feat: Add materialization support to ibis/duckdb (#4173)

* add materialization support to ibis/duckdb

Signed-off-by: tokoko <togurg14@freeuni.edu.ge>

* remove unnecessary comments

Signed-off-by: tokoko <togurg14@freeuni.edu.ge>

* pin ibis versions

Signed-off-by: tokoko <togurg14@freeuni.edu.ge>

* refactor ibis into bunch of functions

Signed-off-by: tokoko <togurg14@freeuni.edu.ge>

* fix requirements conflicts

Signed-off-by: tokoko <togurg14@freeuni.edu.ge>

---------

Signed-off-by: tokoko <togurg14@freeuni.edu.ge>

sdk/python/feast/infra/offline_stores/duckdb.py

@@ -1,17 +1,157 @@
+from datetime import datetime
+from pathlib import Path
+from typing import Any, Callable, List, Optional, Union
+
 import ibis
+import pandas as pd
+import pyarrow
+from ibis.expr.types import Table
 from pydantic import StrictStr
 
-from feast.infra.offline_stores.ibis import IbisOfflineStore
-from feast.repo_config import FeastConfigBaseModel
+from feast.data_format import DeltaFormat, ParquetFormat
+from feast.data_source import DataSource
+from feast.feature_logging import LoggingConfig, LoggingSource
+from feast.feature_view import FeatureView
+from feast.infra.offline_stores.file_source import FileSource
+from feast.infra.offline_stores.ibis import (
+    get_historical_features_ibis,
+    offline_write_batch_ibis,
+    pull_all_from_table_or_query_ibis,
+    pull_latest_from_table_or_query_ibis,
+    write_logged_features_ibis,
+)
+from feast.infra.offline_stores.offline_store import OfflineStore, RetrievalJob
+from feast.infra.registry.base_registry import BaseRegistry
+from feast.repo_config import FeastConfigBaseModel, RepoConfig
+
+
+def _read_data_source(data_source: DataSource) -> Table:
+    assert isinstance(data_source, FileSource)
+
+    if isinstance(data_source.file_format, ParquetFormat):
+        return ibis.read_parquet(data_source.path)
+    elif isinstance(data_source.file_format, DeltaFormat):
+        return ibis.read_delta(data_source.path)
+
+
+def _write_data_source(table: pyarrow.Table, data_source: DataSource):
+    assert isinstance(data_source, FileSource)
+
+    file_options = data_source.file_options
+
+    if isinstance(data_source.file_format, ParquetFormat):
+        prev_table = ibis.read_parquet(file_options.uri).to_pyarrow()
+        if table.schema != prev_table.schema:
+            table = table.cast(prev_table.schema)
+        new_table = pyarrow.concat_tables([table, prev_table])
+        ibis.memtable(new_table).to_parquet(file_options.uri)
+    elif isinstance(data_source.file_format, DeltaFormat):
+        from deltalake import DeltaTable
+
+        prev_schema = DeltaTable(file_options.uri).schema().to_pyarrow()
+        if table.schema != prev_schema:
+            table = table.cast(prev_schema)
+        ibis.memtable(table).to_delta(file_options.uri, mode="append")
 
 
 class DuckDBOfflineStoreConfig(FeastConfigBaseModel):
     type: StrictStr = "duckdb"
     # """ Offline store type selector"""
 
 
-class DuckDBOfflineStore(IbisOfflineStore):
+class DuckDBOfflineStore(OfflineStore):
+    @staticmethod
+    def pull_latest_from_table_or_query(
+        config: RepoConfig,
+        data_source: DataSource,
+        join_key_columns: List[str],
+        feature_name_columns: List[str],
+        timestamp_field: str,
+        created_timestamp_column: Optional[str],
+        start_date: datetime,
+        end_date: datetime,
+    ) -> RetrievalJob:
+        return pull_latest_from_table_or_query_ibis(
+            config=config,
+            data_source=data_source,
+            join_key_columns=join_key_columns,
+            feature_name_columns=feature_name_columns,
+            timestamp_field=timestamp_field,
+            created_timestamp_column=created_timestamp_column,
+            start_date=start_date,
+            end_date=end_date,
+            data_source_reader=_read_data_source,
+        )
+
+    @staticmethod
+    def get_historical_features(
+        config: RepoConfig,
+        feature_views: List[FeatureView],
+        feature_refs: List[str],
+        entity_df: Union[pd.DataFrame, str],
+        registry: BaseRegistry,
+        project: str,
+        full_feature_names: bool = False,
+    ) -> RetrievalJob:
+        return get_historical_features_ibis(
+            config=config,
+            feature_views=feature_views,
+            feature_refs=feature_refs,
+            entity_df=entity_df,
+            registry=registry,
+            project=project,
+            full_feature_names=full_feature_names,
+            data_source_reader=_read_data_source,
+        )
+
+    @staticmethod
+    def pull_all_from_table_or_query(
+        config: RepoConfig,
+        data_source: DataSource,
+        join_key_columns: List[str],
+        feature_name_columns: List[str],
+        timestamp_field: str,
+        start_date: datetime,
+        end_date: datetime,
+    ) -> RetrievalJob:
+        return pull_all_from_table_or_query_ibis(
+            config=config,
+            data_source=data_source,
+            join_key_columns=join_key_columns,
+            feature_name_columns=feature_name_columns,
+            timestamp_field=timestamp_field,
+            start_date=start_date,
+            end_date=end_date,
+            data_source_reader=_read_data_source,
+        )
+
+    @staticmethod
+    def offline_write_batch(
+        config: RepoConfig,
+        feature_view: FeatureView,
+        table: pyarrow.Table,
+        progress: Optional[Callable[[int], Any]],
+    ):
+        offline_write_batch_ibis(
+            config=config,
+            feature_view=feature_view,
+            table=table,
+            progress=progress,
+            data_source_writer=_write_data_source,
+        )
+
     @staticmethod
-    def setup_ibis_backend():
-        # there's no need to call setup as duckdb is default ibis backend
-        ibis.set_backend("duckdb")
+    def write_logged_features(
+        config: RepoConfig,
+        data: Union[pyarrow.Table, Path],
+        source: LoggingSource,
+        logging_config: LoggingConfig,
+        registry: BaseRegistry,
+    ):
+        write_logged_features_ibis(
+            config=config,
+            data=data,
+            source=source,
+            logging_config=logging_config,
+            registry=registry,
+        )