forecast/model/prophet.py | 2 +- 3 files changed, 3 insertions(+), 3 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/arima.py b/ads/opctl/operator/lowcode/forecast/model/arima.py index 72826ad54..1560e5eab 100644 --- a/ads/opctl/operator/lowcode/forecast/model/arima.py +++ b/ads/opctl/operator/lowcode/forecast/model/arima.py @@ -182,7 +182,7 @@ def _generate_report(self): local_ex_df_copy = local_ex_df.copy() local_ex_df_copy["Series"] = s_id aggregate_local_explanations = pd.concat( - [aggregate_local_explanations, local_ex_df_copy], axis=1 + [aggregate_local_explanations, local_ex_df_copy], axis=0 ) self.formatted_local_explanation = aggregate_local_explanations diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index c7a96961b..903a75e09 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -246,7 +246,7 @@ def _generate_report(self): local_ex_df_copy = local_ex_df.copy() local_ex_df_copy["Series"] = s_id aggregate_local_explanations = pd.concat( - [aggregate_local_explanations, local_ex_df_copy], axis=1 + [aggregate_local_explanations, local_ex_df_copy], axis=0 ) self.formatted_local_explanation = aggregate_local_explanations diff --git a/ads/opctl/operator/lowcode/forecast/model/prophet.py b/ads/opctl/operator/lowcode/forecast/model/prophet.py index c950e4c60..79fadea73 100644 --- a/ads/opctl/operator/lowcode/forecast/model/prophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/prophet.py @@ -324,7 +324,7 @@ def _generate_report(self): local_ex_df_copy = local_ex_df.copy() local_ex_df_copy["Series"] = s_id aggregate_local_explanations = pd.concat( - [aggregate_local_explanations, local_ex_df_copy], axis=1 + [aggregate_local_explanations, local_ex_df_copy], axis=0 ) self.formatted_local_explanation = aggregate_local_explanations From 1cb698361d3fd4d56560da45b6aa9b3bfabb93e8 Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 7 Nov 2023 10:16:39 +0000 Subject: [PATCH 211/247] factoring out code --- .../operator/lowcode/forecast/model/arima.py | 89 +------------------ .../operator/lowcode/forecast/model/autots.py | 2 +- .../lowcode/forecast/model/base_model.py | 85 ++++++++++++++++-- .../lowcode/forecast/model/prophet.py | 88 +----------------- 4 files changed, 88 insertions(+), 176 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/arima.py b/ads/opctl/operator/lowcode/forecast/model/arima.py index 1560e5eab..8bb15c1ea 100644 --- a/ads/opctl/operator/lowcode/forecast/model/arima.py +++ b/ads/opctl/operator/lowcode/forecast/model/arima.py @@ -9,7 +9,6 @@ import pmdarima as pm from ads.opctl import logger -from ads.common.decorator.runtime_dependency import runtime_dependency from .. import utils from .base_model import ForecastOperatorBaseModel @@ -156,7 +155,10 @@ def _generate_report(self): if self.spec.generate_explanations: try: # If the key is present, call the "explain_model" method - self.explain_model() + self.explain_model( + datetime_col_name=self.spec.datetime_column.name, + explain_predict_fn=self._custom_predict_arima, + ) # Create a markdown text block for the global explanation section global_explanation_text = dp.Text( @@ -248,86 +250,3 @@ def _custom_predict_arima(self, data): predictions = self.models[series_index].predict(X=data, n_periods=len(data)) return predictions - - @runtime_dependency( - module="shap", - err_msg=( - "Please run `pip3 install shap` to install the required dependencies for model explanation." - ), - ) - def explain_model(self) -> dict: - """ - Generates an explanation for the model by using the SHAP (Shapley Additive exPlanations) library. - This function calculates the SHAP values for each feature in the dataset and stores the results in the `global_explanation` dictionary. - - Returns - ------- - dict: A dictionary containing the global explanation for each feature in the dataset. - The keys are the feature names and the values are the average absolute SHAP values. - """ - from shap import KernelExplainer - - for series_id in self.target_columns: - self.series_id = series_id - self.dataset_cols = ( - self.full_data_dict.get(self.series_id) - .set_index(self.spec.datetime_column.name) - .drop(self.series_id, axis=1) - .columns - ) - - kernel_explnr = KernelExplainer( - model=self._custom_predict_arima, - data=self.full_data_dict.get(self.series_id).set_index( - self.spec.datetime_column.name - )[: -self.spec.horizon][list(self.dataset_cols)], - keep_index=True, - ) - - kernel_explnr_vals = kernel_explnr.shap_values( - self.full_data_dict.get(self.series_id).set_index( - self.spec.datetime_column.name - )[: -self.spec.horizon][list(self.dataset_cols)], - nsamples=50, - ) - - if not len(kernel_explnr_vals): - logger.warn( - f"No explanations generated. Ensure that additional data has been provided." - ) - else: - self.global_explanation[self.series_id] = dict( - zip( - self.dataset_cols, - np.average(np.absolute(kernel_explnr_vals), axis=0), - ) - ) - - self.local_explainer(kernel_explnr) - - def local_explainer(self, kernel_explainer) -> None: - """ - Generate local explanations using a kernel explainer. - - Parameters - ---------- - kernel_explainer: The kernel explainer object to use for generating explanations. - """ - # Get the data for the series ID and select the relevant columns - data = self.full_data_dict.get(self.series_id).set_index( - self.spec.datetime_column.name - ) - data = data[-self.spec.horizon :][list(self.dataset_cols)] - - # Generate local SHAP values using the kernel explainer - local_kernel_explnr_vals = kernel_explainer.shap_values(data, nsamples=50) - - # Convert the SHAP values into a DataFrame - local_kernel_explnr_df = pd.DataFrame( - local_kernel_explnr_vals, columns=self.dataset_cols - ) - - # set the index of the DataFrame to the datetime column - local_kernel_explnr_df.index = data.index - - self.local_explanation[self.series_id] = local_kernel_explnr_df diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index d0cd4b4c1..a6c9548e1 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -279,4 +279,4 @@ def explain_model(self) -> dict: """ explain model using global & local explanations """ - return None + raise NotImplementedError() diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 99a8c886a..471e8b31a 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -22,6 +22,7 @@ from ..const import SUMMARY_METRICS_HORIZON_LIMIT, SupportedMetrics, SupportedModels from ..operator_config import ForecastOperatorConfig, ForecastOperatorSpec from .transformations import Transformations +from ads.common.decorator.runtime_dependency import runtime_dependency class ForecastOperatorBaseModel(ABC): @@ -503,7 +504,6 @@ def _save_report( ), format="csv", storage_options=storage_options, - index=False, ) else: logger.warn( @@ -518,7 +518,6 @@ def _save_report( ), format="csv", storage_options=storage_options, - index=False, ) else: logger.warn( @@ -551,9 +550,83 @@ def _build_model(self) -> pd.DataFrame: The method that needs to be implemented on the particular model level. """ - @abstractmethod - def explain_model(self) -> dict: + @runtime_dependency( + module="shap", + err_msg=( + "Please run `pip3 install shap` to install the required dependencies for model explanation." + ), + ) + def explain_model(self, datetime_col_name, explain_predict_fn) -> dict: """ - explain model using global & local explanations + Generates an explanation for the model by using the SHAP (Shapley Additive exPlanations) library. + This function calculates the SHAP values for each feature in the dataset and stores the results in the `global_explanation` dictionary. + + Returns + ------- + dict: A dictionary containing the global explanation for each feature in the dataset. + The keys are the feature names and the values are the average absolute SHAP values. """ - raise NotImplementedError() + from shap import KernelExplainer + + for series_id in self.target_columns: + self.series_id = series_id + self.dataset_cols = ( + self.full_data_dict.get(self.series_id) + .set_index(datetime_col_name) + .drop(self.series_id, axis=1) + .columns + ) + + kernel_explnr = KernelExplainer( + model=explain_predict_fn, + data=self.full_data_dict.get(self.series_id).set_index( + datetime_col_name + )[: -self.spec.horizon][list(self.dataset_cols)], + keep_index=True, + ) + + kernel_explnr_vals = kernel_explnr.shap_values( + self.full_data_dict.get(self.series_id).set_index(datetime_col_name)[ + : -self.spec.horizon + ][list(self.dataset_cols)], + nsamples=50, + ) + + if not len(kernel_explnr_vals): + logger.warn( + f"No explanations generated. Ensure that additional data has been provided." + ) + else: + self.global_explanation[self.series_id] = dict( + zip( + self.dataset_cols, + np.average(np.absolute(kernel_explnr_vals), axis=0), + ) + ) + + self.local_explainer(kernel_explnr, datetime_col_name=datetime_col_name) + + def local_explainer(self, kernel_explainer, datetime_col_name) -> None: + """ + Generate local explanations using a kernel explainer. + + Parameters + ---------- + kernel_explainer: The kernel explainer object to use for generating explanations. + """ + # Get the data for the series ID and select the relevant columns + data = self.full_data_dict.get(self.series_id).set_index(datetime_col_name) + data = data[-self.spec.horizon :][list(self.dataset_cols)] + + # Generate local SHAP values using the kernel explainer + local_kernel_explnr_vals = kernel_explainer.shap_values(data, nsamples=50) + + # Convert the SHAP values into a DataFrame + local_kernel_explnr_df = pd.DataFrame( + local_kernel_explnr_vals, columns=self.dataset_cols + ) + + # set the index of the DataFrame to the datetime column + local_kernel_explnr_df.index = data.index + + self.local_explanation[self.series_id] = local_kernel_explnr_df diff --git a/ads/opctl/operator/lowcode/forecast/model/prophet.py b/ads/opctl/operator/lowcode/forecast/model/prophet.py index 79fadea73..725eaed0f 100644 --- a/ads/opctl/operator/lowcode/forecast/model/prophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/prophet.py @@ -298,7 +298,10 @@ def _generate_report(self): if self.spec.generate_explanations: try: # If the key is present, call the "explain_model" method - self.explain_model() + self.explain_model( + datetime_col_name=PROPHET_INTERNAL_DATE_COL, + explain_predict_fn=self._custom_predict_prophet, + ) # Create a markdown text block for the global explanation section global_explanation_text = dp.Text( @@ -376,86 +379,3 @@ def _custom_predict_prophet(self, data): return self.models[self.target_columns.index(self.series_id)].predict( data.reset_index() )["yhat"] - - @runtime_dependency( - module="shap", - err_msg=( - "Please run `pip3 install shap` to install the required dependencies for model explanation." - ), - ) - def explain_model(self) -> dict: - """ - Generates an explanation for the model by using the SHAP (Shapley Additive exPlanations) library. - This function calculates the SHAP values for each feature in the dataset and stores the results in the `global_explanation` dictionary. - - Returns - ------- - dict: A dictionary containing the global explanation for each feature in the dataset. - The keys are the feature names and the values are the average absolute SHAP values. - """ - from shap import KernelExplainer - - for series_id in self.target_columns: - self.series_id = series_id - self.dataset_cols = ( - self.full_data_dict.get(self.series_id) - .set_index(PROPHET_INTERNAL_DATE_COL) - .drop(self.series_id, axis=1) - .columns - ) - - kernel_explnr = KernelExplainer( - model=self._custom_predict_prophet, - data=self.full_data_dict.get(self.series_id).set_index( - PROPHET_INTERNAL_DATE_COL - )[: -self.spec.horizon][list(self.dataset_cols)], - keep_index=True, - ) - - kernel_explnr_vals = kernel_explnr.shap_values( - self.full_data_dict.get(self.series_id).set_index( - PROPHET_INTERNAL_DATE_COL - )[: -self.spec.horizon][list(self.dataset_cols)], - nsamples=50, - ) - - if not len(kernel_explnr_vals): - logger.warn( - f"No explanations generated. Ensure that additional data has been provided." - ) - else: - self.global_explanation[self.series_id] = dict( - zip( - self.dataset_cols, - np.average(np.absolute(kernel_explnr_vals), axis=0), - ) - ) - - self.local_explainer(kernel_explnr) - - def local_explainer(self, kernel_explainer) -> None: - """ - Generate local explanations using a kernel explainer. - - Parameters - ---------- - kernel_explainer: The kernel explainer object to use for generating explanations. - """ - # Get the data for the series ID and select the relevant columns - data = self.full_data_dict.get(self.series_id).set_index( - PROPHET_INTERNAL_DATE_COL - ) - data = data[-self.spec.horizon :][list(self.dataset_cols)] - - # Generate local SHAP values using the kernel explainer - local_kernel_explnr_vals = kernel_explainer.shap_values(data, nsamples=50) - - # Convert the SHAP values into a DataFrame - local_kernel_explnr_df = pd.DataFrame( - local_kernel_explnr_vals, columns=self.dataset_cols - ) - - # set the index of the DataFrame to the datetime column - local_kernel_explnr_df.index = data.index - - self.local_explanation[self.series_id] = local_kernel_explnr_df From 28ae7d712a95060a5eb0942dc15b9b9cf4853390 Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 7 Nov 2023 10:28:36 +0000 Subject: [PATCH 212/247] check for additional data --- ads/opctl/operator/lowcode/forecast/model/base_model.py | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 471e8b31a..7b9fbd5d8 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -287,6 +287,12 @@ def _load_data(self): target_category_columns=self.spec.target_category_columns, additional_data=additional_data, ) + if self.spec.generate_explanations: + if self.spec.additional_data is None: + logger.warn( + f"Unable to generate explanations as there is no additional data passed in. Either set generate_explanations to False, or pass in additional data." + ) + self.spec.generate_explanations = False def _test_evaluate_metrics( self, target_columns, test_filename, outputs, target_col="yhat", elapsed_time=0 From 1c2c1f295dbda8755eb58dc8fb97f698fd6671fd Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 7 Nov 2023 10:30:33 +0000 Subject: [PATCH 213/247] using const throughout --- .../lowcode/forecast/model/prophet.py | 23 ++++++++++++++----- 1 file changed, 17 insertions(+), 6 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/prophet.py b/ads/opctl/operator/lowcode/forecast/model/prophet.py index 725eaed0f..2c5055494 100644 --- a/ads/opctl/operator/lowcode/forecast/model/prophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/prophet.py @@ -74,7 +74,10 @@ def _build_model(self) -> pd.DataFrame: data_i.rename({target: "y"}, axis=1, inplace=True) # Assume that all columns passed in should be used as additional data - additional_regressors = set(data_i.columns) - {"y", "ds"} + additional_regressors = set(data_i.columns) - { + "y", + PROPHET_INTERNAL_DATE_COL, + } if self.perform_tuning: @@ -177,7 +180,11 @@ def objective(trial): # Make Prediction forecast = model.predict(future) logger.info(f"-----------------Model {i}----------------------") - logger.info(forecast[["ds", "yhat", "yhat_lower", "yhat_upper"]].tail()) + logger.info( + forecast[ + [PROPHET_INTERNAL_DATE_COL, "yhat", "yhat_lower", "yhat_upper"] + ].tail() + ) # Collect Outputs models.append(model) @@ -199,7 +206,7 @@ def objective(trial): for cat in self.categories: # Note: add [:2] to restrict output_i = pd.DataFrame() - output_i["Date"] = outputs[f"{col}_{cat}"]["ds"] + output_i["Date"] = outputs[f"{col}_{cat}"][PROPHET_INTERNAL_DATE_COL] output_i["Series"] = cat output_i["input_value"] = full_data_dict[f"{col}_{cat}"][f"{col}_{cat}"] @@ -235,7 +242,11 @@ def objective(trial): # Re-merge historical data for processing data_merged = pd.concat( - [v[v[k].notna()].set_index("ds") for k, v in full_data_dict.items()], axis=1 + [ + v[v[k].notna()].set_index(PROPHET_INTERNAL_DATE_COL) + for k, v in full_data_dict.items() + ], + axis=1, ).reset_index() self.data = data_merged @@ -363,8 +374,8 @@ def _generate_report(self): "data and shifts in the trend, and typically handles outliers well." ) other_sections = all_sections - ds_column_series = self.data["ds"] - ds_forecast_col = self.outputs[0]["ds"] + ds_column_series = self.data[PROPHET_INTERNAL_DATE_COL] + ds_forecast_col = self.outputs[0][PROPHET_INTERNAL_DATE_COL] ci_col_names = ["yhat_lower", "yhat_upper"] return ( From dc88d6b7d7bb65be531fe94a329ad950f8eab870 Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 7 Nov 2023 10:46:04 +0000 Subject: [PATCH 214/247] refactoring code --- .../operator/lowcode/forecast/model/arima.py | 5 +- .../lowcode/forecast/model/automlx.py | 87 +------------------ .../forecast/model/forecast_datasets.py | 12 ++- 3 files changed, 16 insertions(+), 88 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/arima.py b/ads/opctl/operator/lowcode/forecast/model/arima.py index 8bb15c1ea..1059da719 100644 --- a/ads/opctl/operator/lowcode/forecast/model/arima.py +++ b/ads/opctl/operator/lowcode/forecast/model/arima.py @@ -14,13 +14,14 @@ from .base_model import ForecastOperatorBaseModel from ..operator_config import ForecastOperatorConfig import traceback +from .forecast_datasets import ForecastDatasets class ArimaOperatorModel(ForecastOperatorBaseModel): """Class representing ARIMA operator model.""" - def __init__(self, config: ForecastOperatorConfig): - super().__init__(config) + def __init__(self, config: ForecastOperatorConfig, datasets: ForecastDatasets): + super().__init__(config, datasets=datasets) self.global_explanation = {} self.local_explanation = {} diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index 8f7245bbe..6bd8d1265 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -222,7 +222,10 @@ def _generate_report(self): if self.spec.generate_explanations: try: # If the key is present, call the "explain_model" method - self.explain_model() + self.explain_model( + datetime_col_name=self.spec.datetime_column.name, + explain_predict_fn=self._custom_predict_automlx, + ) # Create a markdown text block for the global explanation section global_explanation_text = dp.Text( @@ -312,85 +315,3 @@ def _custom_predict_automlx(self, data): return self.models.get(self.series_id).forecast( X=data_temp, periods=data_temp.shape[0] )[self.series_id] - - @runtime_dependency( - module="shap", - err_msg=( - "Please run `pip3 install shap` to install the required dependencies for model explanation." - ), - ) - def explain_model(self) -> dict: - """ - Generates an explanation for the model by using the SHAP (Shapley Additive exPlanations) library. - This function calculates the SHAP values for each feature in the dataset and stores the results in the `global_explanation` dictionary. - - Returns - ------- - dict: A dictionary containing the global explanation for each feature in the dataset. - The keys are the feature names and the values are the average absolute SHAP values. - """ - from shap import KernelExplainer - - for series_id in self.target_columns: - self.series_id = series_id - self.dataset_cols = ( - self.full_data_dict.get(self.series_id) - .set_index(self.spec.datetime_column.name) - .drop(self.series_id, axis=1) - .columns - ) - - kernel_explnr = KernelExplainer( - model=self._custom_predict_automlx, - data=self.full_data_dict.get(self.series_id).set_index( - self.spec.datetime_column.name - )[: -self.spec.horizon][list(self.dataset_cols)], - ) - - kernel_explnr_vals = kernel_explnr.shap_values( - self.full_data_dict.get(self.series_id).set_index( - self.spec.datetime_column.name - )[: -self.spec.horizon][list(self.dataset_cols)], - nsamples=50, - ) - - if not len(kernel_explnr_vals): - logger.warn( - f"No explanations generated. Ensure that additional data has been provided." - ) - else: - self.global_explanation[self.series_id] = dict( - zip( - self.dataset_cols, - np.average(np.absolute(kernel_explnr_vals), axis=0), - ) - ) - - self.local_explainer(kernel_explnr) - - def local_explainer(self, kernel_explainer) -> None: - """ - Generate local explanations using a kernel explainer. - - Parameters - ---------- - kernel_explainer: The kernel explainer object to use for generating explanations. - """ - # Get the data for the series ID and select the relevant columns - data = self.full_data_dict.get(self.series_id).set_index( - self.spec.datetime_column.name - ) - data = data[-self.spec.horizon :][list(self.dataset_cols)] - - # Generate local SHAP values using the kernel explainer - local_kernel_explnr_vals = kernel_explainer.shap_values(data, nsamples=50) - - # Convert the SHAP values into a DataFrame - local_kernel_explnr_df = pd.DataFrame( - local_kernel_explnr_vals, columns=self.dataset_cols - ) - - # set the index of the DataFrame to the datetime column - local_kernel_explnr_df.index = data.index - - self.local_explanation[self.series_id] = local_kernel_explnr_df diff --git a/ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py b/ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py index d528c4370..8990eb71d 100644 --- a/ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py +++ b/ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py @@ -57,9 +57,9 @@ def _load_data(self, spec): storage_options=default_signer(), columns=spec.additional_data.columns, ) - additional_data = Transformations( - raw_data, self.spec - )._sort_by_datetime_col(additional_data) + additional_data = Transformations(raw_data, spec)._sort_by_datetime_col( + additional_data + ) self.original_additional_data = additional_data.copy() self.original_total_data = pd.concat([data, additional_data], axis=1) @@ -75,3 +75,9 @@ def _load_data(self, spec): target_category_columns=spec.target_category_columns, additional_data=additional_data, ) + if spec.generate_explanations: + if spec.additional_data is None: + logger.warn( + f"Unable to generate explanations as there is no additional data passed in. Either set generate_explanations to False, or pass in additional data." + ) + spec.generate_explanations = False From 5d829fc0ed6f5d7d5585956bdab68693e244b454 Mon Sep 17 00:00:00 2001 From: govarsha Date: Tue, 7 Nov 2023 16:31:03 +0530 Subject: [PATCH 215/247] changes for ODSC-49565 --- .../lowcode/forecast/model/base_model.py | 39 +++++++++-------- ads/opctl/operator/lowcode/forecast/utils.py | 43 +++++++++++++++---- 2 files changed, 55 insertions(+), 27 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 0e5e5a042..34c634ac4 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -25,6 +25,7 @@ from ads.common.decorator.runtime_dependency import runtime_dependency from .forecast_datasets import ForecastDatasets + class ForecastOperatorBaseModel(ABC): """The base class for the forecast operator models.""" @@ -349,25 +350,25 @@ def _test_evaluate_metrics( target_col=target_col, horizon_periods=self.spec.horizon, ) - - summary_metrics = summary_metrics.append(metrics_per_horizon) - - new_column_order = [ - SupportedMetrics.MEAN_SMAPE, - SupportedMetrics.MEDIAN_SMAPE, - SupportedMetrics.MEAN_MAPE, - SupportedMetrics.MEDIAN_MAPE, - SupportedMetrics.MEAN_WMAPE, - SupportedMetrics.MEDIAN_WMAPE, - SupportedMetrics.MEAN_RMSE, - SupportedMetrics.MEDIAN_RMSE, - SupportedMetrics.MEAN_R2, - SupportedMetrics.MEDIAN_R2, - SupportedMetrics.MEAN_EXPLAINED_VARIANCE, - SupportedMetrics.MEDIAN_EXPLAINED_VARIANCE, - SupportedMetrics.ELAPSED_TIME, - ] - summary_metrics = summary_metrics[new_column_order] + if not metrics_per_horizon.empty: + summary_metrics = summary_metrics.append(metrics_per_horizon) + + new_column_order = [ + SupportedMetrics.MEAN_SMAPE, + SupportedMetrics.MEDIAN_SMAPE, + SupportedMetrics.MEAN_MAPE, + SupportedMetrics.MEDIAN_MAPE, + SupportedMetrics.MEAN_WMAPE, + SupportedMetrics.MEDIAN_WMAPE, + SupportedMetrics.MEAN_RMSE, + SupportedMetrics.MEDIAN_RMSE, + SupportedMetrics.MEAN_R2, + SupportedMetrics.MEDIAN_R2, + SupportedMetrics.MEAN_EXPLAINED_VARIANCE, + SupportedMetrics.MEDIAN_EXPLAINED_VARIANCE, + SupportedMetrics.ELAPSED_TIME, + ] + summary_metrics = summary_metrics[new_column_order] return total_metrics, summary_metrics, data diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index 9b460c5c7..09cd6e3e2 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -77,13 +77,36 @@ def _build_metrics_per_horizon( Pandas Dataframe Dataframe with Mean sMAPE, Median sMAPE, Mean MAPE, Median MAPE, Mean wMAPE, Median wMAPE values for each horizon """ - actuals_df = data[target_columns] + """ + Assumptions: + data and outputs have all the target columns. + yhats in outputs are in the same order as in target_columns. + Test data might not have sorted dates and the order of series also might differ. + """ + + # Select the data with correct order of target_columns. + actuals_df = data[["ds"] + target_columns] + + # Concat the yhats in outputs and include only dates that are in test data forecasts_df = pd.concat( - [df[target_col].iloc[-horizon_periods:] for df in outputs], axis=1 + [ + (df[df["ds"].isin(actuals_df["ds"])][["ds", target_col]]).set_index("ds") + for df in outputs + ], + axis=1, ) + + # Remove dates that are not there in outputs + actuals_df = actuals_df[actuals_df["ds"].isin(forecasts_df.index.values)] + + if actuals_df.empty or forecasts_df.empty: + return pd.DataFrame() + totals = actuals_df.sum() wmape_weights = np.array((totals / totals.sum()).values) + actuals_df = actuals_df.set_index("ds") + metrics_df = pd.DataFrame( columns=[ SupportedMetrics.MEAN_SMAPE, @@ -121,12 +144,9 @@ def _build_metrics_per_horizon( } metrics_df = pd.concat( - [metrics_df, pd.DataFrame(metrics_row, index=[data["ds"][i]])], - ignore_index=True, + [metrics_df, pd.DataFrame(metrics_row, index=[actuals_df.index[i]])], ) - metrics_df.set_index(data["ds"], inplace=True) - return metrics_df @@ -487,7 +507,9 @@ def select_auto_model( The type of the model. """ date_column = operator_config.spec.datetime_column.name - datetimes = pd.to_datetime(datasets.original_user_data[date_column].drop_duplicates()) + datetimes = pd.to_datetime( + datasets.original_user_data[date_column].drop_duplicates() + ) freq_in_secs = datetimes.tail().diff().min().total_seconds() if datasets.original_additional_data is not None: num_of_additional_cols = len(datasets.original_additional_data.columns) - 2 @@ -495,7 +517,12 @@ def select_auto_model( num_of_additional_cols = 0 row_count = len(datasets.original_user_data.index) number_of_series = len(datasets.categories) - if num_of_additional_cols < 15 and row_count < 10000 and number_of_series < 10 and freq_in_secs > 3600: + if ( + num_of_additional_cols < 15 + and row_count < 10000 + and number_of_series < 10 + and freq_in_secs > 3600 + ): return SupportedModels.AutoMLX elif row_count < 10000 and number_of_series > 10: operator_config.spec.model_kwargs["model_list"] = "fast_parallel" From 605f343c8c39f3988d6d305176072c1272255b86 Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 7 Nov 2023 11:52:22 +0000 Subject: [PATCH 216/247] re-factoring --- .../operator/lowcode/forecast/model/arima.py | 2 + .../lowcode/forecast/model/base_model.py | 25 +++---- .../lowcode/forecast/model/neuralprophet.py | 65 ++++++++++++++++++- .../lowcode/forecast/model/prophet.py | 1 + 4 files changed, 80 insertions(+), 13 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/arima.py b/ads/opctl/operator/lowcode/forecast/model/arima.py index 1059da719..1812a9fbf 100644 --- a/ads/opctl/operator/lowcode/forecast/model/arima.py +++ b/ads/opctl/operator/lowcode/forecast/model/arima.py @@ -24,6 +24,8 @@ def __init__(self, config: ForecastOperatorConfig, datasets: ForecastDatasets): super().__init__(config, datasets=datasets) self.global_explanation = {} self.local_explanation = {} + self.formatted_global_explanation = None + self.formatted_local_explanation = None def _build_model(self) -> pd.DataFrame: full_data_dict = self.full_data_dict diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 0e5e5a042..a591f53cb 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -25,6 +25,7 @@ from ads.common.decorator.runtime_dependency import runtime_dependency from .forecast_datasets import ForecastDatasets + class ForecastOperatorBaseModel(ABC): """The base class for the forecast operator models.""" @@ -525,22 +526,22 @@ def explain_model(self, datetime_col_name, explain_predict_fn) -> dict: for series_id in self.target_columns: self.series_id = series_id self.dataset_cols = ( - self.full_data_dict.get(self.series_id) + self.full_data_dict.get(series_id) .set_index(datetime_col_name) - .drop(self.series_id, axis=1) + .drop(series_id, axis=1) .columns ) kernel_explnr = KernelExplainer( model=explain_predict_fn, - data=self.full_data_dict.get(self.series_id).set_index( - datetime_col_name - )[: -self.spec.horizon][list(self.dataset_cols)], + data=self.full_data_dict.get(series_id).set_index(datetime_col_name)[ + : -self.spec.horizon + ][list(self.dataset_cols)], keep_index=True, ) kernel_explnr_vals = kernel_explnr.shap_values( - self.full_data_dict.get(self.series_id).set_index(datetime_col_name)[ + self.full_data_dict.get(series_id).set_index(datetime_col_name)[ : -self.spec.horizon ][list(self.dataset_cols)], nsamples=50, @@ -551,16 +552,18 @@ def explain_model(self, datetime_col_name, explain_predict_fn) -> dict: f"No explanations generated. Ensure that additional data has been provided." ) else: - self.global_explanation[self.series_id] = dict( + self.global_explanation[series_id] = dict( zip( self.dataset_cols, np.average(np.absolute(kernel_explnr_vals), axis=0), ) ) - self.local_explainer(kernel_explnr, datetime_col_name=datetime_col_name) + self.local_explainer( + kernel_explnr, series_id=series_id, datetime_col_name=datetime_col_name + ) - def local_explainer(self, kernel_explainer, datetime_col_name) -> None: + def local_explainer(self, kernel_explainer, series_id, datetime_col_name) -> None: """ Generate local explanations using a kernel explainer. @@ -569,7 +572,7 @@ def local_explainer(self, kernel_explainer, datetime_col_name) -> None: kernel_explainer: The kernel explainer object to use for generating explanations. """ # Get the data for the series ID and select the relevant columns - data = self.full_data_dict.get(self.series_id).set_index(datetime_col_name) + data = self.full_data_dict.get(series_id).set_index(datetime_col_name) data = data[-self.spec.horizon :][list(self.dataset_cols)] # Generate local SHAP values using the kernel explainer @@ -583,4 +586,4 @@ def local_explainer(self, kernel_explainer, datetime_col_name) -> None: # set the index of the DataFrame to the datetime column local_kernel_explnr_df.index = data.index - self.local_explanation[self.series_id] = local_kernel_explnr_df + self.local_explanation[series_id] = local_kernel_explnr_df diff --git a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py index 0daaf8783..b3661b675 100644 --- a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py @@ -27,6 +27,7 @@ from .base_model import ForecastOperatorBaseModel from ..operator_config import ForecastOperatorConfig from .forecast_datasets import ForecastDatasets +import traceback def _get_np_metrics_dict(selected_metric): @@ -321,6 +322,66 @@ def _generate_report(self): sec5, ] + if self.spec.generate_explanations: + try: + # If the key is present, call the "explain_model" method + self.explain_model( + datetime_col_name="ds", + explain_predict_fn=self._custom_predict_neuralprophet, + ) + + # Create a markdown text block for the global explanation section + global_explanation_text = dp.Text( + f"## Global Explanation of Models \n " + "The following tables provide the feature attribution for the global explainability." + ) + + # Convert the global explanation data to a DataFrame + global_explanation_df = pd.DataFrame(self.global_explanation) + + self.formatted_global_explanation = ( + global_explanation_df / global_explanation_df.sum(axis=0) * 100 + ) + + # Create a markdown section for the global explainability + global_explanation_section = dp.Blocks( + "### Global Explainability ", + dp.Table(self.formatted_global_explanation), + ) + + aggregate_local_explanations = pd.DataFrame() + for s_id, local_ex_df in self.local_explanation.items(): + local_ex_df_copy = local_ex_df.copy() + local_ex_df_copy["Series"] = s_id + aggregate_local_explanations = pd.concat( + [aggregate_local_explanations, local_ex_df_copy], axis=0 + ) + self.formatted_local_explanation = aggregate_local_explanations + + local_explanation_text = dp.Text(f"## Local Explanation of Models \n ") + blocks = [ + dp.Table( + local_ex_df.div(local_ex_df.abs().sum(axis=1), axis=0) * 100, + label=s_id, + ) + for s_id, local_ex_df in self.local_explanation.items() + ] + local_explanation_section = ( + dp.Select(blocks=blocks) if len(blocks) > 1 else blocks[0] + ) + + # Append the global explanation text and section to the "all_sections" list + all_sections = all_sections + [ + global_explanation_text, + global_explanation_section, + local_explanation_text, + local_explanation_section, + ] + except Exception as e: + # Do not fail the whole run due to explanations failure + logger.warn(f"Failed to generate Explanations with error: {e}.") + logger.debug(f"Full Traceback: {traceback.format_exc()}") + model_description = dp.Text( "NeuralProphet is an easy to learn framework for interpretable time " "series forecasting. NeuralProphet is built on PyTorch and combines " @@ -340,5 +401,5 @@ def _generate_report(self): ci_col_names, ) - def explain_model(self) -> dict: - pass + def explain_model(self, datetime_col_name, explain_predict_fn) -> dict: + raise NotImplementedError() diff --git a/ads/opctl/operator/lowcode/forecast/model/prophet.py b/ads/opctl/operator/lowcode/forecast/model/prophet.py index 049f78c36..eb1025c75 100644 --- a/ads/opctl/operator/lowcode/forecast/model/prophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/prophet.py @@ -16,6 +16,7 @@ from .base_model import ForecastOperatorBaseModel from ..operator_config import ForecastOperatorConfig from .forecast_datasets import ForecastDatasets +import traceback def _add_unit(num, unit): From eb16cb0af08e72ef0722a38e5ceae9bc0be05f60 Mon Sep 17 00:00:00 2001 From: Vikas Pandey Date: Tue, 7 Nov 2023 17:35:42 +0530 Subject: [PATCH 217/247] bug fix for automlx explanation generation --- ads/opctl/operator/lowcode/forecast/model/base_model.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index a591f53cb..24be28753 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -537,7 +537,7 @@ def explain_model(self, datetime_col_name, explain_predict_fn) -> dict: data=self.full_data_dict.get(series_id).set_index(datetime_col_name)[ : -self.spec.horizon ][list(self.dataset_cols)], - keep_index=True, + keep_index=False if self.spec.model==SupportedModels.AutoMLX else True, ) kernel_explnr_vals = kernel_explnr.shap_values( From 7bd9a62f460fc983f229aae1c2ace9b7b4203872 Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 7 Nov 2023 12:31:47 +0000 Subject: [PATCH 218/247] adding yaml example --- .../forecasting_operator/examples.rst | 74 +++++++++++++------ .../interpret_results.rst | 56 ++++++++++++++ 2 files changed, 106 insertions(+), 24 deletions(-) diff --git a/docs/source/user_guide/operators/forecasting_operator/examples.rst b/docs/source/user_guide/operators/forecasting_operator/examples.rst index 1b9ec3aea..c5773d931 100644 --- a/docs/source/user_guide/operators/forecasting_operator/examples.rst +++ b/docs/source/user_guide/operators/forecasting_operator/examples.rst @@ -23,6 +23,34 @@ The simplest yaml file is generated by the ``ads operator init --type forecast`` target_column: target +**Typical Example** + +A typical operator yaml will usually have the following fields: +.. code-block:: yaml + + kind: operator + type: forecast + version: v1 + spec: + additional_data: + url: additional_data.csv + datetime_column: + name: time + generate_explanations: true + historical_data: + url: primary_data.csv + horizon: 5 + metric: smape + model: "auto" + output_directory: + url: results + target_category_columns: + - Series + target_column: Total + test_data: + url: test_data.csv + + **Complex Example** The yaml can also be maximally stated as follows: @@ -34,37 +62,35 @@ The yaml can also be maximally stated as follows: version: v1 spec: historical_data: - columns: - - Date - - target - - Series - format: "csv" - url: historical_data.csv - additional_data: + url: primary_data.csv + additional_data: url: additional_data.csv + output_directory: + url: results test_data: url: test_data.csv - output_directory: - url: oci://@/results/ target_category_columns: - - Series - target_column: target - confidence_interval_width: 0.8 + - Store_ID + target_column: Sales + horizon: 5 datetime_column: - format: %dd%mm%yy + format: "%d-%m-%y" name: Date - forecast_filename: forecast.csv - horizon: - interval: 1 - interval_unit: M - periods: 3 - metric: smape - metrics_filename: metrics.csv model: automlx - model_kwargs: + model_kwargs: + time_budget: 1 + tuning: + n_trials: 5 preprocessing: true + metric: smape + confidence_interval_width: 0.8 + generate_explanations: true + generate_metrics: true + generate_report: true + local_explanation_filename: local_explanation.csv + metrics_filename: metrics.csv report_filename: report.html report_theme: light - report_title: report - tuning: - n_trials: 5 + forecast_filename: forecast.csv + global_explanation_filename: global_explanation.csv + test_metrics_filename: test_metrics.csv diff --git a/docs/source/user_guide/operators/forecasting_operator/interpret_results.rst b/docs/source/user_guide/operators/forecasting_operator/interpret_results.rst index 5ffb2e9c0..5b6a37178 100644 --- a/docs/source/user_guide/operators/forecasting_operator/interpret_results.rst +++ b/docs/source/user_guide/operators/forecasting_operator/interpret_results.rst @@ -1,3 +1,59 @@ ====================== Interpretting Results ====================== + +The forecasting operator produces many output files: ``forecast.csv``, ``metrics.csv``, ``local_explanations.csv``, ``global_explanations.csv``, ``report.html``. + +We will go through each of these output files in turn. + +**Forecast.csv** + +This file contains the entire historical dataset with the following columns: + +- Series: Categorical or numerical index +- Date: Time series data +- Real values: Target values from historical data +- Fitted values: Model's predictions on historical data +- Forecasted values: Only available over the forecast horizon, representing the true forecasts +- Upper and lower bounds: Confidence intervals for the predictions (based on the specified confidence interval width in the YAML file) + +**report.html** + +The report.html file is designed differently for each model type. Generally, it contains a summary of the historical and additional data, a plot of the target from historical data overlaid with fitted and forecasted values, analysis of the models used, and details about the model components. It also includes a receipt YAML file, providing a fully detailed version of the original forecast.yaml file. + +**Metrics.csv** + +The metrics file includes relevant metrics calculated on the training set. + + +**Global and Local Explanations in Forecasting Models** + +In the realm of forecasting models, understanding not only the predictions themselves but also the factors and features driving those predictions is of paramount importance. Global and local explanations are two distinct approaches to achieving this understanding, providing insights into the inner workings of forecasting models at different levels of granularity. + +**Global Explanations:** + +Global explanations aim to provide a high-level overview of how a forecasting model works across the entire dataset or a specific feature space. They offer insights into the model's general behavior, helping users grasp the overarching patterns and relationships it has learned. Here are key aspects of global explanations: + +1. **Feature Importance:** Global explanations often involve the identification of feature importance, which ranks variables based on their contribution to the model's predictions. This helps users understand which features have the most significant influence on the forecasts. + +2. **Model Structure:** Global explanations can also reveal the architecture and structure of the forecasting model, shedding light on the algorithms, parameters, and hyperparameters used. This information aids in understanding the model's overall approach to forecasting. + +3. **Trends and Patterns:** By analyzing global explanations, users can identify broad trends and patterns in the data that the model has captured. This can include seasonality, long-term trends, and cyclical behavior. + +4. **Assumptions and Constraints:** Global explanations may uncover any underlying assumptions or constraints the model operates under, highlighting potential limitations or biases. + +While global explanations provide valuable insights into the model's behavior at a holistic level, they may not capture the nuances and variations that exist within the dataset. + +**Local Explanations:** + +Local explanations, on the other hand, delve deeper into the model's predictions for specific data points or subsets of the dataset. They offer insights into why the model made a particular prediction for a given instance. Key aspects of local explanations include: + +1. **Instance-specific Insights:** Local explanations provide information about the individual features and their contribution to a specific prediction. This helps users understand why the model arrived at a particular forecast for a particular data point. + +2. **Contextual Understanding:** They consider the context of the prediction, taking into account the unique characteristics of the data point in question. This is particularly valuable when dealing with outliers or anomalous data. + +3. **Model Variability:** Local explanations may reveal the model's sensitivity to changes in input variables. Users can assess how small modifications to the data impact the predictions. + +4. **Decision Boundaries:** In classification problems, local explanations can elucidate the decision boundaries and the factors that led to a specific classification outcome. + +While local explanations offer granular insights, they may not provide a comprehensive understanding of the model's behavior across the entire dataset. From 33d6f678c367682341d35827a65e126eed6d7327 Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 7 Nov 2023 13:41:48 +0000 Subject: [PATCH 219/247] resolve example --- .../user_guide/operators/forecasting_operator/examples.rst | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/docs/source/user_guide/operators/forecasting_operator/examples.rst b/docs/source/user_guide/operators/forecasting_operator/examples.rst index c5773d931..d516287a8 100644 --- a/docs/source/user_guide/operators/forecasting_operator/examples.rst +++ b/docs/source/user_guide/operators/forecasting_operator/examples.rst @@ -16,9 +16,7 @@ The simplest yaml file is generated by the ``ads operator init --type forecast`` name: Date historical_data: url: data.csv - horizon: - interval_unit: M - periods: 3 + horizon: 3 model: auto target_column: target @@ -26,6 +24,7 @@ The simplest yaml file is generated by the ``ads operator init --type forecast`` **Typical Example** A typical operator yaml will usually have the following fields: + .. code-block:: yaml kind: operator From 627ee7cce5f458f0e84248eed5d420a47d506146 Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 7 Nov 2023 14:23:13 +0000 Subject: [PATCH 220/247] minor docs formatting --- .../forecasting_operator/examples.rst | 36 +++++++++---------- .../forecasting_operator/use_cases.rst | 2 +- 2 files changed, 19 insertions(+), 19 deletions(-) diff --git a/docs/source/user_guide/operators/forecasting_operator/examples.rst b/docs/source/user_guide/operators/forecasting_operator/examples.rst index d516287a8..51854da35 100644 --- a/docs/source/user_guide/operators/forecasting_operator/examples.rst +++ b/docs/source/user_guide/operators/forecasting_operator/examples.rst @@ -31,23 +31,23 @@ A typical operator yaml will usually have the following fields: type: forecast version: v1 spec: - additional_data: - url: additional_data.csv - datetime_column: - name: time - generate_explanations: true - historical_data: - url: primary_data.csv - horizon: 5 - metric: smape - model: "auto" - output_directory: - url: results - target_category_columns: - - Series - target_column: Total - test_data: - url: test_data.csv + additional_data: + url: additional_data.csv + datetime_column: + name: time + generate_explanations: true + historical_data: + url: primary_data.csv + horizon: 5 + metric: smape + model: "auto" + output_directory: + url: results + target_category_columns: + - Series + target_column: Total + test_data: + url: test_data.csv **Complex Example** @@ -73,7 +73,7 @@ The yaml can also be maximally stated as follows: target_column: Sales horizon: 5 datetime_column: - format: "%d-%m-%y" + format: "%d/%m/%y" name: Date model: automlx model_kwargs: diff --git a/docs/source/user_guide/operators/forecasting_operator/use_cases.rst b/docs/source/user_guide/operators/forecasting_operator/use_cases.rst index 20bbdf360..ce710b2bb 100644 --- a/docs/source/user_guide/operators/forecasting_operator/use_cases.rst +++ b/docs/source/user_guide/operators/forecasting_operator/use_cases.rst @@ -9,7 +9,7 @@ As a low-code extensible framework, operators enable a wide range of use cases. * First off, if you're unsure what model to use, we recommned using the "auto" setting, which is the default. "auto" will look at the parameters of your data and pick an algorithm that is likely to converge in a reasonable amount of time. Note, this may not always be the most performant algorithm! If you are in need of accuracy and do not care about cost or time, we recommend using all 5 frameworks and comparing across test datasets. * When under 5,000 rows, and 5 columns, all operators should be realtively quick, finishing in a couple minutes. If you include explainability, it may take longer. -* Over 5,000 rows, different algorithms perform to different degrees. This varies on more than simplay the size of the dataset, but the service provides some recomendations in the next section, __Which Model is Right for You?__. +* Over 5,000 rows, different algorithms perform to different degrees. This varies on more than simplay the size of the dataset, but the service provides some recomendations in the next section, *Which Model is Right for You?*. * For best results, the service recommends a minimum of 100 rows per category, however this is not a requirement, see "Cold Start Problem" below. * For best results, the service recommends fewer than 100 total categories. Increasing category count is expected to linearly increase the time to completion. From 33bb90e2537697ad0b186b94e4b94029fbe2f437 Mon Sep 17 00:00:00 2001 From: Allen Date: Wed, 8 Nov 2023 10:57:01 +0000 Subject: [PATCH 221/247] clean docs --- .../forecasting_operator/examples.rst | 2 +- .../forecasting_operator/getting_started.rst | 2 +- .../forecasting_operator/use_cases.rst | 30 +++++++++---------- 3 files changed, 17 insertions(+), 17 deletions(-) diff --git a/docs/source/user_guide/operators/forecasting_operator/examples.rst b/docs/source/user_guide/operators/forecasting_operator/examples.rst index 51854da35..97891eba5 100644 --- a/docs/source/user_guide/operators/forecasting_operator/examples.rst +++ b/docs/source/user_guide/operators/forecasting_operator/examples.rst @@ -23,7 +23,7 @@ The simplest yaml file is generated by the ``ads operator init --type forecast`` **Typical Example** -A typical operator yaml will usually have the following fields: +A typical forecast yaml will usually have the following fields: .. code-block:: yaml diff --git a/docs/source/user_guide/operators/forecasting_operator/getting_started.rst b/docs/source/user_guide/operators/forecasting_operator/getting_started.rst index 146a461d6..2a05dde75 100644 --- a/docs/source/user_guide/operators/forecasting_operator/getting_started.rst +++ b/docs/source/user_guide/operators/forecasting_operator/getting_started.rst @@ -13,7 +13,7 @@ After having set up ``ads opctl`` on your desired machine using ``ads opctl conf - Name of the Target column (target_column) -These details exactly match the inital forecast.yaml file generated by running ``ads operator init --type forecast``: +These details exactly match the initial forecast.yaml file generated by running ``ads operator init --type forecast``: .. code-block:: yaml diff --git a/docs/source/user_guide/operators/forecasting_operator/use_cases.rst b/docs/source/user_guide/operators/forecasting_operator/use_cases.rst index ce710b2bb..6c7915c3a 100644 --- a/docs/source/user_guide/operators/forecasting_operator/use_cases.rst +++ b/docs/source/user_guide/operators/forecasting_operator/use_cases.rst @@ -1,5 +1,5 @@ ================================================= -Will the Forecast Operator Work For My Use Case? +Will the Forecast Operator Work for My Use Case? ================================================= As a low-code extensible framework, operators enable a wide range of use cases. This section will highlight some of the use cases that the AI Forecast Operator aims to serve. @@ -7,20 +7,20 @@ As a low-code extensible framework, operators enable a wide range of use cases. **Dataset Size** -* First off, if you're unsure what model to use, we recommned using the "auto" setting, which is the default. "auto" will look at the parameters of your data and pick an algorithm that is likely to converge in a reasonable amount of time. Note, this may not always be the most performant algorithm! If you are in need of accuracy and do not care about cost or time, we recommend using all 5 frameworks and comparing across test datasets. -* When under 5,000 rows, and 5 columns, all operators should be realtively quick, finishing in a couple minutes. If you include explainability, it may take longer. -* Over 5,000 rows, different algorithms perform to different degrees. This varies on more than simplay the size of the dataset, but the service provides some recomendations in the next section, *Which Model is Right for You?*. +* First off, if you're unsure what model to use, we recommend using the "auto" setting, which is the default. "auto" will look at the parameters of your data and pick an algorithm that is likely to converge in a reasonable amount of time. Note, this may not always be the most performant algorithm! If need accuracy and do not care about cost or time, we recommend using all 5 frameworks and comparing across test datasets. +* When under 5,000 rows, and 5 columns, all operators should be quick, finishing in a couple minutes. If you include explainability, it may take longer. +* Over 5,000 rows, different algorithms perform to different degrees. This varies on more than the size of the dataset, but the service provides some recommendations in the next section, *Which Model is Right for You?*. * For best results, the service recommends a minimum of 100 rows per category, however this is not a requirement, see "Cold Start Problem" below. * For best results, the service recommends fewer than 100 total categories. Increasing category count is expected to linearly increase the time to completion. **Which Model is Right for You?** -* the ARIMA and AutoMLX models slow down substantially as you increase columns. Generally aim to use these when you have less than 10 additional data columns -* AutoTS is a global model. It works well for wide datasets, but can take a long time to train especially on long datasets. One technique here is to pass ``model_list: superfast`` into the model kwargs to speed up an inital run. To fully utilize autots, consider setting ``model_list: all`` in the ``model_kwargs``, however this may lead to the model taking a long time or even hanging. +* The ARIMA and AutoMLX models slow down substantially as you increase columns. Aim to use these when you have less than 10 additional data columns. +* AutoTS is a global model. It works well for wide datasets but can take a long time to train especially on long datasets. One technique here is to pass ``model_list: superfast`` into the model kwargs to speed up an initial run. To fully utilize autots, consider setting ``model_list: all`` in the ``model_kwargs``, however this may lead to the model taking a long time or even hanging. * Prophet and NeuralProphet are much more consistent in their time to completion, and perform very well on most datasets. -* Automlx is not recommended when the data interval is less than -* Note: Explainability usually takes several minutes to a couple of hours. Explanations can be enabled using the flag ``generate_explanations: True``, however this is False by default. Because Explanations are highly parallelized computations, speeding up the explanations generation is as simple as scaling up your compute shape. +* Automlx is not recommended when the data interval is less than 1 hour. +* Note: Explainability usually takes several minutes to a couple of hours. Explanations can be enabled using the flag ``generate_explanations: True``, however this is False by default. Because explanations are highly parallelized computations, explanations can be sped up by scaling up your compute shape. **Target Column** @@ -32,11 +32,11 @@ As a low-code extensible framework, operators enable a wide range of use cases. * The ``additional_data`` cannot contain the target column. -**Additonal Features** +**Additional Features** -* It is recommended to include addtional "future regressors" when available. These features can greatly improve the ability to forecast. +* It is recommended to include additional "future regressors" when available. These features can greatly improve the ability to forecast. * A "future regressor" is one that is known for all future timestamps in your forecast horizon during training time. (Typically these are variables within your control, such as whether or not to discount a product or the staffing of a particular outlet.) -* All additional data provided must be put in a separte location and passed into "additional_data" in the ``forecast.yaml`` file. +* All additional data provided must be put in a separate location and passed into "additional_data" in the ``forecast.yaml`` file. * All additional data must be given for each period of the forecast horizon. Missing values may result in sub-optimal forecasts. @@ -47,7 +47,7 @@ As a low-code extensible framework, operators enable a wide range of use cases. **Cold Start Problems** -* A cold start problem can occur when there's data available for some categories of the target variable, but not all. Using these proxies, the model can make a forecast for the categories it hasn't seen yet based on the trands and the additional data characteristcs. +* A cold start problem can occur when there's data available for some categories of the target variable, but not all. Using these proxies, the model can make a forecast for the categories it hasn't seen yet based on the trends and the additional data characteristics. * For cold start problems, customers are strongly encouraged to use AutoTS as AutoTS is a "global model" implementation. AutoTS can ensemble many models into a single aggregate model, allowing it to rely on all features of the dataset in making any 1 prediction. @@ -55,19 +55,19 @@ As a low-code extensible framework, operators enable a wide range of use cases. * The datetime input column must have a consistent interval throughout the historical and additional datasets. Inconsistent diffs will cause failure on automlx and may affect performance on other frameworks. * Note: missing data is okay, however it will likely cause sub-optimal forecasting. -* It is strongly recommended that the datetime column is passed in sorted from earliest to latest, however this is not a requirement, and the operator will atempt to sort on your behalf. +* It is strongly recommended that the datetime column is passed in sorted from earliest to latest, however this is not a requirement, and the operator will attempt to sort on your behalf. * It is recommended that you pass in the format of your datetime string into the ``format`` option of the ``datetime_column`` parameter. The operator uses the python datetime string format outlined here: https://docs.python.org/3/library/datetime.html#strftime-and-strptime-format-codes **Output Files** -* With the exception of the ``report.html``, all output files should match formatting regardless of the model framework used (e.g. AutoMLX v Prophet). +* Apart from the ``report.html``, all output files should match formatting regardless of the model framework used (e.g. AutoMLX v Prophet). * The ``report.html`` is custom built for each model framework, and so it will differ. * All output files can be disabled, with the exception of ``forecast.csv``. For more details in disabling, look for ``generate_X`` boolean parameters in the ``forecast.yaml`` file. **Feature Engineering** -* With the exception of ARIMA, it is not recommended to create features around "day of the week" or "holiday" as NeuralProphet, Prophet, AutoTS and AutoMLX can generate this ionformation internally. +* Apart from ARIMA, it is not recommended to create features around "day of the week" or "holiday" as NeuralProphet, Prophet, AutoTS and AutoMLX can generate this information internally. * AutoMLX performs further feature engineering on your behalf. It will expand your features into lag, min, max, average, and more. When using automlx, it is recommended that you only pass in features that contain new information. * AutoTS performs some feature engineering, but not as extensive as AutoMLX. From b77efea74ebce64a3e39f7f1b417f21fb5a3e653 Mon Sep 17 00:00:00 2001 From: Allen Date: Wed, 8 Nov 2023 11:34:54 +0000 Subject: [PATCH 222/247] typos --- docs/source/user_guide/operators/forecasting_operator/index.rst | 2 +- .../user_guide/operators/forecasting_operator/use_cases.rst | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/source/user_guide/operators/forecasting_operator/index.rst b/docs/source/user_guide/operators/forecasting_operator/index.rst index e472cf064..41d523326 100644 --- a/docs/source/user_guide/operators/forecasting_operator/index.rst +++ b/docs/source/user_guide/operators/forecasting_operator/index.rst @@ -36,9 +36,9 @@ Some users know which modeling frameworks (this can be a specific model, such as This documentation will explore these concepts in greater depth, demonstrating how to leverage the flexibility and configurability of the Python library module to implement both multivariate and univariate forecasting models, as well as global and local approaches. By the end of this guide, users will have the knowledge and tools needed to make informed decisions when designing forecasting solutions tailored to their specific requirements. +.. versionadded:: 2.9.0 .. toctree:: - :hidden: :maxdepth: 1 ./use_cases diff --git a/docs/source/user_guide/operators/forecasting_operator/use_cases.rst b/docs/source/user_guide/operators/forecasting_operator/use_cases.rst index 6c7915c3a..59bb04b94 100644 --- a/docs/source/user_guide/operators/forecasting_operator/use_cases.rst +++ b/docs/source/user_guide/operators/forecasting_operator/use_cases.rst @@ -70,4 +70,4 @@ As a low-code extensible framework, operators enable a wide range of use cases. * Apart from ARIMA, it is not recommended to create features around "day of the week" or "holiday" as NeuralProphet, Prophet, AutoTS and AutoMLX can generate this information internally. * AutoMLX performs further feature engineering on your behalf. It will expand your features into lag, min, max, average, and more. When using automlx, it is recommended that you only pass in features that contain new information. -* AutoTS performs some feature engineering, but not as extensive as AutoMLX. +* AutoTS performs some feature engineering, but it is not as extensive as AutoMLX. From f3022c772dcb3fc2d7922917c91c3f28fa21f669 Mon Sep 17 00:00:00 2001 From: Allen Date: Sun, 12 Nov 2023 13:54:51 +0000 Subject: [PATCH 223/247] making the output formatting more consistent --- ads/opctl/config/merger.py | 2 - ads/opctl/config/resolver.py | 2 - ads/opctl/config/versioner.py | 1 - ads/opctl/config/yaml_parsers/base.py | 6 +- ads/opctl/operator/cli.py | 17 +- ads/opctl/operator/common/operator_loader.py | 6 +- ads/opctl/operator/common/utils.py | 7 + .../operator/lowcode/forecast/__main__.py | 4 +- ads/opctl/operator/lowcode/forecast/const.py | 12 + .../operator/lowcode/forecast/model/arima.py | 83 +-- .../lowcode/forecast/model/automlx.py | 86 +-- .../operator/lowcode/forecast/model/autots.py | 149 ++--- .../lowcode/forecast/model/base_model.py | 552 ++++++++++-------- .../forecast/model/forecast_datasets.py | 198 ++++++- .../lowcode/forecast/model/neuralprophet.py | 56 +- .../lowcode/forecast/model/prophet.py | 53 +- .../lowcode/forecast/model/transformations.py | 4 +- ads/opctl/operator/lowcode/forecast/utils.py | 131 +++-- .../forecasting_operator/forecast.rst | 2 +- 19 files changed, 796 insertions(+), 575 deletions(-) diff --git a/ads/opctl/config/merger.py b/ads/opctl/config/merger.py index 35ba3a944..a30f44d31 100644 --- a/ads/opctl/config/merger.py +++ b/ads/opctl/config/merger.py @@ -65,7 +65,6 @@ def process(self, **kwargs) -> None: self._config_flex_shape_details() - logger.debug(f"Config: {self.config}") return self def _merge_config_with_cmd_args(self, cmd_args: Dict) -> None: @@ -135,7 +134,6 @@ def _fill_config_with_defaults(self, ads_config_path: str) -> None: ) self.config["execution"]["oci_profile"] = profile # loading config for corresponding profile - logger.debug(f"Loading service config for profile {profile}.") infra_config = self._get_service_config(profile, ads_config_path) if infra_config.get( "conda_pack_os_prefix" diff --git a/ads/opctl/config/resolver.py b/ads/opctl/config/resolver.py index 931dd1c5c..1f1a9c14c 100644 --- a/ads/opctl/config/resolver.py +++ b/ads/opctl/config/resolver.py @@ -111,8 +111,6 @@ def process(self): self._resolve_mounted_volumes() self._resolve_job_name() - logger.debug(f"Config: {self.config}") - return self def _is_ads_operator(self) -> bool: diff --git a/ads/opctl/config/versioner.py b/ads/opctl/config/versioner.py index e73517fc3..51ee22d2b 100644 --- a/ads/opctl/config/versioner.py +++ b/ads/opctl/config/versioner.py @@ -64,6 +64,5 @@ def process(self): # - user runs ADS operator -> name/YAML # TODO: build this out - logger.debug(f"Config: {self.config}") return self diff --git a/ads/opctl/config/yaml_parsers/base.py b/ads/opctl/config/yaml_parsers/base.py index 7f3a8d035..7f25bb544 100644 --- a/ads/opctl/config/yaml_parsers/base.py +++ b/ads/opctl/config/yaml_parsers/base.py @@ -1,7 +1,7 @@ #!/usr/bin/env python # -*- coding: utf-8; -*- -# Copyright (c) 2022 Oracle and/or its affiliates. +# Copyright (c) 2022, 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ from logging import getLogger @@ -42,7 +42,6 @@ def parse(self): @classmethod def parse_content(cls, file): - logger.debug(f"Config filename is {file}") yaml_spec = {} if isinstance(file, dict): yaml_spec = file @@ -53,10 +52,7 @@ def parse_content(cls, file): parsed_output = None if kind: className = f"{kind[0].upper()}{kind[1:]}SpecParser" - logger.debug(f"kind: {kind}") - logger.debug(f"Parser Class name: {className}") m = importlib.import_module("ads.opctl.config.yaml_parsers") parser = getattr(m, className) parsed_output = parser(yaml_spec).parse() - logger.debug(f"Parsed Output: {parsed_output}") return parsed_output diff --git a/ads/opctl/operator/cli.py b/ads/opctl/operator/cli.py index 135e8f07a..62baddb08 100644 --- a/ads/opctl/operator/cli.py +++ b/ads/opctl/operator/cli.py @@ -9,8 +9,7 @@ import click import fsspec import yaml - -from ads.common import auth as authutil +from ads.opctl.operator.common.utils import default_signer from ads.common.auth import AuthType from ads.common.object_storage_details import ObjectStorageDetails from ads.opctl.constants import BACKEND_NAME, RUNTIME_TYPE @@ -212,9 +211,7 @@ def verify(debug: bool, **kwargs: Dict[str, Any]) -> None: kwargs["file"], "r", **( - authutil.default_signer() - if ObjectStorageDetails.is_oci_path(kwargs["file"]) - else {} + default_signer() if ObjectStorageDetails.is_oci_path(kwargs["file"]) else {} ), ) as f: operator_spec = suppress_traceback(debug)(yaml.safe_load)(f.read()) @@ -318,9 +315,7 @@ def run(debug: bool, **kwargs: Dict[str, Any]) -> None: kwargs["file"], "r", **( - authutil.default_signer() - if ObjectStorageDetails.is_oci_path(kwargs["file"]) - else {} + default_signer() if ObjectStorageDetails.is_oci_path(kwargs["file"]) else {} ), ) as f: operator_spec = suppress_traceback(debug)(yaml.safe_load)(f.read()) @@ -329,11 +324,7 @@ def run(debug: bool, **kwargs: Dict[str, Any]) -> None: with fsspec.open( backend, "r", - **( - authutil.default_signer() - if ObjectStorageDetails.is_oci_path(backend) - else {} - ), + **(default_signer() if ObjectStorageDetails.is_oci_path(backend) else {}), ) as f: backend = suppress_traceback(debug)(yaml.safe_load)(f.read()) diff --git a/ads/opctl/operator/common/operator_loader.py b/ads/opctl/operator/common/operator_loader.py index 4cf47f5c9..02ff0e409 100644 --- a/ads/opctl/operator/common/operator_loader.py +++ b/ads/opctl/operator/common/operator_loader.py @@ -19,7 +19,7 @@ from yaml import SafeLoader as loader -from ads.common import auth as authutil +from ads.opctl.operator.common.utils import default_signer from ads.common.decorator.runtime_dependency import runtime_dependency from ads.common.serializer import DataClassSerializable from ads.common.utils import copy_from_uri @@ -461,9 +461,7 @@ def __init__(self, uri: str, uri_dst: str = None, auth: Dict = None) -> None: auth (Dict, optional) Default authentication settings. """ - super().__init__( - uri=uri, uri_dst=uri_dst, auth=auth or authutil.default_signer() - ) + super().__init__(uri=uri, uri_dst=uri_dst, auth=auth or default_signer()) def _load(self, **kwargs: Dict) -> OperatorInfo: """Downloads the operator's source code to the local folder. diff --git a/ads/opctl/operator/common/utils.py b/ads/opctl/operator/common/utils.py index 538c4aabb..54bfbe97c 100644 --- a/ads/opctl/operator/common/utils.py +++ b/ads/opctl/operator/common/utils.py @@ -149,3 +149,10 @@ def _load_yaml_from_uri(uri: str, **kwargs) -> str: """Loads YAML from the URI path. Can be Object Storage path.""" with fsspec.open(uri) as f: return _load_yaml_from_string(str(f.read(), "UTF-8"), **kwargs) + + +def default_signer(**kwargs): + os.environ["EXTRA_USER_AGENT_INFO"] = "Operator" + from ads.common.auth import default_signer + + return default_signer(**kwargs) diff --git a/ads/opctl/operator/lowcode/forecast/__main__.py b/ads/opctl/operator/lowcode/forecast/__main__.py index 32a7df764..1ca4e96bc 100644 --- a/ads/opctl/operator/lowcode/forecast/__main__.py +++ b/ads/opctl/operator/lowcode/forecast/__main__.py @@ -18,9 +18,11 @@ from .operator_config import ForecastOperatorConfig from .model.forecast_datasets import ForecastDatasets + def operate(operator_config: ForecastOperatorConfig) -> None: """Runs the forecasting operator.""" from .model.factory import ForecastOperatorModelFactory + datasets = ForecastDatasets(operator_config) ForecastOperatorModelFactory.get_model(operator_config, datasets).generate_report() @@ -65,8 +67,6 @@ def main(raw_args: List[str]): yaml_string=yaml_string, ) - logger.info(operator_config.to_yaml()) - # run operator if args.verify: verify(operator_config) diff --git a/ads/opctl/operator/lowcode/forecast/const.py b/ads/opctl/operator/lowcode/forecast/const.py index 42106419d..71f350caa 100644 --- a/ads/opctl/operator/lowcode/forecast/const.py +++ b/ads/opctl/operator/lowcode/forecast/const.py @@ -45,6 +45,18 @@ class SupportedMetrics(str, metaclass=ExtendedEnumMeta): ELAPSED_TIME = "Elapsed Time" +class ForecastOutputColumns(str, metaclass=ExtendedEnumMeta): + """The column names for the forecast.csv output file""" + + DATE = "Date" + SERIES = "Series" + INPUT_VALUE = "input_value" + FITTED_VALUE = "fitted_value" + FORECAST_VALUE = "forecast_value" + UPPER_BOUND = "upper_bound" + LOWER_BOUND = "lower_bound" + + AUTOMLX_METRIC_MAP = { "smape": "neg_sym_mean_abs_percent_error", "mape": "neg_sym_mean_abs_percent_error", diff --git a/ads/opctl/operator/lowcode/forecast/model/arima.py b/ads/opctl/operator/lowcode/forecast/model/arima.py index 1812a9fbf..71a26d16f 100644 --- a/ads/opctl/operator/lowcode/forecast/model/arima.py +++ b/ads/opctl/operator/lowcode/forecast/model/arima.py @@ -14,7 +14,8 @@ from .base_model import ForecastOperatorBaseModel from ..operator_config import ForecastOperatorConfig import traceback -from .forecast_datasets import ForecastDatasets +from .forecast_datasets import ForecastDatasets, ForecastOutput +from ..const import ForecastOutputColumns class ArimaOperatorModel(ForecastOperatorBaseModel): @@ -24,11 +25,12 @@ def __init__(self, config: ForecastOperatorConfig, datasets: ForecastDatasets): super().__init__(config, datasets=datasets) self.global_explanation = {} self.local_explanation = {} + self.train_metrics = True self.formatted_global_explanation = None self.formatted_local_explanation = None def _build_model(self) -> pd.DataFrame: - full_data_dict = self.full_data_dict + full_data_dict = self.datasets.full_data_dict # Extract the Confidence Interval Width and convert to arima's equivalent - alpha if self.spec.confidence_interval_width is None: @@ -37,10 +39,20 @@ def _build_model(self) -> pd.DataFrame: ) model_kwargs = self.spec.model_kwargs model_kwargs["alpha"] = 1 - self.spec.confidence_interval_width + if "error_action" not in model_kwargs.keys(): + model_kwargs["error_action"] = "ignore" models = [] + self.datasets.datetime_col = self.spec.datetime_column.name + self.forecast_output = ForecastOutput( + confidence_interval_width=self.spec.confidence_interval_width + ) + outputs = dict() outputs_legacy = [] + fitted_values = dict() + actual_values = dict() + dt_columns = dict() for i, (target, df) in enumerate(full_data_dict.items()): # format the dataframe for this target. Dropping NA on target[df] will remove all future data @@ -60,7 +72,9 @@ def _build_model(self) -> pd.DataFrame: target, self.spec.datetime_column.name, } - logger.info(f"Additional Regressors Detected {list(additional_regressors)}") + logger.debug( + f"Additional Regressors Detected {list(additional_regressors)}" + ) # Split data into X and y for arima tune method y = data_i[target] @@ -71,6 +85,9 @@ def _build_model(self) -> pd.DataFrame: # Build and fit model model = pm.auto_arima(y=y, X=X_in, **self.spec.model_kwargs) + fitted_values[target] = model.predict_in_sample(X=X_in) + actual_values[target] = y + # Build future dataframe start_date = y.index.values[-1] n_periods = self.spec.horizon @@ -89,12 +106,19 @@ def _build_model(self) -> pd.DataFrame: alpha=model_kwargs["alpha"], ) yhat_clean = pd.DataFrame(yhat, index=yhat.index, columns=["yhat"]) + + dt_columns[target] = pd.concat( + [ + df_encoded[self.spec.datetime_column.name], + pd.Series(yhat_clean.index), + ] + ) conf_int_clean = pd.DataFrame( conf_int, index=yhat.index, columns=["yhat_lower", "yhat_upper"] ) forecast = pd.concat([yhat_clean, conf_int_clean], axis=1) - logger.info(f"-----------------Model {i}----------------------") - logger.info(forecast[["yhat", "yhat_lower", "yhat_upper"]].tail()) + logger.debug(f"-----------------Model {i}----------------------") + logger.debug(forecast[["yhat", "yhat_lower", "yhat_upper"]].tail()) # Collect all outputs models.append(model) @@ -104,44 +128,35 @@ def _build_model(self) -> pd.DataFrame: outputs[target] = forecast self.models = models - self.outputs = outputs_legacy - logger.info("===========Done===========") - outputs_merged = pd.DataFrame() + logger.debug("===========Done===========") # Merge the outputs from each model into 1 df with all outputs by target and category col = self.original_target_column output_col = pd.DataFrame() - yhat_upper_percentage = int(100 - model_kwargs["alpha"] * 100 / 2) - yhat_lower_name = "p" + str(int(100 - yhat_upper_percentage)) - yhat_upper_name = "p" + str(yhat_upper_percentage) + yhat_upper_name = ForecastOutputColumns.UPPER_BOUND + yhat_lower_name = ForecastOutputColumns.LOWER_BOUND for cat in self.categories: output_i = pd.DataFrame() - - output_i["Date"] = outputs[f"{col}_{cat}"].index + output_i["Date"] = dt_columns[f"{col}_{cat}"] + output_i = output_i.set_index("Date") output_i["Series"] = cat - output_i["input_value"] = float("nan") - output_i[f"fitted_value"] = float("nan") - output_i[f"forecast_value"] = outputs[f"{col}_{cat}"]["yhat"].values - output_i[yhat_upper_name] = outputs[f"{col}_{cat}"]["yhat_upper"].values - output_i[yhat_lower_name] = outputs[f"{col}_{cat}"]["yhat_lower"].values + output_i["input_value"] = actual_values[f"{col}_{cat}"] + + output_i["fitted_value"] = fitted_values[f"{col}_{cat}"] + output_i["forecast_value"] = outputs[f"{col}_{cat}"]["yhat"] + output_i[yhat_upper_name] = outputs[f"{col}_{cat}"]["yhat_upper"] + output_i[yhat_lower_name] = outputs[f"{col}_{cat}"]["yhat_lower"] + + output_i = output_i.reset_index(drop=False) output_col = pd.concat([output_col, output_i]) + self.forecast_output.add_category( + category=cat, target_category_column=f"{col}_{cat}", forecast=output_i + ) - # output_col = output_col.sort_values(operator.ds_column).reset_index(drop=True) output_col = output_col.reset_index(drop=True) - outputs_merged = pd.concat([outputs_merged, output_col], axis=1) - - # Re-merge historical datas for processing - data_merged = pd.concat( - [ - v[v[k].notna()].set_index(self.spec.datetime_column.name) - for k, v in full_data_dict.items() - ], - axis=1, - ).reset_index() - self.data = data_merged - return outputs_merged + return output_col def _generate_report(self): """The method that needs to be implemented on the particular model level.""" @@ -221,16 +236,10 @@ def _generate_report(self): "it predicts future values based on past values." ) other_sections = all_sections - ds_column_series = self.data[self.spec.datetime_column.name] - ds_forecast_col = self.outputs[0].index - ci_col_names = ["yhat_lower", "yhat_upper"] return ( model_description, other_sections, - ds_column_series, - ds_forecast_col, - ci_col_names, ) def _custom_predict_arima(self, data): diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index 6bd8d1265..593220c04 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -8,19 +8,21 @@ import pandas as pd import numpy as np from ads.common.decorator.runtime_dependency import runtime_dependency -from ads.opctl.operator.lowcode.forecast.const import AUTOMLX_METRIC_MAP +from ads.opctl.operator.lowcode.forecast.const import ( + AUTOMLX_METRIC_MAP, + ForecastOutputColumns, +) from ads.opctl import logger from .. import utils from .base_model import ForecastOperatorBaseModel from ..operator_config import ForecastOperatorConfig -from .forecast_datasets import ForecastDatasets +from .forecast_datasets import ForecastDatasets, ForecastOutput AUTOMLX_N_ALGOS_TUNED = 4 AUTOMLX_DEFAULT_SCORE_METRIC = "neg_sym_mean_abs_percent_error" -# TODO: ODSC-44785 Fix the error message, before GA. class AutoMLXOperatorModel(ForecastOperatorBaseModel): """Class representing AutoMLX operator model.""" @@ -28,6 +30,7 @@ def __init__(self, config: ForecastOperatorConfig, datasets: ForecastDatasets): super().__init__(config, datasets) self.global_explanation = {} self.local_explanation = {} + self.train_metrics = True @runtime_dependency( module="automl", @@ -47,14 +50,19 @@ def _build_model(self) -> pd.DataFrame: init(engine="local", check_deprecation_warnings=False) - full_data_dict = self.full_data_dict + full_data_dict = self.datasets.full_data_dict models = dict() outputs = dict() - outputs_legacy = [] + outputs_legacy = dict() selected_models = dict() date_column = self.spec.datetime_column.name horizon = self.spec.horizon + self.datasets.datetime_col = date_column + self.spec.confidence_interval_width = self.spec.confidence_interval_width or 0.8 + self.forecast_output = ForecastOutput( + confidence_interval_width=self.spec.confidence_interval_width + ) # Clean up kwargs for pass through model_kwargs_cleaned = self.spec.model_kwargs.copy() @@ -72,7 +80,7 @@ def _build_model(self) -> pd.DataFrame: ] = self.spec.preprocessing or model_kwargs_cleaned.get("preprocessing", True) for i, (target, df) in enumerate(full_data_dict.items()): - logger.info("Running automl for {} at position {}".format(target, i)) + logger.debug("Running automl for {} at position {}".format(target, i)) series_values = df[df[target].notna()] # drop NaNs for the time period where data wasn't recorded series_values.dropna(inplace=True) @@ -87,7 +95,7 @@ def _build_model(self) -> pd.DataFrame: else: y_train = df forecast_x = None - logger.info( + logger.debug( "Time Index is" + "" if y_train.index.is_monotonic else "NOT" + "monotonic." @@ -101,15 +109,31 @@ def _build_model(self) -> pd.DataFrame: y=pd.DataFrame(y_train[target]), time_budget=time_budget, ) - logger.info("Selected model: {}".format(model.selected_model_)) - logger.info( + logger.debug("Selected model: {}".format(model.selected_model_)) + logger.debug( "Selected model params: {}".format(model.selected_model_params_) ) summary_frame = model.forecast( X=forecast_x, periods=horizon, - alpha=1 - ((self.spec.confidence_interval_width or 0.5) / 100), + alpha=1 - (self.spec.confidence_interval_width / 100), + ) + input_values = pd.Series( + y_train[target].values, + name="input_value", + index=y_train.index, + ) + fitted_values_raw = model.predict(y_train.drop(target, axis=1)) + fitted_values = pd.Series( + fitted_values_raw[target].values, + name="fitted_value", + index=y_train.index, + ) + + summary_frame = pd.concat( + [input_values, fitted_values, summary_frame], axis=1 ) + # Collect Outputs selected_models[target] = { "series_id": target, @@ -130,43 +154,35 @@ def _build_model(self) -> pd.DataFrame: summary_frame["yhat_upper"] = np.NAN summary_frame["yhat_lower"] = np.NAN outputs[target] = summary_frame - outputs_legacy.append(summary_frame) + # outputs_legacy[target] = summary_frame - logger.info("===========Forecast Generated===========") + logger.debug("===========Forecast Generated===========") outputs_merged = pd.DataFrame() # Merge the outputs from each model into 1 df with all outputs by target and category col = self.original_target_column - output_col = pd.DataFrame() - yhat_lower_percentage = ( - 100 - (self.spec.confidence_interval_width or 0.5) * 100 - ) // 2 - yhat_upper_name = "p" + str(int(100 - yhat_lower_percentage)) - yhat_lower_name = "p" + str(int(yhat_lower_percentage)) + yhat_upper_name = ForecastOutputColumns.UPPER_BOUND + yhat_lower_name = ForecastOutputColumns.LOWER_BOUND for cat in self.categories: # Note: add [:2] to restrict output_i = pd.DataFrame() output_i["Date"] = outputs[f"{col}_{cat}"]["ds"] output_i["Series"] = cat - output_i["input_value"] = float("nan") - output_i[f"fitted_value"] = float("nan") + output_i["input_value"] = outputs[f"{col}_{cat}"]["input_value"] + output_i[f"fitted_value"] = outputs[f"{col}_{cat}"]["fitted_value"] output_i[f"forecast_value"] = outputs[f"{col}_{cat}"]["yhat"] output_i[yhat_upper_name] = outputs[f"{col}_{cat}"]["yhat_upper"] output_i[yhat_lower_name] = outputs[f"{col}_{cat}"]["yhat_lower"] - output_col = pd.concat([output_col, output_i]) + outputs_merged = pd.concat([outputs_merged, output_i]) + outputs_legacy[f"{col}_{cat}"] = output_i + self.forecast_output.add_category( + category=cat, target_category_column=f"{col}_{cat}", forecast=output_i + ) # output_col = output_col.sort_values(self.spec.datetime_column.name).reset_index(drop=True) - output_col = output_col.reset_index(drop=True) - outputs_merged = pd.concat([outputs_merged, output_col], axis=1) - - # Re-merge historical datas for processing - data_merged = pd.concat( - [v[v[k].notna()].set_index(date_column) for k, v in full_data_dict.items()], - axis=1, - ).reset_index() + # output_col = output_col.reset_index(drop=True) + # outputs_merged = pd.concat([outputs_merged, output_col], axis=1) self.models = models - self.outputs = outputs_legacy - self.data = data_merged return outputs_merged @runtime_dependency( @@ -214,7 +230,7 @@ def _generate_report(self): ) selected_df = selected_models_df["best_selected_model"].apply(pd.Series) selected_models_section = dp.Blocks( - "### Best Selected model ", dp.Table(selected_df) + "### Best Selected Model", dp.Table(selected_df) ) all_sections = [selected_models_text, selected_models_section] @@ -283,16 +299,10 @@ def _generate_report(self): "high-quality features in your dataset, which are then provided for further processing." ) other_sections = all_sections - ds_column_series = self.data[self.spec.datetime_column.name] - ds_forecast_col = self.outputs[0]["ds"] - ci_col_names = ["yhat_lower", "yhat_upper"] return ( model_description, other_sections, - ds_column_series, - ds_forecast_col, - ci_col_names, ) def _custom_predict_automlx(self, data): diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index 16b98af5f..36e4d02e9 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -6,6 +6,7 @@ import pandas as pd import numpy as np +import yaml from ads.opctl import logger from ads.opctl.operator.lowcode.forecast import utils @@ -14,6 +15,8 @@ from .base_model import ForecastOperatorBaseModel from ..operator_config import ForecastOperatorConfig from ads.common.decorator.runtime_dependency import runtime_dependency +from .forecast_datasets import ForecastDatasets, ForecastOutput +from ..const import ForecastOutputColumns AUTOTS_MAX_GENERATION = 10 @@ -40,9 +43,12 @@ def _build_model(self) -> pd.DataFrame: models = dict() outputs = dict() outputs_legacy = [] - # Get the name of the datetime column date_column = self.spec.datetime_column.name + self.datasets.datetime_col = date_column + self.forecast_output = ForecastOutput( + confidence_interval_width=self.spec.confidence_interval_width + ) # Initialize the AutoTS model with specified parameters model = AutoTS( @@ -98,7 +104,8 @@ def _build_model(self) -> pd.DataFrame: ) # Prepare the data for model training - temp_list = [self.full_data_dict[i] for i in self.full_data_dict.keys()] + full_data_dict = self.datasets.full_data_dict + temp_list = [full_data_dict[i] for i in full_data_dict.keys()] melt_temp = [ temp_list[i].melt( temp_list[i].columns.difference(self.target_columns), @@ -108,6 +115,10 @@ def _build_model(self) -> pd.DataFrame: for i in range(len(self.target_columns)) ] full_data_long = pd.concat(melt_temp) + full_data_long[self.spec.datetime_column.name] = pd.to_datetime( + full_data_long[self.spec.datetime_column.name], + format=self.spec.datetime_column.format, + ) # Fit the model to the training data model = model.fit( @@ -119,86 +130,43 @@ def _build_model(self) -> pd.DataFrame: # Store the trained model and generate forecasts self.models = model - logger.info("===========Forecast Generated===========") + logger.debug("===========Forecast Generated===========") self.prediction = model.predict() outputs = dict() - # Process the forecasts for each target series - for series_idx, series in enumerate(self.target_columns): - # Create a dictionary to store the forecasts for each series - outputs[series] = ( - pd.concat( - [ - self.prediction.forecast.reset_index()[ - ["index", self.target_columns[series_idx]] - ].rename( - columns={ - "index": "ds", - self.target_columns[series_idx]: "yhat", - } - ), - self.prediction.lower_forecast.reset_index()[ - ["index", self.target_columns[series_idx]] - ].rename( - columns={ - "index": "ds", - self.target_columns[series_idx]: "yhat_lower", - } - ), - self.prediction.upper_forecast.reset_index()[ - ["index", self.target_columns[series_idx]] - ].rename( - columns={ - "index": "ds", - self.target_columns[series_idx]: "yhat_upper", - } - ), - ], - axis=1, - ) - .T.drop_duplicates() - .T - ) - - # Store the processed forecasts in a list - self.outputs = [fc for fc in outputs.values()] - - # Re-merge historical datas for processing - data_merged = pd.concat( - [ - v[v[k].notna()].set_index(self.spec.datetime_column.name) - for k, v in self.full_data_dict.items() - ], - axis=1, - ).reset_index() - self.data = data_merged - - outputs_merged = pd.DataFrame() - - col = self.original_target_column output_col = pd.DataFrame() - yhat_lower_percentage = (100 - self.spec.confidence_interval_width * 100) // 2 - yhat_upper_name = "p" + str(int(100 - yhat_lower_percentage)) - yhat_lower_name = "p" + str(int(yhat_lower_percentage)) + yhat_upper_name = ForecastOutputColumns.UPPER_BOUND + yhat_lower_name = ForecastOutputColumns.LOWER_BOUND for cat in self.categories: output_i = pd.DataFrame() + cat_target = f"{self.original_target_column}_{cat}" + input_data_i = full_data_dict[cat_target] - output_i["Date"] = outputs[f"{col}_{cat}"]["ds"] + output_i["Date"] = pd.to_datetime( + input_data_i[self.spec.datetime_column.name], + format=self.spec.datetime_column.format, + ) output_i["Series"] = cat - output_i[f"forecast_value"] = outputs[f"{col}_{cat}"]["yhat"] - if "yhat_upper" in outputs[f"{col}_{cat}"].columns: - output_i[yhat_upper_name] = outputs[f"{col}_{cat}"]["yhat_upper"] - if "yhat_lower" in outputs[f"{col}_{cat}"].columns: - output_i[yhat_lower_name] = outputs[f"{col}_{cat}"]["yhat_lower"] + output_i["input_value"] = input_data_i[cat_target] + output_i["fitted_value"] = float("nan") + output_i = output_i.set_index("Date") + + output_i["forecast_value"] = self.prediction.forecast[[cat_target]] + output_i[yhat_upper_name] = self.prediction.upper_forecast[[cat_target]] + output_i[yhat_lower_name] = self.prediction.lower_forecast[[cat_target]] + + output_i = output_i.reset_index() output_col = pd.concat([output_col, output_i]) + self.forecast_output.add_category( + category=cat, target_category_column=cat_target, forecast=output_i + ) output_col = output_col.reset_index(drop=True) - outputs_merged = pd.concat([outputs_merged, output_col], axis=1) - logger.info("===========Done===========") + logger.debug("===========Done===========") - return outputs_merged + return output_col def _generate_report(self) -> tuple: """ @@ -234,20 +202,11 @@ def _generate_report(self) -> tuple: # Section 2: AutoTS Model Parameters sec2_text = dp.Text(f"## AutoTS Model Parameters") - # TODO: ODSC-47612 Format the parameters better for display in report. try: - blocks = [ - dp.DataTable( - pd.DataFrame( - [self.models.best_model_params["models"][x]["ModelParameters"]] - ), - label=self.original_target_column + "_model_" + str(i), - ) - for i, x in enumerate( - list(self.models.best_model_params["models"].keys()) - ) - ] - sec2 = dp.Select(blocks=blocks) if len(blocks) > 1 else blocks[0] + sec2 = dp.Code( + code=yaml.dump(list(self.models.best_model.T.to_dict().values())[0]), + language="yaml", + ) except KeyError as ke: logger.warn(f"Issue generating Model Parameters Table Section. Skipping") @@ -263,19 +222,9 @@ def _generate_report(self) -> tuple: other_sections = all_sections - ds_column_series = pd.to_datetime( - self.data[self.spec.datetime_column.name], - format=self.spec.datetime_column.format, - ) - ds_forecast_col = self.outputs[0].index - ci_col_names = ["yhat_lower", "yhat_upper"] - return ( model_description, other_sections, - ds_column_series, - ds_forecast_col, - ci_col_names, ) def explain_model(self) -> dict: @@ -283,3 +232,21 @@ def explain_model(self) -> dict: explain model using global & local explanations """ raise NotImplementedError() + + def _generate_train_metrics(self) -> pd.DataFrame: + """ + Generate Training Metrics when fitted data is not available. + The method that needs to be implemented on the particular model level. + + metrics Sales_Store 1 + sMAPE 26.19 + MAPE 2.96E+18 + RMSE 2014.192531 + r2 -4.60E-06 + Explained Variance 0.002177087 + """ + mapes = pd.DataFrame(self.models.best_model_per_series_mape()).T + scores = pd.DataFrame( + self.models.best_model_per_series_score(), columns=["AutoTS Score"] + ).T + return pd.concat([mapes, scores]) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 0683e235c..205ca222d 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -14,16 +14,15 @@ import numpy as np import pandas as pd -from ads.common.auth import default_signer +from ads.opctl.operator.lowcode.forecast.utils import default_signer from ads.common.object_storage_details import ObjectStorageDetails from ads.opctl import logger from .. import utils from ..const import SUMMARY_METRICS_HORIZON_LIMIT, SupportedMetrics, SupportedModels from ..operator_config import ForecastOperatorConfig, ForecastOperatorSpec -from .transformations import Transformations from ads.common.decorator.runtime_dependency import runtime_dependency -from .forecast_datasets import ForecastDatasets +from .forecast_datasets import ForecastDatasets, ForecastOutput class ForecastOperatorBaseModel(ABC): @@ -37,9 +36,9 @@ def __init__(self, config: ForecastOperatorConfig, datasets: ForecastDatasets): config: ForecastOperatorConfig The forecast operator configuration. """ - self.config: ForecastOperatorConfig = config self.spec: ForecastOperatorSpec = config.spec + self.datasets: ForecastDatasets = datasets self.original_user_data = datasets.original_user_data self.original_total_data = datasets.original_total_data @@ -52,9 +51,10 @@ def __init__(self, config: ForecastOperatorConfig, datasets: ForecastDatasets): self.original_target_column = self.spec.target_column # these fields are populated in the _build_model() method - self.data = None self.models = None + # "outputs" is a list of outputs generated by the models. These should only be generated when the framework requires the original output for plotting self.outputs = None + self.forecast_output = None self.train_metrics = False self.forecast_col_name = "yhat" @@ -62,189 +62,204 @@ def __init__(self, config: ForecastOperatorConfig, datasets: ForecastDatasets): def generate_report(self): """Generates the forecasting report.""" - import datapane as dp + import warnings + from sklearn.exceptions import ConvergenceWarning + + with warnings.catch_warnings(): + warnings.simplefilter(action="ignore", category=FutureWarning) + warnings.simplefilter(action="ignore", category=UserWarning) + warnings.simplefilter(action="ignore", category=RuntimeWarning) + warnings.simplefilter(action="ignore", category=ConvergenceWarning) + import datapane as dp + + # load data and build models + start_time = time.time() + result_df = self._build_model() + elapsed_time = time.time() - start_time + + # Generate metrics + summary_metrics = None + test_data = None + self.eval_metrics = None + + if self.spec.generate_report or self.spec.generate_metrics: + if self.train_metrics: + self.eval_metrics = utils.evaluate_train_metrics( + self.target_columns, + self.datasets, + self.forecast_output, + self.spec.datetime_column.name, + target_col=self.forecast_col_name, + ) + else: + try: + self.eval_metrics = self._generate_train_metrics() + except NotImplementedError: + logger.warn( + f"Training Metrics are not available for model type {self.spec.model}" + ) + + if self.spec.test_data: + ( + self.test_eval_metrics, + summary_metrics, + test_data, + ) = self._test_evaluate_metrics( + target_columns=self.target_columns, + test_filename=self.spec.test_data.url, + output=self.forecast_output, + target_col=self.forecast_col_name, + elapsed_time=elapsed_time, + ) + report_sections = [] - # load data and build models - start_time = time.time() - result_df = self._build_model() - elapsed_time = time.time() - start_time + if self.spec.generate_report: + # build the report + ( + model_description, + other_sections, + ) = self._generate_report() - # Generate metrics - summary_metrics = None - test_data = None - self.eval_metrics = None + ds_column_series = self.datasets.get_longest_datetime_column() - if self.spec.generate_report or self.spec.generate_metrics: - if self.train_metrics: - self.eval_metrics = utils.evaluate_metrics( - self.target_columns, - self.data, - self.outputs, - self.spec.datetime_column.name, - target_col=self.forecast_col_name, - ) + title_text = dp.Text("# Forecast Report") - if self.spec.test_data: - ( - self.test_eval_metrics, - summary_metrics, - test_data, - ) = self._test_evaluate_metrics( - target_columns=self.target_columns, - test_filename=self.spec.test_data.url, - outputs=self.outputs, - target_col=self.forecast_col_name, - elapsed_time=elapsed_time, - ) - report_sections = [] + md_columns = " * ".join([f"{x} \n" for x in self.target_columns]) + first_10_rows_blocks = [ + dp.DataTable( + df.head(10).rename({col: self.spec.target_column}, axis=1), + caption="Start", + label=col, + ) + for col, df in self.full_data_dict.items() + ] - if self.spec.generate_report: - # build the report - ( - model_description, - other_sections, - ds_column_series, - ds_forecast_col, - ci_col_names, - ) = self._generate_report() - - title_text = dp.Text("# Forecast Report") - - md_columns = " * ".join([f"{x} \n" for x in self.target_columns]) - first_10_rows_blocks = [ - dp.DataTable( - df.head(10).rename({col: self.spec.target_column}, axis=1), - caption="Start", - label=col, - ) - for col, df in self.full_data_dict.items() - ] - - last_10_rows_blocks = [ - dp.DataTable( - df.tail(10).rename({col: self.spec.target_column}, axis=1), - caption="End", - label=col, - ) - for col, df in self.full_data_dict.items() - ] - - data_summary_blocks = [ - dp.DataTable( - df.rename({col: self.spec.target_column}, axis=1).describe(), - caption="Summary Statistics", - label=col, - ) - for col, df in self.full_data_dict.items() - ] - summary = dp.Blocks( - dp.Select( - blocks=[ - dp.Group( - dp.Text(f"You selected the **`{self.spec.model}`** model."), - model_description, - dp.Text( - "Based on your dataset, you could have also selected " - f"any of the models: `{'`, `'.join(SupportedModels.keys())}`." - ), + last_10_rows_blocks = [ + dp.DataTable( + df.tail(10).rename({col: self.spec.target_column}, axis=1), + caption="End", + label=col, + ) + for col, df in self.full_data_dict.items() + ] + + data_summary_blocks = [ + dp.DataTable( + df.rename({col: self.spec.target_column}, axis=1).describe(), + caption="Summary Statistics", + label=col, + ) + for col, df in self.full_data_dict.items() + ] + summary = dp.Blocks( + dp.Select( + blocks=[ dp.Group( - dp.BigNumber( - heading="Analysis was completed in ", - value=utils.human_time_friendly(elapsed_time), + dp.Text( + f"You selected the **`{self.spec.model}`** model." ), - dp.BigNumber( - heading="Starting time index", - value=ds_column_series.min().strftime( - "%B %d, %Y" - ), # "%r" # TODO: Figure out a smarter way to format + model_description, + dp.Text( + "Based on your dataset, you could have also selected " + f"any of the models: `{'`, `'.join(SupportedModels.keys())}`." ), - dp.BigNumber( - heading="Ending time index", - value=ds_column_series.max().strftime( - "%B %d, %Y" - ), # "%r" # TODO: Figure out a smarter way to format + dp.Group( + dp.BigNumber( + heading="Analysis was completed in ", + value=utils.human_time_friendly(elapsed_time), + ), + dp.BigNumber( + heading="Starting time index", + value=ds_column_series.min().strftime( + "%B %d, %Y" + ), + ), + dp.BigNumber( + heading="Ending time index", + value=ds_column_series.max().strftime( + "%B %d, %Y" + ), + ), + dp.BigNumber( + heading="Num series", + value=len(self.target_columns), + ), + columns=4, ), - dp.BigNumber( - heading="Num series", value=len(self.target_columns) - ), - columns=4, + dp.Text("### First 10 Rows of Data"), + dp.Select(blocks=first_10_rows_blocks) + if len(first_10_rows_blocks) > 1 + else first_10_rows_blocks[0], + dp.Text("----"), + dp.Text("### Last 10 Rows of Data"), + dp.Select(blocks=last_10_rows_blocks) + if len(last_10_rows_blocks) > 1 + else last_10_rows_blocks[0], + dp.Text("### Data Summary Statistics"), + dp.Select(blocks=data_summary_blocks) + if len(data_summary_blocks) > 1 + else data_summary_blocks[0], + label="Summary", ), - dp.Text("### First 10 Rows of Data"), - dp.Select(blocks=first_10_rows_blocks) - if len(first_10_rows_blocks) > 1 - else first_10_rows_blocks[0], - dp.Text("----"), - dp.Text("### Last 10 Rows of Data"), - dp.Select(blocks=last_10_rows_blocks) - if len(last_10_rows_blocks) > 1 - else last_10_rows_blocks[0], - dp.Text("### Data Summary Statistics"), - dp.Select(blocks=data_summary_blocks) - if len(data_summary_blocks) > 1 - else data_summary_blocks[0], - label="Summary", - ), - dp.Text( - "The following report compares a variety of metrics and plots " - f"for your target columns: \n {md_columns}.\n", - label="Target Columns", - ), - ] - ), - ) + dp.Text( + "The following report compares a variety of metrics and plots " + f"for your target columns: \n {md_columns}.\n", + label="Target Columns", + ), + ] + ), + ) - test_metrics_sections = [] - if self.test_eval_metrics is not None and not self.test_eval_metrics.empty: - sec7_text = dp.Text(f"## Test Data Evaluation Metrics") - sec7 = dp.DataTable(self.test_eval_metrics) - test_metrics_sections = test_metrics_sections + [sec7_text, sec7] - - if summary_metrics is not None and not summary_metrics.empty: - sec8_text = dp.Text(f"## Test Data Summary Metrics") - sec8 = dp.DataTable(summary_metrics) - test_metrics_sections = test_metrics_sections + [sec8_text, sec8] - - train_metrics_sections = [] - if self.eval_metrics is not None and not self.eval_metrics.empty: - sec9_text = dp.Text(f"## Training Data Metrics") - sec9 = dp.DataTable(self.eval_metrics) - train_metrics_sections = [sec9_text, sec9] - - forecast_text = dp.Text(f"## Forecasted Data Overlaying Historical") - forecast_sec = utils.get_forecast_plots( - self.data, - self.outputs, - self.target_columns, - test_data=test_data, - forecast_col_name=self.forecast_col_name, - ds_col=ds_column_series, - ds_forecast_col=ds_forecast_col, - ci_col_names=ci_col_names, - ci_interval_width=self.spec.confidence_interval_width, - ) - forecast_plots = [forecast_text, forecast_sec] - - yaml_appendix_title = dp.Text(f"## Reference: YAML File") - yaml_appendix = dp.Code(code=self.config.to_yaml(), language="yaml") - report_sections = ( - [title_text, summary] - + forecast_plots - + other_sections - + test_metrics_sections - + train_metrics_sections - + [yaml_appendix_title, yaml_appendix] - ) + test_metrics_sections = [] + if ( + self.test_eval_metrics is not None + and not self.test_eval_metrics.empty + ): + sec7_text = dp.Text(f"## Test Data Evaluation Metrics") + sec7 = dp.DataTable(self.test_eval_metrics) + test_metrics_sections = test_metrics_sections + [sec7_text, sec7] + + if summary_metrics is not None and not summary_metrics.empty: + sec8_text = dp.Text(f"## Test Data Summary Metrics") + sec8 = dp.DataTable(summary_metrics) + test_metrics_sections = test_metrics_sections + [sec8_text, sec8] + + train_metrics_sections = [] + if self.eval_metrics is not None and not self.eval_metrics.empty: + sec9_text = dp.Text(f"## Training Data Metrics") + sec9 = dp.DataTable(self.eval_metrics) + train_metrics_sections = [sec9_text, sec9] + + forecast_text = dp.Text(f"## Forecasted Data Overlaying Historical") + forecast_sec = utils.get_forecast_plots( + self.forecast_output, + self.target_columns, + test_data=test_data, + ci_interval_width=self.spec.confidence_interval_width, + ) + forecast_plots = [forecast_text, forecast_sec] + + yaml_appendix_title = dp.Text(f"## Reference: YAML File") + yaml_appendix = dp.Code(code=self.config.to_yaml(), language="yaml") + report_sections = ( + [title_text, summary] + + forecast_plots + + other_sections + + test_metrics_sections + + train_metrics_sections + + [yaml_appendix_title, yaml_appendix] + ) - # save the report and result CSV - self._save_report( - report_sections=report_sections, - result_df=result_df, - metrics_df=self.eval_metrics, - test_metrics_df=self.test_eval_metrics, - ) + # save the report and result CSV + self._save_report( + report_sections=report_sections, + result_df=result_df, + metrics_df=self.eval_metrics, + test_metrics_df=self.test_eval_metrics, + ) def _test_evaluate_metrics( - self, target_columns, test_filename, outputs, target_col="yhat", elapsed_time=0 + self, target_columns, test_filename, output, target_col="yhat", elapsed_time=0 ): total_metrics = pd.DataFrame() summary_metrics = pd.DataFrame() @@ -278,97 +293,111 @@ def _test_evaluate_metrics( datetime_column="ds", ) - for idx, col in enumerate(target_columns): + # Calculating Test Metrics + for cat in self.forecast_output.list_categories(): + target_column_i = self.forecast_output.category_to_target[cat] + output_forecast_i = self.forecast_output.get_category(cat) # Only columns present in test file will be used to generate test error - if col in data: + if target_column_i in data: # Assuming that predictions have all forecast values - dates = outputs[idx]["ds"] + dates = output_forecast_i["Date"] # Filling zeros for any date missing in test data to maintain consistency in metric calculation as in all other missing values cases it comes as 0 y_true = [ - data.loc[data["ds"] == date, col].values[0] + data.loc[data["ds"] == date, target_column_i].values[0] if date in data["ds"].values else 0 for date in dates ] - y_pred = np.asarray(outputs[idx][target_col][-len(y_true) :]) + y_pred_i = output_forecast_i["forecast_value"].values + y_pred = np.asarray(y_pred_i[-len(y_true) :]) metrics_df = utils._build_metrics_df( - y_true=y_true, y_pred=y_pred, column_name=col + y_true=y_true[-self.spec.horizon :], + y_pred=y_pred[-self.spec.horizon :], + column_name=target_column_i, ) total_metrics = pd.concat([total_metrics, metrics_df], axis=1) else: - logger.warn(f"{col} is not there in test file") + logger.warn( + f"Error Generating Metrics: Unable to find {target_column_i} in the test data." + ) - if not total_metrics.empty: - summary_metrics = pd.DataFrame( - { - SupportedMetrics.MEAN_SMAPE: np.mean( - total_metrics.loc[SupportedMetrics.SMAPE] - ), - SupportedMetrics.MEDIAN_SMAPE: np.median( - total_metrics.loc[SupportedMetrics.SMAPE] - ), - SupportedMetrics.MEAN_MAPE: np.mean( - total_metrics.loc[SupportedMetrics.MAPE] - ), - SupportedMetrics.MEDIAN_MAPE: np.median( - total_metrics.loc[SupportedMetrics.MAPE] - ), - SupportedMetrics.MEAN_RMSE: np.mean( - total_metrics.loc[SupportedMetrics.RMSE] - ), - SupportedMetrics.MEDIAN_RMSE: np.median( - total_metrics.loc[SupportedMetrics.RMSE] - ), - SupportedMetrics.MEAN_R2: np.mean( - total_metrics.loc[SupportedMetrics.R2] - ), - SupportedMetrics.MEDIAN_R2: np.median( - total_metrics.loc[SupportedMetrics.R2] - ), - SupportedMetrics.MEAN_EXPLAINED_VARIANCE: np.mean( - total_metrics.loc[SupportedMetrics.EXPLAINED_VARIANCE] - ), - SupportedMetrics.MEDIAN_EXPLAINED_VARIANCE: np.median( - total_metrics.loc[SupportedMetrics.EXPLAINED_VARIANCE] - ), - SupportedMetrics.ELAPSED_TIME: elapsed_time, - }, - index=["All Targets"], - ) + if total_metrics.empty: + return total_metrics, summary_metrics, data - """Calculates Mean sMAPE, Median sMAPE, Mean MAPE, Median MAPE, Mean wMAPE, Median wMAPE values for each horizon - if horizon <= 10.""" - target_columns_in_output = set(target_columns).intersection(data.columns) - if self.spec.horizon <= SUMMARY_METRICS_HORIZON_LIMIT and len( - outputs - ) == len(target_columns_in_output): - metrics_per_horizon = utils._build_metrics_per_horizon( - data=data, - outputs=outputs, - target_columns=target_columns, - target_col=target_col, - horizon_periods=self.spec.horizon, + summary_metrics = pd.DataFrame( + { + SupportedMetrics.MEAN_SMAPE: np.mean( + total_metrics.loc[SupportedMetrics.SMAPE] + ), + SupportedMetrics.MEDIAN_SMAPE: np.median( + total_metrics.loc[SupportedMetrics.SMAPE] + ), + SupportedMetrics.MEAN_MAPE: np.mean( + total_metrics.loc[SupportedMetrics.MAPE] + ), + SupportedMetrics.MEDIAN_MAPE: np.median( + total_metrics.loc[SupportedMetrics.MAPE] + ), + SupportedMetrics.MEAN_RMSE: np.mean( + total_metrics.loc[SupportedMetrics.RMSE] + ), + SupportedMetrics.MEDIAN_RMSE: np.median( + total_metrics.loc[SupportedMetrics.RMSE] + ), + SupportedMetrics.MEAN_R2: np.mean( + total_metrics.loc[SupportedMetrics.R2] + ), + SupportedMetrics.MEDIAN_R2: np.median( + total_metrics.loc[SupportedMetrics.R2] + ), + SupportedMetrics.MEAN_EXPLAINED_VARIANCE: np.mean( + total_metrics.loc[SupportedMetrics.EXPLAINED_VARIANCE] + ), + SupportedMetrics.MEDIAN_EXPLAINED_VARIANCE: np.median( + total_metrics.loc[SupportedMetrics.EXPLAINED_VARIANCE] + ), + SupportedMetrics.ELAPSED_TIME: elapsed_time, + }, + index=["All Targets"], + ) + + """Calculates Mean sMAPE, Median sMAPE, Mean MAPE, Median MAPE, Mean wMAPE, Median wMAPE values for each horizon + if horizon <= 10.""" + target_columns_in_output = set(target_columns).intersection(data.columns) + if self.spec.horizon <= SUMMARY_METRICS_HORIZON_LIMIT: + if set(self.forecast_output.list_target_category_columns()) != set( + target_columns_in_output + ): + raise ValueError( + f"Column Mismatch between Forecast Output and Target Columns" ) - if not metrics_per_horizon.empty: - summary_metrics = summary_metrics.append(metrics_per_horizon) - - new_column_order = [ - SupportedMetrics.MEAN_SMAPE, - SupportedMetrics.MEDIAN_SMAPE, - SupportedMetrics.MEAN_MAPE, - SupportedMetrics.MEDIAN_MAPE, - SupportedMetrics.MEAN_WMAPE, - SupportedMetrics.MEDIAN_WMAPE, - SupportedMetrics.MEAN_RMSE, - SupportedMetrics.MEDIAN_RMSE, - SupportedMetrics.MEAN_R2, - SupportedMetrics.MEDIAN_R2, - SupportedMetrics.MEAN_EXPLAINED_VARIANCE, - SupportedMetrics.MEDIAN_EXPLAINED_VARIANCE, - SupportedMetrics.ELAPSED_TIME, - ] - summary_metrics = summary_metrics[new_column_order] + metrics_per_horizon = utils._build_metrics_per_horizon( + data=data, + output=self.forecast_output, + target_columns=target_columns, + target_col=target_col, + horizon_periods=self.spec.horizon, + ) + if not metrics_per_horizon.empty: + summary_metrics = pd.concat([summary_metrics, metrics_per_horizon]) + + new_column_order = [ + SupportedMetrics.MEAN_SMAPE, + SupportedMetrics.MEDIAN_SMAPE, + SupportedMetrics.MEAN_MAPE, + SupportedMetrics.MEDIAN_MAPE, + SupportedMetrics.MEAN_WMAPE, + SupportedMetrics.MEDIAN_WMAPE, + SupportedMetrics.MEAN_RMSE, + SupportedMetrics.MEDIAN_RMSE, + SupportedMetrics.MEAN_R2, + SupportedMetrics.MEDIAN_R2, + SupportedMetrics.MEAN_EXPLAINED_VARIANCE, + SupportedMetrics.MEDIAN_EXPLAINED_VARIANCE, + SupportedMetrics.ELAPSED_TIME, + ] + summary_metrics = summary_metrics[new_column_order] return total_metrics, summary_metrics, data @@ -402,7 +431,9 @@ def _save_report( # datapane html report with tempfile.TemporaryDirectory() as temp_dir: report_local_path = os.path.join(temp_dir, "___report.html") + utils.block_print() dp.save_report(report_sections, report_local_path) + utils.enable_print() report_path = os.path.join(output_dir, self.spec.report_filename) with open(report_local_path) as f1: @@ -433,7 +464,7 @@ def _save_report( ) else: logger.warn( - f"Attempted to generated {self.spec.metrics_filename} file with the training metrics, however the training metrics could not be properly generated." + f"Attempted to generate the {self.spec.metrics_filename} file with the training metrics, however the training metrics could not be properly generated." ) # test_metrics csv report @@ -447,7 +478,7 @@ def _save_report( ) else: logger.warn( - f"Attempted to generated {self.spec.test_metrics_filename} file with the test metrics, however the test metrics could not be properly generated." + f"Attempted to generate the {self.spec.test_metrics_filename} file with the test metrics, however the test metrics could not be properly generated." ) # explanations csv reports if self.spec.generate_explanations: @@ -462,7 +493,7 @@ def _save_report( ) else: logger.warn( - f"Attempted to generated {self.spec.global_explanation_filename} file with the training metrics, however the training metrics could not be properly generated." + f"Attempted to generate the {self.spec.global_explanation_filename} file with the training metrics, however the training metrics could not be properly generated." ) if self.formatted_local_explanation is not None: @@ -476,12 +507,12 @@ def _save_report( ) else: logger.warn( - f"Attempted to generated {self.spec.local_explanation_filename} file with the training metrics, however the training metrics could not be properly generated." + f"Attempted to generate the {self.spec.local_explanation_filename} file with the training metrics, however the training metrics could not be properly generated." ) - logger.warn( + logger.info( f"The outputs have been successfully " - f"generated and placed to the: {output_dir}." + f"generated and placed into the directory: {output_dir}." ) def _preprocess(self, data, ds_column, datetime_format): @@ -505,6 +536,13 @@ def _build_model(self) -> pd.DataFrame: The method that needs to be implemented on the particular model level. """ + def _generate_train_metrics(self) -> pd.DataFrame: + """ + Generate Training Metrics when fitted data is not available. + The method that needs to be implemented on the particular model level. + """ + raise NotImplementedError + @runtime_dependency( module="shap", err_msg=( @@ -537,7 +575,9 @@ def explain_model(self, datetime_col_name, explain_predict_fn) -> dict: data=self.full_data_dict.get(series_id).set_index(datetime_col_name)[ : -self.spec.horizon ][list(self.dataset_cols)], - keep_index=False if self.spec.model==SupportedModels.AutoMLX else True, + keep_index=False + if self.spec.model == SupportedModels.AutoMLX + else True, ) kernel_explnr_vals = kernel_explnr.shap_values( diff --git a/ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py b/ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py index 8990eb71d..b68be4327 100644 --- a/ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py +++ b/ads/opctl/operator/lowcode/forecast/model/forecast_datasets.py @@ -7,9 +7,12 @@ import pandas as pd from ..operator_config import ForecastOperatorConfig from .. import utils -from ads.common.auth import default_signer +from ads.opctl.operator.lowcode.forecast.utils import default_signer from .transformations import Transformations from ads.opctl import logger +import pandas as pd +from ..const import ForecastOutputColumns, PROPHET_INTERNAL_DATE_COL +from pandas.api.types import is_datetime64_any_dtype, is_string_dtype, is_numeric_dtype class ForecastDatasets: @@ -27,6 +30,8 @@ def __init__(self, config: ForecastOperatorConfig): self.full_data_dict = None self.target_columns = None self.categories = None + self.datetime_col = PROPHET_INTERNAL_DATE_COL + self.datetime_format = config.spec.datetime_column.format self._load_data(config.spec) def _load_data(self, spec): @@ -39,17 +44,29 @@ def _load_data(self, spec): columns=spec.historical_data.columns, ) self.original_user_data = raw_data.copy() + data_transformer = Transformations(raw_data, spec) + data = data_transformer.run() try: - spec.freq = utils.get_frequency_of_datetime(raw_data, spec) + spec.freq = utils.get_frequency_of_datetime(data, spec) except TypeError as e: logger.warn( f"Error determining frequency: {e.args}. Setting Frequency to None" ) logger.debug(f"Full traceback: {e}") spec.freq = None - data = Transformations(raw_data, spec).run() + self.original_total_data = data additional_data = None + + try: + data[spec.datetime_column.name] = pd.to_datetime( + data[spec.datetime_column.name], format=self.datetime_format + ) + except: + raise ValueError( + f"Unable to determine the datetime type for column: {spec.datetime_column.name}. Please specify the format explicitly." + ) + if spec.additional_data is not None: additional_data = utils._load_data( filename=spec.additional_data.url, @@ -57,12 +74,66 @@ def _load_data(self, spec): storage_options=default_signer(), columns=spec.additional_data.columns, ) - additional_data = Transformations(raw_data, spec)._sort_by_datetime_col( - additional_data - ) + additional_data = data_transformer._sort_by_datetime_col(additional_data) + try: + additional_data[spec.datetime_column.name] = pd.to_datetime( + additional_data[spec.datetime_column.name], + format=self.datetime_format, + ) + except: + raise ValueError( + f"Unable to determine the datetime type for column: {spec.datetime_column.name}. Please specify the format explicitly." + ) self.original_additional_data = additional_data.copy() self.original_total_data = pd.concat([data, additional_data], axis=1) + else: + # Need to add the horizon to the data for compatibility + additional_data_small = data[ + [spec.datetime_column.name] + spec.target_category_columns + ].set_index(spec.datetime_column.name) + if is_datetime64_any_dtype(additional_data_small.index): + horizon_index = pd.date_range( + start=additional_data_small.index.values[-1], + freq=spec.freq, + periods=spec.horizon + 1, + )[1:] + elif is_numeric_dtype(additional_data_small.index): + # If datetime column is just ints + assert ( + len(additional_data_small.index.values) > 1 + ), "Dataset is too small to infer frequency. Please pass in the horizon explicitly through the additional data." + start = additional_data_small.index.values[-1] + step = ( + additional_data_small.index.values[-1] + - additional_data_small.index.values[-2] + ) + horizon_index = pd.RangeIndex( + start, start + step * (spec.horizon + 1), step=step + )[1:] + else: + raise ValueError( + f"Unable to determine the datetime type for column: {spec.datetime_column.name}. Please specify the format explicitly." + ) + + additional_data = pd.DataFrame() + + for cat_col in spec.target_category_columns: + for cat in additional_data_small[cat_col].unique(): + add_data_i = additional_data_small[ + additional_data_small[cat_col] == cat + ] + horizon_df_i = pd.DataFrame([], index=horizon_index) + horizon_df_i[cat_col] = cat + additional_data = pd.concat( + [additional_data, add_data_i, horizon_df_i] + ) + additional_data = additional_data.reset_index().rename( + {"index": spec.datetime_column.name}, axis=1 + ) + + self.original_total_data = pd.concat([data, additional_data], axis=1) + ( self.full_data_dict, self.target_columns, @@ -81,3 +152,118 @@ def _load_data(self, spec): f"Unable to generate explanations as there is no additional data passed in. Either set generate_explanations to False, or pass in additional data." ) spec.generate_explanations = False + + def format_wide(self): + data_merged = pd.concat( + [ + v[v[k].notna()].set_index(self.datetime_col) + for k, v in self.full_data_dict.items() + ], + axis=1, + ).reset_index() + return data_merged + + def get_longest_datetime_column(self): + return pd.to_datetime( + self.format_wide()[self.datetime_col], format=self.datetime_format + ) + + +class ForecastOutput: + def __init__(self, confidence_interval_width: float): + """Forecast Output contains all of the details required to generate the forecast.csv output file. + + Methods + ---------- + + """ + self.category_map = dict() + self.category_to_target = dict() + self.confidence_interval_width = confidence_interval_width + self.upper_bound_name = None + self.lower_bound_name = None + + def add_category( + self, + category: str, + target_category_column: str, + forecast: pd.DataFrame, + overwrite: bool = False, + ): + if not overwrite and category in self.category_map.keys(): + raise ValueError( + f"Attempting to update ForecastOutput for category {category} when this already exists. Set overwrite to True." + ) + forecast = self._check_forecast_format(forecast) + forecast = self._set_ci_column_names(forecast) + self.category_map[category] = forecast + self.category_to_target[category] = target_category_column + + def get_category(self, category): # change to by_category ? + return self.category_map[category] + + def get_target_category(self, target_category_column): + target_category_columns = self.list_target_category_columns() + category = self.list_categories()[ + list(self.category_to_target.values()).index(target_category_column) + ] + return self.category_map[category] + + def list_categories(self): + return list(self.category_map.keys()) + + def list_target_category_columns(self): + return list(self.category_to_target.values()) + + def format_long(self): + return pd.concat(list(self.category_map.values())) + + def _set_ci_column_names(self, forecast_i): + yhat_lower_percentage = (100 - self.confidence_interval_width * 100) // 2 + self.upper_bound_name = "p" + str(int(100 - yhat_lower_percentage)) + self.lower_bound_name = "p" + str(int(yhat_lower_percentage)) + return forecast_i.rename( + { + ForecastOutputColumns.UPPER_BOUND: self.upper_bound_name, + ForecastOutputColumns.LOWER_BOUND: self.lower_bound_name, + }, + axis=1, + ) + + def format_wide(self): + dataset_time_indexed = { + k: v.set_index(ForecastOutputColumns.DATE) + for k, v in self.category_map.items() + } + datasets_category_appended = [ + v.rename(lambda x: str(x) + f"_{k}", axis=1) + for k, v in dataset_time_indexed.items() + ] + return pd.concat(datasets_category_appended, axis=1) + + def get_longest_datetime_column(self): + return self.format_wide().index + + def _check_forecast_format(self, forecast): + assert isinstance(forecast, pd.DataFrame) + assert ( + len(forecast.columns) == 7 + ), f"Expected just 7 columns, but got: {forecast.columns}" + assert ForecastOutputColumns.DATE in forecast.columns + assert ForecastOutputColumns.SERIES in forecast.columns + assert ForecastOutputColumns.INPUT_VALUE in forecast.columns + assert ForecastOutputColumns.FITTED_VALUE in forecast.columns + assert ForecastOutputColumns.FORECAST_VALUE in forecast.columns + assert ForecastOutputColumns.UPPER_BOUND in forecast.columns + assert ForecastOutputColumns.LOWER_BOUND in forecast.columns + assert not forecast.empty + # forecast.columns = pd.Index([ + # ForecastOutputColumns.DATE, + # ForecastOutputColumns.SERIES, + # ForecastOutputColumns.INPUT_VALUE, + # ForecastOutputColumns.FITTED_VALUE, + # ForecastOutputColumns.FORECAST_VALUE, + # ForecastOutputColumns.UPPER_BOUND, + # ForecastOutputColumns.LOWER_BOUND, + # ]) + return forecast diff --git a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py index b3661b675..a4d8e1f85 100644 --- a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py @@ -22,11 +22,11 @@ ) from ads.opctl import logger -from ..const import DEFAULT_TRIALS +from ..const import DEFAULT_TRIALS, ForecastOutputColumns from .. import utils from .base_model import ForecastOperatorBaseModel from ..operator_config import ForecastOperatorConfig -from .forecast_datasets import ForecastDatasets +from .forecast_datasets import ForecastDatasets, ForecastOutput import traceback @@ -74,7 +74,7 @@ def __init__(self, config: ForecastOperatorConfig, datasets: ForecastDatasets): def _build_model(self) -> pd.DataFrame: from neuralprophet import NeuralProphet - full_data_dict = self.full_data_dict + full_data_dict = self.datasets.full_data_dict models = [] outputs = dict() outputs_legacy = [] @@ -93,6 +93,9 @@ def _build_model(self) -> pd.DataFrame: quantiles = [boundaries, self.spec.confidence_interval_width + boundaries] model_kwargs["quantiles"] = quantiles + self.forecast_output = ForecastOutput( + confidence_interval_width=self.spec.confidence_interval_width + ) for i, (target, df) in enumerate(full_data_dict.items()): le, df_encoded = utils._label_encode_dataframe( @@ -156,7 +159,7 @@ def objective(trial): .item() ) test_metrics_total_i.append(fold_metric_i) - logger.info( + logger.debug( f"----------------------{np.asarray(test_metrics_total_i).mean()}----------------------" ) return np.asarray(test_metrics_total_i).mean() @@ -192,10 +195,10 @@ def objective(trial): additional_regressors=additional_regressors, select_metric=self.spec.metric, ) - logger.info( + logger.debug( f"Found the following additional data columns: {additional_regressors}" ) - logger.info( + logger.debug( f"While fitting the model, some additional data may have been " f"discarded. Only using the columns: {accepted_regressors}" ) @@ -207,8 +210,8 @@ def objective(trial): # Forecast model and collect outputs forecast = model.predict(future) - logger.info(f"-----------------Model {i}----------------------") - logger.info(forecast.tail()) + logger.debug(f"-----------------Model {i}----------------------") + logger.debug(forecast.tail()) models.append(model) outputs[target] = forecast outputs_legacy.append(forecast) @@ -216,13 +219,14 @@ def objective(trial): self.models = models self.outputs = outputs_legacy - logger.info("===========Done===========") - outputs_merged = pd.DataFrame() + logger.debug("===========Done===========") # Merge the outputs from each model into 1 df with all outputs by target and category col = self.original_target_column output_col = pd.DataFrame() - for cat in self.categories: # Note: to restrict columns, set this to [:2] + yhat_upper_name = ForecastOutputColumns.UPPER_BOUND + yhat_lower_name = ForecastOutputColumns.LOWER_BOUND + for cat in self.categories: output_i = pd.DataFrame() output_i["Date"] = outputs[f"{col}_{cat}"]["ds"] @@ -231,8 +235,8 @@ def objective(trial): output_i[f"fitted_value"] = float("nan") output_i[f"forecast_value"] = float("nan") - output_i[f"p{int(quantiles[1]*100)}"] = float("nan") - output_i[f"p{int(quantiles[0]*100)}"] = float("nan") + output_i[yhat_lower_name] = float("nan") + output_i[yhat_upper_name] = float("nan") output_i.iloc[ : -self.spec.horizon, output_i.columns.get_loc(f"fitted_value") @@ -245,7 +249,7 @@ def objective(trial): ) output_i.iloc[ -self.spec.horizon :, - output_i.columns.get_loc(f"p{int(quantiles[1]*100)}"), + output_i.columns.get_loc(yhat_upper_name), ] = ( outputs[f"{col}_{cat}"][f"yhat1 {quantiles[1]*100}%"] .iloc[-self.spec.horizon :] @@ -253,7 +257,7 @@ def objective(trial): ) output_i.iloc[ -self.spec.horizon :, - output_i.columns.get_loc(f"p{int(quantiles[0]*100)}"), + output_i.columns.get_loc(yhat_lower_name), ] = ( outputs[f"{col}_{cat}"][f"yhat1 {quantiles[0]*100}%"] .iloc[-self.spec.horizon :] @@ -261,17 +265,13 @@ def objective(trial): ) output_col = pd.concat([output_col, output_i]) - # output_col = output_col.sort_values(operator.ds_column).reset_index(drop=True) - output_col = output_col.reset_index(drop=True) - outputs_merged = pd.concat([outputs_merged, output_col], axis=1) + self.forecast_output.add_category( + category=cat, target_category_column=f"{col}_{cat}", forecast=output_i + ) - # Re-merge historical data for processing - data_merged = pd.concat( - [v[v[k].notna()].set_index("ds") for k, v in full_data_dict.items()], axis=1 - ).reset_index() + output_col = output_col.reset_index(drop=True) - self.data = data_merged - return outputs_merged + return output_col def _generate_report(self): import datapane as dp @@ -279,7 +279,7 @@ def _generate_report(self): sec1_text = dp.Text( "## Forecast Overview \nThese plots show your " "forecast in the context of historical data." - ) # TODO add confidence intervals + ) sec1 = utils._select_plot_list( lambda idx, *args: self.models[idx].plot(self.outputs[idx]), target_columns=self.target_columns, @@ -389,16 +389,10 @@ def _generate_report(self): "Facebook Prophet and AR-Net." ) other_sections = all_sections - ds_column_series = self.data["ds"] - ds_forecast_col = self.outputs[0]["ds"] - ci_col_names = None return ( model_description, other_sections, - ds_column_series, - ds_forecast_col, - ci_col_names, ) def explain_model(self, datetime_col_name, explain_predict_fn) -> dict: diff --git a/ads/opctl/operator/lowcode/forecast/model/prophet.py b/ads/opctl/operator/lowcode/forecast/model/prophet.py index eb1025c75..f14466018 100644 --- a/ads/opctl/operator/lowcode/forecast/model/prophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/prophet.py @@ -11,12 +11,15 @@ from ads.opctl import logger from ads.opctl.operator.lowcode.forecast.operator_config import ForecastOperatorConfig -from ..const import DEFAULT_TRIALS, PROPHET_INTERNAL_DATE_COL +from ..const import DEFAULT_TRIALS, PROPHET_INTERNAL_DATE_COL, ForecastOutputColumns from .. import utils from .base_model import ForecastOperatorBaseModel from ..operator_config import ForecastOperatorConfig -from .forecast_datasets import ForecastDatasets +from .forecast_datasets import ForecastDatasets, ForecastOutput import traceback +import matplotlib as mpl + +mpl.rcParams["figure.max_open_warning"] = 100 def _add_unit(num, unit): @@ -46,7 +49,7 @@ def _build_model(self) -> pd.DataFrame: from prophet import Prophet from prophet.diagnostics import cross_validation, performance_metrics - full_data_dict = self.full_data_dict + full_data_dict = self.datasets.full_data_dict models = [] outputs = dict() outputs_legacy = [] @@ -60,6 +63,10 @@ def _build_model(self) -> pd.DataFrame: model_kwargs = self.spec.model_kwargs model_kwargs["interval_width"] = self.spec.confidence_interval_width + self.forecast_output = ForecastOutput( + confidence_interval_width=self.spec.confidence_interval_width + ) + for i, (target, df) in enumerate(full_data_dict.items()): le, df_encoded = utils._label_encode_dataframe( df, no_encode={self.spec.datetime_column.name, target} @@ -122,7 +129,7 @@ def objective(trial): initial = _add_unit((data_i.shape[0] * interval) // 2, unit=unit) period = _add_unit((data_i.shape[0] * interval) // 4, unit=unit) - logger.info( + logger.debug( f"using: horizon: {horizon}. initial:{initial}, period: {period}" ) @@ -172,7 +179,6 @@ def objective(trial): # Make future df for prediction if len(additional_regressors): - # TOOD: this will use the period/range of the additional data future = df_clean.drop(target, axis=1) else: future = model.make_future_dataframe( @@ -181,8 +187,8 @@ def objective(trial): ) # Make Prediction forecast = model.predict(future) - logger.info(f"-----------------Model {i}----------------------") - logger.info( + logger.debug(f"-----------------Model {i}----------------------") + logger.debug( forecast[ [PROPHET_INTERNAL_DATE_COL, "yhat", "yhat_lower", "yhat_upper"] ].tail() @@ -196,16 +202,14 @@ def objective(trial): self.models = models self.outputs = outputs_legacy - logger.info("===========Done===========") - outputs_merged = pd.DataFrame() + logger.debug("===========Done===========") # Merge the outputs from each model into 1 df with all outputs by target and category col = self.original_target_column output_col = pd.DataFrame() - yhat_lower_percentage = (100 - model_kwargs["interval_width"] * 100) // 2 - yhat_upper_name = "p" + str(int(100 - yhat_lower_percentage)) - yhat_lower_name = "p" + str(int(yhat_lower_percentage)) - for cat in self.categories: # Note: add [:2] to restrict + yhat_upper_name = ForecastOutputColumns.UPPER_BOUND + yhat_lower_name = ForecastOutputColumns.LOWER_BOUND + for cat in self.categories: output_i = pd.DataFrame() output_i["Date"] = outputs[f"{col}_{cat}"][PROPHET_INTERNAL_DATE_COL] @@ -237,22 +241,13 @@ def objective(trial): outputs[f"{col}_{cat}"]["yhat_lower"].iloc[-self.spec.horizon :].values ) output_col = pd.concat([output_col, output_i]) + self.forecast_output.add_category( + category=cat, target_category_column=f"{col}_{cat}", forecast=output_i + ) - # output_col = output_col.sort_values(self.spec.datetime_column.name).reset_index(drop=True) output_col = output_col.reset_index(drop=True) - outputs_merged = pd.concat([outputs_merged, output_col], axis=1) - - # Re-merge historical data for processing - data_merged = pd.concat( - [ - v[v[k].notna()].set_index(PROPHET_INTERNAL_DATE_COL) - for k, v in full_data_dict.items() - ], - axis=1, - ).reset_index() - self.data = data_merged - return outputs_merged + return output_col def _generate_report(self): import datapane as dp @@ -376,16 +371,10 @@ def _generate_report(self): "data and shifts in the trend, and typically handles outliers well." ) other_sections = all_sections - ds_column_series = self.data[PROPHET_INTERNAL_DATE_COL] - ds_forecast_col = self.outputs[0][PROPHET_INTERNAL_DATE_COL] - ci_col_names = ["yhat_lower", "yhat_upper"] return ( model_description, other_sections, - ds_column_series, - ds_forecast_col, - ci_col_names, ) def _custom_predict_prophet(self, data): diff --git a/ads/opctl/operator/lowcode/forecast/model/transformations.py b/ads/opctl/operator/lowcode/forecast/model/transformations.py index 71e596089..4fdec8b6e 100644 --- a/ads/opctl/operator/lowcode/forecast/model/transformations.py +++ b/ads/opctl/operator/lowcode/forecast/model/transformations.py @@ -39,7 +39,7 @@ def run(self): if self.preprocessing: treated_df = self._outlier_treatment(sorted_df) else: - logger.info("Skipping outlier treatment as preprocessing is disabled") + logger.debug("Skipping outlier treatment as preprocessing is disabled") treated_df = imputed_df return treated_df @@ -102,7 +102,7 @@ def _sort_by_datetime_col(self, df): df[self.date_column], format=self.date_format ) df = ( - df.groupby(self.series_id_column) + df.groupby(self.series_id_column, group_keys=True) .apply(lambda x: x.sort_values(by="tmp_col_for_sorting", ascending=True)) .reset_index(drop=True) ) diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index ea502b96b..65c06fe76 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -5,6 +5,7 @@ # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ import os +import sys from typing import List import fsspec @@ -19,7 +20,6 @@ r2_score, ) -from ads.common import auth as authutil from ads.common.object_storage_details import ObjectStorageDetails from ads.dataset.label_encoder import DataFrameLabelEncoder from ads.opctl import logger @@ -42,16 +42,17 @@ def _inverse_transform_dataframe(le, df): def smape(actual, predicted) -> float: if not all([isinstance(actual, np.ndarray), isinstance(predicted, np.ndarray)]): actual, predicted = (np.array(actual), np.array(predicted)) - return round( - np.mean(np.abs(actual - predicted) / (np.abs(actual) + np.abs(predicted))) - * 100, - 2, - ) + denominator = np.abs(actual) + np.abs(predicted) + numerator = np.abs(actual - predicted) + default_output = np.ones_like(numerator) * np.inf + + abs_error = np.divide(numerator, denominator) + return round(np.mean(abs_error) * 100, 2) def _build_metrics_per_horizon( data: pd.DataFrame, - outputs: pd.DataFrame, + output: pd.DataFrame, target_columns: List[str], target_col: str, horizon_periods: int, @@ -63,7 +64,7 @@ def _build_metrics_per_horizon( ------------ data: Pandas Dataframe Dataframe that has the actual data - outputs: Pandas Dataframe + output: Pandas Dataframe Dataframe that has the forecasted data target_columns: List List of target category columns @@ -79,30 +80,28 @@ def _build_metrics_per_horizon( """ """ Assumptions: - data and outputs have all the target columns. - yhats in outputs are in the same order as in target_columns. + data and output have all the target columns. + yhats in output are in the same order as in target_columns. Test data might not have sorted dates and the order of series also might differ. """ # Select the data with correct order of target_columns. actuals_df = data[["ds"] + target_columns] - # Concat the yhats in outputs and include only dates that are in test data - forecasts_df = pd.concat( - [ - (df[df["ds"].isin(actuals_df["ds"])][["ds", target_col]]).set_index("ds") - for df in outputs - ], - axis=1, - ) + # Concat the yhats in output and include only dates that are in test data + forecasts_df = pd.DataFrame() + for cat in output.list_categories(): + forecast_i = output.get_category(cat)[["Date", "forecast_value"]] + forecast_i = forecast_i[forecast_i["Date"].isin(actuals_df["ds"])] + forecasts_df = pd.concat([forecasts_df, forecast_i.set_index("Date")], axis=1) - # Remove dates that are not there in outputs + # Remove dates that are not there in output actuals_df = actuals_df[actuals_df["ds"].isin(forecasts_df.index.values)] if actuals_df.empty or forecasts_df.empty: return pd.DataFrame() - totals = actuals_df.sum() + totals = actuals_df.sum(numeric_only=True) wmape_weights = np.array((totals / totals.sum()).values) actuals_df = actuals_df.set_index("ds") @@ -155,7 +154,7 @@ def _call_pandas_fsspec(pd_fn, filename, storage_options, **kwargs): return pd_fn(filename, **kwargs) storage_options = storage_options or ( - authutil.default_signer() if ObjectStorageDetails.is_oci_path(filename) else {} + default_signer() if ObjectStorageDetails.is_oci_path(filename) else {} ) return pd_fn(filename, storage_options=storage_options, **kwargs) @@ -200,7 +199,6 @@ def _merge_category_columns(data, target_category_columns): def _clean_data(data, target_column, datetime_column, target_category_columns=None): - # Todo: KNN Imputer? if target_category_columns is not None: data["__Series__"] = _merge_category_columns(data, target_category_columns) unique_categories = data["__Series__"].unique() @@ -304,6 +302,7 @@ def _build_indexed_datasets( data["__Series__"] = _merge_category_columns(data, target_category_columns) unique_categories = data["__Series__"].unique() invalid_categories = [] + if additional_data is not None and target_column in additional_data.columns: logger.warn(f"Dropping column '{target_column}' from additional_data") additional_data.drop(target_column, axis=1, inplace=True) @@ -328,10 +327,10 @@ def _build_indexed_datasets( .set_index(datetime_column) .fillna(0) ) - valid_primary, valid_add = _validate_and_clean_data( cat, horizon, data_by_cat_clean, data_add_by_cat_clean ) + if valid_primary is None: invalid_categories.append(cat) data_by_cat_clean = None @@ -342,6 +341,7 @@ def _build_indexed_datasets( new_target_columns = list(df_by_target.keys()) remaining_categories = set(unique_categories) - set(invalid_categories) + if not len(remaining_categories): raise ForecastInputDataError( "Stopping forecast operator as there is no data that meets the validation criteria." @@ -361,20 +361,27 @@ def _build_metrics_df(y_true, y_pred, column_name): return pd.DataFrame.from_dict(metrics, orient="index", columns=[column_name]) -def evaluate_metrics(target_columns, data, outputs, datetime_col, target_col="yhat"): +def evaluate_train_metrics( + target_columns, datasets, output, datetime_col, target_col="yhat" +): + """ + Training metrics + """ total_metrics = pd.DataFrame() for idx, col in enumerate(target_columns): try: - dates = np.intersect1d(data[datetime_col], outputs[idx]["ds"]) - y_true = np.asarray(data[col][data[datetime_col].isin(dates)]) - y_pred = outputs[idx][outputs[idx]["ds"].isin(dates)][target_col] - + forecast_by_col = output.get_target_category(col)[ + ["input_value", "Date", "fitted_value"] + ].dropna() + y_true = forecast_by_col["input_value"].values + y_pred = forecast_by_col["fitted_value"].values metrics_df = _build_metrics_df( y_true=y_true, y_pred=y_pred, column_name=col ) total_metrics = pd.concat([total_metrics, metrics_df], axis=1) - except: + except Exception as e: logger.warn(f"Failed to generate training metrics for target_series: {col}") + logger.debug(f"Recieved Error Statement: {e}") return total_metrics @@ -390,38 +397,29 @@ def _add_unit(num, unit): def get_forecast_plots( - data, - outputs, + forecast_output, target_columns, test_data=None, - ds_col=None, - ds_forecast_col=None, - forecast_col_name="yhat", - ci_col_names=None, ci_interval_width=0.95, ): - if ds_forecast_col is None: - ds_forecast_col = ds_col - def plot_forecast_plotly(idx, col): fig = go.Figure() - if ( - (ci_col_names is not None) - and (ci_col_names[0] in outputs[idx].columns) - and (ci_col_names[1] in outputs[idx].columns) - ): + forecast_i = forecast_output.get_target_category(col) + upper_bound = forecast_output.upper_bound_name + lower_bound = forecast_output.lower_bound_name + if upper_bound is not None and lower_bound is not None: fig.add_traces( [ go.Scatter( - x=ds_forecast_col, - y=outputs[idx][ci_col_names[0]], + x=forecast_i["Date"], + y=forecast_i[lower_bound], mode="lines", line_color="rgba(0,0,0,0)", showlegend=False, ), go.Scatter( - x=ds_forecast_col, - y=outputs[idx][ci_col_names[1]], + x=forecast_i["Date"], + y=forecast_i[upper_bound], mode="lines", line_color="rgba(0,0,0,0)", name=f"{ci_interval_width * 100}% confidence interval", @@ -443,8 +441,8 @@ def plot_forecast_plotly(idx, col): fig.add_trace( go.Scatter( - x=ds_col, - y=data[col], + x=forecast_i["Date"], + y=forecast_i["input_value"], mode="markers", marker_color="black", name="Historical", @@ -452,15 +450,27 @@ def plot_forecast_plotly(idx, col): ) fig.add_trace( go.Scatter( - x=ds_forecast_col, - y=outputs[idx][forecast_col_name], + x=forecast_i["Date"], + y=forecast_i["fitted_value"], + mode="lines+markers", + line_color="blue", + name="Fitted Values", + ) + ) + fig.add_trace( + go.Scatter( + x=forecast_i["Date"], + y=forecast_i["forecast_value"], mode="lines+markers", line_color="blue", name="Forecast", ) ) fig.add_vline( - x=ds_col[-1:].values[0], line_width=1, line_dash="dash", line_color="gray" + x=forecast_i["Date"][-1:].values[0], + line_width=1, + line_dash="dash", + line_color="gray", ) return fig @@ -565,3 +575,20 @@ def get_frequency_of_datetime(data: pd.DataFrame, dataset_info: ForecastOperator ) raise Exception(message) return freq + + +def default_signer(**kwargs): + os.environ["EXTRA_USER_AGENT_INFO"] = "Forecast-Operator" + from ads.common.auth import default_signer + + return default_signer(**kwargs) + + +# Disable +def block_print(): + sys.stdout = open(os.devnull, "w") + + +# Restore +def enable_print(): + sys.stdout = sys.__stdout__ diff --git a/docs/source/user_guide/operators/forecasting_operator/forecast.rst b/docs/source/user_guide/operators/forecasting_operator/forecast.rst index 0dd916976..6823bb480 100644 --- a/docs/source/user_guide/operators/forecasting_operator/forecast.rst +++ b/docs/source/user_guide/operators/forecasting_operator/forecast.rst @@ -39,7 +39,7 @@ Here is an example forecast.yaml wit every parameter specified: * **url**: Insert the uri for the dataset if it's on object storage or Data Lake using the URI pattern ``oci://@/path/to/data.csv``. * **kwargs**: Insert any other args for pandas to load the data (``format``, ``options``, etc.) See full list in ``YAML Schema`` section. * **output_directory**: (optional) This dictionary contains the details for where to put the output artifacts. The directory need not exist, but must be accessible by the Operator during runtime. - * **url**: Insert the uri for the dataset if it's on object storage or Data Lake using the URI pattern ``oci://@/path/to/data.csv``. + * **url**: Insert the uri for the dataset if it's on object storage or Data Lake using the URI pattern ``oci://@/subfolder/``. * **kwargs**: Insert any other args for pandas to load the data (``format``, ``options``, etc.) See full list in ``YAML Schema`` section. * **model**: (optional) The name of the model framework you want to use. Defaults to "auto". Other options are: ``arima``, ``automlx``, ``prophet``, ``neuralprophet``, ``autots``, and ``auto``. * **model_kwargs**: (optional) This kwargs dict passes straight through to the model framework. From f6e1566333a447fa2f243234780569a79739560e Mon Sep 17 00:00:00 2001 From: Vikas Pandey Date: Mon, 13 Nov 2023 13:10:15 +0530 Subject: [PATCH 224/247] add local, global explanation for the autots model, add the formatted output for model reports --- .../operator/lowcode/forecast/model/autots.py | 152 +++++++++++++++++- .../lowcode/forecast/model/base_model.py | 51 ++++-- 2 files changed, 180 insertions(+), 23 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index 16b98af5f..62e6867a5 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -4,6 +4,8 @@ # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ +import copy +import traceback import pandas as pd import numpy as np @@ -12,6 +14,7 @@ from .. import utils from .base_model import ForecastOperatorBaseModel +from .forecast_datasets import ForecastDatasets from ..operator_config import ForecastOperatorConfig from ads.common.decorator.runtime_dependency import runtime_dependency @@ -23,6 +26,11 @@ class AutoTSOperatorModel(ForecastOperatorBaseModel): """Class representing AutoTS operator model.""" + def __init__(self, config: ForecastOperatorConfig, datasets: ForecastDatasets): + super().__init__(config, datasets) + self.global_explanation = {} + self.local_explanation = {} + @runtime_dependency( module="autots", err_msg="Please run `pip3 install autots` to install the required dependencies for autots.", @@ -35,7 +43,7 @@ def _build_model(self) -> pd.DataFrame: """ # Import necessary libraries - from autots import AutoTS + from autots import AutoTS, create_regressor models = dict() outputs = dict() @@ -107,20 +115,56 @@ def _build_model(self) -> pd.DataFrame: ) for i in range(len(self.target_columns)) ] - full_data_long = pd.concat(melt_temp) + self.full_data_long = pd.concat(melt_temp) + + if self.spec.additional_data: + df_temp = ( + self.full_data_long.set_index([self.spec.target_column]) + .reset_index(drop=True) + .copy() + ) + df_temp[self.spec.datetime_column.name] = pd.to_datetime( + df_temp[self.spec.datetime_column.name] + ) + r_tr, r_ts = create_regressor( + df_temp.pivot( + [self.spec.datetime_column.name], + columns="series_id", + values=list( + self.original_additional_data.set_index( + [ + self.spec.target_category_columns[0], + self.spec.datetime_column.name, + ] + ).columns + ), + ), + forecast_length=self.spec.horizon, + ) + + self.future_regressor_train = r_tr.copy() # Fit the model to the training data model = model.fit( - full_data_long, + self.full_data_long.groupby("series_id") + .head(-self.spec.horizon) + .reset_index(drop=True), date_col=self.spec.datetime_column.name, value_col=self.original_target_column, + future_regressor=r_tr.head(-self.spec.horizon) + if self.spec.additional_data + else None, id_col="series_id", ) # Store the trained model and generate forecasts - self.models = model + self.models = copy.deepcopy(model) logger.info("===========Forecast Generated===========") - self.prediction = model.predict() + self.prediction = model.predict( + future_regressor=r_tr.tail(self.spec.horizon) + if self.spec.additional_data + else None + ) outputs = dict() # Process the forecasts for each target series @@ -254,6 +298,67 @@ def _generate_report(self) -> tuple: sec2 = dp.Text(f"Error generating model parameters.") all_sections = [sec1_text, sec_1, sec2_text, sec2] + if self.spec.generate_explanations: + # If the key is present, call the "explain_model" method + try: + self.explain_model( + datetime_col_name=self.spec.datetime_column.name, + explain_predict_fn=self._custom_predict_autots, + ) + + # Create a markdown text block for the global explanation section + global_explanation_text = dp.Text( + f"## Global Explanation of Models \n " + "The following tables provide the feature attribution for the global explainability." + ) + + # Convert the global explanation data to a DataFrame + global_explanation_df = pd.DataFrame(self.global_explanation).drop( + index=["series_id", self.spec.target_column] + ) + + self.formatted_global_explanation = ( + global_explanation_df / global_explanation_df.sum(axis=0) * 100 + ) + + # Create a markdown section for the global explainability + global_explanation_section = dp.Blocks( + "### Global Explainability ", + dp.Table(self.formatted_global_explanation), + ) + + aggregate_local_explanations = pd.DataFrame() + for s_id, local_ex_df in self.local_explanation.items(): + local_ex_df_copy = local_ex_df.copy() + local_ex_df_copy["Series"] = s_id + aggregate_local_explanations = pd.concat( + [aggregate_local_explanations, local_ex_df_copy], axis=0 + ) + self.formatted_local_explanation = aggregate_local_explanations + + local_explanation_text = dp.Text(f"## Local Explanation of Models \n ") + blocks = [ + dp.Table( + local_ex_df.div(local_ex_df.abs().sum(axis=1), axis=0) * 100, + label=s_id, + ) + for s_id, local_ex_df in self.local_explanation.items() + ] + local_explanation_section = ( + dp.Select(blocks=blocks) if len(blocks) > 1 else blocks[0] + ) + + # Append the global explanation text and section to the "all_sections" list + all_sections = all_sections + [ + global_explanation_text, + global_explanation_section, + local_explanation_text, + local_explanation_section, + ] + except Exception as e: + logger.warn(f"Failed to generate Explanations with error: {e}.") + logger.debug(f"Full Traceback: {traceback.format_exc()}") + # Model Description model_description = dp.Text( "AutoTS is a time series package for Python designed for rapidly deploying high-accuracy forecasts at scale. " @@ -278,8 +383,39 @@ def _generate_report(self) -> tuple: ci_col_names, ) - def explain_model(self) -> dict: + def _custom_predict_autots(self, data): """ - explain model using global & local explanations + Predicts the future values of a time series using the AutoTS model. + + Parameters + ---------- + data (numpy.ndarray): The input data to be used for prediction. + + Returns + ------- + numpy.ndarray: The predicted future values of the time series. """ - raise NotImplementedError() + + data.index = pd.to_datetime(data.index) + temp_model = copy.deepcopy(self.models) + + if data.shape[0] > 1: + temp_model.fit_data( + data[~data.index.duplicated()], + future_regressor=self.future_regressor_train.head(-self.spec.horizon), + ) + dedup_shape = data.shape[0] - data[~data.index.duplicated()].shape[0] + 1 + return pd.Series(0, index=np.arange(dedup_shape)).append( + temp_model.back_forecast( + tail=data[~data.index.duplicated()].shape[0] - 1 + ) + .forecast[self.spec.target_column] + .fillna(0) + ) + + return temp_model.predict( + future_regressor=self.future_regressor_train.loc[ + self.future_regressor_train.index.isin(data.index) + ], + forecast_length=1, + ).forecast[self.series_id] diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 0683e235c..d5f124141 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -525,25 +525,41 @@ def explain_model(self, datetime_col_name, explain_predict_fn) -> dict: for series_id in self.target_columns: self.series_id = series_id - self.dataset_cols = ( - self.full_data_dict.get(series_id) - .set_index(datetime_col_name) - .drop(series_id, axis=1) - .columns - ) + if self.spec.model == SupportedModels.AutoTS: + self.dataset_cols = ( + self.full_data_long.loc[ + self.full_data_long.series_id == self.series_id + ] + .set_index(datetime_col_name) + .columns + ) + + self.bg_data = self.full_data_long.loc[ + self.full_data_long.series_id == self.series_id + ].set_index(datetime_col_name) + + else: + self.dataset_cols = ( + self.full_data_dict.get(series_id) + .set_index(datetime_col_name) + .drop(series_id, axis=1) + .columns + ) + + self.bg_data = self.full_data_dict.get(series_id).set_index( + datetime_col_name + ) kernel_explnr = KernelExplainer( model=explain_predict_fn, - data=self.full_data_dict.get(series_id).set_index(datetime_col_name)[ - : -self.spec.horizon - ][list(self.dataset_cols)], - keep_index=False if self.spec.model==SupportedModels.AutoMLX else True, + data=self.bg_data[list(self.dataset_cols)], + keep_index=False + if self.spec.model == SupportedModels.AutoMLX + else True, ) kernel_explnr_vals = kernel_explnr.shap_values( - self.full_data_dict.get(series_id).set_index(datetime_col_name)[ - : -self.spec.horizon - ][list(self.dataset_cols)], + self.bg_data[: -self.spec.horizon][list(self.dataset_cols)], nsamples=50, ) @@ -572,8 +588,8 @@ def local_explainer(self, kernel_explainer, series_id, datetime_col_name) -> Non kernel_explainer: The kernel explainer object to use for generating explanations. """ # Get the data for the series ID and select the relevant columns - data = self.full_data_dict.get(series_id).set_index(datetime_col_name) - data = data[-self.spec.horizon :][list(self.dataset_cols)] + # data = self.full_data_dict.get(series_id).set_index(datetime_col_name) + data = self.bg_data[-self.spec.horizon :][list(self.dataset_cols)] # Generate local SHAP values using the kernel explainer local_kernel_explnr_vals = kernel_explainer.shap_values(data, nsamples=50) @@ -586,4 +602,9 @@ def local_explainer(self, kernel_explainer, series_id, datetime_col_name) -> Non # set the index of the DataFrame to the datetime column local_kernel_explnr_df.index = data.index + if self.spec.model == SupportedModels.AutoTS: + local_kernel_explnr_df.drop( + ["series_id", self.spec.target_column], axis=1, inplace=True + ) + self.local_explanation[series_id] = local_kernel_explnr_df From 14eca177b6711c1d2bf5077ccc54151aea88b5d3 Mon Sep 17 00:00:00 2001 From: Allen Date: Mon, 13 Nov 2023 13:35:03 +0000 Subject: [PATCH 225/247] error statement re-word --- .../lowcode/forecast/model/base_model.py | 53 ++++++++++--------- .../lowcode/forecast/model/neuralprophet.py | 8 ++- 2 files changed, 35 insertions(+), 26 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 205ca222d..184495a5d 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -482,32 +482,37 @@ def _save_report( ) # explanations csv reports if self.spec.generate_explanations: - if self.formatted_global_explanation is not None: - utils._write_data( - data=pd.DataFrame(self.formatted_global_explanation), - filename=os.path.join( - output_dir, self.spec.global_explanation_filename - ), - format="csv", - storage_options=storage_options, - ) - else: - logger.warn( - f"Attempted to generate the {self.spec.global_explanation_filename} file with the training metrics, however the training metrics could not be properly generated." - ) + try: + if self.formatted_global_explanation is not None: + utils._write_data( + data=pd.DataFrame(self.formatted_global_explanation), + filename=os.path.join( + output_dir, self.spec.global_explanation_filename + ), + format="csv", + storage_options=storage_options, + ) + else: + logger.warn( + f"Attempted to generate global explanations for the {self.spec.global_explanation_filename} file, but an issue occured in formatting the explanations." + ) - if self.formatted_local_explanation is not None: - utils._write_data( - data=self.formatted_local_explanation, - filename=os.path.join( - output_dir, self.spec.local_explanation_filename - ), - format="csv", - storage_options=storage_options, - ) - else: + if self.formatted_local_explanation is not None: + utils._write_data( + data=self.formatted_local_explanation, + filename=os.path.join( + output_dir, self.spec.local_explanation_filename + ), + format="csv", + storage_options=storage_options, + ) + else: + logger.warn( + f"Attempted to generate local explanations for the {self.spec.local_explanation_filename} file, but an issue occured in formatting the explanations." + ) + except AttributeError as e: logger.warn( - f"Attempted to generate the {self.spec.local_explanation_filename} file with the training metrics, however the training metrics could not be properly generated." + "Unable to generate explanations for this model type or for this dataset." ) logger.info( diff --git a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py index a4d8e1f85..56215e639 100644 --- a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py @@ -395,5 +395,9 @@ def _generate_report(self): other_sections, ) - def explain_model(self, datetime_col_name, explain_predict_fn) -> dict: - raise NotImplementedError() + def _custom_predict_neuralprophet(self, data): + raise NotImplementedError("NeuralProphet does not yet support explanations.") + # data_prepped = data.reset_index() + # data_prepped['y'] = None + # data_prepped['ds'] = pd.to_datetime(data_prepped['ds']) + # return self.models[self.target_columns.index(self.series_id)].predict(data_prepped)["yhat1"] From df2fb6fd00b52271fe577e4835ce1beaa59ada7a Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 14 Nov 2023 08:31:57 +0000 Subject: [PATCH 226/247] cleaning up output files --- ads/opctl/operator/lowcode/forecast/model/autots.py | 10 ++-------- .../operator/lowcode/forecast/model/base_model.py | 8 ++++++-- 2 files changed, 8 insertions(+), 10 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index 663641ec3..9998aef6a 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -12,10 +12,7 @@ from ads.opctl import logger from ads.opctl.operator.lowcode.forecast import utils - -from .. import utils from .base_model import ForecastOperatorBaseModel -from .forecast_datasets import ForecastDatasets from ..operator_config import ForecastOperatorConfig from ads.common.decorator.runtime_dependency import runtime_dependency from .forecast_datasets import ForecastDatasets, ForecastOutput @@ -134,7 +131,7 @@ def _build_model(self) -> pd.DataFrame: df_temp[self.spec.datetime_column.name] = pd.to_datetime( df_temp[self.spec.datetime_column.name] ) - r_tr, r_ts = create_regressor( + r_tr, _ = create_regressor( df_temp.pivot( [self.spec.datetime_column.name], columns="series_id", @@ -152,7 +149,6 @@ def _build_model(self) -> pd.DataFrame: self.future_regressor_train = r_tr.copy() - # Fit the model to the training data model = model.fit( self.full_data_long.groupby("series_id") @@ -168,7 +164,7 @@ def _build_model(self) -> pd.DataFrame: # Store the trained model and generate forecasts self.models = copy.deepcopy(model) - logger.info("===========Forecast Generated===========") + logger.debug("===========Forecast Generated===========") self.prediction = model.predict( future_regressor=r_tr.tail(self.spec.horizon) if self.spec.additional_data @@ -385,5 +381,3 @@ def _generate_train_metrics(self) -> pd.DataFrame: self.models.best_model_per_series_score(), columns=["AutoTS Score"] ).T return pd.concat([mapes, scores]) - - \ No newline at end of file diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 0b09791e2..ec11dc7b7 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -484,12 +484,13 @@ def _save_report( if self.spec.generate_explanations: if self.formatted_global_explanation is not None: utils._write_data( - data=pd.DataFrame(self.formatted_global_explanation), + data=self.formatted_global_explanation, filename=os.path.join( output_dir, self.spec.global_explanation_filename ), format="csv", storage_options=storage_options, + index=True, ) else: logger.warn( @@ -504,6 +505,7 @@ def _save_report( ), format="csv", storage_options=storage_options, + index=True, ) else: logger.warn( @@ -590,7 +592,9 @@ def explain_model(self, datetime_col_name, explain_predict_fn) -> dict: kernel_explnr = KernelExplainer( model=explain_predict_fn, - data=self.bg_data[list(self.dataset_cols)][: -self.spec.horizon][list(self.dataset_cols)], + data=self.bg_data[list(self.dataset_cols)][: -self.spec.horizon][ + list(self.dataset_cols) + ], keep_index=False if self.spec.model == SupportedModels.AutoMLX else True, From 6433593db53f801cafeb33dce047431c9af705c3 Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 14 Nov 2023 09:41:07 +0000 Subject: [PATCH 227/247] automlx changes --- .../operator/lowcode/forecast/model/automlx.py | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index 593220c04..7f0aac0bd 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -88,13 +88,13 @@ def _build_model(self) -> pd.DataFrame: df[date_column], format=self.spec.datetime_column.format ) df = df.set_index(date_column) - if len(df.columns) > 1: - # when additional columns are present - y_train, y_test = temporal_train_test_split(df, test_size=horizon) - forecast_x = y_test.drop(target, axis=1) - else: - y_train = df - forecast_x = None + # if len(df.columns) > 1: + # when additional columns are present + y_train, y_test = temporal_train_test_split(df, test_size=horizon) + forecast_x = y_test.drop(target, axis=1) + # else: + # y_train = df + # forecast_x = None logger.debug( "Time Index is" + "" if y_train.index.is_monotonic From e8278ae8933157418cad2c894198375b09b75045 Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 14 Nov 2023 10:26:36 +0000 Subject: [PATCH 228/247] updating forecast dependencies --- pyproject.toml | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index a0c47e3da..9613a2776 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -156,12 +156,16 @@ forecast = [ "autots[additional]", "datapane", "neuralprophet", - "oracle_ads[optuna]", "oracle-automlx==23.2.3", "prophet", "pmdarima", "statsmodels", "sktime", + "optuna==2.9.0", + "oci", + "oci-cli", + "shap", + "holidays==0.21.13", ] [project.urls] From 460f007a7145faaedda794dee20f4b1fa15dccc9 Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 14 Nov 2023 10:47:42 +0000 Subject: [PATCH 229/247] adding requirements to ads forecast --- pyproject.toml | 9 +++++++-- 1 file changed, 7 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 9613a2776..465cfab29 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -19,7 +19,7 @@ build-backend = "flit_core.buildapi" # Required name = "oracle_ads" # the install (PyPI) name; name for local build in [tool.flit.module] section below -version = "2.8.11" +version = "2.9.0rc2" # Optional description = "Oracle Accelerated Data Science SDK" @@ -162,10 +162,15 @@ forecast = [ "statsmodels", "sktime", "optuna==2.9.0", - "oci", "oci-cli", "shap", "holidays==0.21.13", + "conda-pack", + "docker", + "inflection", + "nbconvert", + "nbformat", + "rich", ] [project.urls] From c308ccf46e77fc6279af6dcfc2404bfa5a5f905a Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 14 Nov 2023 11:44:38 +0000 Subject: [PATCH 230/247] rc1 --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 465cfab29..5d10daf41 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -19,7 +19,7 @@ build-backend = "flit_core.buildapi" # Required name = "oracle_ads" # the install (PyPI) name; name for local build in [tool.flit.module] section below -version = "2.9.0rc2" +version = "2.9.0rc1" # Optional description = "Oracle Accelerated Data Science SDK" From b547481b1e12dec7ac3d09fb10b0c8656e4a0a76 Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 14 Nov 2023 12:30:54 +0000 Subject: [PATCH 231/247] updating docs for non-conda release --- README.md | 8 ++++ .../forecasting_operator/install.rst | 37 +++++++++++++------ 2 files changed, 33 insertions(+), 12 deletions(-) diff --git a/README.md b/README.md index e56452084..8b1f6cedb 100644 --- a/README.md +++ b/README.md @@ -27,6 +27,14 @@ You have various options when installing ADS. python3 -m pip install oracle-ads ``` +### Installing OCI AI Operators + +To use the AI Forecast Operator, install the "forecast" dependencies using the following command: + +```bash + python3 -m pip install 'oracle_ads[forecast]==2.9.0rc1' +``` + ### Installing extras libraries To work with gradient boosting models, install the `boosted` module. This module includes XGBoost and LightGBM model classes. diff --git a/docs/source/user_guide/operators/forecasting_operator/install.rst b/docs/source/user_guide/operators/forecasting_operator/install.rst index 3bb1a2977..e1dd898a5 100644 --- a/docs/source/user_guide/operators/forecasting_operator/install.rst +++ b/docs/source/user_guide/operators/forecasting_operator/install.rst @@ -5,8 +5,33 @@ Installing the AI Forecast Operator The Forecast Operator can be installed in 2 primary ways: PyPi and Conda Packs. +**Installing Through PyPi** + +If you are running the operator from outside of a Notebook Session, you may download ``oracle_ads[forecast]`` from pypi. + +.. code-block:: bash + + python3 -m pip install oracle_ads[forecast]==2.9.0rc1 + + +After that, the Operator is ready to go! + +In order to run on a job, you will need to create and publish a conda pack with ``oracle_ads[forecast]`` installed. The simplest way to do this is from a Notebook Session, running the following commands: + +.. code-block:: bash + + odsc conda create -n forecast -e + conda activate /home/datascience/conda/forecast_v1_0 + python3 -m pip install oracle-ads[forecast]==2.9.0rc1 + odsc conda publish -s /home/datascience/conda/forecast_v1_0 + +Ensure that you have properly configured your conda pack namespace and bucket in the Launcher -> Settings -> Object Storage Settings. For more details, see :doc:`ADS Conda Set Up <../../cli/opctl/configure>` + + **Installing Through Conda Packs** +*Coming Soon!* The Forecast Conda Pack will be released on December 1, 2023. + The service recommended environment for using Operators is through Conda Packs within a Job or Notebook Session on OCI. To install: @@ -23,15 +48,3 @@ To install: That's it. Your Operator is ready to go! - - -**Installing Through PyPi** - -If you are running the operator from outside of a Notebook Session, you may download ``oracle_ads[forecasting]`` from pypi. - -.. code-block:: bash - - python3 -m pip install oracle_ads[forecasting] - - -After that, the Operator is ready to go! From e2f35670599c50f40945b834565b42a61f735c6d Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 14 Nov 2023 16:28:43 +0000 Subject: [PATCH 232/247] update pyproject --- .../lowcode/forecast/model/base_model.py | 29 +++++++++++-------- pyproject.toml | 7 +---- 2 files changed, 18 insertions(+), 18 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 20c755039..5b3bc96f9 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -9,6 +9,7 @@ import time from abc import ABC, abstractmethod from typing import Tuple +import traceback import fsspec import numpy as np @@ -100,17 +101,21 @@ def generate_report(self): ) if self.spec.test_data: - ( - self.test_eval_metrics, - summary_metrics, - test_data, - ) = self._test_evaluate_metrics( - target_columns=self.target_columns, - test_filename=self.spec.test_data.url, - output=self.forecast_output, - target_col=self.forecast_col_name, - elapsed_time=elapsed_time, - ) + try: + ( + self.test_eval_metrics, + summary_metrics, + test_data, + ) = self._test_evaluate_metrics( + target_columns=self.target_columns, + test_filename=self.spec.test_data.url, + output=self.forecast_output, + target_col=self.forecast_col_name, + elapsed_time=elapsed_time, + ) + except Exception as e: + logger.warn("Unable to generate Test Metrics.") + logger.debug(f"Full Traceback: {traceback.format_exc()}") report_sections = [] if self.spec.generate_report: @@ -468,7 +473,7 @@ def _save_report( ) # test_metrics csv report - if self.spec.generate_metrics and test_metrics_df is not None: + if self.spec.test_data and test_metrics_df is not None: utils._write_data( data=test_metrics_df.rename_axis("metrics").reset_index(), filename=os.path.join(output_dir, self.spec.test_metrics_filename), diff --git a/pyproject.toml b/pyproject.toml index 5d10daf41..d8ebde906 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -165,12 +165,7 @@ forecast = [ "oci-cli", "shap", "holidays==0.21.13", - "conda-pack", - "docker", - "inflection", - "nbconvert", - "nbformat", - "rich", + "oracle-ads[opctl]", ] [project.urls] From 42143c5ccc377e60fd07e3a333ebd1c33e4e6a81 Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 14 Nov 2023 16:28:56 +0000 Subject: [PATCH 233/247] update pyproject --- pyproject.toml | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index d8ebde906..d861f5bee 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -153,10 +153,7 @@ viz = [ "seaborn>=0.11.0", ] forecast = [ - "autots[additional]", "datapane", - "neuralprophet", - "oracle-automlx==23.2.3", "prophet", "pmdarima", "statsmodels", @@ -164,8 +161,12 @@ forecast = [ "optuna==2.9.0", "oci-cli", "shap", + "numpy", "holidays==0.21.13", "oracle-ads[opctl]", + "oracle-automlx==23.2.3", + "autots[additional]", + "neuralprophet", ] [project.urls] From 75788859c1f0ab7ac1d7d41da25d7ddb3340f40f Mon Sep 17 00:00:00 2001 From: Allen Date: Tue, 14 Nov 2023 19:16:56 +0000 Subject: [PATCH 234/247] test data bug --- ads/opctl/operator/lowcode/forecast/model/base_model.py | 2 +- ads/opctl/operator/lowcode/forecast/utils.py | 2 ++ 2 files changed, 3 insertions(+), 1 deletion(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 5b3bc96f9..06b4e8f1b 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -374,7 +374,7 @@ def _test_evaluate_metrics( if set(self.forecast_output.list_target_category_columns()) != set( target_columns_in_output ): - raise ValueError( + logger.warn( f"Column Mismatch between Forecast Output and Target Columns" ) metrics_per_horizon = utils._build_metrics_per_horizon( diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index 65c06fe76..446947c0e 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -86,6 +86,8 @@ def _build_metrics_per_horizon( """ # Select the data with correct order of target_columns. + target_columns = list(set.intersection(set(target_columns), set(data.columns))) + actuals_df = data[["ds"] + target_columns] # Concat the yhats in output and include only dates that are in test data From 722b449c84d73a6838651e82ff2cb08427b65ce3 Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Tue, 14 Nov 2023 11:19:10 -0800 Subject: [PATCH 235/247] Updates the dev-requirements.txt with forecast requirements. --- dev-requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/dev-requirements.txt b/dev-requirements.txt index 2662845e7..2244c5951 100644 --- a/dev-requirements.txt +++ b/dev-requirements.txt @@ -1,5 +1,5 @@ -r test-requirements.txt --e ".[bds,data,geo,huggingface,notebook,onnx,opctl,optuna,spark,tensorflow,text,torch,viz]" +-e ".[bds,data,geo,huggingface,notebook,onnx,opctl,optuna,spark,tensorflow,text,torch,viz,forecast]" arff category_encoders dask From 3677198ece5e9d69d56044109fee59f79878f524 Mon Sep 17 00:00:00 2001 From: MING KANG Date: Tue, 14 Nov 2023 15:52:21 -0800 Subject: [PATCH 236/247] feature/ads_pii_operator (#424) --- ads/common/decorator/runtime_dependency.py | 1 + ads/data_labeling/mixin/data_labeling.py | 5 +- .../common/operator_yaml_generator.py | 8 +- ads/opctl/operator/lowcode/pii/MLoperator | 8 +- ads/opctl/operator/lowcode/pii/README.md | 147 +++++- ads/opctl/operator/lowcode/pii/__main__.py | 13 +- ads/opctl/operator/lowcode/pii/cmd.py | 10 +- ads/opctl/operator/lowcode/pii/constant.py | 85 +++ .../operator/lowcode/pii/environment.yaml | 13 +- .../operator/lowcode/pii/model/factory.py | 80 +++ .../operator/lowcode/pii/model/guardrails.py | 164 ++++++ ads/opctl/operator/lowcode/pii/model/pii.py | 145 ++++++ .../lowcode/pii/model/processor/__init__.py | 34 ++ .../pii/model/processor/email_replacer.py | 34 ++ .../pii/model/processor/mbi_replacer.py | 35 ++ .../pii/model/processor/name_replacer.py | 225 ++++++++ .../pii/model/processor/number_replacer.py | 73 +++ .../lowcode/pii/model/processor/remover.py | 26 + .../operator/lowcode/pii/model/report.py | 489 ++++++++++++++++++ .../operator/lowcode/pii/operator_config.py | 65 ++- ads/opctl/operator/lowcode/pii/schema.yaml | 122 +++-- ads/opctl/operator/lowcode/pii/utils.py | 120 +++++ dev-requirements.txt | 2 +- docs/source/index.rst | 1 + .../common/yaml_schema/piiOperator.yaml | 108 ++++ .../operators/pii_operator/examples.rst | 53 ++ .../pii_operator/getting_started.rst | 64 +++ .../operators/pii_operator/index.rst | 37 ++ .../operators/pii_operator/install.rst | 13 + .../user_guide/operators/pii_operator/pii.rst | 47 ++ .../operators/pii_operator/yaml_schema.rst | 9 + pyproject.toml | 12 +- .../with_extras/operator/pii/__init__.py | 1 - .../with_extras/operator/pii/test_factory.py | 46 ++ .../operator/pii/test_files/__init__.py | 4 + .../operator/pii/test_files/pii_test.yaml | 14 + .../operator/pii/test_files/test_data.csv | 3 + .../operator/pii/test_guardrail.py | 120 +++++ .../operator/pii/test_pii_scrubber.py | 53 ++ 39 files changed, 2359 insertions(+), 130 deletions(-) create mode 100644 ads/opctl/operator/lowcode/pii/constant.py create mode 100644 ads/opctl/operator/lowcode/pii/model/factory.py create mode 100644 ads/opctl/operator/lowcode/pii/model/guardrails.py create mode 100644 ads/opctl/operator/lowcode/pii/model/pii.py create mode 100644 ads/opctl/operator/lowcode/pii/model/processor/__init__.py create mode 100644 ads/opctl/operator/lowcode/pii/model/processor/email_replacer.py create mode 100644 ads/opctl/operator/lowcode/pii/model/processor/mbi_replacer.py create mode 100644 ads/opctl/operator/lowcode/pii/model/processor/name_replacer.py create mode 100644 ads/opctl/operator/lowcode/pii/model/processor/number_replacer.py create mode 100644 ads/opctl/operator/lowcode/pii/model/processor/remover.py create mode 100644 ads/opctl/operator/lowcode/pii/model/report.py create mode 100644 docs/source/user_guide/operators/common/yaml_schema/piiOperator.yaml create mode 100644 docs/source/user_guide/operators/pii_operator/examples.rst create mode 100644 docs/source/user_guide/operators/pii_operator/getting_started.rst create mode 100644 docs/source/user_guide/operators/pii_operator/index.rst create mode 100644 docs/source/user_guide/operators/pii_operator/install.rst create mode 100644 docs/source/user_guide/operators/pii_operator/pii.rst create mode 100644 docs/source/user_guide/operators/pii_operator/yaml_schema.rst rename ads/opctl/operator/lowcode/pii/const.py => tests/unitary/with_extras/operator/pii/__init__.py (87%) create mode 100644 tests/unitary/with_extras/operator/pii/test_factory.py create mode 100644 tests/unitary/with_extras/operator/pii/test_files/__init__.py create mode 100644 tests/unitary/with_extras/operator/pii/test_files/pii_test.yaml create mode 100644 tests/unitary/with_extras/operator/pii/test_files/test_data.csv create mode 100644 tests/unitary/with_extras/operator/pii/test_guardrail.py create mode 100644 tests/unitary/with_extras/operator/pii/test_pii_scrubber.py diff --git a/ads/common/decorator/runtime_dependency.py b/ads/common/decorator/runtime_dependency.py index 08ae48e78..27473ae9a 100644 --- a/ads/common/decorator/runtime_dependency.py +++ b/ads/common/decorator/runtime_dependency.py @@ -65,6 +65,7 @@ class OptionalDependency: SPARK = "oracle-ads[spark]" HUGGINGFACE = "oracle-ads[huggingface]" FORECAST = "oracle-ads[forecast]" + PII = "oracle-ads[pii]" def runtime_dependency( diff --git a/ads/data_labeling/mixin/data_labeling.py b/ads/data_labeling/mixin/data_labeling.py index 56f85f3a9..e2c65eb20 100644 --- a/ads/data_labeling/mixin/data_labeling.py +++ b/ads/data_labeling/mixin/data_labeling.py @@ -1,7 +1,7 @@ #!/usr/bin/env python # -*- coding: utf-8; -*- -# Copyright (c) 2021, 2022 Oracle and/or its affiliates. +# Copyright (c) 2021, 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ from typing import Dict, List @@ -188,6 +188,7 @@ def render_ner( content_column: str = "Content", annotations_column: str = "Annotations", limit: int = ROWS_TO_RENDER_LIMIT, + return_html: bool = False, ) -> None: """Renders NER dataset. Displays only first 50 rows. @@ -223,6 +224,8 @@ def render_ner( annotations_column=annotations_column, ) result_html = text_visualizer.render(items=items, options=options) + if return_html: + return result_html from IPython.core.display import HTML, Markdown, display diff --git a/ads/opctl/operator/common/operator_yaml_generator.py b/ads/opctl/operator/common/operator_yaml_generator.py index b2b9e2823..1bbc1ae03 100644 --- a/ads/opctl/operator/common/operator_yaml_generator.py +++ b/ads/opctl/operator/common/operator_yaml_generator.py @@ -76,7 +76,7 @@ def _check_condition( Returns ------- bool - True if the condition fulfils, false otherwise. + True if the condition fulfills, false otherwise. """ for key, value in condition.items(): if key not in example or example[key] != value: @@ -103,8 +103,9 @@ def _generate_example( The result config. """ example = {} + for key, value in schema.items(): - # only generate values fro required fields + # only generate values for required fields if ( value.get("required", False) or value.get("dependencies", False) @@ -125,7 +126,8 @@ def _generate_example( example[key] = 1 elif data_type == "boolean": example[key] = True - elif data_type == "array": + elif data_type == "list": + # TODO: Handle list of dict example[key] = ["item1", "item2"] elif data_type == "dict": example[key] = self._generate_example( diff --git a/ads/opctl/operator/lowcode/pii/MLoperator b/ads/opctl/operator/lowcode/pii/MLoperator index dd5aed155..49dafdb5a 100644 --- a/ads/opctl/operator/lowcode/pii/MLoperator +++ b/ads/opctl/operator/lowcode/pii/MLoperator @@ -6,6 +6,10 @@ conda: pii_v1 gpu: no keywords: - PII -backends: [] + - Spacy +backends: + - job description: | - PII operator..." + PII operator, that detects detect and redact Personally Identifiable Information + (PII) data in datasets by combining pattern match and machine learning solution. + Use `ads operator info -t pii` to get more details about the pii operator." diff --git a/ads/opctl/operator/lowcode/pii/README.md b/ads/opctl/operator/lowcode/pii/README.md index 60164d25c..156646ef4 100644 --- a/ads/opctl/operator/lowcode/pii/README.md +++ b/ads/opctl/operator/lowcode/pii/README.md @@ -1,16 +1,13 @@ # PII Operator -The PII Operator ... + +The PII Operator aims to detect and redact Personally Identifiable Information (PII) in datasets. PII data includes information such as names, addresses, and social security numbers, which can be used to identify individuals. This operator combine pattern matching and machine learning solution to identify PII, and then redacts or anonymizes it to protect the privacy of individuals. Below are the steps to configure and run the PII Operator on different resources. ## 1. Prerequisites -Follow the [CLI Configuration](https://accelerated-data-science.readthedocs.io/en/latest/user_guide/cli/opctl/configure.html) steps from the ADS documentation. This step is mandatory as it sets up default values for different options while running the PII Operator on OCI Data Science jobs or OCI Data Flow applications. If you have previously done this and used a flexible shape, make sure to adjust `ml_job_config.ini` with shape config details and `docker_registry` information. - -- ocpus = 1 -- memory_in_gbs = 16 -- docker_registry = `` +Follow the [CLI Configuration](https://accelerated-data-science.readthedocs.io/en/latest/user_guide/cli/opctl/configure.html) steps from the ADS documentation. This step is mandatory as it sets up default values for different options while running the PII Operator on OCI Data Science jobs. ## 2. Generating configs @@ -22,29 +19,36 @@ ads operator init -t pii --overwrite --output ~/pii/ The most important files expected to be generated are: -- `pii.yaml`: Contains PII-related configuration. -- `backend_operator_local_python_config.yaml`: This includes a local backend configuration for running PII in a local environment. The environment should be set up manually before running the operator. -- `backend_operator_local_container_config.yaml`: This includes a local backend configuration for running PII within a local container. The container should be built before running the operator. Please refer to the instructions below for details on how to accomplish this. +- `pii.yaml`: Contains pii-related configuration. +- `pii_operator_local_python.yaml`: This includes a local backend configuration for running pii operator in a local environment. The environment should be set up manually before running the operator. +- `pii_operator_local_container.yaml`: This includes a local backend configuration for running pii operator within a local container. The container should be built before running the operator. Please refer to the instructions below for details on how to accomplish this. +- `pii_job_container.yaml`: Contains Data Science job-related config to run pii operator in a Data Science job within a container (BYOC) runtime. The container should be built and published before running the operator. Please refer to the instructions below for details on how to accomplish this. +- `pii_job_python.yaml`: Contains Data Science job-related config to run pii operator in a Data Science job within a conda runtime. The conda should be built and published before running the operator. All generated configurations should be ready to use without the need for any additional adjustments. However, they are provided as starter kit configurations that can be customized as needed. -## 3. Running PII on the local conda environment +## 3. Running Pii on the local conda environment -To run PII locally, create and activate a new conda environment (`ads-pii`). Install all the required libraries listed in the `environment.yaml` file. +To run pii operator locally, create and activate a new conda environment (`ads-pii`). Install all the required libraries listed in the `environment.yaml` file. ```yaml -- "git+https://github.com/oracle/accelerated-data-science.git@feature/pii#egg=oracle-ads" +- datapane +- scrubadub +- gender_guesser +- nameparser +- scrubadub_spacy +- "git+https://github.com/oracle/accelerated-data-science.git@feature/ads_pii_operator#egg=oracle-ads" ``` Please review the previously generated `pii.yaml` file using the `init` command, and make any necessary adjustments to the input and output file locations. By default, it assumes that the files should be located in the same folder from which the `init` command was executed. -Use the command below to verify the PII config. +Use the command below to verify the pii config. ```bash ads operator verify -f ~/pii/pii.yaml ``` -Use the following command to run the PII within the `ads-pii` conda environment. +Use the following command to run the pii operator within the `ads-pii` conda environment. ```bash ads operator run -f ~/pii/pii.yaml -b local @@ -52,11 +56,11 @@ ads operator run -f ~/pii/pii.yaml -b local The operator will run in your local environment without requiring any additional modifications. -## 4. Running PII on the local container +## 4. Running pii on the local container -To run the PII operator within a local container, follow these steps: +To run the pii operator within a local container, follow these steps: -Use the command below to build the PII container. +Use the command below to build the pii container. ```bash ads operator build-image -t pii @@ -65,14 +69,14 @@ ads operator build-image -t pii This will create a new `pii:v1` image, with `/etc/operator` as the designated working directory within the container. -Check the `backend_operator_local_container_config.yaml` config file. By default, it should have a `volume` section with the `.oci` configs folder mounted. +Check the `pii_operator_local_container.yaml` config file. By default, it should have a `volume` section with the `.oci` configs folder mounted. ```yaml volume: - "/Users//.oci:/root/.oci" ``` -Mounting the OCI configs folder is only required if an OCI Object Storage bucket will be used to store the input PII data or output PII result. The input/output folders can also be mounted to the container. +Mounting the OCI configs folder is only required if an OCI Object Storage bucket will be used to store the input data or output result. The input/output folders can also be mounted to the container. ```yaml volume: @@ -85,7 +89,7 @@ The full config can look like: ```yaml kind: operator.local spec: - image: PII:v1 + image: pii:v1 volume: - /Users//.oci:/root/.oci - /Users//pii/data:/etc/operator/data @@ -94,8 +98,107 @@ type: container version: v1 ``` -Run the PII within a container using the command below: +Run the pii operator within a container using the command below: + +```bash +ads operator run -f ~/pii/pii.yaml --backend-config ~/pii/pii_operator_local_container.yaml +``` + +## 5. Running pii in the Data Science job within container runtime + +To execute the pii operator within a Data Science job using container runtime, please follow the steps outlined below: + +You can use the following command to build the forecast container. This step can be skipped if you have already done this for running the operator within a local container. + +```bash +ads operator build-image -t pii +``` + +This will create a new `pii:v1` image, with `/etc/operator` as the designated working directory within the container. + +Publish the `pii:v1` container to the [Oracle Container Registry](https://docs.public.oneportal.content.oci.oraclecloud.com/en-us/iaas/Content/Registry/home.htm). To become familiar with OCI, read the documentation links posted below. + +- [Access Container Registry](https://docs.public.oneportal.content.oci.oraclecloud.com/en-us/iaas/Content/Registry/Concepts/registryoverview.htm#access) +- [Create repositories](https://docs.public.oneportal.content.oci.oraclecloud.com/en-us/iaas/Content/Registry/Tasks/registrycreatingarepository.htm#top) +- [Push images](https://docs.public.oneportal.content.oci.oraclecloud.com/en-us/iaas/Content/Registry/Tasks/registrypushingimagesusingthedockercli.htm#Pushing_Images_Using_the_Docker_CLI) + +To publish `pii:v1` to OCR, use the command posted below: + +```bash +ads operator publish-image pii:v1 --registry +``` + +After the container is published to OCR, it can be used within Data Science jobs service. Check the `backend_job_container_config.yaml` config file. It should contain pre-populated infrastructure and runtime sections. The runtime section should contain an image property, something like `image: iad.ocir.io//pii:v1`. More details about supported options can be found in the ADS Jobs documentation - [Run a Container](https://accelerated-data-science.readthedocs.io/en/latest/user_guide/jobs/run_container.html). + +Adjust the `pii.yaml` config with proper input/output folders. When the operator is run in the Data Science job, it will not have access to local folders. Therefore, input data and output folders should be placed in the Object Storage bucket. Open the `pii.yaml` and adjust the following fields: + +```yaml +input_data: + url: oci://bucket@namespace/pii/input_data/data.csv +output_directory: + url: oci://bucket@namespace/pii/result/ +``` + +Run the pii operator on the Data Science jobs using the command posted below: + +```bash +ads operator run -f ~/pii/pii.yaml --backend-config ~/pii/pii_job_container.yaml +``` + +The logs can be monitored using the `ads opctl watch` command. + +```bash +ads opctl watch +``` + + +## 6. Running pii in the Data Science job within conda runtime + +To execute the pii operator within a Data Science job using conda runtime, please follow the steps outlined below: + +You can use the following command to build the pii conda environment. + +```bash +ads operator build-conda -t pii +``` + +This will create a new `pii_v1` conda environment and place it in the folder specified within `ads opctl configure` command. + +Use the command below to Publish the `pii_v1` conda environment to the Object Storage bucket. + +```bash +ads opctl conda publish pii_v1 +``` +More details about configuring CLI can be found here - [Configuring CLI](https://accelerated-data-science.readthedocs.io/en/latest/user_guide/cli/opctl/configure.html) + + +After the conda environment is published to Object Storage, it can be used within Data Science jobs service. Check the `pii_job_python.yaml` config file. It should contain pre-populated infrastructure and runtime sections. The runtime section should contain a `conda` section. + +```yaml +conda: + type: published + uri: oci://bucket@namespace/conda_environments/cpu/pii/1/pii_v1 +``` + +More details about supported options can be found in the ADS Jobs documentation - [Run a Python Workload](https://accelerated-data-science.readthedocs.io/en/latest/user_guide/jobs/run_python.html). + +Adjust the `pii.yaml` config with proper input/output folders. When the pii is run in the Data Science job, it will not have access to local folders. Therefore, input data and output folders should be placed in the Object Storage bucket. Open the `pii.yaml` and adjust the following fields: + +```yaml +input_data: + url: oci://bucket@namespace/pii/input_data/data.csv +output_directory: + url: oci://bucket@namespace/pii/result/ +``` + +Run the pii on the Data Science jobs using the command posted below: + +```bash +ads operator run -f ~/pii/pii.yaml --backend-config ~/pii/pii_job_python.yaml +``` + +The logs can be monitored using the `ads opctl watch` command. ```bash -ads operator run -f ~/pii/pii.yaml --backend-config ~/pii/backend_operator_local_container_config.yaml +ads opctl watch ``` diff --git a/ads/opctl/operator/lowcode/pii/__main__.py b/ads/opctl/operator/lowcode/pii/__main__.py index aa1c31e38..111b7ed3f 100644 --- a/ads/opctl/operator/lowcode/pii/__main__.py +++ b/ads/opctl/operator/lowcode/pii/__main__.py @@ -15,18 +15,19 @@ from ads.opctl.operator.common.const import ENV_OPERATOR_ARGS from ads.opctl.operator.common.utils import _parse_input_args -from .operator_config import PIIOperatorConfig +from .model.guardrails import PIIGuardrail +from .operator_config import PiiOperatorConfig -def operate(operator_config: PIIOperatorConfig) -> None: +def operate(operator_config: PiiOperatorConfig) -> None: """Runs the PII operator.""" - - print("The operator is running...") + guard = PIIGuardrail(config=operator_config) + guard.process() def verify(spec: Dict, **kwargs: Dict) -> bool: """Verifies the PII operator config.""" - operator = PIIOperatorConfig.from_dict(spec) + operator = PiiOperatorConfig.from_dict(spec) msg_header = ( f"{'*' * 30} The operator config has been successfully verified {'*' * 30}" ) @@ -59,7 +60,7 @@ def main(raw_args: List[str]): except: yaml_string = operator_spec_str - operator_config = PIIOperatorConfig.from_yaml( + operator_config = PiiOperatorConfig.from_yaml( uri=args.file, yaml_string=yaml_string, ) diff --git a/ads/opctl/operator/lowcode/pii/cmd.py b/ads/opctl/operator/lowcode/pii/cmd.py index f76b5faaf..67bf14d27 100644 --- a/ads/opctl/operator/lowcode/pii/cmd.py +++ b/ads/opctl/operator/lowcode/pii/cmd.py @@ -6,11 +6,9 @@ from typing import Dict -import click - from ads.opctl import logger -from ads.opctl.operator.common.utils import _load_yaml_from_uri from ads.opctl.operator.common.operator_yaml_generator import YamlGenerator +from ads.opctl.operator.common.utils import _load_yaml_from_uri def init(**kwargs: Dict) -> str: @@ -32,6 +30,10 @@ def init(**kwargs: Dict) -> str: """ logger.info("==== PII related options ====") + default_detector = [{"name": ".", "action": "mask"}] + return YamlGenerator( schema=_load_yaml_from_uri(__file__.replace("cmd.py", "schema.yaml")) - ).generate_example_dict(values={"type": kwargs.get("type")}) + ).generate_example_dict( + values={"type": kwargs.get("type"), "detectors": default_detector} + ) diff --git a/ads/opctl/operator/lowcode/pii/constant.py b/ads/opctl/operator/lowcode/pii/constant.py new file mode 100644 index 000000000..5c75ae74c --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/constant.py @@ -0,0 +1,85 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ +from ads.common.extended_enum import ExtendedEnumMeta + +DEFAULT_SHOW_ROWS = 25 +DEFAULT_TIME_OUT = 5 +DEFAULT_COLOR = "#D6D3D1" +DEFAULT_REPORT_FILENAME = "report.html" +DEFAULT_TARGET_COLUMN = "target" + + +class SupportedAction(str, metaclass=ExtendedEnumMeta): + """Supported action to process detected entities.""" + + MASK = "mask" + REMOVE = "remove" + ANONYMIZE = "anonymize" + + +class SupportedDetector(str, metaclass=ExtendedEnumMeta): + """Supported pii detectors.""" + + DEFAULT = "default" + SPACY = "spacy" + + +class DataFrameColumn(str, metaclass=ExtendedEnumMeta): + REDACTED_TEXT: str = "redacted_text" + ENTITIES: str = "entities_cols" + + +class YamlKey(str, metaclass=ExtendedEnumMeta): + """Yaml key used in pii.yaml.""" + + pass + + +YAML_KEYS = [ + "detectors", + "custom_detectors", + "spacy_detectors", + "anonymization", + "name", + "label", + "patterns", + "model", + "named_entities", + "entities", +] + +################ +# Report Const # +################ +PII_REPORT_DESCRIPTION = ( + "This report will offer a comprehensive overview of the redaction of personal identifiable information (PII) from the provided data." + "The `Summary` section will provide an executive summary of this process, including key statistics, configuration, and model usage." + "The `Details` section will offer a more granular analysis of each row of data, including relevant statistics." +) +DETAILS_REPORT_DESCRIPTION = "The following report will show the details on each row. You can view the highlighted named entities and their labels in the text under `TEXT` tab." + +FLAT_UI_COLORS = [ + "#1ABC9C", + "#2ECC71", + "#3498DB", + "#9B59B6", + "#34495E", + "#16A085", + "#27AE60", + "#2980B9", + "#8E44AD", + "#2C3E50", + "#F1C40F", + "#E67E22", + "#E74C3C", + "#ECF0F1", + "#95A5A6", + "#F39C12", + "#D35400", + "#C0392B", + "#BDC3C7", + "#7F8C8D", +] diff --git a/ads/opctl/operator/lowcode/pii/environment.yaml b/ads/opctl/operator/lowcode/pii/environment.yaml index a52cc5949..ca5b65680 100644 --- a/ads/opctl/operator/lowcode/pii/environment.yaml +++ b/ads/opctl/operator/lowcode/pii/environment.yaml @@ -1,8 +1,15 @@ -name: PII +name: pii channels: - conda-forge dependencies: - - python=3.8 + - python=3.9 - pip - pip: - - "git+https://github.com/oracle/accelerated-data-science.git@feature/pii#egg=oracle-ads" + - aiohttp + - datapane + - gender_guesser + - nameparser + - plotly + - scrubadub + - scrubadub_spacy + - "git+https://github.com/oracle/accelerated-data-science.git@feature/ads_pii_operator#egg=oracle-ads" diff --git a/ads/opctl/operator/lowcode/pii/model/factory.py b/ads/opctl/operator/lowcode/pii/model/factory.py new file mode 100644 index 000000000..102204ea3 --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/model/factory.py @@ -0,0 +1,80 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import uuid + +from ads.common.decorator.runtime_dependency import ( + OptionalDependency, + runtime_dependency, +) +from ads.opctl.operator.lowcode.pii.constant import SupportedDetector +from ads.opctl.operator.lowcode.pii.utils import construct_filth_cls_name + + +class UnSupportedDetectorError(Exception): + def __init__(self, dtype: str): + super().__init__( + f"Detector: `{dtype}` " + f"is not supported. Supported models: {SupportedDetector.values}" + ) + + +class PiiBaseDetector: + @classmethod + def construct(cls, **kwargs): + raise NotImplementedError + + +class BuiltInDetector(PiiBaseDetector): + @classmethod + def construct(cls, entity, **kwargs): + return entity + + +class SpacyDetector(PiiBaseDetector): + DEFAULT_SPACY_NAMED_ENTITIES = ["DATE", "FAC", "GPE", "LOC", "ORG", "PER", "PERSON"] + DEFAULT_SPACY_MODEL = "en_core_web_trf" + + @classmethod + @runtime_dependency(module="scrubadub", install_from=OptionalDependency.PII) + @runtime_dependency(module="scrubadub_spacy", install_from=OptionalDependency.PII) + def construct(cls, entity, model, **kwargs): + spacy_entity_detector = scrubadub_spacy.detectors.spacy.SpacyEntityDetector( + named_entities=[entity], + name=f"spacy_{uuid.uuid4()}", + model=model, + ) + if entity.upper() not in cls.DEFAULT_SPACY_NAMED_ENTITIES: + filth_cls = type( + construct_filth_cls_name(entity), + (scrubadub.filth.Filth,), + {"type": entity.upper()}, + ) + spacy_entity_detector.filth_cls_map[entity.upper()] = filth_cls + return spacy_entity_detector + + +class PiiDetectorFactory: + """ + The factory class helps to instantiate proper detector object based on the detector config. + """ + + _MAP = { + SupportedDetector.DEFAULT: BuiltInDetector, + SupportedDetector.SPACY: SpacyDetector, + } + + @classmethod + def get_detector( + cls, + detector_type, + entity, + model=None, + ): + if detector_type not in cls._MAP: + raise UnSupportedDetectorError(detector_type) + + return cls._MAP[detector_type].construct(entity=entity, model=model) diff --git a/ads/opctl/operator/lowcode/pii/model/guardrails.py b/ads/opctl/operator/lowcode/pii/model/guardrails.py new file mode 100644 index 000000000..41dc3514b --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/model/guardrails.py @@ -0,0 +1,164 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import os +import time +from datetime import datetime + +from ads.common.object_storage_details import ObjectStorageDetails +from ads.opctl import logger +from ads.opctl.operator.lowcode.pii.constant import DataFrameColumn +from ads.opctl.operator.lowcode.pii.model.pii import PiiScrubber, detect, scrub +from ads.opctl.operator.lowcode.pii.model.report import ( + PIIOperatorReport, + PiiReportPageSpec, + PiiReportSpec, +) +from ads.opctl.operator.lowcode.pii.operator_config import PiiOperatorConfig +from ads.opctl.operator.lowcode.pii.utils import ( + _load_data, + _write_data, + default_signer, + get_output_name, +) + + +class PIIGuardrail: + def __init__(self, config: PiiOperatorConfig): + self.config = config + self.spec = config.spec + self.pii_scrubber = PiiScrubber(config=config) + self.scrubber = self.pii_scrubber.config_scrubber() + + output_filename = get_output_name( + target_name=self.spec.output_directory.name, + given_name=self.spec.input_data.url, + ) + self.dst_uri = os.path.join(self.spec.output_directory.url, output_filename) + self.config.spec.output_directory.name = output_filename + + self.report_uri = os.path.join( + self.spec.output_directory.url, + self.spec.report.report_filename, + ) + + self.report_context: PiiReportSpec = PiiReportSpec.from_dict( + { + "run_summary": { + "config": self.config, + "selected_detectors": self.pii_scrubber.detectors, + "selected_entities": self.pii_scrubber.entities, + "selected_spacy_model": self.pii_scrubber.spacy_model_detectors, + "show_rows": self.spec.report.show_rows, + "show_sensitive_info": self.spec.report.show_sensitive_content, + "src_uri": self.spec.input_data.url, + "total_tokens": 0, + }, + "run_details": {"rows": []}, + } + ) + + self.storage_options = ( + default_signer() + if ObjectStorageDetails.is_oci_path(self.spec.output_directory.url) + else {} + ) + self.datasets = None + + def load_data(self, uri=None, storage_options=None): + """Loads input data.""" + input_data_uri = uri or self.spec.input_data.url + logger.info(f"Loading input data from `{input_data_uri}` ...") + + self.datasets = _load_data( + filename=input_data_uri, + storage_options=storage_options or self.storage_options, + ) + return self + + def process(self, **kwargs): + """Process input data.""" + self.report_context.run_summary.timestamp = datetime.now().strftime( + "%d/%m/%Y %H:%M:%S" + ) + start_time = time.time() + + data = kwargs.pop("input_data", None) or self.datasets + report_uri = kwargs.pop("report_uri", None) or self.report_uri + dst_uri = kwargs.pop("dst_uri", None) or self.dst_uri + + if not data: + try: + self.load_data() + data = self.datasets + except Exception as e: + logger.warning( + f"Failed to load data from `{self.spec.input_data.url}`." + ) + raise e + + # process user data + data[DataFrameColumn.REDACTED_TEXT] = data[self.spec.target_column].apply( + lambda x: scrub(x, scrubber=self.scrubber) + ) + self.report_context.run_summary.elapsed_time = time.time() - start_time + self.report_context.run_summary.total_rows = len(data.index) + + # save output data + if dst_uri: + logger.info(f"Saving data into `{dst_uri}` ...") + + _write_data( + data=data.loc[:, data.columns != self.spec.target_column], + filename=dst_uri, + storage_options=kwargs.pop("storage_options", None) + or self.storage_options, + ) + + # prepare pii report + if report_uri: + logger.info(f"Generating report to `{report_uri}` ...") + + data[DataFrameColumn.ENTITIES] = data[self.spec.target_column].apply( + lambda x: detect(text=x, scrubber=self.scrubber) + ) + + for i in data.index: + text = data[self.spec.target_column][i] + ent_col = data[DataFrameColumn.ENTITIES][i] + page = PiiReportPageSpec.from_dict( + { + "id": i, + "total_tokens": len(ent_col), + "entities": ent_col, + "raw_text": text, + } + ) + self.report_context.run_details.rows.append(page) + self.report_context.run_summary.total_tokens += len(ent_col) + + self._process_context() + PIIOperatorReport( + report_spec=self.report_context, report_uri=report_uri + ).make_view().save_report( + storage_options=kwargs.pop("storage_options", None) + or self.storage_options + ) + + def _process_context(self): + """Count different type of filth.""" + statics = {} # statics : count Filth type in total + rows = self.report_context.run_details.rows + for row in rows: + entities = row.entities + row_statics = {} # count row + for ent in entities: + row_statics[ent.type] = row_statics.get(ent.type, 0) + 1 + statics[ent.type] = statics.get(ent.type, 0) + 1 + + row.statics = row_statics.copy() + + self.report_context.run_summary.statics = statics diff --git a/ads/opctl/operator/lowcode/pii/model/pii.py b/ads/opctl/operator/lowcode/pii/model/pii.py new file mode 100644 index 000000000..ba036d05e --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/model/pii.py @@ -0,0 +1,145 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +from ads.common.decorator.runtime_dependency import ( + OptionalDependency, + runtime_dependency, +) +from ads.opctl import logger +from ads.opctl.operator.common.utils import _load_yaml_from_uri +from ads.opctl.operator.lowcode.pii.model.factory import PiiDetectorFactory +from ads.opctl.operator.lowcode.pii.constant import ( + SupportedAction, + SupportedDetector, +) +from ads.opctl.operator.lowcode.pii.model.processor import ( + POSTPROCESSOR_MAP, + SUPPORTED_REPLACER, + Remover, +) + + +class PiiScrubber: + """Class used for config scrubber and count the detectors in use.""" + + @runtime_dependency(module="scrubadub", install_from=OptionalDependency.PII) + def __init__(self, config): + logger.info(f"Loading config from {config}") + if isinstance(config, str): + config = _load_yaml_from_uri(config) + + self.config = config + self.spec = ( + self.config["spec"] if isinstance(self.config, dict) else self.config.spec + ) + self.detector_spec = ( + self.spec["detectors"] + if isinstance(self.spec, dict) + else self.spec.detectors + ) + + self.scrubber = scrubadub.Scrubber() + + self.detectors = [] + self.entities = [] + self.spacy_model_detectors = [] + self.post_processors = {} + + self._reset_scrubber() + + def _reset_scrubber(self): + # Clean up default detectors + defautls_enable = self.scrubber._detectors.copy() + for d in defautls_enable: + self.scrubber.remove_detector(d) + + def _register(self, name, dtype, model, action, mask_with: str = None): + if action not in SupportedAction.values(): + raise ValueError( + f"Not supported `action`: {action}. Please select from {SupportedAction.values()}." + ) + + detector = PiiDetectorFactory.get_detector( + detector_type=dtype, entity=name, model=model + ) + self.scrubber.add_detector(detector) + self.entities.append(name) + + if action == SupportedAction.ANONYMIZE: + entity = ( + detector + if isinstance(detector, str) + else detector.filth_cls_map[name.upper()].type + ) + if entity in SUPPORTED_REPLACER.keys(): + replacer_name = SUPPORTED_REPLACER.get(entity).name + replacer = self.post_processors.get( + replacer_name, POSTPROCESSOR_MAP.get(replacer_name)() + ) + if hasattr(replacer, "_ENTITIES"): + replacer._ENTITIES.append(name) + self.post_processors[replacer_name] = replacer + else: + raise ValueError( + f"Not supported `action` {action} for this entity `{name}`. Please try with other action." + ) + + if action == SupportedAction.REMOVE: + remover = self.post_processors.get("remover", Remover()) + remover._ENTITIES.append(name) + self.post_processors["remover"] = remover + + def config_scrubber(self): + """Returns an instance of srubadub.Scrubber.""" + + self.scrubber.redact_spec_file = self.spec + + for detector in self.detector_spec: + # example format for detector["name"]: default.phone or spacy.en_core_web_trf.person + d = detector["name"].split(".") + dtype = d[0] + dname = d[1] if len(d) == 2 else d[2] + model = None if len(d) == 2 else d[1] + + action = detector.get("action", SupportedAction.MASK) + self._register( + name=dname, + dtype=dtype, + model=model, + action=action, + ) + if dtype == SupportedDetector.SPACY: + exist = False + for spacy_detectors in self.spacy_model_detectors: + if spacy_detectors["model"] == model: + spacy_detectors["spacy_entites"].append(dname) + exist = True + break + if not exist: + self.spacy_model_detectors.append( + {"model": model, "spacy_entites": [dname]} + ) + + self._register_post_processor() + + self.detectors = list(self.scrubber._detectors.values()) + return self.scrubber + + def _register_post_processor(self): + for _, v in self.post_processors.items(): + self.scrubber.add_post_processor(v) + + +def scrub(text, config=None, scrubber=None): + if not scrubber: + scrubber = PiiScrubber(config=config).config_scrubber() + return scrubber.clean(text) + + +def detect(text, config=None, scrubber=None): + if not scrubber: + scrubber = PiiScrubber(config=config).config_scrubber() + return list(scrubber.iter_filth(text, document_name=None)) diff --git a/ads/opctl/operator/lowcode/pii/model/processor/__init__.py b/ads/opctl/operator/lowcode/pii/model/processor/__init__.py new file mode 100644 index 000000000..062a61aa7 --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/model/processor/__init__.py @@ -0,0 +1,34 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +from .email_replacer import EmailReplacer +from .mbi_replacer import MBIReplacer +from .name_replacer import NameReplacer +from .number_replacer import NumberReplacer +from .remover import Remover + +POSTPROCESSOR_MAP = { + item.name.lower(): item + for item in [ + NameReplacer, + NumberReplacer, + EmailReplacer, + MBIReplacer, + Remover, + ] +} + +# Currently only support anonymization for the following entity. +SUPPORTED_REPLACER = { + "name": NameReplacer, + "number": NumberReplacer, + "phone": NumberReplacer, + "social_security_number": NumberReplacer, + "fin": NumberReplacer, + "mrn": NumberReplacer, + "email": EmailReplacer, + "mbi": MBIReplacer, +} diff --git a/ads/opctl/operator/lowcode/pii/model/processor/email_replacer.py b/ads/opctl/operator/lowcode/pii/model/processor/email_replacer.py new file mode 100644 index 000000000..69a9d92ef --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/model/processor/email_replacer.py @@ -0,0 +1,34 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +from ads.common.decorator.runtime_dependency import ( + OptionalDependency, + runtime_dependency, +) + +try: + import scrubadub +except ImportError: + raise ModuleNotFoundError( + f"`scrubadub` module was not found. Please run " + f"`pip install {OptionalDependency.PII}`." + ) + + +class EmailReplacer(scrubadub.post_processors.PostProcessor): + name = "email_replacer" + + @runtime_dependency(module="faker", install_from=OptionalDependency.PII) + def process_filth(self, filth_list): + from faker import Faker + + for filth in filth_list: + if filth.replacement_string: + continue + if filth.type.lower() != "email": + continue + filth.replacement_string = Faker().email() + return filth_list diff --git a/ads/opctl/operator/lowcode/pii/model/processor/mbi_replacer.py b/ads/opctl/operator/lowcode/pii/model/processor/mbi_replacer.py new file mode 100644 index 000000000..013526cad --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/model/processor/mbi_replacer.py @@ -0,0 +1,35 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import random +import string + +from ads.common.decorator.runtime_dependency import OptionalDependency + +try: + import scrubadub +except ImportError: + raise ModuleNotFoundError( + f"`scrubadub` module was not found. Please run " + f"`pip install {OptionalDependency.PII}`." + ) + + +class MBIReplacer(scrubadub.post_processors.PostProcessor): + name = "mbi_replacer" + CHAR_POOL = "ACDEFGHJKMNPQRTUVWXY" + + def generate_mbi(self): + return "".join(random.choices(self.CHAR_POOL + string.digits, k=11)) + + def process_filth(self, filth_list): + for filth in filth_list: + if filth.replacement_string: + continue + if filth.type.lower() != "mbi": + continue + filth.replacement_string = self.generate_mbi() + return filth_list diff --git a/ads/opctl/operator/lowcode/pii/model/processor/name_replacer.py b/ads/opctl/operator/lowcode/pii/model/processor/name_replacer.py new file mode 100644 index 000000000..2c7dde747 --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/model/processor/name_replacer.py @@ -0,0 +1,225 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +from ads.common.decorator.runtime_dependency import ( + OptionalDependency, + runtime_dependency, +) + +try: + import scrubadub +except ImportError: + raise ModuleNotFoundError( + f"`scrubadub` module was not found. Please run " + f"`pip install {OptionalDependency.PII}`." + ) + + +class NameReplacer(scrubadub.post_processors.PostProcessor): + name = "name_replacer" + + @runtime_dependency(module="faker", install_from=OptionalDependency.PII) + @runtime_dependency(module="gender_guesser", install_from=OptionalDependency.PII) + def __init__(self, name: str = None, mapping: dict = None): + import gender_guesser.detector as gender_detector + from faker import Faker + + if mapping: + self.mapping = mapping + else: + self.mapping = {} + + self.gender_detector = gender_detector.Detector() + self.fake = Faker() + self.groups = { + "first": self.first_name_generator, + "middle": self.first_name_generator, + "last": self.last_name_generator, + "suffix": lambda x: "", + } + super().__init__(name) + + def first_name_generator(self, name): + detected_gender = self.gender_detector.get_gender(name) + if "female" in detected_gender: + return self.fake.first_name_female() + elif "male" in detected_gender: + return self.fake.first_name_male() + return self.fake.first_name_nonbinary() + + def last_name_generator(self, *args): + return self.fake.last_name() + + def unwrap_filth(self, filth_list): + """Un-merge the filths if they have different types.""" + processed = [] + for filth in filth_list: + # MergedFilths has the property "filths" + # Do nothing if filth has a type already + if filth.type in ["unknown", "", None] and hasattr(filth, "filths"): + filth_types = set([f.type.lower() for f in filth.filths]) + # Do nothing if the filth does not contain a name + if "name" not in filth_types: + processed.append(filth) + continue + if len(filth_types) > 1: + processed.extend(filth.filths) + continue + filth.type = filth.filths[0].type + filth.detector_name = filth.filths[0].detector_name + processed.append(filth) + return processed + + @staticmethod + def has_initial(name: "nameparser.HumanName") -> bool: + for attr in ["first", "middle", "last"]: + if len(str(getattr(name, attr)).strip(".")) == 1: + return True + return False + + @staticmethod + def has_non_initial(name: "nameparser.HumanName") -> bool: + for attr in ["first", "middle", "last"]: + if len(str(getattr(name, attr)).strip(".")) > 1: + return True + return False + + @staticmethod + def generate_component(name_component: str, generator): + fake_component = generator(name_component) + if len(name_component.rstrip(".")) == 1: + fake_component = fake_component[0] + if name_component.endswith("."): + fake_component += "." + return fake_component + + def save_name_mapping( + self, name: "nameparser.HumanName", fake_name: "nameparser.HumanName" + ): + """Saves the names with initials to the mapping so that a new name will not be generated. + For example, if name is "John Richard Doe", this method will save the following keys to the mapping: + - J Doe + - John D + - J R Doe + - John R D + - John R Doe + """ + # Both first name and last name must be presented + if not name.first or not name.last: + return + # Remove any dot at the end of the name component. + for attr in ["first", "middle", "last"]: + setattr(name, attr, getattr(name, attr).rstrip(".")) + + self.mapping[ + f"{name.first[0]} {name.last}" + ] = f"{fake_name.first[0]} {fake_name.last}" + + self.mapping[ + f"{name.first} {name.last[0]}" + ] = f"{fake_name.first} {fake_name.last[0]}" + + if name.middle: + self.mapping[ + f"{name.first[0]} {name.middle[0]} {name.last}" + ] = f"{fake_name.first[0]} {fake_name.middle[0]} {fake_name.last}" + + self.mapping[ + f"{name.first} {name.middle[0]} {name.last[0]}" + ] = f"{fake_name.first} {fake_name.middle[0]} {fake_name.last[0]}" + + self.mapping[ + f"{name.first} {name.middle[0]} {name.last}" + ] = f"{fake_name.first} {fake_name.middle[0]} {fake_name.last}" + + @runtime_dependency(module="nameparser", install_from=OptionalDependency.PII) + def replace(self, text): + """Replaces a name with fake name. + + Parameters + ---------- + text : str or HumanName + The name to be replaced. + If text is a HumanName object, the object will be modified to have the new fake names. + + Returns + ------- + str + The replaced name as text. + """ + from nameparser import HumanName + + if isinstance(text, HumanName): + name = text + else: + name = HumanName(text) + skip = [] + # Check if the name is given with initial for one of the first name/last name + key = None + if self.has_initial(name) and self.has_non_initial(name): + if name.middle: + key = f'{name.first.rstrip(".")} {name.middle.rstrip(".")} {name.last.rstrip(".")}' + else: + key = f'{name.first.rstrip(".")} {name.last.rstrip(".")}' + fake_name = self.mapping.get(key) + # If a fake name is found matching the first initial + last name or first name + last initial + # Replace the the initial with the corresponding initial + # and skip processing the first and last name in the replacement. + if fake_name: + fake_name = HumanName(fake_name) + name.first = fake_name.first + name.last = fake_name.last + skip = ["first", "last"] + if name.middle: + name.middle = fake_name.middle + skip.append("middle") + # Replace each component in the name + for attr, generator in self.groups.items(): + if attr in skip: + continue + name_component = getattr(name, attr, None) + if not name_component: + continue + # Check if a fake name has been generated for this name + fake_component = self.mapping.get(name_component) + if not fake_component: + fake_component = self.generate_component(name_component, generator) + # Generate a unique fake name that is not already in the mapping + while fake_component and ( + fake_component in self.mapping.keys() + or fake_component in self.mapping.values() + ): + fake_component = self.generate_component(name_component, generator) + self.mapping[name_component] = fake_component + setattr(name, attr, fake_component) + + # Save name with initials to mapping + original_name = text if isinstance(text, HumanName) else HumanName(text) + self.save_name_mapping(original_name, name) + return str(name) + + @runtime_dependency(module="nameparser", install_from=OptionalDependency.PII) + def process_filth(self, filth_list): + from nameparser import HumanName + + filth_list = self.unwrap_filth(filth_list) + + name_filths = [] + # Filter to keep only the names + for filth in filth_list: + if filth.replacement_string: + continue + if filth.type.lower() != "name": + continue + name_filths.append(filth) + + # Sort reverse by last name so that names having a last name will be processed first. + # When a name is referred by last name (e.g. Mr. White), HumanName will parse it as first name. + name_filths.sort(key=lambda x: HumanName(x.text).last, reverse=True) + for filth in name_filths: + filth.replacement_string = self.replace(filth.text) + return filth_list diff --git a/ads/opctl/operator/lowcode/pii/model/processor/number_replacer.py b/ads/opctl/operator/lowcode/pii/model/processor/number_replacer.py new file mode 100644 index 000000000..5bf678991 --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/model/processor/number_replacer.py @@ -0,0 +1,73 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import datetime +import random +import re + +from ads.common.decorator.runtime_dependency import OptionalDependency + +try: + import scrubadub +except ImportError: + raise ModuleNotFoundError( + f"`scrubadub` module was not found. Please run " + f"`pip install {OptionalDependency.PII}`." + ) + + +class NumberReplacer(scrubadub.post_processors.PostProcessor): + name = "number_replacer" + _ENTITIES = [ + "number", + "mrn", + "fin", + "phone", + "social_security_number", + ] + + @staticmethod + def replace_digit(obj): + return random.choice("0123456789") + + def match_entity_type(self, filth_types): + if list(set(self._ENTITIES) & set(filth_types)): + return True + return False + + def replace_date(self, text): + date_formats = ["%m-%d-%Y", "%m-%d-%y", "%d-%m-%Y", "%d-%m-%y"] + for date_format in date_formats: + try: + date = datetime.datetime.strptime(text, date_format) + except ValueError: + continue + if date.year < 1900 or date.year > datetime.datetime.now().year: + continue + # Now the date is a valid data between 1900 and now + return text + return None + + def replace(self, text): + # Check dates + date = self.replace_date(text) + if date: + return date + return re.sub(r"\d", self.replace_digit, text) + + def process_filth(self, filth_list): + for filth in filth_list: + # Do not process it if it already has a replacement. + if filth.replacement_string: + continue + if filth.type.lower() in self._ENTITIES: + filth.replacement_string = self.replace(filth.text) + # Replace the numbers for merged filth + if filth.type.lower() == "unknown" and hasattr(filth, "filths"): + filth_types = set([f.type for f in filth.filths]) + if self.match_entity_type(filth_types): + filth.replacement_string = self.replace(filth.text) + return filth_list diff --git a/ads/opctl/operator/lowcode/pii/model/processor/remover.py b/ads/opctl/operator/lowcode/pii/model/processor/remover.py new file mode 100644 index 000000000..0e014fe80 --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/model/processor/remover.py @@ -0,0 +1,26 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ +from ads.common.decorator.runtime_dependency import OptionalDependency + +try: + import scrubadub +except ImportError: + raise ModuleNotFoundError( + f"`scrubadub` module was not found. Please run " + f"`pip install {OptionalDependency.PII}`." + ) + + +class Remover(scrubadub.post_processors.PostProcessor): + name = "remover" + _ENTITIES = [] + + def process_filth(self, filth_list): + for filth in filth_list: + if filth.type.lower() in self._ENTITIES: + filth.replacement_string = "" + + return filth_list diff --git a/ads/opctl/operator/lowcode/pii/model/report.py b/ads/opctl/operator/lowcode/pii/model/report.py new file mode 100644 index 000000000..42167ba87 --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/model/report.py @@ -0,0 +1,489 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +import os +import random +import tempfile +from dataclasses import dataclass, field +from typing import Dict, List + +import fsspec +import pandas as pd +import requests +import yaml + +from ads.common.decorator.runtime_dependency import ( + OptionalDependency, + runtime_dependency, +) +from ads.common.serializer import DataClassSerializable +from ads.opctl import logger +from ads.opctl.operator.lowcode.pii.constant import ( + DEFAULT_COLOR, + DEFAULT_SHOW_ROWS, + DEFAULT_TIME_OUT, + DETAILS_REPORT_DESCRIPTION, + FLAT_UI_COLORS, + PII_REPORT_DESCRIPTION, +) +from ads.opctl.operator.lowcode.pii.operator_config import PiiOperatorConfig +from ads.opctl.operator.lowcode.pii.utils import ( + block_print, + compute_rate, + enable_print, + human_time_friendly, +) + +try: + import datapane as dp +except ImportError: + raise ModuleNotFoundError( + f"`datapane` module was not found. Please run " + f"`pip install {OptionalDependency.PII}`." + ) + + +@dataclass(repr=True) +class PiiReportPageSpec(DataClassSerializable): + """Class representing each page under Run Details in pii operator report.""" + + entities: list = field(default_factory=list) + id: int = None + raw_text: str = None + statics: dict = field(default_factory=dict) + total_tokens: int = None + + +@dataclass(repr=True) +class RunDetails(DataClassSerializable): + """Class representing Run Details Page in pii operator report.""" + + rows: list = field(default_factory=list) + + +@dataclass(repr=True) +class RunSummary(DataClassSerializable): + """Class representing Run Summary Page in pii operator report.""" + + config: PiiOperatorConfig = None + elapsed_time: str = None + selected_detectors: list = field(default_factory=list) + selected_entities: List[str] = field(default_factory=list) + selected_spacy_model: List[Dict] = field(default_factory=list) + show_rows: int = None + show_sensitive_info: bool = False + src_uri: str = None + statics: dict = None + timestamp: str = None + total_rows: int = None + total_tokens: int = None + + +@dataclass(repr=True) +class PiiReportSpec(DataClassSerializable): + """Class representing pii operator report.""" + + run_details: RunDetails = field(default_factory=RunDetails) + run_summary: RunSummary = field(default_factory=RunSummary) + + +LABEL_TO_COLOR_MAP = {} + + +@runtime_dependency(module="plotly", install_from=OptionalDependency.PII) +def make_model_card(model_name="", readme_path=""): + """Make render model_readme.md as model_card tab. + All spacy model: https://huggingface.co/spacy + For example: "en_core_web_trf": "https://huggingface.co/spacy/en_core_web_trf/raw/main/README.md". + """ + + readme_path = ( + f"https://huggingface.co/spacy/{model_name}/raw/main/README.md" + if model_name + else readme_path + ) + if not readme_path: + raise NotImplementedError("Does not support other spacy model so far.") + + try: + requests.get(readme_path, timeout=DEFAULT_TIME_OUT) + with fsspec.open(readme_path, "r") as file: + content = file.read() + _, front_matter, text = content.split("---", 2) + data = yaml.safe_load(front_matter) + except requests.ConnectionError: + logger.warning( + "You don't have internet connection. Therefore, we are not able to generate model card." + ) + return dp.Group( + dp.Text("-"), + columns=1, + ) + + try: + import plotly.graph_objects as go + + eval_res = data["model-index"][0]["results"] + metrics = [] + values = [] + for eval in eval_res: + metric = [x["name"] for x in eval["metrics"]] + value = [x["value"] for x in eval["metrics"]] + metrics = metrics + metric + values = values + value + df = pd.DataFrame({"Metrics": metrics, "Values": values}) + fig = go.Figure( + data=[ + go.Table( + header=dict(values=list(df.columns)), + cells=dict(values=[df.Metrics, df.Values]), + ) + ] + ) + eval_res_tb = dp.Plot(data=fig, caption="Evaluation Results") + except: + eval_res_tb = dp.Text("-") + logger.warning( + "The given readme.md doesn't have correct template for Evaluation Results." + ) + + return dp.Group( + dp.Text(text), + eval_res_tb, + columns=2, + ) + + +def map_label_to_color(labels): + """Pair label with corresponding color.""" + label_to_colors = {} + for label in labels: + label = label.lower() + label_to_colors[label] = LABEL_TO_COLOR_MAP.get( + label, random.choice(FLAT_UI_COLORS) + ) + LABEL_TO_COLOR_MAP[label] = label_to_colors[label] + + return label_to_colors + + +@runtime_dependency(module="plotly", install_from=OptionalDependency.PII) +def plot_pie(count_map) -> dp.Plot: + import plotly.express as px + + cols = count_map.keys() + cnts = count_map.values() + ent_col_name = "EntityName" + cnt_col_name = "count" + df = pd.DataFrame({ent_col_name: cols, cnt_col_name: cnts}) + + fig = px.pie( + df, + values=cnt_col_name, + names=ent_col_name, + title="The Distribution Of Entities Redacted", + color=ent_col_name, + color_discrete_map=map_label_to_color(cols), + ) + fig.update_traces(textposition="inside", textinfo="percent+label") + return dp.Plot(fig) + + +def build_entity_df(entites, id) -> pd.DataFrame: + text = [ent.text for ent in entites] + types = [ent.type for ent in entites] + replaced_values = [ + ent.replacement_string or "{{" + ent.placeholder + "}}" for ent in entites + ] + d = { + "Row ID": id, + "Entity (Original Text)": text, + "Type": types, + "Redacted To": replaced_values, + } + df = pd.DataFrame(data=d) + if df.size == 0: + # Datapane does not support empty dataframe, append a dummy row + df2 = { + "Row ID": id, + "Entity (Original Text)": "-", + "Type": "-", + "Redacted To": "-", + } + df = df.append(df2, ignore_index=True) + return df + + +class RowReportFields: + def __init__(self, row_spec: PiiReportPageSpec, show_sensitive_info: bool = True): + self.spec = row_spec + self.show_sensitive_info = show_sensitive_info + + def build_report(self) -> dp.Group: + return dp.Group( + dp.Select( + blocks=[ + self._make_stats_card(), + self._make_text_card(), + ], + type=dp.SelectType.TABS, + ), + label="Row Id: " + str(self.spec.id), + ) + + def _make_stats_card(self): + stats = [ + dp.Text("## Row Summary Statistics"), + dp.BigNumber( + heading="Total No. Of Entites Proceed", + value=self.spec.total_tokens or 0, + ), + dp.Text(f"### Entities Distribution"), + plot_pie(self.spec.statics), + ] + if self.show_sensitive_info: + stats.append(dp.Text(f"### Resolved Entities")) + stats.append( + dp.DataTable( + build_entity_df(self.spec.entities, id=self.spec.id), + label="Resolved Entities", + ) + ) + return dp.Group(blocks=stats, label="STATS") + + def _make_text_card(self): + annotations = [] + labels = set() + for ent in self.spec.entities: + annotations.append((ent.beg, ent.end, ent.type)) + labels.add(ent.type) + + if len(annotations) == 0: + annotations.append((0, 0, "No entity detected")) + + d = {"Content": [self.spec.raw_text], "Annotations": [annotations]} + df = pd.DataFrame(data=d) + render_html = df.ads.render_ner( + options={ + "default_color": DEFAULT_COLOR, + "colors": map_label_to_color(labels), + }, + return_html=True, + ) + return dp.Group(dp.HTML(render_html), label="TEXT") + + +class PIIOperatorReport: + def __init__(self, report_spec: PiiReportSpec, report_uri: str): + # set useful field for generating report from context + self.report_spec = report_spec + self.show_rows = report_spec.run_summary.show_rows or DEFAULT_SHOW_ROWS + + rows = report_spec.run_details.rows + rows = rows[0 : self.show_rows] + self.rows_details = [ + RowReportFields(r, report_spec.run_summary.show_sensitive_info) + for r in rows + ] + + self.report_uri = report_uri + + def make_view(self): + title_text = dp.Text("# Personally Identifiable Information Operator Report") + time_proceed = dp.BigNumber( + heading="Ran at", + value=self.report_spec.run_summary.timestamp or "today", + ) + report_description = dp.Text(PII_REPORT_DESCRIPTION) + + structure = dp.Blocks( + dp.Select( + blocks=[ + dp.Group( + self._build_summary_page(), + label="Summary", + ), + dp.Group( + self._build_details_page(), + label="Details", + ), + ], + type=dp.SelectType.TABS, + ) + ) + self.report_sections = [title_text, report_description, time_proceed, structure] + return self + + def save_report(self, report_sections=None, report_uri=None, storage_options={}): + with tempfile.TemporaryDirectory() as temp_dir: + report_local_path = os.path.join(temp_dir, "___report.html") + block_print() + dp.save_report( + report_sections or self.report_sections, + path=report_local_path, + open=False, + ) + enable_print() + + report_uri = report_uri or self.report_uri + with open(report_local_path) as f1: + with fsspec.open( + report_uri, + "w", + **storage_options, + ) as f2: + f2.write(f1.read()) + + def _build_summary_page(self): + summary = dp.Blocks( + dp.Text("# PII Summary"), + dp.Text(self._get_summary_desc()), + dp.Select( + blocks=[ + self._make_summary_stats_card(), + self._make_yaml_card(), + self._make_model_card(), + ], + type=dp.SelectType.TABS, + ), + ) + + return summary + + def _build_details_page(self): + details = dp.Blocks( + dp.Text(DETAILS_REPORT_DESCRIPTION), + dp.Select( + blocks=[ + row.build_report() for row in self.rows_details + ], # RowReportFields + type=dp.SelectType.DROPDOWN, + label="Details", + ), + ) + + return details + + def _make_summary_stats_card(self) -> dp.Group: + """ + Shows summary statics + 1. total rows + 2. total entites + 3. time_spent/row + 4. entities distribution + 5. resolved Entities in sample data - optional + """ + try: + process_rate = compute_rate( + self.report_spec.run_summary.elapsed_time, + self.report_spec.run_summary.total_rows, + ) + except Exception as e: + logger.warning("Failed to compute processing rate.") + logger.debug(f"Full traceback: {e}") + process_rate = "-" + + summary_stats = [ + dp.Text("## Summary Statistics"), + dp.Group( + dp.BigNumber( + heading="Total No. Of Rows", + value=self.report_spec.run_summary.total_rows or "unknown", + ), + dp.BigNumber( + heading="Total No. Of Entites Proceed", + value=self.report_spec.run_summary.total_tokens, + ), + dp.BigNumber( + heading="Rows per second processed", + value=process_rate, + ), + dp.BigNumber( + heading="Total Time Spent", + value=human_time_friendly( + self.report_spec.run_summary.elapsed_time + ), + ), + columns=2, + ), + dp.Text(f"### Entities Distribution"), + plot_pie(self.report_spec.run_summary.statics), + ] + if self.report_spec.run_summary.show_sensitive_info: + entites_df = self._build_total_entity_df() + summary_stats.append(dp.Text(f"### Resolved Entities")) + summary_stats.append(dp.DataTable(entites_df)) + return dp.Group(blocks=summary_stats, label="STATS") + + def _make_yaml_card(self) -> dp.Group: + """Shows the full pii config yaml.""" + yaml_string = self.report_spec.run_summary.config.to_yaml() + yaml_appendix_title = dp.Text(f"## Reference: YAML File") + yaml_appendix = dp.Code(code=yaml_string, language="yaml") + return dp.Group(blocks=[yaml_appendix_title, yaml_appendix], label="YAML") + + def _make_model_card(self) -> dp.Group: + """Generates model card.""" + if len(self.report_spec.run_summary.selected_spacy_model) == 0: + return dp.Group( + dp.Text("No model used."), + label="MODEL CARD", + ) + + model_cards = [ + dp.Group( + make_model_card(model_name=x.get("model")), + label=x.get("model"), + ) + for x in self.report_spec.run_summary.selected_spacy_model + ] + + if len(model_cards) <= 1: + return dp.Group( + blocks=model_cards, + label="MODEL CARD", + ) + return dp.Group( + dp.Select( + blocks=model_cards, + type=dp.SelectType.TABS, + ), + label="MODEL CARD", + ) + + def _build_total_entity_df(self) -> pd.DataFrame: + frames = [] + for row in self.rows_details: # RowReportFields + frames.append(build_entity_df(entites=row.spec.entities, id=row.spec.id)) + + result = pd.concat(frames) + return result + + def _get_summary_desc(self) -> str: + entities_mark_down = [ + "**" + ent + "**" for ent in self.report_spec.run_summary.selected_entities + ] + + model_description = "" + for spacy_model in self.report_spec.run_summary.selected_spacy_model: + model_description = ( + model_description + + f"You chose the **{spacy_model.get('model', 'unknown model')}** model for **{spacy_model.get('spacy_entites', 'unknown entities')}** detection." + ) + if model_description: + model_description = ( + model_description + + "You can view the model details under the ``MODEL CARD`` tab." + ) + + SUMMARY_REPORT_DESCRIPTION_TEMPLATE = f""" + This report will detail the statistics and configuration of the redaction process.The report will contain information such as the number of rows processed, the number of entities redacted, and so on. The report will provide valuable insight into the performance of the PII tool and facilitate any necessary adjustments to improve its performance. + + Based on the configuration file (you can view the YAML details under the ``YAML`` tab), you selected the following entities: {entities_mark_down}. + {model_description} + """ + return SUMMARY_REPORT_DESCRIPTION_TEMPLATE diff --git a/ads/opctl/operator/lowcode/pii/operator_config.py b/ads/opctl/operator/lowcode/pii/operator_config.py index 1ab8bf96c..d70e8770b 100644 --- a/ads/opctl/operator/lowcode/pii/operator_config.py +++ b/ads/opctl/operator/lowcode/pii/operator_config.py @@ -9,69 +9,90 @@ from typing import Dict, List from ads.common.serializer import DataClassSerializable -from ads.opctl.operator.common.utils import _load_yaml_from_uri from ads.opctl.operator.common.operator_config import OperatorConfig +from ads.opctl.operator.common.utils import _load_yaml_from_uri +from ads.opctl.operator.lowcode.pii.constant import ( + DEFAULT_SHOW_ROWS, + DEFAULT_REPORT_FILENAME, + DEFAULT_TARGET_COLUMN, +) @dataclass(repr=True) class InputData(DataClassSerializable): """Class representing operator specification input data details.""" - format: str = None - columns: List[str] = None url: str = None - options: Dict = None - limit: int = None @dataclass(repr=True) class OutputDirectory(DataClassSerializable): """Class representing operator specification output directory details.""" - connect_args: Dict = None - format: str = None url: str = None name: str = None - options: Dict = None @dataclass(repr=True) -class PIIOperatorSpec(DataClassSerializable): - """Class representing PII operator specification.""" +class Report(DataClassSerializable): + """Class representing operator specification report details.""" + + report_filename: str = None + show_rows: int = None + show_sensitive_content: bool = False + + +@dataclass(repr=True) +class Detector(DataClassSerializable): + """Class representing operator specification redactor directory details.""" name: str = None + action: str = None + + +@dataclass(repr=True) +class PiiOperatorSpec(DataClassSerializable): + """Class representing pii operator specification.""" + input_data: InputData = field(default_factory=InputData) output_directory: OutputDirectory = field(default_factory=OutputDirectory) - report_file_name: str = None - report_title: str = None - report_theme: str = None + report: Report = field(default_factory=Report) + target_column: str = None + detectors: List[Dict] = field(default_factory=list) def __post_init__(self): """Adjusts the specification details.""" - self.report_file_name = self.report_file_name or "report.html" - self.report_theme = self.report_theme or "light" + + self.target_column = self.target_column or DEFAULT_TARGET_COLUMN + self.report = self.report or Report.from_dict( + { + "report_filename": DEFAULT_REPORT_FILENAME, + "show_rows": DEFAULT_SHOW_ROWS, + "show_sensitive_content": False, + } + ) @dataclass(repr=True) -class PIIOperatorConfig(OperatorConfig): - """Class representing PII operator config. +class PiiOperatorConfig(OperatorConfig): + """Class representing pii operator config. Attributes ---------- kind: str The kind of the resource. For operators it is always - `operator`. type: str - The type of the operator. For PII operator it is always - `PII` + The type of the operator. For pii operator it is always - `pii` version: str The version of the operator. - spec: PIIOperatorSpec - The PII operator specification. + spec: PiiOperatorSpec + The pii operator specification. """ kind: str = "operator" - type: str = "PII" + type: str = "pii" version: str = "v1" - spec: PIIOperatorSpec = field(default_factory=PIIOperatorSpec) + spec: PiiOperatorSpec = field(default_factory=PiiOperatorSpec) @classmethod def _load_schema(cls) -> str: diff --git a/ads/opctl/operator/lowcode/pii/schema.yaml b/ads/opctl/operator/lowcode/pii/schema.yaml index 1fe39b258..ff295c7fa 100644 --- a/ads/opctl/operator/lowcode/pii/schema.yaml +++ b/ads/opctl/operator/lowcode/pii/schema.yaml @@ -4,6 +4,8 @@ kind: required: true type: string default: operator + meta: + description: "Which service are you trying to use? Common kinds: `operator`, `job`" version: allowed: @@ -19,84 +21,28 @@ type: type: string default: pii meta: - description: "Type should always be `pii` when using a PII operator" + description: "Type should always be `pii` when using a pii operator" + spec: required: true schema: - name: - required: false - type: string - default: PII - report_file_name: - required: false - type: string - default: report.html - meta: - description: "Placed into output_directory location. Defaults to report.html" - report_title: - required: false - type: string - default: PII Report - report_theme: - required: false - type: string - default: light - allowed: - - light - - dark input_data: required: true type: dict meta: - description: "The input data for the PII." + description: "This should be indexed by target column." schema: - format: - allowed: - - csv - - json - - clipboard - - excel - - hdf - - feather - - load_files - required: false - type: string - columns: - required: false - type: list - schema: - type: string - options: - nullable: true - required: false - type: dict url: required: true type: string default: data.csv meta: description: "The url can be local, or remote. For example: `oci://@/data.csv`" - limit: - required: false - type: integer + output_directory: - required: false + required: true schema: - connect_args: - nullable: true - required: false - type: dict - format: - required: false - type: string - allowed: - - csv - - json - - clipboard - - excel - - hdf - - sql url: required: true type: string @@ -106,9 +52,57 @@ spec: name: required: false type: string - options: - nullable: true + default: data-out.csv + type: dict + + report: + required: false + schema: + report_filename: + required: true + type: string + default: report.html + meta: + description: "Placed into `output_directory` location. Defaults to `report.html`" + show_rows: required: false - type: dict + type: number + meta: + description: "The number of rows that shows in the report. Defaults to `10`" + show_sensitive_content: + required: true + default: false + type: boolean + meta: + description: "Whether to show sensitive content in the report. Defaults to `False`" type: dict + + target_column: + type: string + required: true + default: target + meta: + description: "Column with user data." + + detectors: + type: list + required: true + schema: + type: dict + schema: + name: + required: true + type: string + meta: + description: "The name of the detector. THe format is `.`." + action: + required: true + type: string + default: mask + allowed: + - anonymize + - mask + - remove + meta: + description: "The way to process the detected entity. Default to `mask`." type: dict diff --git a/ads/opctl/operator/lowcode/pii/utils.py b/ads/opctl/operator/lowcode/pii/utils.py index b8d0460f5..50f28eed9 100644 --- a/ads/opctl/operator/lowcode/pii/utils.py +++ b/ads/opctl/operator/lowcode/pii/utils.py @@ -3,3 +3,123 @@ # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import os +import sys + +import fsspec +import pandas as pd + +from ads.common.object_storage_details import ObjectStorageDetails + +from .errors import PIIInputDataError + + +def default_signer(**kwargs): + os.environ["EXTRA_USER_AGENT_INFO"] = "Pii-Operator" + from ads.common.auth import default_signer + + return default_signer(**kwargs) + + +def _call_pandas_fsspec(pd_fn, filename, storage_options, **kwargs): + if fsspec.utils.get_protocol(filename) == "file": + return pd_fn(filename, **kwargs) + + storage_options = storage_options or ( + default_signer() if ObjectStorageDetails.is_oci_path(filename) else {} + ) + + return pd_fn(filename, storage_options=storage_options, **kwargs) + + +def _load_data(filename, format=None, storage_options=None, columns=None, **kwargs): + if not format: + _, format = os.path.splitext(filename) + format = format[1:] + if format in ["json", "csv"]: + read_fn = getattr(pd, f"read_{format}") + data = _call_pandas_fsspec(read_fn, filename, storage_options=storage_options) + elif format in ["tsv"]: + data = _call_pandas_fsspec( + pd.read_csv, filename, storage_options=storage_options, sep="\t" + ) + else: + raise PIIInputDataError(f"Unrecognized format: {format}") + if columns: + # keep only these columns, done after load because only CSV supports stream filtering + data = data[columns] + return data + + +def _write_data( + data, filename, format=None, storage_options=None, index=False, **kwargs +): + if not format: + _, format = os.path.splitext(filename) + format = format[1:] + if format in ["json", "csv"]: + write_fn = getattr(data, f"to_{format}") + return _call_pandas_fsspec( + write_fn, filename, index=index, storage_options=storage_options + ) + raise PIIInputDataError(f"Unrecognized format: {format}") + + +def get_output_name(given_name, target_name=None): + """Add ``-out`` suffix to the src filename.""" + if not target_name: + basename = os.path.basename(given_name) + fn, ext = os.path.splitext(basename) + target_name = fn + "_out" + ext + return target_name + + +def construct_filth_cls_name(name: str) -> str: + """Constructs the filth class name from the given name. + For example, "name" -> "NameFilth". + + Args: + name (str): filth class name. + + Returns: + str: The filth class name. + """ + return "".join([s.capitalize() for s in name.split("_")]) + "Filth" + + +################ +# Report utils # +################ +def compute_rate(elapsed_time, num_unit): + return elapsed_time / num_unit + + +def human_time_friendly(seconds): + TIME_DURATION_UNITS = ( + ("week", 60 * 60 * 24 * 7), + ("day", 60 * 60 * 24), + ("hour", 60 * 60), + ("min", 60), + ) + if seconds == 0: + return "inf" + accumulator = [] + for unit, div in TIME_DURATION_UNITS: + amount, seconds = divmod(float(seconds), div) + if amount > 0: + accumulator.append( + "{} {}{}".format(int(amount), unit, "" if amount == 1 else "s") + ) + accumulator.append("{} secs".format(round(seconds, 2))) + return ", ".join(accumulator) + + +# Disable +def block_print(): + sys.stdout = open(os.devnull, "w") + + +# Restore +def enable_print(): + sys.stdout = sys.__stdout__ diff --git a/dev-requirements.txt b/dev-requirements.txt index 2244c5951..038d2bfe2 100644 --- a/dev-requirements.txt +++ b/dev-requirements.txt @@ -1,5 +1,5 @@ -r test-requirements.txt --e ".[bds,data,geo,huggingface,notebook,onnx,opctl,optuna,spark,tensorflow,text,torch,viz,forecast]" +-e ".[bds,data,geo,huggingface,notebook,onnx,opctl,optuna,spark,tensorflow,text,torch,viz,forecast,pii]" arff category_encoders dask diff --git a/docs/source/index.rst b/docs/source/index.rst index 0aee74570..ca4e6b4d2 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -43,6 +43,7 @@ Oracle Accelerated Data Science (ADS) user_guide/operators/index user_guide/operators/common/index user_guide/operators/forecasting_operator/index + user_guide/operators/pii_operator/index .. toctree:: :hidden: diff --git a/docs/source/user_guide/operators/common/yaml_schema/piiOperator.yaml b/docs/source/user_guide/operators/common/yaml_schema/piiOperator.yaml new file mode 100644 index 000000000..ff295c7fa --- /dev/null +++ b/docs/source/user_guide/operators/common/yaml_schema/piiOperator.yaml @@ -0,0 +1,108 @@ +kind: + allowed: + - operator + required: true + type: string + default: operator + meta: + description: "Which service are you trying to use? Common kinds: `operator`, `job`" + +version: + allowed: + - "v1" + required: true + type: string + default: v1 + meta: + description: "Operators may change yaml file schemas from version to version, as well as implementation details. Double check the version to ensure compatibility." + +type: + required: true + type: string + default: pii + meta: + description: "Type should always be `pii` when using a pii operator" + + +spec: + required: true + schema: + input_data: + required: true + type: dict + meta: + description: "This should be indexed by target column." + schema: + url: + required: true + type: string + default: data.csv + meta: + description: "The url can be local, or remote. For example: `oci://@/data.csv`" + + output_directory: + required: true + schema: + url: + required: true + type: string + default: result/ + meta: + description: "The url can be local, or remote. For example: `oci://@/`" + name: + required: false + type: string + default: data-out.csv + type: dict + + report: + required: false + schema: + report_filename: + required: true + type: string + default: report.html + meta: + description: "Placed into `output_directory` location. Defaults to `report.html`" + show_rows: + required: false + type: number + meta: + description: "The number of rows that shows in the report. Defaults to `10`" + show_sensitive_content: + required: true + default: false + type: boolean + meta: + description: "Whether to show sensitive content in the report. Defaults to `False`" + type: dict + + target_column: + type: string + required: true + default: target + meta: + description: "Column with user data." + + detectors: + type: list + required: true + schema: + type: dict + schema: + name: + required: true + type: string + meta: + description: "The name of the detector. THe format is `.`." + action: + required: true + type: string + default: mask + allowed: + - anonymize + - mask + - remove + meta: + description: "The way to process the detected entity. Default to `mask`." + type: dict diff --git a/docs/source/user_guide/operators/pii_operator/examples.rst b/docs/source/user_guide/operators/pii_operator/examples.rst new file mode 100644 index 000000000..037bee176 --- /dev/null +++ b/docs/source/user_guide/operators/pii_operator/examples.rst @@ -0,0 +1,53 @@ +======== +Examples +======== + +**Simple Example** + +The simplest yaml file is generated by the ``ads operator init --type pii`` and looks like the following: + +.. code-block:: yaml + + kind: operator + type: pii + version: v1 + spec: + input_data: + url: mydata.csv + target_column: target + output_directory: + url: result/ + detectors: + - name: default.phone + action: mask + + + +**Complex Example** + +The yaml can also be maximally stated as follows: + + +.. code-block:: yaml + + kind: operator + type: pii + version: v1 + spec: + output_directory: + url: oci://my-bucket@my-tenancy/results + name: myProcessedData.csv + report: + report_filename: report.html + show_rows: 10 + show_sensitive_content: true + input_data: + url: oci://my-bucket@my-tenancy/mydata.csv + target_column: target + detectors: + - name: default.phone + action: mask + - name: default.social_security_number + action: remove + - name: spacy.en_core_web_trf.person + action: anonymize diff --git a/docs/source/user_guide/operators/pii_operator/getting_started.rst b/docs/source/user_guide/operators/pii_operator/getting_started.rst new file mode 100644 index 000000000..a8c455ded --- /dev/null +++ b/docs/source/user_guide/operators/pii_operator/getting_started.rst @@ -0,0 +1,64 @@ +=============== +Getting Started +=============== + +Configure +--------- + +After having set up ``ads opctl`` on your desired machine using ``ads opctl configure``, you are ready to begin using pii operator. At a bare minimum, you will need to provide the following details about your tasks: + +- Path to the input data (input_data) +- Path to the output directory, where the operator will place the processed data and report.html produced from the run (output_directory) +- Name of the column with user data (target_column) +- Name of the detector will be used in the operator (detectors) + +These details exactly match the initial pii.yaml file generated by running ``ads operator init --type pii``: + +.. code-block:: yaml + + kind: operator + type: pii + version: v1 + spec: + input_data: + url: mydata.csv + target_column: target + output_directory: + url: result/ + detectors: + - name: default.phone + action: mask + + +Optionally, you are able to specify much more. The most common additions are: + +- Whether to show sensitive content in the report. (show_sensitive_content) +- Way to process the detected entity. (action) + +An extensive list of parameters can be found in the ``YAML Schema`` section. + + +Run +--- + +After you have your pii.yaml written, you simply run the operator using: + +.. code-block:: bash + + ads operator run -f pii.yaml + + +Interpret Results +----------------- + +The pii operator produces the following output files: ``mydata-out.csv`` and ``report.html``. + +We will go through each of these output files in turn. + +**mydata-out.csv** + +The name of this file can be customized based on output_directory parameters in the configuration yaml. This file contains the processed dataset. + +**report.html** + +The report.html file is customized based on report parameters in the configuration yaml. It contains a summary of statistics, a plot of entities distributions, details of the resolved entites, and details about any modelused. By default sensitive information is not shown in the report, but for debugging purposes you can disable this with ``show_sensitive_content``. It also includes a copy of YAML file, providing a fully detailed version of the original specification. diff --git a/docs/source/user_guide/operators/pii_operator/index.rst b/docs/source/user_guide/operators/pii_operator/index.rst new file mode 100644 index 000000000..cdf5d962b --- /dev/null +++ b/docs/source/user_guide/operators/pii_operator/index.rst @@ -0,0 +1,37 @@ +============ +PII Operator +============ + +The PII operator aims to detect and redact Personally Identifiable Information(PII) in datasets by combining pattern match and machine learning solution. + +Overview +-------- + +**Introduction to PII** + +Personal Identifiable Information (PII) refers to any information that can identify an individual, encompassing financial, medical, educational, and employment records. Failure to protect Personal Identifiable Information (PII) can lead to identity theft, financial loss, and reputational damage of individuals and businesses alike, highlighting the importance of taking appropriate measures to safeguard sensitive information. The Operators framework is OCI's most extensible, low-code, managed ecosystem for detecting and redacting pii in dataset. + +This technical documentation introduces using ``ads opctl`` for detecting and redacting pii tasks. This module is engineered with the principles of low-code development in mind, making it accessible to users with varying degrees of technical expertise. It operates on managed infrastructure, ensuring reliability and scalability, while its configurability through YAML allows users to customize redaction to their specific needs. + +**Automated Detection and Classification** + +By leveraging pattern matching and AI-powered solution, the ADS PII Operator efficiently identifies sentitive data on free form texts. + +**Intelligent Co-reference Resolution** + +A standout feature of the ADS PII Operator is its ability to maintain co-reference entity relationships even after anonymization, this not only anonymizes the data, but peserves the statistical properties of the data. + +**PII Operator Documentation** + +This documentation will explore the key concepts and capabilities of the PII operator, providing examples and practical guidance on how to use its various functions and modules. By the end of this guide, users will have a solid understanding of the PII operator and its capabilities, as well as the knowledge and tools needed to make informed decisions when designing solutions tailored to their specific requirements. + +.. versionadded:: 2.9.0 + +.. toctree:: + :maxdepth: 1 + + ./install + ./getting_started + ./pii + ./examples + ./yaml_schema diff --git a/docs/source/user_guide/operators/pii_operator/install.rst b/docs/source/user_guide/operators/pii_operator/install.rst new file mode 100644 index 000000000..ae581315b --- /dev/null +++ b/docs/source/user_guide/operators/pii_operator/install.rst @@ -0,0 +1,13 @@ +=========================== +Installing the PII Operator +=========================== + +The PII Operator can be installed from PyPi. + + +.. code-block:: bash + + python3 -m pip install oracle_ads[pii] + + +After that, the Operator is ready to go! diff --git a/docs/source/user_guide/operators/pii_operator/pii.rst b/docs/source/user_guide/operators/pii_operator/pii.rst new file mode 100644 index 000000000..617467e8b --- /dev/null +++ b/docs/source/user_guide/operators/pii_operator/pii.rst @@ -0,0 +1,47 @@ +============= +Configure PII +============= + +Let's explore each line of the pii.yaml so we can better understand options for extending and customizing the operator to our use case. + +Here is an example pii.yaml with every parameter specified: + +.. code-block:: yaml + + kind: operator + type: pii + version: v1 + spec: + output_directory: + url: oci://my-bucket@my-tenancy/results + name: mydata-out.csv + report: + report_filename: report.html + show_rows: 10 + show_sensitive_content: true + input_data: + url: oci://my-bucket@my-tenancy/mydata.csv + target_column: target + detectors: + - name: default.phone + action: anonymize + + +* **Kind**: The yaml file always starts with ``kind: operator``. There are many other kinds of yaml files that can be run by ``ads opctl``, so we need to specify this is an operator. +* **Type**: The type of operator is ``pii``. +* **Version**: The only available version is ``v1``. +* **Spec**: Spec contains the bulk of the information for the specific problem. + * **input_data**: This dictionary contains the details for how to read the input data. + * **url**: Insert the uri for the dataset if it's on object storage using the URI pattern ``oci://@/path/to/data.csv``. + * **target_column**: This string specifies the name of the column where the user data is within the input data. + * **detectors**: This list contains the details for each detector and action that will be taken. + * **name**: The string specifies the name of the detector. The format should be ``.``. + * **action**: The string specifies the way to process the detected entity. Default to mask. + * **output_directory**: This dictionary contains the details for where to put the output artifacts. The directory need not exist, but must be accessible by the Operator during runtime. + * **url**: Insert the uri for the dataset if it's on object storage using the URI pattern ``oci://@/subfolder/``. + * **name**: The string specifies the name of the processed data file. + + * **report**: (optional) This dictionary specific details for the generated report. + * **report_filename**: Placed into output_directory location. Defaults to report.html. + * **show_sensitive_content**: Whether to show sensitive content in the report. Defaults to false. + * **show_rows**: The number of rows that shows in the report. diff --git a/docs/source/user_guide/operators/pii_operator/yaml_schema.rst b/docs/source/user_guide/operators/pii_operator/yaml_schema.rst new file mode 100644 index 000000000..10cdb58ce --- /dev/null +++ b/docs/source/user_guide/operators/pii_operator/yaml_schema.rst @@ -0,0 +1,9 @@ +=========== +YAML Schema +=========== + +Following is the YAML schema for validating the YAML using `Cerberus `_: + +.. literalinclude:: ../common/yaml_schema/piiOperator.yaml + :language: yaml + :linenos: diff --git a/pyproject.toml b/pyproject.toml index d861f5bee..da01c2a71 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -54,6 +54,7 @@ classifiers = [ # In dependencies se "; platform_machine == 'aarch64'" to specify ARM underlying platform # Copied from install_requires list in setup.py, setup.py got removed in favor of this config file dependencies = [ + "PyYAML>=6", # pyyaml 5.4 is broken with cython 3 "asteval>=0.9.25", "cerberus>=1.3.4", "cloudpickle>=1.6.0", @@ -67,7 +68,6 @@ dependencies = [ "pandas>1.2.1,<2.1", "psutil>=5.7.2", "python_jsonschema_objects>=0.3.13", - "PyYAML>=6", # pyyaml 5.4 is broken with cython 3 "requests", "scikit-learn>=1.0", "tabulate>=0.8.9", @@ -168,6 +168,16 @@ forecast = [ "autots[additional]", "neuralprophet", ] +pii = [ + "aiohttp", + "datapane", + "gender_guesser", + "nameparser", + "oracle_ads[opctl]", + "plotly", + "scrubadub", + "scrubadub_spacy", +] [project.urls] "Github" = "https://github.com/oracle/accelerated-data-science" diff --git a/ads/opctl/operator/lowcode/pii/const.py b/tests/unitary/with_extras/operator/pii/__init__.py similarity index 87% rename from ads/opctl/operator/lowcode/pii/const.py rename to tests/unitary/with_extras/operator/pii/__init__.py index b8d0460f5..fe904ad27 100644 --- a/ads/opctl/operator/lowcode/pii/const.py +++ b/tests/unitary/with_extras/operator/pii/__init__.py @@ -1,5 +1,4 @@ #!/usr/bin/env python -# -*- coding: utf-8 -*-- # Copyright (c) 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ diff --git a/tests/unitary/with_extras/operator/pii/test_factory.py b/tests/unitary/with_extras/operator/pii/test_factory.py new file mode 100644 index 000000000..431034bda --- /dev/null +++ b/tests/unitary/with_extras/operator/pii/test_factory.py @@ -0,0 +1,46 @@ +#!/usr/bin/env python + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ +import pytest +from scrubadub_spacy.detectors.spacy import SpacyEntityDetector + +from ads.opctl.operator.lowcode.pii.model.factory import ( + PiiDetectorFactory, + UnSupportedDetectorError, +) + + +class TestPiiDetectorFactory: + def test_get_default_detector(self): + detector_type = "default" + entity = "phone" + model = None + expected_result = "phone" + detector = PiiDetectorFactory.get_detector( + detector_type=detector_type, entity=entity, model=model + ) + assert detector == expected_result + + @pytest.mark.parametrize( + "detector_type, entity, model", + [ + ("spacy", "person", "en_core_web_trf"), + ("spacy", "other", "en_core_web_trf"), + ], + ) + def test_get_spacy_detector(self, detector_type, entity, model): + detector = PiiDetectorFactory.get_detector( + detector_type=detector_type, entity=entity, model=model + ) + assert isinstance(detector, SpacyEntityDetector) + assert entity.upper() in detector.filth_cls_map + + def test_get_detector_fail(self): + detector_type = "unknow" + entity = "myentity" + model = None + with pytest.raises(UnSupportedDetectorError): + PiiDetectorFactory.get_detector( + detector_type=detector_type, entity=entity, model=model + ) diff --git a/tests/unitary/with_extras/operator/pii/test_files/__init__.py b/tests/unitary/with_extras/operator/pii/test_files/__init__.py new file mode 100644 index 000000000..fe904ad27 --- /dev/null +++ b/tests/unitary/with_extras/operator/pii/test_files/__init__.py @@ -0,0 +1,4 @@ +#!/usr/bin/env python + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ diff --git a/tests/unitary/with_extras/operator/pii/test_files/pii_test.yaml b/tests/unitary/with_extras/operator/pii/test_files/pii_test.yaml new file mode 100644 index 000000000..b9ef962b4 --- /dev/null +++ b/tests/unitary/with_extras/operator/pii/test_files/pii_test.yaml @@ -0,0 +1,14 @@ +kind: operator +spec: + detectors: + - action: anonymize + name: default.phone + - action: mask + name: default.text_blob_name + input_data: + url: ./test_data.csv + output_directory: + url: ./test_result/ + target_column: text +type: pii +version: v1 diff --git a/tests/unitary/with_extras/operator/pii/test_files/test_data.csv b/tests/unitary/with_extras/operator/pii/test_files/test_data.csv new file mode 100644 index 000000000..250e24577 --- /dev/null +++ b/tests/unitary/with_extras/operator/pii/test_files/test_data.csv @@ -0,0 +1,3 @@ +id,text +00001cee341fdb12,"Hi, this is John Doe, my number is (805) 555-1234." +00097b6214686db5,"John has a beautiful puppy." diff --git a/tests/unitary/with_extras/operator/pii/test_guardrail.py b/tests/unitary/with_extras/operator/pii/test_guardrail.py new file mode 100644 index 000000000..ae8c7be60 --- /dev/null +++ b/tests/unitary/with_extras/operator/pii/test_guardrail.py @@ -0,0 +1,120 @@ +#!/usr/bin/env python + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import os +import tempfile +from io import StringIO + +import yaml + +from ads.opctl.operator.lowcode.pii.constant import DEFAULT_REPORT_FILENAME +from ads.opctl.operator.lowcode.pii.model.guardrails import PIIGuardrail +from ads.opctl.operator.lowcode.pii.operator_config import PiiOperatorConfig + + +class TestPiiGuardrail: + test_files_uri = os.path.join( + os.path.dirname(os.path.abspath(__file__)), "test_files" + ) + + def yaml_content_simple(self): + content = StringIO( + f""" +kind: operator +spec: + detectors: + - action: anonymize + name: default.phone + input_data: + url: {self.test_files_uri}/test_data.csv + output_directory: + url: {self.test_files_uri} + target_column: text +type: pii +version: v1 + +""" + ) + return content + + def yaml_content_complex(self): + content = StringIO( + """ +kind: operator +spec: + detectors: + - action: anonymize + name: default.phone + - action: mask + name: default.social_security_number + input_data: + url: oci://my-bucket@my-tenancy/input_data/mydata.csv + output_directory: + name: myProcesseData.csv + url: oci://my-bucket@my-tenancy/result/ + report: + report_filename: myreport.html + show_sensitive_content: true + show_rows: 10 + target_column: text +type: pii +version: v1 + +""" + ) + return content + + def test_init(self): + conf = yaml.load(self.yaml_content_complex(), yaml.SafeLoader) + operator_config = PiiOperatorConfig.from_yaml( + yaml_string=self.yaml_content_complex() + ) + guardrail = PIIGuardrail(config=operator_config) + + assert guardrail.dst_uri == os.path.join( + conf["spec"]["output_directory"]["url"], + conf["spec"]["output_directory"]["name"], + ) + assert guardrail.report_uri == os.path.join( + conf["spec"]["output_directory"]["url"], + conf["spec"]["report"]["report_filename"], + ) + assert len(guardrail.scrubber._detectors) == 2 + assert not guardrail.storage_options == {} + + def test_load_data(self): + conf = yaml.load(self.yaml_content_simple(), yaml.SafeLoader) + + operator_config = PiiOperatorConfig.from_yaml( + yaml_string=self.yaml_content_simple() + ) + guardrail = PIIGuardrail(config=operator_config) + guardrail.load_data() + + assert guardrail.datasets is not None + assert guardrail.storage_options == {} + assert guardrail.dst_uri == os.path.join( + conf["spec"]["output_directory"]["url"], + "test_data_out.csv", + ) + assert guardrail.report_uri == os.path.join( + conf["spec"]["output_directory"]["url"], + DEFAULT_REPORT_FILENAME, + ) + + def test_process(self): + operator_config = PiiOperatorConfig.from_yaml( + yaml_string=self.yaml_content_simple() + ) + guardrail = PIIGuardrail(config=operator_config) + with tempfile.TemporaryDirectory() as temp_dir: + dst_uri = os.path.join(temp_dir, "test_out.csv") + report_uri = os.path.join(temp_dir, DEFAULT_REPORT_FILENAME) + guardrail.process( + dst_uri=dst_uri, + report_uri=report_uri, + ) + assert os.path.exists(dst_uri) + assert os.path.exists(report_uri) diff --git a/tests/unitary/with_extras/operator/pii/test_pii_scrubber.py b/tests/unitary/with_extras/operator/pii/test_pii_scrubber.py new file mode 100644 index 000000000..df2929a06 --- /dev/null +++ b/tests/unitary/with_extras/operator/pii/test_pii_scrubber.py @@ -0,0 +1,53 @@ +#!/usr/bin/env python + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ +import os + +import pytest + +from ads.opctl.operator.common.utils import _load_yaml_from_uri +from ads.opctl.operator.lowcode.pii.model.pii import PiiScrubber +from ads.opctl.operator.lowcode.pii.operator_config import PiiOperatorConfig + + +class TestPiiScrubber: + test_yaml_uri = os.path.join( + os.path.dirname(os.path.abspath(__file__)), "test_files", "pii_test.yaml" + ) + operator_config = PiiOperatorConfig.from_yaml(uri=test_yaml_uri) + config_dict = _load_yaml_from_uri(uri=test_yaml_uri) + + name_entity = "John Doe" + phone_entity = "(800) 223-1711" + text = f""" + This is {name_entity}. My number is {phone_entity}. + """ + + @pytest.mark.parametrize( + "config", + [ + test_yaml_uri, + operator_config, + config_dict, + ], + ) + def test_init(self, config): + pii_scrubber = PiiScrubber(config=config) + + assert isinstance(pii_scrubber.detector_spec, list) + assert len(pii_scrubber.detector_spec) == 2 + assert pii_scrubber.detector_spec[0]["name"] == "default.phone" + + assert len(pii_scrubber.scrubber._detectors) == 0 + + def test_config_scrubber(self): + scrubber = PiiScrubber(config=self.test_yaml_uri).config_scrubber() + + assert len(scrubber._detectors) == 2 + assert len(scrubber._post_processors) == 1 + + processed_text = scrubber.clean(self.text) + + assert self.name_entity not in processed_text + assert self.phone_entity not in processed_text From 16c62222ce4a3fe7ef08c727e55f51eda0035b4c Mon Sep 17 00:00:00 2001 From: MING KANG Date: Tue, 14 Nov 2023 16:00:58 -0800 Subject: [PATCH 237/247] updated pii operator's dependency --- ads/opctl/operator/lowcode/pii/README.md | 7 +++++-- ads/opctl/operator/lowcode/pii/environment.yaml | 3 ++- pyproject.toml | 1 + 3 files changed, 8 insertions(+), 3 deletions(-) diff --git a/ads/opctl/operator/lowcode/pii/README.md b/ads/opctl/operator/lowcode/pii/README.md index 156646ef4..f24cda8ce 100644 --- a/ads/opctl/operator/lowcode/pii/README.md +++ b/ads/opctl/operator/lowcode/pii/README.md @@ -32,12 +32,15 @@ All generated configurations should be ready to use without the need for any add To run pii operator locally, create and activate a new conda environment (`ads-pii`). Install all the required libraries listed in the `environment.yaml` file. ```yaml +- aiohttp - datapane -- scrubadub - gender_guesser - nameparser +- plotly +- spacy_transformers +- scrubadub - scrubadub_spacy -- "git+https://github.com/oracle/accelerated-data-science.git@feature/ads_pii_operator#egg=oracle-ads" +- oracle_ads[opctl] ``` Please review the previously generated `pii.yaml` file using the `init` command, and make any necessary adjustments to the input and output file locations. By default, it assumes that the files should be located in the same folder from which the `init` command was executed. diff --git a/ads/opctl/operator/lowcode/pii/environment.yaml b/ads/opctl/operator/lowcode/pii/environment.yaml index ca5b65680..4f5b75b67 100644 --- a/ads/opctl/operator/lowcode/pii/environment.yaml +++ b/ads/opctl/operator/lowcode/pii/environment.yaml @@ -10,6 +10,7 @@ dependencies: - gender_guesser - nameparser - plotly + - spacy_transformers - scrubadub - scrubadub_spacy - - "git+https://github.com/oracle/accelerated-data-science.git@feature/ads_pii_operator#egg=oracle-ads" + - oracle_ads[opctl] diff --git a/pyproject.toml b/pyproject.toml index da01c2a71..e38cdf8c2 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -175,6 +175,7 @@ pii = [ "nameparser", "oracle_ads[opctl]", "plotly", + "spacy_transformers, "scrubadub", "scrubadub_spacy", ] From c45427dc5b52c4b803c009aa5be1a3ea962685dc Mon Sep 17 00:00:00 2001 From: MING KANG Date: Tue, 14 Nov 2023 16:15:12 -0800 Subject: [PATCH 238/247] fixed docs --- .../common/yaml_schema/piiOperator.yaml | 108 ------------------ .../operators/pii_operator/yaml_schema.rst | 2 +- 2 files changed, 1 insertion(+), 109 deletions(-) delete mode 100644 docs/source/user_guide/operators/common/yaml_schema/piiOperator.yaml diff --git a/docs/source/user_guide/operators/common/yaml_schema/piiOperator.yaml b/docs/source/user_guide/operators/common/yaml_schema/piiOperator.yaml deleted file mode 100644 index ff295c7fa..000000000 --- a/docs/source/user_guide/operators/common/yaml_schema/piiOperator.yaml +++ /dev/null @@ -1,108 +0,0 @@ -kind: - allowed: - - operator - required: true - type: string - default: operator - meta: - description: "Which service are you trying to use? Common kinds: `operator`, `job`" - -version: - allowed: - - "v1" - required: true - type: string - default: v1 - meta: - description: "Operators may change yaml file schemas from version to version, as well as implementation details. Double check the version to ensure compatibility." - -type: - required: true - type: string - default: pii - meta: - description: "Type should always be `pii` when using a pii operator" - - -spec: - required: true - schema: - input_data: - required: true - type: dict - meta: - description: "This should be indexed by target column." - schema: - url: - required: true - type: string - default: data.csv - meta: - description: "The url can be local, or remote. For example: `oci://@/data.csv`" - - output_directory: - required: true - schema: - url: - required: true - type: string - default: result/ - meta: - description: "The url can be local, or remote. For example: `oci://@/`" - name: - required: false - type: string - default: data-out.csv - type: dict - - report: - required: false - schema: - report_filename: - required: true - type: string - default: report.html - meta: - description: "Placed into `output_directory` location. Defaults to `report.html`" - show_rows: - required: false - type: number - meta: - description: "The number of rows that shows in the report. Defaults to `10`" - show_sensitive_content: - required: true - default: false - type: boolean - meta: - description: "Whether to show sensitive content in the report. Defaults to `False`" - type: dict - - target_column: - type: string - required: true - default: target - meta: - description: "Column with user data." - - detectors: - type: list - required: true - schema: - type: dict - schema: - name: - required: true - type: string - meta: - description: "The name of the detector. THe format is `.`." - action: - required: true - type: string - default: mask - allowed: - - anonymize - - mask - - remove - meta: - description: "The way to process the detected entity. Default to `mask`." - type: dict diff --git a/docs/source/user_guide/operators/pii_operator/yaml_schema.rst b/docs/source/user_guide/operators/pii_operator/yaml_schema.rst index 10cdb58ce..ee1318f8c 100644 --- a/docs/source/user_guide/operators/pii_operator/yaml_schema.rst +++ b/docs/source/user_guide/operators/pii_operator/yaml_schema.rst @@ -4,6 +4,6 @@ YAML Schema Following is the YAML schema for validating the YAML using `Cerberus `_: -.. literalinclude:: ../common/yaml_schema/piiOperator.yaml +.. literalinclude:: ../../../../../ads/opctl/operator/lowcode/pii/schema.yaml :language: yaml :linenos: From 893656c3637998be34cc63771d64f14e42a44313 Mon Sep 17 00:00:00 2001 From: MING KANG Date: Tue, 14 Nov 2023 16:59:54 -0800 Subject: [PATCH 239/247] fixed tests --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index e38cdf8c2..a950d663e 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -175,7 +175,7 @@ pii = [ "nameparser", "oracle_ads[opctl]", "plotly", - "spacy_transformers, + "spacy_transformers", "scrubadub", "scrubadub_spacy", ] From 8084dea2b74e4e7d900e6d21d6d621d792e9230b Mon Sep 17 00:00:00 2001 From: Dmitrii Cherkasov Date: Tue, 14 Nov 2023 17:02:14 -0800 Subject: [PATCH 240/247] PII operator. (#395) Co-authored-by: MING KANG --- ads/common/decorator/runtime_dependency.py | 1 + ads/data_labeling/mixin/data_labeling.py | 5 +- ads/opctl/operator/cmd.py | 5 +- .../common/operator_yaml_generator.py | 8 +- ads/opctl/operator/lowcode/pii/MLoperator | 15 + ads/opctl/operator/lowcode/pii/README.md | 207 ++++++++ ads/opctl/operator/lowcode/pii/__init__.py | 5 + ads/opctl/operator/lowcode/pii/__main__.py | 78 +++ ads/opctl/operator/lowcode/pii/cmd.py | 39 ++ ads/opctl/operator/lowcode/pii/constant.py | 85 +++ .../operator/lowcode/pii/environment.yaml | 16 + ads/opctl/operator/lowcode/pii/errors.py | 27 + .../operator/lowcode/pii/model/__init__.py | 5 + .../operator/lowcode/pii/model/factory.py | 80 +++ .../operator/lowcode/pii/model/guardrails.py | 164 ++++++ ads/opctl/operator/lowcode/pii/model/pii.py | 145 ++++++ .../lowcode/pii/model/processor/__init__.py | 34 ++ .../pii/model/processor/email_replacer.py | 34 ++ .../pii/model/processor/mbi_replacer.py | 35 ++ .../pii/model/processor/name_replacer.py | 225 ++++++++ .../pii/model/processor/number_replacer.py | 73 +++ .../lowcode/pii/model/processor/remover.py | 26 + .../operator/lowcode/pii/model/report.py | 489 ++++++++++++++++++ .../operator/lowcode/pii/operator_config.py | 102 ++++ ads/opctl/operator/lowcode/pii/schema.yaml | 108 ++++ ads/opctl/operator/lowcode/pii/utils.py | 125 +++++ dev-requirements.txt | 2 +- docs/source/index.rst | 1 + .../operators/pii_operator/examples.rst | 53 ++ .../pii_operator/getting_started.rst | 64 +++ .../operators/pii_operator/index.rst | 37 ++ .../operators/pii_operator/install.rst | 13 + .../user_guide/operators/pii_operator/pii.rst | 47 ++ .../operators/pii_operator/yaml_schema.rst | 9 + pyproject.toml | 13 +- .../with_extras/operator/pii/__init__.py | 4 + .../with_extras/operator/pii/test_factory.py | 46 ++ .../operator/pii/test_files/__init__.py | 4 + .../operator/pii/test_files/pii_test.yaml | 14 + .../operator/pii/test_files/test_data.csv | 3 + .../operator/pii/test_guardrail.py | 120 +++++ .../operator/pii/test_pii_scrubber.py | 53 ++ 42 files changed, 2611 insertions(+), 8 deletions(-) create mode 100644 ads/opctl/operator/lowcode/pii/MLoperator create mode 100644 ads/opctl/operator/lowcode/pii/README.md create mode 100644 ads/opctl/operator/lowcode/pii/__init__.py create mode 100644 ads/opctl/operator/lowcode/pii/__main__.py create mode 100644 ads/opctl/operator/lowcode/pii/cmd.py create mode 100644 ads/opctl/operator/lowcode/pii/constant.py create mode 100644 ads/opctl/operator/lowcode/pii/environment.yaml create mode 100644 ads/opctl/operator/lowcode/pii/errors.py create mode 100644 ads/opctl/operator/lowcode/pii/model/__init__.py create mode 100644 ads/opctl/operator/lowcode/pii/model/factory.py create mode 100644 ads/opctl/operator/lowcode/pii/model/guardrails.py create mode 100644 ads/opctl/operator/lowcode/pii/model/pii.py create mode 100644 ads/opctl/operator/lowcode/pii/model/processor/__init__.py create mode 100644 ads/opctl/operator/lowcode/pii/model/processor/email_replacer.py create mode 100644 ads/opctl/operator/lowcode/pii/model/processor/mbi_replacer.py create mode 100644 ads/opctl/operator/lowcode/pii/model/processor/name_replacer.py create mode 100644 ads/opctl/operator/lowcode/pii/model/processor/number_replacer.py create mode 100644 ads/opctl/operator/lowcode/pii/model/processor/remover.py create mode 100644 ads/opctl/operator/lowcode/pii/model/report.py create mode 100644 ads/opctl/operator/lowcode/pii/operator_config.py create mode 100644 ads/opctl/operator/lowcode/pii/schema.yaml create mode 100644 ads/opctl/operator/lowcode/pii/utils.py create mode 100644 docs/source/user_guide/operators/pii_operator/examples.rst create mode 100644 docs/source/user_guide/operators/pii_operator/getting_started.rst create mode 100644 docs/source/user_guide/operators/pii_operator/index.rst create mode 100644 docs/source/user_guide/operators/pii_operator/install.rst create mode 100644 docs/source/user_guide/operators/pii_operator/pii.rst create mode 100644 docs/source/user_guide/operators/pii_operator/yaml_schema.rst create mode 100644 tests/unitary/with_extras/operator/pii/__init__.py create mode 100644 tests/unitary/with_extras/operator/pii/test_factory.py create mode 100644 tests/unitary/with_extras/operator/pii/test_files/__init__.py create mode 100644 tests/unitary/with_extras/operator/pii/test_files/pii_test.yaml create mode 100644 tests/unitary/with_extras/operator/pii/test_files/test_data.csv create mode 100644 tests/unitary/with_extras/operator/pii/test_guardrail.py create mode 100644 tests/unitary/with_extras/operator/pii/test_pii_scrubber.py diff --git a/ads/common/decorator/runtime_dependency.py b/ads/common/decorator/runtime_dependency.py index 08ae48e78..27473ae9a 100644 --- a/ads/common/decorator/runtime_dependency.py +++ b/ads/common/decorator/runtime_dependency.py @@ -65,6 +65,7 @@ class OptionalDependency: SPARK = "oracle-ads[spark]" HUGGINGFACE = "oracle-ads[huggingface]" FORECAST = "oracle-ads[forecast]" + PII = "oracle-ads[pii]" def runtime_dependency( diff --git a/ads/data_labeling/mixin/data_labeling.py b/ads/data_labeling/mixin/data_labeling.py index 56f85f3a9..e2c65eb20 100644 --- a/ads/data_labeling/mixin/data_labeling.py +++ b/ads/data_labeling/mixin/data_labeling.py @@ -1,7 +1,7 @@ #!/usr/bin/env python # -*- coding: utf-8; -*- -# Copyright (c) 2021, 2022 Oracle and/or its affiliates. +# Copyright (c) 2021, 2023 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ from typing import Dict, List @@ -188,6 +188,7 @@ def render_ner( content_column: str = "Content", annotations_column: str = "Annotations", limit: int = ROWS_TO_RENDER_LIMIT, + return_html: bool = False, ) -> None: """Renders NER dataset. Displays only first 50 rows. @@ -223,6 +224,8 @@ def render_ner( annotations_column=annotations_column, ) result_html = text_visualizer.render(items=items, options=options) + if return_html: + return result_html from IPython.core.display import HTML, Markdown, display diff --git a/ads/opctl/operator/cmd.py b/ads/opctl/operator/cmd.py index 0efcc20d5..b6cf9b0a6 100644 --- a/ads/opctl/operator/cmd.py +++ b/ads/opctl/operator/cmd.py @@ -179,9 +179,10 @@ def init( ) as f: f.write(yaml.dump(operator_config)) except Exception as ex: - logger.info( + logger.warning( "The operator's specification was not generated " - f"because it is not supported by the `{operator_info.type}` operator." + f"because it is not supported by the `{operator_info.type}` operator. " + "Use --debug option to see the error details." ) logger.debug(ex) diff --git a/ads/opctl/operator/common/operator_yaml_generator.py b/ads/opctl/operator/common/operator_yaml_generator.py index b2b9e2823..1bbc1ae03 100644 --- a/ads/opctl/operator/common/operator_yaml_generator.py +++ b/ads/opctl/operator/common/operator_yaml_generator.py @@ -76,7 +76,7 @@ def _check_condition( Returns ------- bool - True if the condition fulfils, false otherwise. + True if the condition fulfills, false otherwise. """ for key, value in condition.items(): if key not in example or example[key] != value: @@ -103,8 +103,9 @@ def _generate_example( The result config. """ example = {} + for key, value in schema.items(): - # only generate values fro required fields + # only generate values for required fields if ( value.get("required", False) or value.get("dependencies", False) @@ -125,7 +126,8 @@ def _generate_example( example[key] = 1 elif data_type == "boolean": example[key] = True - elif data_type == "array": + elif data_type == "list": + # TODO: Handle list of dict example[key] = ["item1", "item2"] elif data_type == "dict": example[key] = self._generate_example( diff --git a/ads/opctl/operator/lowcode/pii/MLoperator b/ads/opctl/operator/lowcode/pii/MLoperator new file mode 100644 index 000000000..49dafdb5a --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/MLoperator @@ -0,0 +1,15 @@ +type: pii +version: v1 +name: PII Operator +conda_type: published +conda: pii_v1 +gpu: no +keywords: + - PII + - Spacy +backends: + - job +description: | + PII operator, that detects detect and redact Personally Identifiable Information + (PII) data in datasets by combining pattern match and machine learning solution. + Use `ads operator info -t pii` to get more details about the pii operator." diff --git a/ads/opctl/operator/lowcode/pii/README.md b/ads/opctl/operator/lowcode/pii/README.md new file mode 100644 index 000000000..f24cda8ce --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/README.md @@ -0,0 +1,207 @@ +# PII Operator + + +The PII Operator aims to detect and redact Personally Identifiable Information (PII) in datasets. PII data includes information such as names, addresses, and social security numbers, which can be used to identify individuals. This operator combine pattern matching and machine learning solution to identify PII, and then redacts or anonymizes it to protect the privacy of individuals. + +Below are the steps to configure and run the PII Operator on different resources. + +## 1. Prerequisites + +Follow the [CLI Configuration](https://accelerated-data-science.readthedocs.io/en/latest/user_guide/cli/opctl/configure.html) steps from the ADS documentation. This step is mandatory as it sets up default values for different options while running the PII Operator on OCI Data Science jobs. + +## 2. Generating configs + +To generate starter configs, run the command below. This will create a list of YAML configs and place them in the `output` folder. + +```bash +ads operator init -t pii --overwrite --output ~/pii/ +``` + +The most important files expected to be generated are: + +- `pii.yaml`: Contains pii-related configuration. +- `pii_operator_local_python.yaml`: This includes a local backend configuration for running pii operator in a local environment. The environment should be set up manually before running the operator. +- `pii_operator_local_container.yaml`: This includes a local backend configuration for running pii operator within a local container. The container should be built before running the operator. Please refer to the instructions below for details on how to accomplish this. +- `pii_job_container.yaml`: Contains Data Science job-related config to run pii operator in a Data Science job within a container (BYOC) runtime. The container should be built and published before running the operator. Please refer to the instructions below for details on how to accomplish this. +- `pii_job_python.yaml`: Contains Data Science job-related config to run pii operator in a Data Science job within a conda runtime. The conda should be built and published before running the operator. + +All generated configurations should be ready to use without the need for any additional adjustments. However, they are provided as starter kit configurations that can be customized as needed. + +## 3. Running Pii on the local conda environment + +To run pii operator locally, create and activate a new conda environment (`ads-pii`). Install all the required libraries listed in the `environment.yaml` file. + +```yaml +- aiohttp +- datapane +- gender_guesser +- nameparser +- plotly +- spacy_transformers +- scrubadub +- scrubadub_spacy +- oracle_ads[opctl] +``` + +Please review the previously generated `pii.yaml` file using the `init` command, and make any necessary adjustments to the input and output file locations. By default, it assumes that the files should be located in the same folder from which the `init` command was executed. + +Use the command below to verify the pii config. + +```bash +ads operator verify -f ~/pii/pii.yaml +``` + +Use the following command to run the pii operator within the `ads-pii` conda environment. + +```bash +ads operator run -f ~/pii/pii.yaml -b local +``` + +The operator will run in your local environment without requiring any additional modifications. + +## 4. Running pii on the local container + +To run the pii operator within a local container, follow these steps: + +Use the command below to build the pii container. + +```bash +ads operator build-image -t pii +``` + +This will create a new `pii:v1` image, with `/etc/operator` as the designated working directory within the container. + + +Check the `pii_operator_local_container.yaml` config file. By default, it should have a `volume` section with the `.oci` configs folder mounted. + +```yaml +volume: + - "/Users//.oci:/root/.oci" +``` + +Mounting the OCI configs folder is only required if an OCI Object Storage bucket will be used to store the input data or output result. The input/output folders can also be mounted to the container. + +```yaml +volume: + - /Users//.oci:/root/.oci + - /Users//pii/data:/etc/operator/data + - /Users//pii/result:/etc/operator/result +``` + +The full config can look like: +```yaml +kind: operator.local +spec: + image: pii:v1 + volume: + - /Users//.oci:/root/.oci + - /Users//pii/data:/etc/operator/data + - /Users//pii/result:/etc/operator/result +type: container +version: v1 +``` + +Run the pii operator within a container using the command below: + +```bash +ads operator run -f ~/pii/pii.yaml --backend-config ~/pii/pii_operator_local_container.yaml +``` + +## 5. Running pii in the Data Science job within container runtime + +To execute the pii operator within a Data Science job using container runtime, please follow the steps outlined below: + +You can use the following command to build the forecast container. This step can be skipped if you have already done this for running the operator within a local container. + +```bash +ads operator build-image -t pii +``` + +This will create a new `pii:v1` image, with `/etc/operator` as the designated working directory within the container. + +Publish the `pii:v1` container to the [Oracle Container Registry](https://docs.public.oneportal.content.oci.oraclecloud.com/en-us/iaas/Content/Registry/home.htm). To become familiar with OCI, read the documentation links posted below. + +- [Access Container Registry](https://docs.public.oneportal.content.oci.oraclecloud.com/en-us/iaas/Content/Registry/Concepts/registryoverview.htm#access) +- [Create repositories](https://docs.public.oneportal.content.oci.oraclecloud.com/en-us/iaas/Content/Registry/Tasks/registrycreatingarepository.htm#top) +- [Push images](https://docs.public.oneportal.content.oci.oraclecloud.com/en-us/iaas/Content/Registry/Tasks/registrypushingimagesusingthedockercli.htm#Pushing_Images_Using_the_Docker_CLI) + +To publish `pii:v1` to OCR, use the command posted below: + +```bash +ads operator publish-image pii:v1 --registry +``` + +After the container is published to OCR, it can be used within Data Science jobs service. Check the `backend_job_container_config.yaml` config file. It should contain pre-populated infrastructure and runtime sections. The runtime section should contain an image property, something like `image: iad.ocir.io//pii:v1`. More details about supported options can be found in the ADS Jobs documentation - [Run a Container](https://accelerated-data-science.readthedocs.io/en/latest/user_guide/jobs/run_container.html). + +Adjust the `pii.yaml` config with proper input/output folders. When the operator is run in the Data Science job, it will not have access to local folders. Therefore, input data and output folders should be placed in the Object Storage bucket. Open the `pii.yaml` and adjust the following fields: + +```yaml +input_data: + url: oci://bucket@namespace/pii/input_data/data.csv +output_directory: + url: oci://bucket@namespace/pii/result/ +``` + +Run the pii operator on the Data Science jobs using the command posted below: + +```bash +ads operator run -f ~/pii/pii.yaml --backend-config ~/pii/pii_job_container.yaml +``` + +The logs can be monitored using the `ads opctl watch` command. + +```bash +ads opctl watch +``` + + +## 6. Running pii in the Data Science job within conda runtime + +To execute the pii operator within a Data Science job using conda runtime, please follow the steps outlined below: + +You can use the following command to build the pii conda environment. + +```bash +ads operator build-conda -t pii +``` + +This will create a new `pii_v1` conda environment and place it in the folder specified within `ads opctl configure` command. + +Use the command below to Publish the `pii_v1` conda environment to the Object Storage bucket. + +```bash +ads opctl conda publish pii_v1 +``` +More details about configuring CLI can be found here - [Configuring CLI](https://accelerated-data-science.readthedocs.io/en/latest/user_guide/cli/opctl/configure.html) + + +After the conda environment is published to Object Storage, it can be used within Data Science jobs service. Check the `pii_job_python.yaml` config file. It should contain pre-populated infrastructure and runtime sections. The runtime section should contain a `conda` section. + +```yaml +conda: + type: published + uri: oci://bucket@namespace/conda_environments/cpu/pii/1/pii_v1 +``` + +More details about supported options can be found in the ADS Jobs documentation - [Run a Python Workload](https://accelerated-data-science.readthedocs.io/en/latest/user_guide/jobs/run_python.html). + +Adjust the `pii.yaml` config with proper input/output folders. When the pii is run in the Data Science job, it will not have access to local folders. Therefore, input data and output folders should be placed in the Object Storage bucket. Open the `pii.yaml` and adjust the following fields: + +```yaml +input_data: + url: oci://bucket@namespace/pii/input_data/data.csv +output_directory: + url: oci://bucket@namespace/pii/result/ +``` + +Run the pii on the Data Science jobs using the command posted below: + +```bash +ads operator run -f ~/pii/pii.yaml --backend-config ~/pii/pii_job_python.yaml +``` + +The logs can be monitored using the `ads opctl watch` command. + +```bash +ads opctl watch +``` diff --git a/ads/opctl/operator/lowcode/pii/__init__.py b/ads/opctl/operator/lowcode/pii/__init__.py new file mode 100644 index 000000000..b8d0460f5 --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/__init__.py @@ -0,0 +1,5 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ diff --git a/ads/opctl/operator/lowcode/pii/__main__.py b/ads/opctl/operator/lowcode/pii/__main__.py new file mode 100644 index 000000000..111b7ed3f --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/__main__.py @@ -0,0 +1,78 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import json +import os +import sys +from typing import Dict, List + +import yaml + +from ads.opctl import logger +from ads.opctl.operator.common.const import ENV_OPERATOR_ARGS +from ads.opctl.operator.common.utils import _parse_input_args + +from .model.guardrails import PIIGuardrail +from .operator_config import PiiOperatorConfig + + +def operate(operator_config: PiiOperatorConfig) -> None: + """Runs the PII operator.""" + guard = PIIGuardrail(config=operator_config) + guard.process() + + +def verify(spec: Dict, **kwargs: Dict) -> bool: + """Verifies the PII operator config.""" + operator = PiiOperatorConfig.from_dict(spec) + msg_header = ( + f"{'*' * 30} The operator config has been successfully verified {'*' * 30}" + ) + print(msg_header) + print(operator.to_yaml()) + print("*" * len(msg_header)) + + +def main(raw_args: List[str]): + """The entry point of the PII the operator.""" + args, _ = _parse_input_args(raw_args) + if not args.file and not args.spec and not os.environ.get(ENV_OPERATOR_ARGS): + logger.info( + "Please specify -f[--file] or -s[--spec] or " + f"pass operator's arguments via {ENV_OPERATOR_ARGS} environment variable." + ) + return + + logger.info("-" * 100) + logger.info(f"{'Running' if not args.verify else 'Verifying'} the operator...") + + # if spec provided as input string, then convert the string into YAML + yaml_string = "" + if args.spec or os.environ.get(ENV_OPERATOR_ARGS): + operator_spec_str = args.spec or os.environ.get(ENV_OPERATOR_ARGS) + try: + yaml_string = yaml.safe_dump(json.loads(operator_spec_str)) + except json.JSONDecodeError: + yaml_string = yaml.safe_dump(yaml.safe_load(operator_spec_str)) + except: + yaml_string = operator_spec_str + + operator_config = PiiOperatorConfig.from_yaml( + uri=args.file, + yaml_string=yaml_string, + ) + + logger.info(operator_config.to_yaml()) + + # run operator + if args.verify: + verify(operator_config) + else: + operate(operator_config) + + +if __name__ == "__main__": + main(sys.argv[1:]) diff --git a/ads/opctl/operator/lowcode/pii/cmd.py b/ads/opctl/operator/lowcode/pii/cmd.py new file mode 100644 index 000000000..67bf14d27 --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/cmd.py @@ -0,0 +1,39 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +from typing import Dict + +from ads.opctl import logger +from ads.opctl.operator.common.operator_yaml_generator import YamlGenerator +from ads.opctl.operator.common.utils import _load_yaml_from_uri + + +def init(**kwargs: Dict) -> str: + """ + Generates operator config by the schema. + + Properties + ---------- + kwargs: (Dict, optional). + Additional key value arguments. + + - type: str + The type of the operator. + + Returns + ------- + str + The YAML specification generated based on the schema. + """ + logger.info("==== PII related options ====") + + default_detector = [{"name": ".", "action": "mask"}] + + return YamlGenerator( + schema=_load_yaml_from_uri(__file__.replace("cmd.py", "schema.yaml")) + ).generate_example_dict( + values={"type": kwargs.get("type"), "detectors": default_detector} + ) diff --git a/ads/opctl/operator/lowcode/pii/constant.py b/ads/opctl/operator/lowcode/pii/constant.py new file mode 100644 index 000000000..5c75ae74c --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/constant.py @@ -0,0 +1,85 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ +from ads.common.extended_enum import ExtendedEnumMeta + +DEFAULT_SHOW_ROWS = 25 +DEFAULT_TIME_OUT = 5 +DEFAULT_COLOR = "#D6D3D1" +DEFAULT_REPORT_FILENAME = "report.html" +DEFAULT_TARGET_COLUMN = "target" + + +class SupportedAction(str, metaclass=ExtendedEnumMeta): + """Supported action to process detected entities.""" + + MASK = "mask" + REMOVE = "remove" + ANONYMIZE = "anonymize" + + +class SupportedDetector(str, metaclass=ExtendedEnumMeta): + """Supported pii detectors.""" + + DEFAULT = "default" + SPACY = "spacy" + + +class DataFrameColumn(str, metaclass=ExtendedEnumMeta): + REDACTED_TEXT: str = "redacted_text" + ENTITIES: str = "entities_cols" + + +class YamlKey(str, metaclass=ExtendedEnumMeta): + """Yaml key used in pii.yaml.""" + + pass + + +YAML_KEYS = [ + "detectors", + "custom_detectors", + "spacy_detectors", + "anonymization", + "name", + "label", + "patterns", + "model", + "named_entities", + "entities", +] + +################ +# Report Const # +################ +PII_REPORT_DESCRIPTION = ( + "This report will offer a comprehensive overview of the redaction of personal identifiable information (PII) from the provided data." + "The `Summary` section will provide an executive summary of this process, including key statistics, configuration, and model usage." + "The `Details` section will offer a more granular analysis of each row of data, including relevant statistics." +) +DETAILS_REPORT_DESCRIPTION = "The following report will show the details on each row. You can view the highlighted named entities and their labels in the text under `TEXT` tab." + +FLAT_UI_COLORS = [ + "#1ABC9C", + "#2ECC71", + "#3498DB", + "#9B59B6", + "#34495E", + "#16A085", + "#27AE60", + "#2980B9", + "#8E44AD", + "#2C3E50", + "#F1C40F", + "#E67E22", + "#E74C3C", + "#ECF0F1", + "#95A5A6", + "#F39C12", + "#D35400", + "#C0392B", + "#BDC3C7", + "#7F8C8D", +] diff --git a/ads/opctl/operator/lowcode/pii/environment.yaml b/ads/opctl/operator/lowcode/pii/environment.yaml new file mode 100644 index 000000000..4f5b75b67 --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/environment.yaml @@ -0,0 +1,16 @@ +name: pii +channels: + - conda-forge +dependencies: + - python=3.9 + - pip + - pip: + - aiohttp + - datapane + - gender_guesser + - nameparser + - plotly + - spacy_transformers + - scrubadub + - scrubadub_spacy + - oracle_ads[opctl] diff --git a/ads/opctl/operator/lowcode/pii/errors.py b/ads/opctl/operator/lowcode/pii/errors.py new file mode 100644 index 000000000..73aadaf46 --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/errors.py @@ -0,0 +1,27 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +class PIISchemaYamlError(Exception): + """Exception raised when there is an issue with the schema.""" + + def __init__(self, error: str): + super().__init__( + "Invalid PII operator specification. Check the YAML structure and ensure it " + "complies with the required schema for PII operator. \n" + f"{error}" + ) + + +class PIIInputDataError(Exception): + """Exception raised when there is an issue with input data.""" + + def __init__(self, error: str): + super().__init__( + "Invalid input data. Check the input data and ensure it " + "complies with the validation criteria. \n" + f"{error}" + ) diff --git a/ads/opctl/operator/lowcode/pii/model/__init__.py b/ads/opctl/operator/lowcode/pii/model/__init__.py new file mode 100644 index 000000000..b8d0460f5 --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/model/__init__.py @@ -0,0 +1,5 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ diff --git a/ads/opctl/operator/lowcode/pii/model/factory.py b/ads/opctl/operator/lowcode/pii/model/factory.py new file mode 100644 index 000000000..102204ea3 --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/model/factory.py @@ -0,0 +1,80 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import uuid + +from ads.common.decorator.runtime_dependency import ( + OptionalDependency, + runtime_dependency, +) +from ads.opctl.operator.lowcode.pii.constant import SupportedDetector +from ads.opctl.operator.lowcode.pii.utils import construct_filth_cls_name + + +class UnSupportedDetectorError(Exception): + def __init__(self, dtype: str): + super().__init__( + f"Detector: `{dtype}` " + f"is not supported. Supported models: {SupportedDetector.values}" + ) + + +class PiiBaseDetector: + @classmethod + def construct(cls, **kwargs): + raise NotImplementedError + + +class BuiltInDetector(PiiBaseDetector): + @classmethod + def construct(cls, entity, **kwargs): + return entity + + +class SpacyDetector(PiiBaseDetector): + DEFAULT_SPACY_NAMED_ENTITIES = ["DATE", "FAC", "GPE", "LOC", "ORG", "PER", "PERSON"] + DEFAULT_SPACY_MODEL = "en_core_web_trf" + + @classmethod + @runtime_dependency(module="scrubadub", install_from=OptionalDependency.PII) + @runtime_dependency(module="scrubadub_spacy", install_from=OptionalDependency.PII) + def construct(cls, entity, model, **kwargs): + spacy_entity_detector = scrubadub_spacy.detectors.spacy.SpacyEntityDetector( + named_entities=[entity], + name=f"spacy_{uuid.uuid4()}", + model=model, + ) + if entity.upper() not in cls.DEFAULT_SPACY_NAMED_ENTITIES: + filth_cls = type( + construct_filth_cls_name(entity), + (scrubadub.filth.Filth,), + {"type": entity.upper()}, + ) + spacy_entity_detector.filth_cls_map[entity.upper()] = filth_cls + return spacy_entity_detector + + +class PiiDetectorFactory: + """ + The factory class helps to instantiate proper detector object based on the detector config. + """ + + _MAP = { + SupportedDetector.DEFAULT: BuiltInDetector, + SupportedDetector.SPACY: SpacyDetector, + } + + @classmethod + def get_detector( + cls, + detector_type, + entity, + model=None, + ): + if detector_type not in cls._MAP: + raise UnSupportedDetectorError(detector_type) + + return cls._MAP[detector_type].construct(entity=entity, model=model) diff --git a/ads/opctl/operator/lowcode/pii/model/guardrails.py b/ads/opctl/operator/lowcode/pii/model/guardrails.py new file mode 100644 index 000000000..41dc3514b --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/model/guardrails.py @@ -0,0 +1,164 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import os +import time +from datetime import datetime + +from ads.common.object_storage_details import ObjectStorageDetails +from ads.opctl import logger +from ads.opctl.operator.lowcode.pii.constant import DataFrameColumn +from ads.opctl.operator.lowcode.pii.model.pii import PiiScrubber, detect, scrub +from ads.opctl.operator.lowcode.pii.model.report import ( + PIIOperatorReport, + PiiReportPageSpec, + PiiReportSpec, +) +from ads.opctl.operator.lowcode.pii.operator_config import PiiOperatorConfig +from ads.opctl.operator.lowcode.pii.utils import ( + _load_data, + _write_data, + default_signer, + get_output_name, +) + + +class PIIGuardrail: + def __init__(self, config: PiiOperatorConfig): + self.config = config + self.spec = config.spec + self.pii_scrubber = PiiScrubber(config=config) + self.scrubber = self.pii_scrubber.config_scrubber() + + output_filename = get_output_name( + target_name=self.spec.output_directory.name, + given_name=self.spec.input_data.url, + ) + self.dst_uri = os.path.join(self.spec.output_directory.url, output_filename) + self.config.spec.output_directory.name = output_filename + + self.report_uri = os.path.join( + self.spec.output_directory.url, + self.spec.report.report_filename, + ) + + self.report_context: PiiReportSpec = PiiReportSpec.from_dict( + { + "run_summary": { + "config": self.config, + "selected_detectors": self.pii_scrubber.detectors, + "selected_entities": self.pii_scrubber.entities, + "selected_spacy_model": self.pii_scrubber.spacy_model_detectors, + "show_rows": self.spec.report.show_rows, + "show_sensitive_info": self.spec.report.show_sensitive_content, + "src_uri": self.spec.input_data.url, + "total_tokens": 0, + }, + "run_details": {"rows": []}, + } + ) + + self.storage_options = ( + default_signer() + if ObjectStorageDetails.is_oci_path(self.spec.output_directory.url) + else {} + ) + self.datasets = None + + def load_data(self, uri=None, storage_options=None): + """Loads input data.""" + input_data_uri = uri or self.spec.input_data.url + logger.info(f"Loading input data from `{input_data_uri}` ...") + + self.datasets = _load_data( + filename=input_data_uri, + storage_options=storage_options or self.storage_options, + ) + return self + + def process(self, **kwargs): + """Process input data.""" + self.report_context.run_summary.timestamp = datetime.now().strftime( + "%d/%m/%Y %H:%M:%S" + ) + start_time = time.time() + + data = kwargs.pop("input_data", None) or self.datasets + report_uri = kwargs.pop("report_uri", None) or self.report_uri + dst_uri = kwargs.pop("dst_uri", None) or self.dst_uri + + if not data: + try: + self.load_data() + data = self.datasets + except Exception as e: + logger.warning( + f"Failed to load data from `{self.spec.input_data.url}`." + ) + raise e + + # process user data + data[DataFrameColumn.REDACTED_TEXT] = data[self.spec.target_column].apply( + lambda x: scrub(x, scrubber=self.scrubber) + ) + self.report_context.run_summary.elapsed_time = time.time() - start_time + self.report_context.run_summary.total_rows = len(data.index) + + # save output data + if dst_uri: + logger.info(f"Saving data into `{dst_uri}` ...") + + _write_data( + data=data.loc[:, data.columns != self.spec.target_column], + filename=dst_uri, + storage_options=kwargs.pop("storage_options", None) + or self.storage_options, + ) + + # prepare pii report + if report_uri: + logger.info(f"Generating report to `{report_uri}` ...") + + data[DataFrameColumn.ENTITIES] = data[self.spec.target_column].apply( + lambda x: detect(text=x, scrubber=self.scrubber) + ) + + for i in data.index: + text = data[self.spec.target_column][i] + ent_col = data[DataFrameColumn.ENTITIES][i] + page = PiiReportPageSpec.from_dict( + { + "id": i, + "total_tokens": len(ent_col), + "entities": ent_col, + "raw_text": text, + } + ) + self.report_context.run_details.rows.append(page) + self.report_context.run_summary.total_tokens += len(ent_col) + + self._process_context() + PIIOperatorReport( + report_spec=self.report_context, report_uri=report_uri + ).make_view().save_report( + storage_options=kwargs.pop("storage_options", None) + or self.storage_options + ) + + def _process_context(self): + """Count different type of filth.""" + statics = {} # statics : count Filth type in total + rows = self.report_context.run_details.rows + for row in rows: + entities = row.entities + row_statics = {} # count row + for ent in entities: + row_statics[ent.type] = row_statics.get(ent.type, 0) + 1 + statics[ent.type] = statics.get(ent.type, 0) + 1 + + row.statics = row_statics.copy() + + self.report_context.run_summary.statics = statics diff --git a/ads/opctl/operator/lowcode/pii/model/pii.py b/ads/opctl/operator/lowcode/pii/model/pii.py new file mode 100644 index 000000000..ba036d05e --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/model/pii.py @@ -0,0 +1,145 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +from ads.common.decorator.runtime_dependency import ( + OptionalDependency, + runtime_dependency, +) +from ads.opctl import logger +from ads.opctl.operator.common.utils import _load_yaml_from_uri +from ads.opctl.operator.lowcode.pii.model.factory import PiiDetectorFactory +from ads.opctl.operator.lowcode.pii.constant import ( + SupportedAction, + SupportedDetector, +) +from ads.opctl.operator.lowcode.pii.model.processor import ( + POSTPROCESSOR_MAP, + SUPPORTED_REPLACER, + Remover, +) + + +class PiiScrubber: + """Class used for config scrubber and count the detectors in use.""" + + @runtime_dependency(module="scrubadub", install_from=OptionalDependency.PII) + def __init__(self, config): + logger.info(f"Loading config from {config}") + if isinstance(config, str): + config = _load_yaml_from_uri(config) + + self.config = config + self.spec = ( + self.config["spec"] if isinstance(self.config, dict) else self.config.spec + ) + self.detector_spec = ( + self.spec["detectors"] + if isinstance(self.spec, dict) + else self.spec.detectors + ) + + self.scrubber = scrubadub.Scrubber() + + self.detectors = [] + self.entities = [] + self.spacy_model_detectors = [] + self.post_processors = {} + + self._reset_scrubber() + + def _reset_scrubber(self): + # Clean up default detectors + defautls_enable = self.scrubber._detectors.copy() + for d in defautls_enable: + self.scrubber.remove_detector(d) + + def _register(self, name, dtype, model, action, mask_with: str = None): + if action not in SupportedAction.values(): + raise ValueError( + f"Not supported `action`: {action}. Please select from {SupportedAction.values()}." + ) + + detector = PiiDetectorFactory.get_detector( + detector_type=dtype, entity=name, model=model + ) + self.scrubber.add_detector(detector) + self.entities.append(name) + + if action == SupportedAction.ANONYMIZE: + entity = ( + detector + if isinstance(detector, str) + else detector.filth_cls_map[name.upper()].type + ) + if entity in SUPPORTED_REPLACER.keys(): + replacer_name = SUPPORTED_REPLACER.get(entity).name + replacer = self.post_processors.get( + replacer_name, POSTPROCESSOR_MAP.get(replacer_name)() + ) + if hasattr(replacer, "_ENTITIES"): + replacer._ENTITIES.append(name) + self.post_processors[replacer_name] = replacer + else: + raise ValueError( + f"Not supported `action` {action} for this entity `{name}`. Please try with other action." + ) + + if action == SupportedAction.REMOVE: + remover = self.post_processors.get("remover", Remover()) + remover._ENTITIES.append(name) + self.post_processors["remover"] = remover + + def config_scrubber(self): + """Returns an instance of srubadub.Scrubber.""" + + self.scrubber.redact_spec_file = self.spec + + for detector in self.detector_spec: + # example format for detector["name"]: default.phone or spacy.en_core_web_trf.person + d = detector["name"].split(".") + dtype = d[0] + dname = d[1] if len(d) == 2 else d[2] + model = None if len(d) == 2 else d[1] + + action = detector.get("action", SupportedAction.MASK) + self._register( + name=dname, + dtype=dtype, + model=model, + action=action, + ) + if dtype == SupportedDetector.SPACY: + exist = False + for spacy_detectors in self.spacy_model_detectors: + if spacy_detectors["model"] == model: + spacy_detectors["spacy_entites"].append(dname) + exist = True + break + if not exist: + self.spacy_model_detectors.append( + {"model": model, "spacy_entites": [dname]} + ) + + self._register_post_processor() + + self.detectors = list(self.scrubber._detectors.values()) + return self.scrubber + + def _register_post_processor(self): + for _, v in self.post_processors.items(): + self.scrubber.add_post_processor(v) + + +def scrub(text, config=None, scrubber=None): + if not scrubber: + scrubber = PiiScrubber(config=config).config_scrubber() + return scrubber.clean(text) + + +def detect(text, config=None, scrubber=None): + if not scrubber: + scrubber = PiiScrubber(config=config).config_scrubber() + return list(scrubber.iter_filth(text, document_name=None)) diff --git a/ads/opctl/operator/lowcode/pii/model/processor/__init__.py b/ads/opctl/operator/lowcode/pii/model/processor/__init__.py new file mode 100644 index 000000000..062a61aa7 --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/model/processor/__init__.py @@ -0,0 +1,34 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +from .email_replacer import EmailReplacer +from .mbi_replacer import MBIReplacer +from .name_replacer import NameReplacer +from .number_replacer import NumberReplacer +from .remover import Remover + +POSTPROCESSOR_MAP = { + item.name.lower(): item + for item in [ + NameReplacer, + NumberReplacer, + EmailReplacer, + MBIReplacer, + Remover, + ] +} + +# Currently only support anonymization for the following entity. +SUPPORTED_REPLACER = { + "name": NameReplacer, + "number": NumberReplacer, + "phone": NumberReplacer, + "social_security_number": NumberReplacer, + "fin": NumberReplacer, + "mrn": NumberReplacer, + "email": EmailReplacer, + "mbi": MBIReplacer, +} diff --git a/ads/opctl/operator/lowcode/pii/model/processor/email_replacer.py b/ads/opctl/operator/lowcode/pii/model/processor/email_replacer.py new file mode 100644 index 000000000..69a9d92ef --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/model/processor/email_replacer.py @@ -0,0 +1,34 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +from ads.common.decorator.runtime_dependency import ( + OptionalDependency, + runtime_dependency, +) + +try: + import scrubadub +except ImportError: + raise ModuleNotFoundError( + f"`scrubadub` module was not found. Please run " + f"`pip install {OptionalDependency.PII}`." + ) + + +class EmailReplacer(scrubadub.post_processors.PostProcessor): + name = "email_replacer" + + @runtime_dependency(module="faker", install_from=OptionalDependency.PII) + def process_filth(self, filth_list): + from faker import Faker + + for filth in filth_list: + if filth.replacement_string: + continue + if filth.type.lower() != "email": + continue + filth.replacement_string = Faker().email() + return filth_list diff --git a/ads/opctl/operator/lowcode/pii/model/processor/mbi_replacer.py b/ads/opctl/operator/lowcode/pii/model/processor/mbi_replacer.py new file mode 100644 index 000000000..013526cad --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/model/processor/mbi_replacer.py @@ -0,0 +1,35 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import random +import string + +from ads.common.decorator.runtime_dependency import OptionalDependency + +try: + import scrubadub +except ImportError: + raise ModuleNotFoundError( + f"`scrubadub` module was not found. Please run " + f"`pip install {OptionalDependency.PII}`." + ) + + +class MBIReplacer(scrubadub.post_processors.PostProcessor): + name = "mbi_replacer" + CHAR_POOL = "ACDEFGHJKMNPQRTUVWXY" + + def generate_mbi(self): + return "".join(random.choices(self.CHAR_POOL + string.digits, k=11)) + + def process_filth(self, filth_list): + for filth in filth_list: + if filth.replacement_string: + continue + if filth.type.lower() != "mbi": + continue + filth.replacement_string = self.generate_mbi() + return filth_list diff --git a/ads/opctl/operator/lowcode/pii/model/processor/name_replacer.py b/ads/opctl/operator/lowcode/pii/model/processor/name_replacer.py new file mode 100644 index 000000000..2c7dde747 --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/model/processor/name_replacer.py @@ -0,0 +1,225 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +from ads.common.decorator.runtime_dependency import ( + OptionalDependency, + runtime_dependency, +) + +try: + import scrubadub +except ImportError: + raise ModuleNotFoundError( + f"`scrubadub` module was not found. Please run " + f"`pip install {OptionalDependency.PII}`." + ) + + +class NameReplacer(scrubadub.post_processors.PostProcessor): + name = "name_replacer" + + @runtime_dependency(module="faker", install_from=OptionalDependency.PII) + @runtime_dependency(module="gender_guesser", install_from=OptionalDependency.PII) + def __init__(self, name: str = None, mapping: dict = None): + import gender_guesser.detector as gender_detector + from faker import Faker + + if mapping: + self.mapping = mapping + else: + self.mapping = {} + + self.gender_detector = gender_detector.Detector() + self.fake = Faker() + self.groups = { + "first": self.first_name_generator, + "middle": self.first_name_generator, + "last": self.last_name_generator, + "suffix": lambda x: "", + } + super().__init__(name) + + def first_name_generator(self, name): + detected_gender = self.gender_detector.get_gender(name) + if "female" in detected_gender: + return self.fake.first_name_female() + elif "male" in detected_gender: + return self.fake.first_name_male() + return self.fake.first_name_nonbinary() + + def last_name_generator(self, *args): + return self.fake.last_name() + + def unwrap_filth(self, filth_list): + """Un-merge the filths if they have different types.""" + processed = [] + for filth in filth_list: + # MergedFilths has the property "filths" + # Do nothing if filth has a type already + if filth.type in ["unknown", "", None] and hasattr(filth, "filths"): + filth_types = set([f.type.lower() for f in filth.filths]) + # Do nothing if the filth does not contain a name + if "name" not in filth_types: + processed.append(filth) + continue + if len(filth_types) > 1: + processed.extend(filth.filths) + continue + filth.type = filth.filths[0].type + filth.detector_name = filth.filths[0].detector_name + processed.append(filth) + return processed + + @staticmethod + def has_initial(name: "nameparser.HumanName") -> bool: + for attr in ["first", "middle", "last"]: + if len(str(getattr(name, attr)).strip(".")) == 1: + return True + return False + + @staticmethod + def has_non_initial(name: "nameparser.HumanName") -> bool: + for attr in ["first", "middle", "last"]: + if len(str(getattr(name, attr)).strip(".")) > 1: + return True + return False + + @staticmethod + def generate_component(name_component: str, generator): + fake_component = generator(name_component) + if len(name_component.rstrip(".")) == 1: + fake_component = fake_component[0] + if name_component.endswith("."): + fake_component += "." + return fake_component + + def save_name_mapping( + self, name: "nameparser.HumanName", fake_name: "nameparser.HumanName" + ): + """Saves the names with initials to the mapping so that a new name will not be generated. + For example, if name is "John Richard Doe", this method will save the following keys to the mapping: + - J Doe + - John D + - J R Doe + - John R D + - John R Doe + """ + # Both first name and last name must be presented + if not name.first or not name.last: + return + # Remove any dot at the end of the name component. + for attr in ["first", "middle", "last"]: + setattr(name, attr, getattr(name, attr).rstrip(".")) + + self.mapping[ + f"{name.first[0]} {name.last}" + ] = f"{fake_name.first[0]} {fake_name.last}" + + self.mapping[ + f"{name.first} {name.last[0]}" + ] = f"{fake_name.first} {fake_name.last[0]}" + + if name.middle: + self.mapping[ + f"{name.first[0]} {name.middle[0]} {name.last}" + ] = f"{fake_name.first[0]} {fake_name.middle[0]} {fake_name.last}" + + self.mapping[ + f"{name.first} {name.middle[0]} {name.last[0]}" + ] = f"{fake_name.first} {fake_name.middle[0]} {fake_name.last[0]}" + + self.mapping[ + f"{name.first} {name.middle[0]} {name.last}" + ] = f"{fake_name.first} {fake_name.middle[0]} {fake_name.last}" + + @runtime_dependency(module="nameparser", install_from=OptionalDependency.PII) + def replace(self, text): + """Replaces a name with fake name. + + Parameters + ---------- + text : str or HumanName + The name to be replaced. + If text is a HumanName object, the object will be modified to have the new fake names. + + Returns + ------- + str + The replaced name as text. + """ + from nameparser import HumanName + + if isinstance(text, HumanName): + name = text + else: + name = HumanName(text) + skip = [] + # Check if the name is given with initial for one of the first name/last name + key = None + if self.has_initial(name) and self.has_non_initial(name): + if name.middle: + key = f'{name.first.rstrip(".")} {name.middle.rstrip(".")} {name.last.rstrip(".")}' + else: + key = f'{name.first.rstrip(".")} {name.last.rstrip(".")}' + fake_name = self.mapping.get(key) + # If a fake name is found matching the first initial + last name or first name + last initial + # Replace the the initial with the corresponding initial + # and skip processing the first and last name in the replacement. + if fake_name: + fake_name = HumanName(fake_name) + name.first = fake_name.first + name.last = fake_name.last + skip = ["first", "last"] + if name.middle: + name.middle = fake_name.middle + skip.append("middle") + # Replace each component in the name + for attr, generator in self.groups.items(): + if attr in skip: + continue + name_component = getattr(name, attr, None) + if not name_component: + continue + # Check if a fake name has been generated for this name + fake_component = self.mapping.get(name_component) + if not fake_component: + fake_component = self.generate_component(name_component, generator) + # Generate a unique fake name that is not already in the mapping + while fake_component and ( + fake_component in self.mapping.keys() + or fake_component in self.mapping.values() + ): + fake_component = self.generate_component(name_component, generator) + self.mapping[name_component] = fake_component + setattr(name, attr, fake_component) + + # Save name with initials to mapping + original_name = text if isinstance(text, HumanName) else HumanName(text) + self.save_name_mapping(original_name, name) + return str(name) + + @runtime_dependency(module="nameparser", install_from=OptionalDependency.PII) + def process_filth(self, filth_list): + from nameparser import HumanName + + filth_list = self.unwrap_filth(filth_list) + + name_filths = [] + # Filter to keep only the names + for filth in filth_list: + if filth.replacement_string: + continue + if filth.type.lower() != "name": + continue + name_filths.append(filth) + + # Sort reverse by last name so that names having a last name will be processed first. + # When a name is referred by last name (e.g. Mr. White), HumanName will parse it as first name. + name_filths.sort(key=lambda x: HumanName(x.text).last, reverse=True) + for filth in name_filths: + filth.replacement_string = self.replace(filth.text) + return filth_list diff --git a/ads/opctl/operator/lowcode/pii/model/processor/number_replacer.py b/ads/opctl/operator/lowcode/pii/model/processor/number_replacer.py new file mode 100644 index 000000000..5bf678991 --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/model/processor/number_replacer.py @@ -0,0 +1,73 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import datetime +import random +import re + +from ads.common.decorator.runtime_dependency import OptionalDependency + +try: + import scrubadub +except ImportError: + raise ModuleNotFoundError( + f"`scrubadub` module was not found. Please run " + f"`pip install {OptionalDependency.PII}`." + ) + + +class NumberReplacer(scrubadub.post_processors.PostProcessor): + name = "number_replacer" + _ENTITIES = [ + "number", + "mrn", + "fin", + "phone", + "social_security_number", + ] + + @staticmethod + def replace_digit(obj): + return random.choice("0123456789") + + def match_entity_type(self, filth_types): + if list(set(self._ENTITIES) & set(filth_types)): + return True + return False + + def replace_date(self, text): + date_formats = ["%m-%d-%Y", "%m-%d-%y", "%d-%m-%Y", "%d-%m-%y"] + for date_format in date_formats: + try: + date = datetime.datetime.strptime(text, date_format) + except ValueError: + continue + if date.year < 1900 or date.year > datetime.datetime.now().year: + continue + # Now the date is a valid data between 1900 and now + return text + return None + + def replace(self, text): + # Check dates + date = self.replace_date(text) + if date: + return date + return re.sub(r"\d", self.replace_digit, text) + + def process_filth(self, filth_list): + for filth in filth_list: + # Do not process it if it already has a replacement. + if filth.replacement_string: + continue + if filth.type.lower() in self._ENTITIES: + filth.replacement_string = self.replace(filth.text) + # Replace the numbers for merged filth + if filth.type.lower() == "unknown" and hasattr(filth, "filths"): + filth_types = set([f.type for f in filth.filths]) + if self.match_entity_type(filth_types): + filth.replacement_string = self.replace(filth.text) + return filth_list diff --git a/ads/opctl/operator/lowcode/pii/model/processor/remover.py b/ads/opctl/operator/lowcode/pii/model/processor/remover.py new file mode 100644 index 000000000..0e014fe80 --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/model/processor/remover.py @@ -0,0 +1,26 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ +from ads.common.decorator.runtime_dependency import OptionalDependency + +try: + import scrubadub +except ImportError: + raise ModuleNotFoundError( + f"`scrubadub` module was not found. Please run " + f"`pip install {OptionalDependency.PII}`." + ) + + +class Remover(scrubadub.post_processors.PostProcessor): + name = "remover" + _ENTITIES = [] + + def process_filth(self, filth_list): + for filth in filth_list: + if filth.type.lower() in self._ENTITIES: + filth.replacement_string = "" + + return filth_list diff --git a/ads/opctl/operator/lowcode/pii/model/report.py b/ads/opctl/operator/lowcode/pii/model/report.py new file mode 100644 index 000000000..42167ba87 --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/model/report.py @@ -0,0 +1,489 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +import os +import random +import tempfile +from dataclasses import dataclass, field +from typing import Dict, List + +import fsspec +import pandas as pd +import requests +import yaml + +from ads.common.decorator.runtime_dependency import ( + OptionalDependency, + runtime_dependency, +) +from ads.common.serializer import DataClassSerializable +from ads.opctl import logger +from ads.opctl.operator.lowcode.pii.constant import ( + DEFAULT_COLOR, + DEFAULT_SHOW_ROWS, + DEFAULT_TIME_OUT, + DETAILS_REPORT_DESCRIPTION, + FLAT_UI_COLORS, + PII_REPORT_DESCRIPTION, +) +from ads.opctl.operator.lowcode.pii.operator_config import PiiOperatorConfig +from ads.opctl.operator.lowcode.pii.utils import ( + block_print, + compute_rate, + enable_print, + human_time_friendly, +) + +try: + import datapane as dp +except ImportError: + raise ModuleNotFoundError( + f"`datapane` module was not found. Please run " + f"`pip install {OptionalDependency.PII}`." + ) + + +@dataclass(repr=True) +class PiiReportPageSpec(DataClassSerializable): + """Class representing each page under Run Details in pii operator report.""" + + entities: list = field(default_factory=list) + id: int = None + raw_text: str = None + statics: dict = field(default_factory=dict) + total_tokens: int = None + + +@dataclass(repr=True) +class RunDetails(DataClassSerializable): + """Class representing Run Details Page in pii operator report.""" + + rows: list = field(default_factory=list) + + +@dataclass(repr=True) +class RunSummary(DataClassSerializable): + """Class representing Run Summary Page in pii operator report.""" + + config: PiiOperatorConfig = None + elapsed_time: str = None + selected_detectors: list = field(default_factory=list) + selected_entities: List[str] = field(default_factory=list) + selected_spacy_model: List[Dict] = field(default_factory=list) + show_rows: int = None + show_sensitive_info: bool = False + src_uri: str = None + statics: dict = None + timestamp: str = None + total_rows: int = None + total_tokens: int = None + + +@dataclass(repr=True) +class PiiReportSpec(DataClassSerializable): + """Class representing pii operator report.""" + + run_details: RunDetails = field(default_factory=RunDetails) + run_summary: RunSummary = field(default_factory=RunSummary) + + +LABEL_TO_COLOR_MAP = {} + + +@runtime_dependency(module="plotly", install_from=OptionalDependency.PII) +def make_model_card(model_name="", readme_path=""): + """Make render model_readme.md as model_card tab. + All spacy model: https://huggingface.co/spacy + For example: "en_core_web_trf": "https://huggingface.co/spacy/en_core_web_trf/raw/main/README.md". + """ + + readme_path = ( + f"https://huggingface.co/spacy/{model_name}/raw/main/README.md" + if model_name + else readme_path + ) + if not readme_path: + raise NotImplementedError("Does not support other spacy model so far.") + + try: + requests.get(readme_path, timeout=DEFAULT_TIME_OUT) + with fsspec.open(readme_path, "r") as file: + content = file.read() + _, front_matter, text = content.split("---", 2) + data = yaml.safe_load(front_matter) + except requests.ConnectionError: + logger.warning( + "You don't have internet connection. Therefore, we are not able to generate model card." + ) + return dp.Group( + dp.Text("-"), + columns=1, + ) + + try: + import plotly.graph_objects as go + + eval_res = data["model-index"][0]["results"] + metrics = [] + values = [] + for eval in eval_res: + metric = [x["name"] for x in eval["metrics"]] + value = [x["value"] for x in eval["metrics"]] + metrics = metrics + metric + values = values + value + df = pd.DataFrame({"Metrics": metrics, "Values": values}) + fig = go.Figure( + data=[ + go.Table( + header=dict(values=list(df.columns)), + cells=dict(values=[df.Metrics, df.Values]), + ) + ] + ) + eval_res_tb = dp.Plot(data=fig, caption="Evaluation Results") + except: + eval_res_tb = dp.Text("-") + logger.warning( + "The given readme.md doesn't have correct template for Evaluation Results." + ) + + return dp.Group( + dp.Text(text), + eval_res_tb, + columns=2, + ) + + +def map_label_to_color(labels): + """Pair label with corresponding color.""" + label_to_colors = {} + for label in labels: + label = label.lower() + label_to_colors[label] = LABEL_TO_COLOR_MAP.get( + label, random.choice(FLAT_UI_COLORS) + ) + LABEL_TO_COLOR_MAP[label] = label_to_colors[label] + + return label_to_colors + + +@runtime_dependency(module="plotly", install_from=OptionalDependency.PII) +def plot_pie(count_map) -> dp.Plot: + import plotly.express as px + + cols = count_map.keys() + cnts = count_map.values() + ent_col_name = "EntityName" + cnt_col_name = "count" + df = pd.DataFrame({ent_col_name: cols, cnt_col_name: cnts}) + + fig = px.pie( + df, + values=cnt_col_name, + names=ent_col_name, + title="The Distribution Of Entities Redacted", + color=ent_col_name, + color_discrete_map=map_label_to_color(cols), + ) + fig.update_traces(textposition="inside", textinfo="percent+label") + return dp.Plot(fig) + + +def build_entity_df(entites, id) -> pd.DataFrame: + text = [ent.text for ent in entites] + types = [ent.type for ent in entites] + replaced_values = [ + ent.replacement_string or "{{" + ent.placeholder + "}}" for ent in entites + ] + d = { + "Row ID": id, + "Entity (Original Text)": text, + "Type": types, + "Redacted To": replaced_values, + } + df = pd.DataFrame(data=d) + if df.size == 0: + # Datapane does not support empty dataframe, append a dummy row + df2 = { + "Row ID": id, + "Entity (Original Text)": "-", + "Type": "-", + "Redacted To": "-", + } + df = df.append(df2, ignore_index=True) + return df + + +class RowReportFields: + def __init__(self, row_spec: PiiReportPageSpec, show_sensitive_info: bool = True): + self.spec = row_spec + self.show_sensitive_info = show_sensitive_info + + def build_report(self) -> dp.Group: + return dp.Group( + dp.Select( + blocks=[ + self._make_stats_card(), + self._make_text_card(), + ], + type=dp.SelectType.TABS, + ), + label="Row Id: " + str(self.spec.id), + ) + + def _make_stats_card(self): + stats = [ + dp.Text("## Row Summary Statistics"), + dp.BigNumber( + heading="Total No. Of Entites Proceed", + value=self.spec.total_tokens or 0, + ), + dp.Text(f"### Entities Distribution"), + plot_pie(self.spec.statics), + ] + if self.show_sensitive_info: + stats.append(dp.Text(f"### Resolved Entities")) + stats.append( + dp.DataTable( + build_entity_df(self.spec.entities, id=self.spec.id), + label="Resolved Entities", + ) + ) + return dp.Group(blocks=stats, label="STATS") + + def _make_text_card(self): + annotations = [] + labels = set() + for ent in self.spec.entities: + annotations.append((ent.beg, ent.end, ent.type)) + labels.add(ent.type) + + if len(annotations) == 0: + annotations.append((0, 0, "No entity detected")) + + d = {"Content": [self.spec.raw_text], "Annotations": [annotations]} + df = pd.DataFrame(data=d) + render_html = df.ads.render_ner( + options={ + "default_color": DEFAULT_COLOR, + "colors": map_label_to_color(labels), + }, + return_html=True, + ) + return dp.Group(dp.HTML(render_html), label="TEXT") + + +class PIIOperatorReport: + def __init__(self, report_spec: PiiReportSpec, report_uri: str): + # set useful field for generating report from context + self.report_spec = report_spec + self.show_rows = report_spec.run_summary.show_rows or DEFAULT_SHOW_ROWS + + rows = report_spec.run_details.rows + rows = rows[0 : self.show_rows] + self.rows_details = [ + RowReportFields(r, report_spec.run_summary.show_sensitive_info) + for r in rows + ] + + self.report_uri = report_uri + + def make_view(self): + title_text = dp.Text("# Personally Identifiable Information Operator Report") + time_proceed = dp.BigNumber( + heading="Ran at", + value=self.report_spec.run_summary.timestamp or "today", + ) + report_description = dp.Text(PII_REPORT_DESCRIPTION) + + structure = dp.Blocks( + dp.Select( + blocks=[ + dp.Group( + self._build_summary_page(), + label="Summary", + ), + dp.Group( + self._build_details_page(), + label="Details", + ), + ], + type=dp.SelectType.TABS, + ) + ) + self.report_sections = [title_text, report_description, time_proceed, structure] + return self + + def save_report(self, report_sections=None, report_uri=None, storage_options={}): + with tempfile.TemporaryDirectory() as temp_dir: + report_local_path = os.path.join(temp_dir, "___report.html") + block_print() + dp.save_report( + report_sections or self.report_sections, + path=report_local_path, + open=False, + ) + enable_print() + + report_uri = report_uri or self.report_uri + with open(report_local_path) as f1: + with fsspec.open( + report_uri, + "w", + **storage_options, + ) as f2: + f2.write(f1.read()) + + def _build_summary_page(self): + summary = dp.Blocks( + dp.Text("# PII Summary"), + dp.Text(self._get_summary_desc()), + dp.Select( + blocks=[ + self._make_summary_stats_card(), + self._make_yaml_card(), + self._make_model_card(), + ], + type=dp.SelectType.TABS, + ), + ) + + return summary + + def _build_details_page(self): + details = dp.Blocks( + dp.Text(DETAILS_REPORT_DESCRIPTION), + dp.Select( + blocks=[ + row.build_report() for row in self.rows_details + ], # RowReportFields + type=dp.SelectType.DROPDOWN, + label="Details", + ), + ) + + return details + + def _make_summary_stats_card(self) -> dp.Group: + """ + Shows summary statics + 1. total rows + 2. total entites + 3. time_spent/row + 4. entities distribution + 5. resolved Entities in sample data - optional + """ + try: + process_rate = compute_rate( + self.report_spec.run_summary.elapsed_time, + self.report_spec.run_summary.total_rows, + ) + except Exception as e: + logger.warning("Failed to compute processing rate.") + logger.debug(f"Full traceback: {e}") + process_rate = "-" + + summary_stats = [ + dp.Text("## Summary Statistics"), + dp.Group( + dp.BigNumber( + heading="Total No. Of Rows", + value=self.report_spec.run_summary.total_rows or "unknown", + ), + dp.BigNumber( + heading="Total No. Of Entites Proceed", + value=self.report_spec.run_summary.total_tokens, + ), + dp.BigNumber( + heading="Rows per second processed", + value=process_rate, + ), + dp.BigNumber( + heading="Total Time Spent", + value=human_time_friendly( + self.report_spec.run_summary.elapsed_time + ), + ), + columns=2, + ), + dp.Text(f"### Entities Distribution"), + plot_pie(self.report_spec.run_summary.statics), + ] + if self.report_spec.run_summary.show_sensitive_info: + entites_df = self._build_total_entity_df() + summary_stats.append(dp.Text(f"### Resolved Entities")) + summary_stats.append(dp.DataTable(entites_df)) + return dp.Group(blocks=summary_stats, label="STATS") + + def _make_yaml_card(self) -> dp.Group: + """Shows the full pii config yaml.""" + yaml_string = self.report_spec.run_summary.config.to_yaml() + yaml_appendix_title = dp.Text(f"## Reference: YAML File") + yaml_appendix = dp.Code(code=yaml_string, language="yaml") + return dp.Group(blocks=[yaml_appendix_title, yaml_appendix], label="YAML") + + def _make_model_card(self) -> dp.Group: + """Generates model card.""" + if len(self.report_spec.run_summary.selected_spacy_model) == 0: + return dp.Group( + dp.Text("No model used."), + label="MODEL CARD", + ) + + model_cards = [ + dp.Group( + make_model_card(model_name=x.get("model")), + label=x.get("model"), + ) + for x in self.report_spec.run_summary.selected_spacy_model + ] + + if len(model_cards) <= 1: + return dp.Group( + blocks=model_cards, + label="MODEL CARD", + ) + return dp.Group( + dp.Select( + blocks=model_cards, + type=dp.SelectType.TABS, + ), + label="MODEL CARD", + ) + + def _build_total_entity_df(self) -> pd.DataFrame: + frames = [] + for row in self.rows_details: # RowReportFields + frames.append(build_entity_df(entites=row.spec.entities, id=row.spec.id)) + + result = pd.concat(frames) + return result + + def _get_summary_desc(self) -> str: + entities_mark_down = [ + "**" + ent + "**" for ent in self.report_spec.run_summary.selected_entities + ] + + model_description = "" + for spacy_model in self.report_spec.run_summary.selected_spacy_model: + model_description = ( + model_description + + f"You chose the **{spacy_model.get('model', 'unknown model')}** model for **{spacy_model.get('spacy_entites', 'unknown entities')}** detection." + ) + if model_description: + model_description = ( + model_description + + "You can view the model details under the ``MODEL CARD`` tab." + ) + + SUMMARY_REPORT_DESCRIPTION_TEMPLATE = f""" + This report will detail the statistics and configuration of the redaction process.The report will contain information such as the number of rows processed, the number of entities redacted, and so on. The report will provide valuable insight into the performance of the PII tool and facilitate any necessary adjustments to improve its performance. + + Based on the configuration file (you can view the YAML details under the ``YAML`` tab), you selected the following entities: {entities_mark_down}. + {model_description} + """ + return SUMMARY_REPORT_DESCRIPTION_TEMPLATE diff --git a/ads/opctl/operator/lowcode/pii/operator_config.py b/ads/opctl/operator/lowcode/pii/operator_config.py new file mode 100644 index 000000000..d70e8770b --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/operator_config.py @@ -0,0 +1,102 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import os +from dataclasses import dataclass, field +from typing import Dict, List + +from ads.common.serializer import DataClassSerializable +from ads.opctl.operator.common.operator_config import OperatorConfig +from ads.opctl.operator.common.utils import _load_yaml_from_uri +from ads.opctl.operator.lowcode.pii.constant import ( + DEFAULT_SHOW_ROWS, + DEFAULT_REPORT_FILENAME, + DEFAULT_TARGET_COLUMN, +) + + +@dataclass(repr=True) +class InputData(DataClassSerializable): + """Class representing operator specification input data details.""" + + url: str = None + + +@dataclass(repr=True) +class OutputDirectory(DataClassSerializable): + """Class representing operator specification output directory details.""" + + url: str = None + name: str = None + + +@dataclass(repr=True) +class Report(DataClassSerializable): + """Class representing operator specification report details.""" + + report_filename: str = None + show_rows: int = None + show_sensitive_content: bool = False + + +@dataclass(repr=True) +class Detector(DataClassSerializable): + """Class representing operator specification redactor directory details.""" + + name: str = None + action: str = None + + +@dataclass(repr=True) +class PiiOperatorSpec(DataClassSerializable): + """Class representing pii operator specification.""" + + input_data: InputData = field(default_factory=InputData) + output_directory: OutputDirectory = field(default_factory=OutputDirectory) + report: Report = field(default_factory=Report) + target_column: str = None + detectors: List[Dict] = field(default_factory=list) + + def __post_init__(self): + """Adjusts the specification details.""" + + self.target_column = self.target_column or DEFAULT_TARGET_COLUMN + self.report = self.report or Report.from_dict( + { + "report_filename": DEFAULT_REPORT_FILENAME, + "show_rows": DEFAULT_SHOW_ROWS, + "show_sensitive_content": False, + } + ) + + +@dataclass(repr=True) +class PiiOperatorConfig(OperatorConfig): + """Class representing pii operator config. + + Attributes + ---------- + kind: str + The kind of the resource. For operators it is always - `operator`. + type: str + The type of the operator. For pii operator it is always - `pii` + version: str + The version of the operator. + spec: PiiOperatorSpec + The pii operator specification. + """ + + kind: str = "operator" + type: str = "pii" + version: str = "v1" + spec: PiiOperatorSpec = field(default_factory=PiiOperatorSpec) + + @classmethod + def _load_schema(cls) -> str: + """Loads operator schema.""" + return _load_yaml_from_uri( + os.path.join(os.path.dirname(os.path.abspath(__file__)), "schema.yaml") + ) diff --git a/ads/opctl/operator/lowcode/pii/schema.yaml b/ads/opctl/operator/lowcode/pii/schema.yaml new file mode 100644 index 000000000..ff295c7fa --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/schema.yaml @@ -0,0 +1,108 @@ +kind: + allowed: + - operator + required: true + type: string + default: operator + meta: + description: "Which service are you trying to use? Common kinds: `operator`, `job`" + +version: + allowed: + - "v1" + required: true + type: string + default: v1 + meta: + description: "Operators may change yaml file schemas from version to version, as well as implementation details. Double check the version to ensure compatibility." + +type: + required: true + type: string + default: pii + meta: + description: "Type should always be `pii` when using a pii operator" + + +spec: + required: true + schema: + input_data: + required: true + type: dict + meta: + description: "This should be indexed by target column." + schema: + url: + required: true + type: string + default: data.csv + meta: + description: "The url can be local, or remote. For example: `oci://@/data.csv`" + + output_directory: + required: true + schema: + url: + required: true + type: string + default: result/ + meta: + description: "The url can be local, or remote. For example: `oci://@/`" + name: + required: false + type: string + default: data-out.csv + type: dict + + report: + required: false + schema: + report_filename: + required: true + type: string + default: report.html + meta: + description: "Placed into `output_directory` location. Defaults to `report.html`" + show_rows: + required: false + type: number + meta: + description: "The number of rows that shows in the report. Defaults to `10`" + show_sensitive_content: + required: true + default: false + type: boolean + meta: + description: "Whether to show sensitive content in the report. Defaults to `False`" + type: dict + + target_column: + type: string + required: true + default: target + meta: + description: "Column with user data." + + detectors: + type: list + required: true + schema: + type: dict + schema: + name: + required: true + type: string + meta: + description: "The name of the detector. THe format is `.`." + action: + required: true + type: string + default: mask + allowed: + - anonymize + - mask + - remove + meta: + description: "The way to process the detected entity. Default to `mask`." + type: dict diff --git a/ads/opctl/operator/lowcode/pii/utils.py b/ads/opctl/operator/lowcode/pii/utils.py new file mode 100644 index 000000000..50f28eed9 --- /dev/null +++ b/ads/opctl/operator/lowcode/pii/utils.py @@ -0,0 +1,125 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import os +import sys + +import fsspec +import pandas as pd + +from ads.common.object_storage_details import ObjectStorageDetails + +from .errors import PIIInputDataError + + +def default_signer(**kwargs): + os.environ["EXTRA_USER_AGENT_INFO"] = "Pii-Operator" + from ads.common.auth import default_signer + + return default_signer(**kwargs) + + +def _call_pandas_fsspec(pd_fn, filename, storage_options, **kwargs): + if fsspec.utils.get_protocol(filename) == "file": + return pd_fn(filename, **kwargs) + + storage_options = storage_options or ( + default_signer() if ObjectStorageDetails.is_oci_path(filename) else {} + ) + + return pd_fn(filename, storage_options=storage_options, **kwargs) + + +def _load_data(filename, format=None, storage_options=None, columns=None, **kwargs): + if not format: + _, format = os.path.splitext(filename) + format = format[1:] + if format in ["json", "csv"]: + read_fn = getattr(pd, f"read_{format}") + data = _call_pandas_fsspec(read_fn, filename, storage_options=storage_options) + elif format in ["tsv"]: + data = _call_pandas_fsspec( + pd.read_csv, filename, storage_options=storage_options, sep="\t" + ) + else: + raise PIIInputDataError(f"Unrecognized format: {format}") + if columns: + # keep only these columns, done after load because only CSV supports stream filtering + data = data[columns] + return data + + +def _write_data( + data, filename, format=None, storage_options=None, index=False, **kwargs +): + if not format: + _, format = os.path.splitext(filename) + format = format[1:] + if format in ["json", "csv"]: + write_fn = getattr(data, f"to_{format}") + return _call_pandas_fsspec( + write_fn, filename, index=index, storage_options=storage_options + ) + raise PIIInputDataError(f"Unrecognized format: {format}") + + +def get_output_name(given_name, target_name=None): + """Add ``-out`` suffix to the src filename.""" + if not target_name: + basename = os.path.basename(given_name) + fn, ext = os.path.splitext(basename) + target_name = fn + "_out" + ext + return target_name + + +def construct_filth_cls_name(name: str) -> str: + """Constructs the filth class name from the given name. + For example, "name" -> "NameFilth". + + Args: + name (str): filth class name. + + Returns: + str: The filth class name. + """ + return "".join([s.capitalize() for s in name.split("_")]) + "Filth" + + +################ +# Report utils # +################ +def compute_rate(elapsed_time, num_unit): + return elapsed_time / num_unit + + +def human_time_friendly(seconds): + TIME_DURATION_UNITS = ( + ("week", 60 * 60 * 24 * 7), + ("day", 60 * 60 * 24), + ("hour", 60 * 60), + ("min", 60), + ) + if seconds == 0: + return "inf" + accumulator = [] + for unit, div in TIME_DURATION_UNITS: + amount, seconds = divmod(float(seconds), div) + if amount > 0: + accumulator.append( + "{} {}{}".format(int(amount), unit, "" if amount == 1 else "s") + ) + accumulator.append("{} secs".format(round(seconds, 2))) + return ", ".join(accumulator) + + +# Disable +def block_print(): + sys.stdout = open(os.devnull, "w") + + +# Restore +def enable_print(): + sys.stdout = sys.__stdout__ diff --git a/dev-requirements.txt b/dev-requirements.txt index 2244c5951..038d2bfe2 100644 --- a/dev-requirements.txt +++ b/dev-requirements.txt @@ -1,5 +1,5 @@ -r test-requirements.txt --e ".[bds,data,geo,huggingface,notebook,onnx,opctl,optuna,spark,tensorflow,text,torch,viz,forecast]" +-e ".[bds,data,geo,huggingface,notebook,onnx,opctl,optuna,spark,tensorflow,text,torch,viz,forecast,pii]" arff category_encoders dask diff --git a/docs/source/index.rst b/docs/source/index.rst index 0aee74570..ca4e6b4d2 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -43,6 +43,7 @@ Oracle Accelerated Data Science (ADS) user_guide/operators/index user_guide/operators/common/index user_guide/operators/forecasting_operator/index + user_guide/operators/pii_operator/index .. toctree:: :hidden: diff --git a/docs/source/user_guide/operators/pii_operator/examples.rst b/docs/source/user_guide/operators/pii_operator/examples.rst new file mode 100644 index 000000000..037bee176 --- /dev/null +++ b/docs/source/user_guide/operators/pii_operator/examples.rst @@ -0,0 +1,53 @@ +======== +Examples +======== + +**Simple Example** + +The simplest yaml file is generated by the ``ads operator init --type pii`` and looks like the following: + +.. code-block:: yaml + + kind: operator + type: pii + version: v1 + spec: + input_data: + url: mydata.csv + target_column: target + output_directory: + url: result/ + detectors: + - name: default.phone + action: mask + + + +**Complex Example** + +The yaml can also be maximally stated as follows: + + +.. code-block:: yaml + + kind: operator + type: pii + version: v1 + spec: + output_directory: + url: oci://my-bucket@my-tenancy/results + name: myProcessedData.csv + report: + report_filename: report.html + show_rows: 10 + show_sensitive_content: true + input_data: + url: oci://my-bucket@my-tenancy/mydata.csv + target_column: target + detectors: + - name: default.phone + action: mask + - name: default.social_security_number + action: remove + - name: spacy.en_core_web_trf.person + action: anonymize diff --git a/docs/source/user_guide/operators/pii_operator/getting_started.rst b/docs/source/user_guide/operators/pii_operator/getting_started.rst new file mode 100644 index 000000000..a8c455ded --- /dev/null +++ b/docs/source/user_guide/operators/pii_operator/getting_started.rst @@ -0,0 +1,64 @@ +=============== +Getting Started +=============== + +Configure +--------- + +After having set up ``ads opctl`` on your desired machine using ``ads opctl configure``, you are ready to begin using pii operator. At a bare minimum, you will need to provide the following details about your tasks: + +- Path to the input data (input_data) +- Path to the output directory, where the operator will place the processed data and report.html produced from the run (output_directory) +- Name of the column with user data (target_column) +- Name of the detector will be used in the operator (detectors) + +These details exactly match the initial pii.yaml file generated by running ``ads operator init --type pii``: + +.. code-block:: yaml + + kind: operator + type: pii + version: v1 + spec: + input_data: + url: mydata.csv + target_column: target + output_directory: + url: result/ + detectors: + - name: default.phone + action: mask + + +Optionally, you are able to specify much more. The most common additions are: + +- Whether to show sensitive content in the report. (show_sensitive_content) +- Way to process the detected entity. (action) + +An extensive list of parameters can be found in the ``YAML Schema`` section. + + +Run +--- + +After you have your pii.yaml written, you simply run the operator using: + +.. code-block:: bash + + ads operator run -f pii.yaml + + +Interpret Results +----------------- + +The pii operator produces the following output files: ``mydata-out.csv`` and ``report.html``. + +We will go through each of these output files in turn. + +**mydata-out.csv** + +The name of this file can be customized based on output_directory parameters in the configuration yaml. This file contains the processed dataset. + +**report.html** + +The report.html file is customized based on report parameters in the configuration yaml. It contains a summary of statistics, a plot of entities distributions, details of the resolved entites, and details about any modelused. By default sensitive information is not shown in the report, but for debugging purposes you can disable this with ``show_sensitive_content``. It also includes a copy of YAML file, providing a fully detailed version of the original specification. diff --git a/docs/source/user_guide/operators/pii_operator/index.rst b/docs/source/user_guide/operators/pii_operator/index.rst new file mode 100644 index 000000000..cdf5d962b --- /dev/null +++ b/docs/source/user_guide/operators/pii_operator/index.rst @@ -0,0 +1,37 @@ +============ +PII Operator +============ + +The PII operator aims to detect and redact Personally Identifiable Information(PII) in datasets by combining pattern match and machine learning solution. + +Overview +-------- + +**Introduction to PII** + +Personal Identifiable Information (PII) refers to any information that can identify an individual, encompassing financial, medical, educational, and employment records. Failure to protect Personal Identifiable Information (PII) can lead to identity theft, financial loss, and reputational damage of individuals and businesses alike, highlighting the importance of taking appropriate measures to safeguard sensitive information. The Operators framework is OCI's most extensible, low-code, managed ecosystem for detecting and redacting pii in dataset. + +This technical documentation introduces using ``ads opctl`` for detecting and redacting pii tasks. This module is engineered with the principles of low-code development in mind, making it accessible to users with varying degrees of technical expertise. It operates on managed infrastructure, ensuring reliability and scalability, while its configurability through YAML allows users to customize redaction to their specific needs. + +**Automated Detection and Classification** + +By leveraging pattern matching and AI-powered solution, the ADS PII Operator efficiently identifies sentitive data on free form texts. + +**Intelligent Co-reference Resolution** + +A standout feature of the ADS PII Operator is its ability to maintain co-reference entity relationships even after anonymization, this not only anonymizes the data, but peserves the statistical properties of the data. + +**PII Operator Documentation** + +This documentation will explore the key concepts and capabilities of the PII operator, providing examples and practical guidance on how to use its various functions and modules. By the end of this guide, users will have a solid understanding of the PII operator and its capabilities, as well as the knowledge and tools needed to make informed decisions when designing solutions tailored to their specific requirements. + +.. versionadded:: 2.9.0 + +.. toctree:: + :maxdepth: 1 + + ./install + ./getting_started + ./pii + ./examples + ./yaml_schema diff --git a/docs/source/user_guide/operators/pii_operator/install.rst b/docs/source/user_guide/operators/pii_operator/install.rst new file mode 100644 index 000000000..ae581315b --- /dev/null +++ b/docs/source/user_guide/operators/pii_operator/install.rst @@ -0,0 +1,13 @@ +=========================== +Installing the PII Operator +=========================== + +The PII Operator can be installed from PyPi. + + +.. code-block:: bash + + python3 -m pip install oracle_ads[pii] + + +After that, the Operator is ready to go! diff --git a/docs/source/user_guide/operators/pii_operator/pii.rst b/docs/source/user_guide/operators/pii_operator/pii.rst new file mode 100644 index 000000000..617467e8b --- /dev/null +++ b/docs/source/user_guide/operators/pii_operator/pii.rst @@ -0,0 +1,47 @@ +============= +Configure PII +============= + +Let's explore each line of the pii.yaml so we can better understand options for extending and customizing the operator to our use case. + +Here is an example pii.yaml with every parameter specified: + +.. code-block:: yaml + + kind: operator + type: pii + version: v1 + spec: + output_directory: + url: oci://my-bucket@my-tenancy/results + name: mydata-out.csv + report: + report_filename: report.html + show_rows: 10 + show_sensitive_content: true + input_data: + url: oci://my-bucket@my-tenancy/mydata.csv + target_column: target + detectors: + - name: default.phone + action: anonymize + + +* **Kind**: The yaml file always starts with ``kind: operator``. There are many other kinds of yaml files that can be run by ``ads opctl``, so we need to specify this is an operator. +* **Type**: The type of operator is ``pii``. +* **Version**: The only available version is ``v1``. +* **Spec**: Spec contains the bulk of the information for the specific problem. + * **input_data**: This dictionary contains the details for how to read the input data. + * **url**: Insert the uri for the dataset if it's on object storage using the URI pattern ``oci://@/path/to/data.csv``. + * **target_column**: This string specifies the name of the column where the user data is within the input data. + * **detectors**: This list contains the details for each detector and action that will be taken. + * **name**: The string specifies the name of the detector. The format should be ``.``. + * **action**: The string specifies the way to process the detected entity. Default to mask. + * **output_directory**: This dictionary contains the details for where to put the output artifacts. The directory need not exist, but must be accessible by the Operator during runtime. + * **url**: Insert the uri for the dataset if it's on object storage using the URI pattern ``oci://@/subfolder/``. + * **name**: The string specifies the name of the processed data file. + + * **report**: (optional) This dictionary specific details for the generated report. + * **report_filename**: Placed into output_directory location. Defaults to report.html. + * **show_sensitive_content**: Whether to show sensitive content in the report. Defaults to false. + * **show_rows**: The number of rows that shows in the report. diff --git a/docs/source/user_guide/operators/pii_operator/yaml_schema.rst b/docs/source/user_guide/operators/pii_operator/yaml_schema.rst new file mode 100644 index 000000000..ee1318f8c --- /dev/null +++ b/docs/source/user_guide/operators/pii_operator/yaml_schema.rst @@ -0,0 +1,9 @@ +=========== +YAML Schema +=========== + +Following is the YAML schema for validating the YAML using `Cerberus `_: + +.. literalinclude:: ../../../../../ads/opctl/operator/lowcode/pii/schema.yaml + :language: yaml + :linenos: diff --git a/pyproject.toml b/pyproject.toml index d861f5bee..a950d663e 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -54,6 +54,7 @@ classifiers = [ # In dependencies se "; platform_machine == 'aarch64'" to specify ARM underlying platform # Copied from install_requires list in setup.py, setup.py got removed in favor of this config file dependencies = [ + "PyYAML>=6", # pyyaml 5.4 is broken with cython 3 "asteval>=0.9.25", "cerberus>=1.3.4", "cloudpickle>=1.6.0", @@ -67,7 +68,6 @@ dependencies = [ "pandas>1.2.1,<2.1", "psutil>=5.7.2", "python_jsonschema_objects>=0.3.13", - "PyYAML>=6", # pyyaml 5.4 is broken with cython 3 "requests", "scikit-learn>=1.0", "tabulate>=0.8.9", @@ -168,6 +168,17 @@ forecast = [ "autots[additional]", "neuralprophet", ] +pii = [ + "aiohttp", + "datapane", + "gender_guesser", + "nameparser", + "oracle_ads[opctl]", + "plotly", + "spacy_transformers", + "scrubadub", + "scrubadub_spacy", +] [project.urls] "Github" = "https://github.com/oracle/accelerated-data-science" diff --git a/tests/unitary/with_extras/operator/pii/__init__.py b/tests/unitary/with_extras/operator/pii/__init__.py new file mode 100644 index 000000000..fe904ad27 --- /dev/null +++ b/tests/unitary/with_extras/operator/pii/__init__.py @@ -0,0 +1,4 @@ +#!/usr/bin/env python + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ diff --git a/tests/unitary/with_extras/operator/pii/test_factory.py b/tests/unitary/with_extras/operator/pii/test_factory.py new file mode 100644 index 000000000..431034bda --- /dev/null +++ b/tests/unitary/with_extras/operator/pii/test_factory.py @@ -0,0 +1,46 @@ +#!/usr/bin/env python + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ +import pytest +from scrubadub_spacy.detectors.spacy import SpacyEntityDetector + +from ads.opctl.operator.lowcode.pii.model.factory import ( + PiiDetectorFactory, + UnSupportedDetectorError, +) + + +class TestPiiDetectorFactory: + def test_get_default_detector(self): + detector_type = "default" + entity = "phone" + model = None + expected_result = "phone" + detector = PiiDetectorFactory.get_detector( + detector_type=detector_type, entity=entity, model=model + ) + assert detector == expected_result + + @pytest.mark.parametrize( + "detector_type, entity, model", + [ + ("spacy", "person", "en_core_web_trf"), + ("spacy", "other", "en_core_web_trf"), + ], + ) + def test_get_spacy_detector(self, detector_type, entity, model): + detector = PiiDetectorFactory.get_detector( + detector_type=detector_type, entity=entity, model=model + ) + assert isinstance(detector, SpacyEntityDetector) + assert entity.upper() in detector.filth_cls_map + + def test_get_detector_fail(self): + detector_type = "unknow" + entity = "myentity" + model = None + with pytest.raises(UnSupportedDetectorError): + PiiDetectorFactory.get_detector( + detector_type=detector_type, entity=entity, model=model + ) diff --git a/tests/unitary/with_extras/operator/pii/test_files/__init__.py b/tests/unitary/with_extras/operator/pii/test_files/__init__.py new file mode 100644 index 000000000..fe904ad27 --- /dev/null +++ b/tests/unitary/with_extras/operator/pii/test_files/__init__.py @@ -0,0 +1,4 @@ +#!/usr/bin/env python + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ diff --git a/tests/unitary/with_extras/operator/pii/test_files/pii_test.yaml b/tests/unitary/with_extras/operator/pii/test_files/pii_test.yaml new file mode 100644 index 000000000..b9ef962b4 --- /dev/null +++ b/tests/unitary/with_extras/operator/pii/test_files/pii_test.yaml @@ -0,0 +1,14 @@ +kind: operator +spec: + detectors: + - action: anonymize + name: default.phone + - action: mask + name: default.text_blob_name + input_data: + url: ./test_data.csv + output_directory: + url: ./test_result/ + target_column: text +type: pii +version: v1 diff --git a/tests/unitary/with_extras/operator/pii/test_files/test_data.csv b/tests/unitary/with_extras/operator/pii/test_files/test_data.csv new file mode 100644 index 000000000..250e24577 --- /dev/null +++ b/tests/unitary/with_extras/operator/pii/test_files/test_data.csv @@ -0,0 +1,3 @@ +id,text +00001cee341fdb12,"Hi, this is John Doe, my number is (805) 555-1234." +00097b6214686db5,"John has a beautiful puppy." diff --git a/tests/unitary/with_extras/operator/pii/test_guardrail.py b/tests/unitary/with_extras/operator/pii/test_guardrail.py new file mode 100644 index 000000000..ae8c7be60 --- /dev/null +++ b/tests/unitary/with_extras/operator/pii/test_guardrail.py @@ -0,0 +1,120 @@ +#!/usr/bin/env python + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import os +import tempfile +from io import StringIO + +import yaml + +from ads.opctl.operator.lowcode.pii.constant import DEFAULT_REPORT_FILENAME +from ads.opctl.operator.lowcode.pii.model.guardrails import PIIGuardrail +from ads.opctl.operator.lowcode.pii.operator_config import PiiOperatorConfig + + +class TestPiiGuardrail: + test_files_uri = os.path.join( + os.path.dirname(os.path.abspath(__file__)), "test_files" + ) + + def yaml_content_simple(self): + content = StringIO( + f""" +kind: operator +spec: + detectors: + - action: anonymize + name: default.phone + input_data: + url: {self.test_files_uri}/test_data.csv + output_directory: + url: {self.test_files_uri} + target_column: text +type: pii +version: v1 + +""" + ) + return content + + def yaml_content_complex(self): + content = StringIO( + """ +kind: operator +spec: + detectors: + - action: anonymize + name: default.phone + - action: mask + name: default.social_security_number + input_data: + url: oci://my-bucket@my-tenancy/input_data/mydata.csv + output_directory: + name: myProcesseData.csv + url: oci://my-bucket@my-tenancy/result/ + report: + report_filename: myreport.html + show_sensitive_content: true + show_rows: 10 + target_column: text +type: pii +version: v1 + +""" + ) + return content + + def test_init(self): + conf = yaml.load(self.yaml_content_complex(), yaml.SafeLoader) + operator_config = PiiOperatorConfig.from_yaml( + yaml_string=self.yaml_content_complex() + ) + guardrail = PIIGuardrail(config=operator_config) + + assert guardrail.dst_uri == os.path.join( + conf["spec"]["output_directory"]["url"], + conf["spec"]["output_directory"]["name"], + ) + assert guardrail.report_uri == os.path.join( + conf["spec"]["output_directory"]["url"], + conf["spec"]["report"]["report_filename"], + ) + assert len(guardrail.scrubber._detectors) == 2 + assert not guardrail.storage_options == {} + + def test_load_data(self): + conf = yaml.load(self.yaml_content_simple(), yaml.SafeLoader) + + operator_config = PiiOperatorConfig.from_yaml( + yaml_string=self.yaml_content_simple() + ) + guardrail = PIIGuardrail(config=operator_config) + guardrail.load_data() + + assert guardrail.datasets is not None + assert guardrail.storage_options == {} + assert guardrail.dst_uri == os.path.join( + conf["spec"]["output_directory"]["url"], + "test_data_out.csv", + ) + assert guardrail.report_uri == os.path.join( + conf["spec"]["output_directory"]["url"], + DEFAULT_REPORT_FILENAME, + ) + + def test_process(self): + operator_config = PiiOperatorConfig.from_yaml( + yaml_string=self.yaml_content_simple() + ) + guardrail = PIIGuardrail(config=operator_config) + with tempfile.TemporaryDirectory() as temp_dir: + dst_uri = os.path.join(temp_dir, "test_out.csv") + report_uri = os.path.join(temp_dir, DEFAULT_REPORT_FILENAME) + guardrail.process( + dst_uri=dst_uri, + report_uri=report_uri, + ) + assert os.path.exists(dst_uri) + assert os.path.exists(report_uri) diff --git a/tests/unitary/with_extras/operator/pii/test_pii_scrubber.py b/tests/unitary/with_extras/operator/pii/test_pii_scrubber.py new file mode 100644 index 000000000..df2929a06 --- /dev/null +++ b/tests/unitary/with_extras/operator/pii/test_pii_scrubber.py @@ -0,0 +1,53 @@ +#!/usr/bin/env python + +# Copyright (c) 2023 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ +import os + +import pytest + +from ads.opctl.operator.common.utils import _load_yaml_from_uri +from ads.opctl.operator.lowcode.pii.model.pii import PiiScrubber +from ads.opctl.operator.lowcode.pii.operator_config import PiiOperatorConfig + + +class TestPiiScrubber: + test_yaml_uri = os.path.join( + os.path.dirname(os.path.abspath(__file__)), "test_files", "pii_test.yaml" + ) + operator_config = PiiOperatorConfig.from_yaml(uri=test_yaml_uri) + config_dict = _load_yaml_from_uri(uri=test_yaml_uri) + + name_entity = "John Doe" + phone_entity = "(800) 223-1711" + text = f""" + This is {name_entity}. My number is {phone_entity}. + """ + + @pytest.mark.parametrize( + "config", + [ + test_yaml_uri, + operator_config, + config_dict, + ], + ) + def test_init(self, config): + pii_scrubber = PiiScrubber(config=config) + + assert isinstance(pii_scrubber.detector_spec, list) + assert len(pii_scrubber.detector_spec) == 2 + assert pii_scrubber.detector_spec[0]["name"] == "default.phone" + + assert len(pii_scrubber.scrubber._detectors) == 0 + + def test_config_scrubber(self): + scrubber = PiiScrubber(config=self.test_yaml_uri).config_scrubber() + + assert len(scrubber._detectors) == 2 + assert len(scrubber._post_processors) == 1 + + processed_text = scrubber.clean(self.text) + + assert self.name_entity not in processed_text + assert self.phone_entity not in processed_text From 9a0f8207f7fd3be227f38dd5d1fa0e11349b8613 Mon Sep 17 00:00:00 2001 From: Allen Date: Wed, 15 Nov 2023 07:47:21 +0000 Subject: [PATCH 241/247] minor typo --- .../user_guide/operators/forecasting_operator/forecast.rst | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/source/user_guide/operators/forecasting_operator/forecast.rst b/docs/source/user_guide/operators/forecasting_operator/forecast.rst index 6823bb480..0188138fa 100644 --- a/docs/source/user_guide/operators/forecasting_operator/forecast.rst +++ b/docs/source/user_guide/operators/forecasting_operator/forecast.rst @@ -4,7 +4,7 @@ Configure Forecast Let's explore each line of the forecast.yaml so we can better understand options for extending and customizing the operator to our use case. -Here is an example forecast.yaml wit every parameter specified: +Here is an example forecast.yaml with every parameter specified: .. code-block:: yaml @@ -42,7 +42,7 @@ Here is an example forecast.yaml wit every parameter specified: * **url**: Insert the uri for the dataset if it's on object storage or Data Lake using the URI pattern ``oci://@/subfolder/``. * **kwargs**: Insert any other args for pandas to load the data (``format``, ``options``, etc.) See full list in ``YAML Schema`` section. * **model**: (optional) The name of the model framework you want to use. Defaults to "auto". Other options are: ``arima``, ``automlx``, ``prophet``, ``neuralprophet``, ``autots``, and ``auto``. - * **model_kwargs**: (optional) This kwargs dict passes straight through to the model framework. + * **model_kwargs**: (optional) This kwargs dict passes straight through to the model framework. If you want to take direct control of the modeling, this is the best way. * **test_data**: (optional) This dictionary contains the details for how to read the test data. Test data must be formatted identically to historical data and contain values for every period in the forecast horizon. * **url**: Insert the uri for the dataset if it's on object storage or Data Lake using the URI pattern ``oci://@/path/to/data.csv``. * **kwargs**: Insert any other args for pandas to load the data (``format``, ``options``, etc.) See full list in ``YAML Schema`` section. From b64f45c29d6dd02d0645fcd91e32c422e5eb5166 Mon Sep 17 00:00:00 2001 From: Allen Date: Wed, 15 Nov 2023 09:14:25 +0000 Subject: [PATCH 242/247] using datatables --- ads/opctl/operator/lowcode/forecast/model/arima.py | 4 ++-- ads/opctl/operator/lowcode/forecast/model/automlx.py | 6 +++--- ads/opctl/operator/lowcode/forecast/model/autots.py | 4 ++-- ads/opctl/operator/lowcode/forecast/model/neuralprophet.py | 4 ++-- ads/opctl/operator/lowcode/forecast/model/prophet.py | 4 ++-- 5 files changed, 11 insertions(+), 11 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/arima.py b/ads/opctl/operator/lowcode/forecast/model/arima.py index 71a26d16f..6a11efaec 100644 --- a/ads/opctl/operator/lowcode/forecast/model/arima.py +++ b/ads/opctl/operator/lowcode/forecast/model/arima.py @@ -194,7 +194,7 @@ def _generate_report(self): # Create a markdown section for the global explainability global_explanation_section = dp.Blocks( "### Global Explainability ", - dp.Table(self.formatted_global_explanation), + dp.DataTable(self.formatted_global_explanation), ) aggregate_local_explanations = pd.DataFrame() @@ -208,7 +208,7 @@ def _generate_report(self): local_explanation_text = dp.Text(f"## Local Explanation of Models \n ") blocks = [ - dp.Table( + dp.DataTable( local_ex_df.div(local_ex_df.abs().sum(axis=1), axis=0) * 100, label=s_id, ) diff --git a/ads/opctl/operator/lowcode/forecast/model/automlx.py b/ads/opctl/operator/lowcode/forecast/model/automlx.py index 7f0aac0bd..605a62184 100644 --- a/ads/opctl/operator/lowcode/forecast/model/automlx.py +++ b/ads/opctl/operator/lowcode/forecast/model/automlx.py @@ -230,7 +230,7 @@ def _generate_report(self): ) selected_df = selected_models_df["best_selected_model"].apply(pd.Series) selected_models_section = dp.Blocks( - "### Best Selected Model", dp.Table(selected_df) + "### Best Selected Model", dp.DataTable(selected_df) ) all_sections = [selected_models_text, selected_models_section] @@ -259,7 +259,7 @@ def _generate_report(self): # Create a markdown section for the global explainability global_explanation_section = dp.Blocks( "### Global Explainability ", - dp.Table(self.formatted_global_explanation), + dp.DataTable(self.formatted_global_explanation), ) aggregate_local_explanations = pd.DataFrame() @@ -273,7 +273,7 @@ def _generate_report(self): local_explanation_text = dp.Text(f"## Local Explanation of Models \n ") blocks = [ - dp.Table( + dp.DataTable( local_ex_df.div(local_ex_df.abs().sum(axis=1), axis=0) * 100, label=s_id, ) diff --git a/ads/opctl/operator/lowcode/forecast/model/autots.py b/ads/opctl/operator/lowcode/forecast/model/autots.py index 9998aef6a..d711f7e1e 100644 --- a/ads/opctl/operator/lowcode/forecast/model/autots.py +++ b/ads/opctl/operator/lowcode/forecast/model/autots.py @@ -278,7 +278,7 @@ def _generate_report(self) -> tuple: # Create a markdown section for the global explainability global_explanation_section = dp.Blocks( "### Global Explainability ", - dp.Table(self.formatted_global_explanation), + dp.DataTable(self.formatted_global_explanation), ) aggregate_local_explanations = pd.DataFrame() @@ -292,7 +292,7 @@ def _generate_report(self) -> tuple: local_explanation_text = dp.Text(f"## Local Explanation of Models \n ") blocks = [ - dp.Table( + dp.DataTable( local_ex_df.div(local_ex_df.abs().sum(axis=1), axis=0) * 100, label=s_id, ) diff --git a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py index 56215e639..e2303e113 100644 --- a/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/neuralprophet.py @@ -346,7 +346,7 @@ def _generate_report(self): # Create a markdown section for the global explainability global_explanation_section = dp.Blocks( "### Global Explainability ", - dp.Table(self.formatted_global_explanation), + dp.DataTable(self.formatted_global_explanation), ) aggregate_local_explanations = pd.DataFrame() @@ -360,7 +360,7 @@ def _generate_report(self): local_explanation_text = dp.Text(f"## Local Explanation of Models \n ") blocks = [ - dp.Table( + dp.DataTable( local_ex_df.div(local_ex_df.abs().sum(axis=1), axis=0) * 100, label=s_id, ) diff --git a/ads/opctl/operator/lowcode/forecast/model/prophet.py b/ads/opctl/operator/lowcode/forecast/model/prophet.py index f14466018..0a3b38c40 100644 --- a/ads/opctl/operator/lowcode/forecast/model/prophet.py +++ b/ads/opctl/operator/lowcode/forecast/model/prophet.py @@ -327,7 +327,7 @@ def _generate_report(self): # Create a markdown section for the global explainability global_explanation_section = dp.Blocks( "### Global Explainability ", - dp.Table(self.formatted_global_explanation), + dp.DataTable(self.formatted_global_explanation), ) aggregate_local_explanations = pd.DataFrame() @@ -341,7 +341,7 @@ def _generate_report(self): local_explanation_text = dp.Text(f"## Local Explanation of Models \n ") blocks = [ - dp.Table( + dp.DataTable( local_ex_df.div(local_ex_df.abs().sum(axis=1), axis=0) * 100, label=s_id, ) From a58c715e3b92f7acf0e4c846aa050e7bbf3ea1d7 Mon Sep 17 00:00:00 2001 From: Allen Date: Wed, 15 Nov 2023 10:48:20 +0000 Subject: [PATCH 243/247] clean up --- ads/opctl/operator/lowcode/forecast/model/base_model.py | 1 + .../operator/lowcode/forecast/model/transformations.py | 6 +++++- ads/opctl/operator/lowcode/forecast/utils.py | 5 +++-- 3 files changed, 9 insertions(+), 3 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index 06b4e8f1b..f65108612 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -239,6 +239,7 @@ def generate_report(self): forecast_sec = utils.get_forecast_plots( self.forecast_output, self.target_columns, + horizon=self.spec.horizon, test_data=test_data, ci_interval_width=self.spec.confidence_interval_width, ) diff --git a/ads/opctl/operator/lowcode/forecast/model/transformations.py b/ads/opctl/operator/lowcode/forecast/model/transformations.py index 4fdec8b6e..90a0f624f 100644 --- a/ads/opctl/operator/lowcode/forecast/model/transformations.py +++ b/ads/opctl/operator/lowcode/forecast/model/transformations.py @@ -36,13 +36,17 @@ def run(self): """ imputed_df = self._missing_value_imputation(self.data) sorted_df = self._sort_by_datetime_col(imputed_df) + clean_strs_df = self._remove_trailing_whitespace(sorted_df) if self.preprocessing: - treated_df = self._outlier_treatment(sorted_df) + treated_df = self._outlier_treatment(clean_strs_df) else: logger.debug("Skipping outlier treatment as preprocessing is disabled") treated_df = imputed_df return treated_df + def _remove_trailing_whitespace(self, df): + return df.apply(lambda x: x.str.strip() if x.dtype == "object" else x) + def _missing_value_imputation(self, df): """ Function fills missing values in the pandas dataframe using liner interpolation diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index 446947c0e..8ae9fab1e 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -254,7 +254,7 @@ def _validate_and_clean_data( additional_surplus = data_add_row_count - horizon - data_row_count if additional_surplus < 0: logger.warn( - "Forecast for {} will not be generated since additional data has less values({}) than" + "Forecast for {} will not be generated since additional data has fewer values({}) than" " horizon({}) + primary data({})".format( cat, data_add_row_count, horizon, data_row_count ) @@ -401,6 +401,7 @@ def _add_unit(num, unit): def get_forecast_plots( forecast_output, target_columns, + horizon, test_data=None, ci_interval_width=0.95, ): @@ -469,7 +470,7 @@ def plot_forecast_plotly(idx, col): ) ) fig.add_vline( - x=forecast_i["Date"][-1:].values[0], + x=forecast_i["Date"][-(horizon + 1) :].values[0], line_width=1, line_dash="dash", line_color="gray", From 72be593bae272bc767f0facd70e76d68884502a9 Mon Sep 17 00:00:00 2001 From: Allen Date: Wed, 15 Nov 2023 11:52:21 +0000 Subject: [PATCH 244/247] relaxing lightgbm req --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 1beee8397..32c34574a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -106,7 +106,7 @@ notebook = [ "ipywidgets~=7.6.3", ] onnx = [ - "lightgbm==3.3.1", + "lightgbm", "onnx>=1.12.0", "onnxmltools>=1.10.0", "onnxruntime>=1.10.0,<1.16", # v1.16 introduced issues https://github.com/microsoft/onnxruntime/issues/17631, revealedd by unit tests From 6e690200e60733b4b92d5535cbd6c7d781d16704 Mon Sep 17 00:00:00 2001 From: Allen Date: Wed, 15 Nov 2023 19:27:57 +0000 Subject: [PATCH 245/247] support for no index --- .../lowcode/forecast/model/base_model.py | 27 ++++++++++--------- .../lowcode/forecast/model/transformations.py | 12 ++++++++- ads/opctl/operator/lowcode/forecast/utils.py | 2 ++ 3 files changed, 28 insertions(+), 13 deletions(-) diff --git a/ads/opctl/operator/lowcode/forecast/model/base_model.py b/ads/opctl/operator/lowcode/forecast/model/base_model.py index f65108612..61b8484cf 100644 --- a/ads/opctl/operator/lowcode/forecast/model/base_model.py +++ b/ads/opctl/operator/lowcode/forecast/model/base_model.py @@ -474,18 +474,21 @@ def _save_report( ) # test_metrics csv report - if self.spec.test_data and test_metrics_df is not None: - utils._write_data( - data=test_metrics_df.rename_axis("metrics").reset_index(), - filename=os.path.join(output_dir, self.spec.test_metrics_filename), - format="csv", - storage_options=storage_options, - index=False, - ) - else: - logger.warn( - f"Attempted to generate the {self.spec.test_metrics_filename} file with the test metrics, however the test metrics could not be properly generated." - ) + if self.spec.test_data is not None: + if test_metrics_df is not None: + utils._write_data( + data=test_metrics_df.rename_axis("metrics").reset_index(), + filename=os.path.join( + output_dir, self.spec.test_metrics_filename + ), + format="csv", + storage_options=storage_options, + index=False, + ) + else: + logger.warn( + f"Attempted to generate the {self.spec.test_metrics_filename} file with the test metrics, however the test metrics could not be properly generated." + ) # explanations csv reports if self.spec.generate_explanations: try: diff --git a/ads/opctl/operator/lowcode/forecast/model/transformations.py b/ads/opctl/operator/lowcode/forecast/model/transformations.py index 90a0f624f..cf9c92e7c 100644 --- a/ads/opctl/operator/lowcode/forecast/model/transformations.py +++ b/ads/opctl/operator/lowcode/forecast/model/transformations.py @@ -20,7 +20,9 @@ def __init__(self, data, dataset_info): dataset_info : ForecastOperatorConfig """ self.data = data - self.series_id_column = dataset_info.target_category_columns + self.dataset_info = dataset_info + self._set_series_id_column() + self.series_id_column = self.dataset_info.target_category_columns self.target_variables = dataset_info.target_column self.date_column = dataset_info.datetime_column.name self.date_format = dataset_info.datetime_column.format @@ -44,6 +46,14 @@ def run(self): treated_df = imputed_df return treated_df + def _set_series_id_column(self): + if ( + self.dataset_info.target_category_columns is None + or len(self.dataset_info.target_category_columns) == 0 + ): + self.data["__Series"] = "" + self.dataset_info.target_category_columns = ["__Series"] + def _remove_trailing_whitespace(self, df): return df.apply(lambda x: x.str.strip() if x.dtype == "object" else x) diff --git a/ads/opctl/operator/lowcode/forecast/utils.py b/ads/opctl/operator/lowcode/forecast/utils.py index 8ae9fab1e..dd3672546 100644 --- a/ads/opctl/operator/lowcode/forecast/utils.py +++ b/ads/opctl/operator/lowcode/forecast/utils.py @@ -154,6 +154,8 @@ def _build_metrics_per_horizon( def _call_pandas_fsspec(pd_fn, filename, storage_options, **kwargs): if fsspec.utils.get_protocol(filename) == "file": return pd_fn(filename, **kwargs) + elif fsspec.utils.get_protocol(filename) in ["http", "https"]: + return pd_fn(filename, **kwargs) storage_options = storage_options or ( default_signer() if ObjectStorageDetails.is_oci_path(filename) else {} From 52280d17ba567805c46bd3e87bc4718f2417336a Mon Sep 17 00:00:00 2001 From: MING KANG Date: Wed, 15 Nov 2023 18:17:00 -0800 Subject: [PATCH 246/247] improved documentation for configuring detectors --- .../pii_operator/getting_started.rst | 12 +-- .../operators/pii_operator/install.rst | 13 ++- .../user_guide/operators/pii_operator/pii.rst | 91 ++++++++++++++++++- .../operators/pii_operator/yaml_schema.rst | 2 + 4 files changed, 108 insertions(+), 10 deletions(-) diff --git a/docs/source/user_guide/operators/pii_operator/getting_started.rst b/docs/source/user_guide/operators/pii_operator/getting_started.rst index a8c455ded..a5ce67d6a 100644 --- a/docs/source/user_guide/operators/pii_operator/getting_started.rst +++ b/docs/source/user_guide/operators/pii_operator/getting_started.rst @@ -10,9 +10,9 @@ After having set up ``ads opctl`` on your desired machine using ``ads opctl conf - Path to the input data (input_data) - Path to the output directory, where the operator will place the processed data and report.html produced from the run (output_directory) - Name of the column with user data (target_column) -- Name of the detector will be used in the operator (detectors) +- The detector will be used in the operator (detectors) -These details exactly match the initial pii.yaml file generated by running ``ads operator init --type pii``: +You can check :ref:`Configure Detector ` for more details on how to configure ``detectors`` parameter. These details exactly match the initial pii.yaml file generated by running ``ads operator init --type pii``: .. code-block:: yaml @@ -32,10 +32,10 @@ These details exactly match the initial pii.yaml file generated by running ``ads Optionally, you are able to specify much more. The most common additions are: -- Whether to show sensitive content in the report. (show_sensitive_content) -- Way to process the detected entity. (action) +- Whether to show sensitive content in the report (show_sensitive_content) +- Way to process the detected entity (action) -An extensive list of parameters can be found in the ``YAML Schema`` section. +An extensive list of parameters can be found in the :ref:`YAML Schema `. Run @@ -57,7 +57,7 @@ We will go through each of these output files in turn. **mydata-out.csv** -The name of this file can be customized based on output_directory parameters in the configuration yaml. This file contains the processed dataset. +The name of this file can be customized based on ``output_directory`` parameters in the configuration yaml. This file contains the processed dataset. **report.html** diff --git a/docs/source/user_guide/operators/pii_operator/install.rst b/docs/source/user_guide/operators/pii_operator/install.rst index ae581315b..7386f69cf 100644 --- a/docs/source/user_guide/operators/pii_operator/install.rst +++ b/docs/source/user_guide/operators/pii_operator/install.rst @@ -7,7 +7,18 @@ The PII Operator can be installed from PyPi. .. code-block:: bash - python3 -m pip install oracle_ads[pii] + python3 -m pip install oracle_ads[pii]==2.9 After that, the Operator is ready to go! + +In order to run on a job, you will need to create and publish a conda pack with ``oracle_ads[pii]`` installed. The simplest way to do this is from a Notebook Session, running the following commands: + +.. code-block:: bash + + odsc conda create -n ads_pii -e + conda activate /home/datascience/conda/ads_pii_v1_0 + python3 -m pip install oracle-ads[pii]==2.9 + odsc conda publish -s /home/datascience/conda/ads_pii_v1_0 + +Ensure that you have properly configured your conda pack namespace and bucket in the Launcher -> Settings -> Object Storage Settings. For more details, see :doc:`ADS Conda Set Up <../../cli/opctl/configure>` diff --git a/docs/source/user_guide/operators/pii_operator/pii.rst b/docs/source/user_guide/operators/pii_operator/pii.rst index 617467e8b..92cc47254 100644 --- a/docs/source/user_guide/operators/pii_operator/pii.rst +++ b/docs/source/user_guide/operators/pii_operator/pii.rst @@ -35,13 +35,98 @@ Here is an example pii.yaml with every parameter specified: * **url**: Insert the uri for the dataset if it's on object storage using the URI pattern ``oci://@/path/to/data.csv``. * **target_column**: This string specifies the name of the column where the user data is within the input data. * **detectors**: This list contains the details for each detector and action that will be taken. - * **name**: The string specifies the name of the detector. The format should be ``.``. + * **name**: The string specifies the name of the detector. The format should be ``.``. Check :ref:`Configure Detector ` for more details. * **action**: The string specifies the way to process the detected entity. Default to mask. * **output_directory**: This dictionary contains the details for where to put the output artifacts. The directory need not exist, but must be accessible by the Operator during runtime. * **url**: Insert the uri for the dataset if it's on object storage using the URI pattern ``oci://@/subfolder/``. * **name**: The string specifies the name of the processed data file. * **report**: (optional) This dictionary specific details for the generated report. - * **report_filename**: Placed into output_directory location. Defaults to report.html. - * **show_sensitive_content**: Whether to show sensitive content in the report. Defaults to false. + * **report_filename**: Placed into output_directory location. Defaults to ``report.html``. + * **show_sensitive_content**: Whether to show sensitive content in the report. Defaults to ``false``. * **show_rows**: The number of rows that shows in the report. + + +.. _config_detector: + +Configure Detector +------------------ + +A detector consists of ``name`` and ``action``. The **name** parameter defines the detector that will be used, and the **action** parameter defines the way to process the entity. + +Configure Name +~~~~~~~~~~~~~~ + +We currently support the following type of detectors: + +* default +* spacy + +Default +^^^^^^^ + +Here scrubadub's pre-defined detector is used. You can designate the name in the format of ``default.`` (e.g., ``default.phone``). Check the supported detectors from `scrubadub `_. + +.. note:: + + If you want to de-identify `address` by this tool, `scrubadub_address` is required. + You will need to follow the `instructions`_ to install the required dependencies. + + .. _instructions: https://scrubadub.readthedocs.io/en/stable/addresses.html/ + + +spaCy +^^^^^ + +To use spaCy’s NER to identify entity, you can designate the name in the format of ``spacy..`` (e.g., ``spacy.en_core_web_sm.person``). +The "entity" value can correspond to any entity that spaCy recognizes. For a list of available models and entities, please refer to the `spaCy documentation `_. + + + +Configure Action +~~~~~~~~~~~~~~~~ + +We currently support the following types of actions: + +* mask +* remove +* anonymize + +Mask +^^^^ + +The ``mask`` action is used to mask the detected entity with the name of the entity type. It replaces the entity with a placeholder. For example, with the following configured detector: + +.. code-block:: yaml + + name: spacy.en_core_web_sm.person + action: mask + +After processing, the input text "Hi, my name is John Doe." will become "Hi, my name is {{NAME}}." + +Remove +^^^^^^ + +The ``remove`` action is used to delete the detected entity from the text. It completely removes the entity without replacement. For example, with the following configured detector: + +.. code-block:: yaml + + name: spacy.en_core_web_sm.person + action: remove + +After processing, the input text "Hi, my name is John Doe." will become "Hi, my name is ." + + +Anonymize +^^^^^^^^^ + +The ``anonymize`` action can be used to obfuscate the detected sensitive information. +Currently, we provide context-aware anonymization for name, email, and number-like entities. +For example, with the following configured detector: + +.. code-block:: yaml + + name: spacy.en_core_web_sm.person + action: anonymize + +After processing, the input text "Hi, my name is John Doe." will become "Hi, my name is Joe Blow." diff --git a/docs/source/user_guide/operators/pii_operator/yaml_schema.rst b/docs/source/user_guide/operators/pii_operator/yaml_schema.rst index ee1318f8c..6a887b5e1 100644 --- a/docs/source/user_guide/operators/pii_operator/yaml_schema.rst +++ b/docs/source/user_guide/operators/pii_operator/yaml_schema.rst @@ -1,3 +1,5 @@ +.. _pii-yaml-schema: + =========== YAML Schema =========== From 2929f8bbef87b2cbcc490bf3f9db2687b9d903a3 Mon Sep 17 00:00:00 2001 From: MING KANG Date: Wed, 15 Nov 2023 18:18:19 -0800 Subject: [PATCH 247/247] fixed ValueError: [E002] Can't find factory for 'curated_transformer' for language English (en). for loading en_core_web_trf --- ads/opctl/operator/lowcode/pii/README.md | 5 ++-- .../operator/lowcode/pii/environment.yaml | 5 ++-- pyproject.toml | 27 ++++++++++--------- .../with_extras/operator/pii/test_factory.py | 7 +++-- 4 files changed, 25 insertions(+), 19 deletions(-) diff --git a/ads/opctl/operator/lowcode/pii/README.md b/ads/opctl/operator/lowcode/pii/README.md index f24cda8ce..59b2c43f8 100644 --- a/ads/opctl/operator/lowcode/pii/README.md +++ b/ads/opctl/operator/lowcode/pii/README.md @@ -36,11 +36,12 @@ To run pii operator locally, create and activate a new conda environment (`ads-p - datapane - gender_guesser - nameparser +- oracle_ads[opctl] - plotly -- spacy_transformers - scrubadub - scrubadub_spacy -- oracle_ads[opctl] +- spacy-transformers==1.2.5 +- spacy==3.6.1 ``` Please review the previously generated `pii.yaml` file using the `init` command, and make any necessary adjustments to the input and output file locations. By default, it assumes that the files should be located in the same folder from which the `init` command was executed. diff --git a/ads/opctl/operator/lowcode/pii/environment.yaml b/ads/opctl/operator/lowcode/pii/environment.yaml index 4f5b75b67..ffd60045e 100644 --- a/ads/opctl/operator/lowcode/pii/environment.yaml +++ b/ads/opctl/operator/lowcode/pii/environment.yaml @@ -9,8 +9,9 @@ dependencies: - datapane - gender_guesser - nameparser + - oracle_ads[opctl] - plotly - - spacy_transformers - scrubadub - scrubadub_spacy - - oracle_ads[opctl] + - spacy-transformers==1.2.5 + - spacy==3.6.1 diff --git a/pyproject.toml b/pyproject.toml index 32c34574a..c8caf66bb 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -123,8 +123,8 @@ opctl = [ "nbconvert", "nbformat", "oci-cli", - "rich", "py-cpuinfo", + "rich", ] optuna = [ "optuna==2.9.0", @@ -154,20 +154,20 @@ viz = [ "seaborn>=0.11.0", ] forecast = [ + "autots[additional]", "datapane", - "prophet", - "pmdarima", - "statsmodels", - "sktime", - "optuna==2.9.0", - "oci-cli", - "shap", - "numpy", "holidays==0.21.13", + "neuralprophet", + "numpy", + "oci-cli", + "optuna==2.9.0", "oracle-ads[opctl]", "oracle-automlx==23.2.3", - "autots[additional]", - "neuralprophet", + "pmdarima", + "prophet", + "shap", + "sktime", + "statsmodels", ] pii = [ "aiohttp", @@ -176,9 +176,10 @@ pii = [ "nameparser", "oracle_ads[opctl]", "plotly", - "spacy_transformers", - "scrubadub", + "scrubadub==2.0.1", "scrubadub_spacy", + "spacy-transformers==1.2.5", + "spacy==3.6.1", ] [project.urls] diff --git a/tests/unitary/with_extras/operator/pii/test_factory.py b/tests/unitary/with_extras/operator/pii/test_factory.py index 431034bda..04e153cd0 100644 --- a/tests/unitary/with_extras/operator/pii/test_factory.py +++ b/tests/unitary/with_extras/operator/pii/test_factory.py @@ -25,8 +25,11 @@ def test_get_default_detector(self): @pytest.mark.parametrize( "detector_type, entity, model", [ - ("spacy", "person", "en_core_web_trf"), - ("spacy", "other", "en_core_web_trf"), + ("spacy", "person", "en_core_web_sm"), + ("spacy", "other", "en_core_web_sm"), + # ("spacy", "org", "en_core_web_trf"), + # ("spacy", "loc", "en_core_web_md"), + # ("spacy", "date", "en_core_web_lg"), ], ) def test_get_spacy_detector(self, detector_type, entity, model):

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