Python docs formatting fixes

sdk/python/docs/index.rst

@@ -3,25 +3,24 @@ Feast Python API Documentation
 
 
 Feature Store
----------------------------
+==================
 
 .. automodule:: feast.feature_store
    :members:
-   :undoc-members:
-   :show-inheritance:
 
 Config
 ==================
 
 .. automodule:: feast.repo_config
     :members:
-    :exclude-members: load_repo_config
+    :exclude-members: load_repo_config, FeastBaseModel
 
 Data Source
 ==================
 
 .. automodule:: feast.data_source
     :members:
+    :exclude-members: KafkaOptions, KafkaSource, KinesisOptions, KinesisSource
 
 
 Entity
@@ -38,12 +37,6 @@ Feature View
 .. automodule:: feast.feature_view
     :members:
 
-Feature Table
-==================
-
-.. automodule:: feast.feature_table
-    :members:
-
 Feature
 ==================
 

sdk/python/feast/feature.py

@@ -110,7 +110,8 @@ def __init__(self, name: str, feature_table: str):
     def from_proto(cls, proto: FeatureRefProto):
         """
         Construct a feature reference from the given FeatureReference proto
-        Arg:
+
+        Args:
             proto: Protobuf FeatureReference to construct from
         Returns:
             FeatureRef that refers to the given feature
@@ -124,6 +125,7 @@ def from_str(cls, feature_ref_str: str):
         String feature reference should be in the format feature_table:feature.
         Where "feature_table" and "name" are the feature_table name and feature name
         respectively.
+
         Args:
             feature_ref_str: String representation of the feature reference
         Returns:
@@ -144,6 +146,7 @@ def from_str(cls, feature_ref_str: str):
     def to_proto(self) -> FeatureRefProto:
         """
         Convert and return this feature table reference to protobuf.
+
         Returns:
             Protobuf respresentation of this feature table reference.
         """

sdk/python/feast/feature_store.py

@@ -41,6 +41,10 @@
 class FeatureStore:
     """
     A FeatureStore object is used to define, create, and retrieve features.
+
+    Args:
+        repo_path: Path to a `feature_store.yaml` used to configure the feature store
+        config (RepoConfig): Configuration object used to configure the feature store
     """
 
     config: RepoConfig
@@ -50,12 +54,6 @@ class FeatureStore:
     def __init__(
         self, repo_path: Optional[str] = None, config: Optional[RepoConfig] = None,
     ):
-        """ Initializes a new FeatureStore object. Used to manage a feature store.
-
-        Args:
-            repo_path: Path to a `feature_store.yaml` used to configure the feature store
-            config (RepoConfig): Configuration object used to configure the feature store
-        """
         if repo_path is not None and config is not None:
             raise ValueError("You cannot specify both repo_path and config")
         if config is not None:
@@ -188,11 +186,13 @@ def apply(
         infrastructure (e.g., create tables in an online store) in order to reflect these new definitions. All
         operations are idempotent, meaning they can safely be rerun.
 
-        Args: objects (List[Union[FeatureView, Entity]]): A list of FeatureView or Entity objects that should be
-            registered
+        Args:
+            objects (List[Union[FeatureView, Entity]]): A list of FeatureView or Entity objects that should be
+                registered
 
         Examples:
             Register a single Entity and FeatureView.
+
             >>> from feast.feature_store import FeatureStore
             >>> from feast import Entity, FeatureView, Feature, ValueType, FileSource
             >>> from datetime import timedelta
@@ -219,16 +219,16 @@ def apply(
         views_to_update = []
         for ob in objects:
             if isinstance(ob, FeatureView):
-                self._registry.apply_feature_view(ob, project=self.config.project)
+                self._registry.apply_feature_view(ob, project=self.project)
                 views_to_update.append(ob)
             elif isinstance(ob, Entity):
-                self._registry.apply_entity(ob, project=self.config.project)
+                self._registry.apply_entity(ob, project=self.project)
             else:
                 raise ValueError(
                     f"Unknown object type ({type(ob)}) provided as part of apply() call"
                 )
         self._get_provider().update_infra(
-            project=self.config.project,
+            project=self.project,
             tables_to_delete=[],
             tables_to_keep=views_to_update,
             partial=True,
@@ -263,6 +263,7 @@ def get_historical_features(
 
         Examples:
             Retrieve historical features using a BigQuery SQL entity dataframe
+
             >>> from feast.feature_store import FeatureStore
             >>>
             >>> fs = FeatureStore(config=RepoConfig(provider="gcp"))
@@ -275,9 +276,7 @@ def get_historical_features(
         """
         self._tele.log("get_historical_features")
 
-        all_feature_views = self._registry.list_feature_views(
-            project=self.config.project
-        )
+        all_feature_views = self._registry.list_feature_views(project=self.project)
         try:
             feature_views = _get_requested_feature_views(
                 feature_refs, all_feature_views
@@ -319,6 +318,7 @@ def materialize_incremental(
 
         Examples:
             Materialize all features into the online store up to 5 minutes ago.
+
             >>> from datetime import datetime, timedelta
             >>> from feast.feature_store import FeatureStore
             >>>
@@ -330,13 +330,11 @@ def materialize_incremental(
         feature_views_to_materialize = []
         if feature_views is None:
             feature_views_to_materialize = self._registry.list_feature_views(
-                self.config.project
+                self.project
             )
         else:
             for name in feature_views:
-                feature_view = self._registry.get_feature_view(
-                    name, self.config.project
-                )
+                feature_view = self._registry.get_feature_view(name, self.project)
                 feature_views_to_materialize.append(feature_view)
 
         # TODO paging large loads
@@ -378,6 +376,7 @@ def materialize(
         Examples:
             Materialize all features into the online store over the interval
             from 3 hours ago to 10 minutes ago.
+
             >>> from datetime import datetime, timedelta
             >>> from feast.feature_store import FeatureStore
             >>>
@@ -396,13 +395,11 @@ def materialize(
         feature_views_to_materialize = []
         if feature_views is None:
             feature_views_to_materialize = self._registry.list_feature_views(
-                self.config.project
+                self.project
             )
         else:
             for name in feature_views:
-                feature_view = self._registry.get_feature_view(
-                    name, self.config.project
-                )
+                feature_view = self._registry.get_feature_view(name, self.project)
                 feature_views_to_materialize.append(feature_view)
 
         # TODO paging large loads
@@ -445,7 +442,7 @@ def get_online_features(
             >>> entity_rows = [{"customer_id": 0},{"customer_id": 1}]
             >>>
             >>> online_response = store.get_online_features(
-            >>>     feature_refs, entity_rows, project="my_project")
+            >>>     feature_refs, entity_rows)
             >>> online_response_dict = online_response.to_dict()
             >>> print(online_response_dict)
             {'sales:daily_transactions': [1.1,1.2], 'sales:customer_id': [0,1]}
@@ -481,7 +478,7 @@ def get_online_features(
             result_rows.append(_entity_row_to_field_values(entity_row_proto))
 
         all_feature_views = self._registry.list_feature_views(
-            project=self.config.project, allow_cache=True
+            project=self.project, allow_cache=True
         )
 
         grouped_refs = _group_refs(feature_refs, all_feature_views)

sdk/python/feast/repo_config.py

@@ -41,7 +41,7 @@ class RegistryConfig(FeastBaseModel):
     """ Metadata Store Configuration. Configuration that relates to reading from and writing to the Feast registry."""
 
     path: StrictStr
-    """ str: Path to metadata store. Can be a local path, or remote object storage path, e.g. gcs://foo/bar """
+    """ str: Path to metadata store. Can be a local path, or remote object storage path, e.g. a GCS URI """
 
     cache_ttl_seconds: StrictInt = 600
     """int: The cache TTL is the amount of time registry state will be cached in memory. If this TTL is exceeded then
@@ -54,7 +54,7 @@ class RepoConfig(FeastBaseModel):
     """ Repo config. Typically loaded from `feature_store.yaml` """
 
     registry: Union[StrictStr, RegistryConfig] = "data/registry.db"
-    """ str: Path to metadata store. Can be a local path, or remote object storage path, e.g. gcs://foo/bar """
+    """ str: Path to metadata store. Can be a local path, or remote object storage path, e.g. a GCS URI """
 
     project: StrictStr
     """ str: Feast project id. This can be any alphanumeric string up to 16 characters.

sdk/python/tests/test_online_retrieval.py

@@ -32,7 +32,7 @@ def test_online() -> None:
             join_keys=["driver"], entity_values=[ValueProto(int64_val=1)]
         )
         provider.online_write_batch(
-            project=store.config.project,
+            project=store.project,
             table=driver_locations_fv,
             data=[
                 (
@@ -52,7 +52,7 @@ def test_online() -> None:
             join_keys=["customer"], entity_values=[ValueProto(int64_val=5)]
         )
         provider.online_write_batch(
-            project=store.config.project,
+            project=store.project,
             table=customer_profile_fv,
             data=[
                 (
@@ -74,7 +74,7 @@ def test_online() -> None:
             entity_values=[ValueProto(int64_val=5), ValueProto(int64_val=1)],
         )
         provider.online_write_batch(
-            project=store.config.project,
+            project=store.project,
             table=customer_driver_combined_fv,
             data=[
                 (
@@ -130,7 +130,7 @@ def test_online() -> None:
                     path=store.config.registry, cache_ttl_seconds=cache_ttl
                 ),
                 online_store=store.config.online_store,
-                project=store.config.project,
+                project=store.project,
                 provider=store.config.provider,
             )
         )
@@ -189,7 +189,7 @@ def test_online() -> None:
                     path=store.config.registry, cache_ttl_seconds=0
                 ),
                 online_store=store.config.online_store,
-                project=store.config.project,
+                project=store.project,
                 provider=store.config.provider,
             )
         )