From 9e0e7c7fa6040ec9ba7281c7e41710b304c1a9b7 Mon Sep 17 00:00:00 2001
From: lblokhin <lenin133@yandex.ru>
Date: Mon, 26 Apr 2021 20:22:00 -0700
Subject: [PATCH 01/28] Add support for DynamoDB and S3 registry

Signed-off-by: lblokhin <lenin133@yandex.ru>
---
 docs/specs/dynamodb_online_example.monopic    | Bin 0 -> 1601 bytes
 docs/specs/dynamodb_online_example.png        | Bin 0 -> 90267 bytes
 sdk/python/feast/cli.py                       |   2 +-
 sdk/python/feast/errors.py                    |  20 ++
 .../feast/infra/aws_dynamodb_provider.py      | 207 ++++++++++++++++++
 sdk/python/feast/infra/provider.py            |   4 +
 sdk/python/feast/registry.py                  |  73 ++++++
 sdk/python/feast/repo_config.py               |  23 +-
 sdk/python/feast/templates/aws/bootstrap.py   |  35 +++
 .../feast/templates/aws/driver_example.py     |  36 +++
 .../feast/templates/aws/feature_store.yaml    |   3 +
 sdk/python/feast/templates/aws/test.py        |  41 ++++
 sdk/python/setup.py                           |   1 +
 13 files changed, 438 insertions(+), 7 deletions(-)
 create mode 100644 docs/specs/dynamodb_online_example.monopic
 create mode 100644 docs/specs/dynamodb_online_example.png
 create mode 100644 sdk/python/feast/infra/aws_dynamodb_provider.py
 create mode 100644 sdk/python/feast/templates/aws/bootstrap.py
 create mode 100644 sdk/python/feast/templates/aws/driver_example.py
 create mode 100644 sdk/python/feast/templates/aws/feature_store.yaml
 create mode 100644 sdk/python/feast/templates/aws/test.py

diff --git a/docs/specs/dynamodb_online_example.monopic b/docs/specs/dynamodb_online_example.monopic
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HcmV?d00001

diff --git a/sdk/python/feast/cli.py b/sdk/python/feast/cli.py
index 8520e2715f..1c73f8c6f9 100644
--- a/sdk/python/feast/cli.py
+++ b/sdk/python/feast/cli.py
@@ -238,7 +238,7 @@ def materialize_incremental_command(end_ts: str, views: List[str]):
 @click.option(
     "--template",
     "-t",
-    type=click.Choice(["local", "gcp"], case_sensitive=False),
+    type=click.Choice(["local", "gcp", "aws"], case_sensitive=False),
     help="Specify a template for the created project",
     default="local",
 )
diff --git a/sdk/python/feast/errors.py b/sdk/python/feast/errors.py
index 2b08868a45..2804fd9bfa 100644
--- a/sdk/python/feast/errors.py
+++ b/sdk/python/feast/errors.py
@@ -28,6 +28,26 @@ def __init__(self, name, project=None):
             super().__init__(f"Feature table {name} does not exist")
 
 
+class FeatureBucketNotExist(FeastObjectNotFoundException):
+    def __init__(self, bucket, project=None):
+        if project:
+            super().__init__(
+                f"Feature bucket {bucket} does not exist in project {project}"
+            )
+        else:
+            super().__init__(f"Feature bucket {bucket} does not exist")
+
+
+class FeatureBucketForbiddenAccess(FeastObjectNotFoundException):
+    def __init__(self, bucket, project=None):
+        if project:
+            super().__init__(
+                f"Private Registry Bucket {bucket} forbidden Access in project {project}"
+            )
+        else:
+            super().__init__(f"Private Registry Bucket {bucket} forbidden Access")
+
+
 class FeastProviderLoginError(Exception):
     """Error class that indicates a user has not authenticated with their provider."""
 
diff --git a/sdk/python/feast/infra/aws_dynamodb_provider.py b/sdk/python/feast/infra/aws_dynamodb_provider.py
new file mode 100644
index 0000000000..0c9e67a4d5
--- /dev/null
+++ b/sdk/python/feast/infra/aws_dynamodb_provider.py
@@ -0,0 +1,207 @@
+from datetime import datetime
+from typing import Any, Callable, Dict, List, Optional, Sequence, Tuple, Union
+
+import boto3
+import mmh3
+import pandas
+from botocore.exceptions import ClientError
+
+from feast import FeatureTable, utils
+from feast.entity import Entity
+from feast.feature_view import FeatureView
+from feast.infra.key_encoding_utils import serialize_entity_key
+from feast.infra.offline_stores.helpers import get_offline_store_from_sources
+from feast.infra.provider import (
+    Provider,
+    RetrievalJob,
+    _convert_arrow_to_proto,
+    _get_column_names,
+    _run_field_mapping,
+)
+from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
+from feast.protos.feast.types.Value_pb2 import Value as ValueProto
+from feast.registry import Registry
+from feast.repo_config import DynamoDbOnlineStoreConfig, RepoConfig
+
+
+class AwsDynamodbProvider(Provider):
+    def __init__(self, config: RepoConfig):
+        assert isinstance(config.online_store, DynamoDbOnlineStoreConfig)
+
+    def _initialize_dynamodb(self):
+        return boto3.resource("dynamodb")
+
+    def update_infra(
+        self,
+        project: str,
+        tables_to_delete: Sequence[Union[FeatureTable, FeatureView]],
+        tables_to_keep: Sequence[Union[FeatureTable, FeatureView]],
+        entities_to_delete: Sequence[Entity],
+        entities_to_keep: Sequence[Entity],
+        partial: bool,
+    ):
+        dynamodb = self._initialize_dynamodb()
+
+        for table_name in tables_to_keep:
+            table = None
+            try:
+                table = dynamodb.create_table(
+                    TableName=table_name.name,
+                    KeySchema=[
+                        {"AttributeName": "Row", "KeyType": "HASH"},
+                        {"AttributeName": "Project", "KeyType": "RANGE"},
+                    ],
+                    AttributeDefinitions=[
+                        {"AttributeName": "Row", "AttributeType": "S"},
+                        {"AttributeName": "Project", "AttributeType": "S"},
+                    ],
+                    ProvisionedThroughput={
+                        "ReadCapacityUnits": 5,
+                        "WriteCapacityUnits": 5,
+                    },
+                )
+                table.meta.client.get_waiter("table_exists").wait(
+                    TableName=table_name.name
+                )
+            except ClientError as ce:
+                print(ce)
+                if ce.response["Error"]["Code"] == "ResourceNotFoundException":
+                    table = dynamodb.Table(table_name.name)
+
+        for table_name in tables_to_delete:
+            table = dynamodb.Table(table_name.name)
+            table.delete()
+
+    def teardown_infra(
+        self,
+        project: str,
+        tables: Sequence[Union[FeatureTable, FeatureView]],
+        entities: Sequence[Entity],
+    ) -> None:
+        dynamodb = self._initialize_dynamodb()
+
+        for table_name in tables:
+            table = dynamodb.Table(table_name)
+            table.delete()
+
+    def online_write_batch(
+        self,
+        project: str,
+        table: Union[FeatureTable, FeatureView],
+        data: List[
+            Tuple[EntityKeyProto, Dict[str, ValueProto], datetime, Optional[datetime]]
+        ],
+        progress: Optional[Callable[[int], Any]],
+    ) -> None:
+        dynamodb = self._initialize_dynamodb()
+
+        table_instance = dynamodb.Table(table.name)
+        with table_instance.batch_writer() as batch:
+            for entity_key, features, timestamp, created_ts in data:
+                document_id = compute_datastore_entity_id(entity_key)  # TODO check id
+                # TODO compression encoding
+                batch.put_item(
+                    Item={
+                        "Row": document_id,  # PartitionKey
+                        "Project": project,  # SortKey
+                        "event_ts": str(utils.make_tzaware(timestamp)),
+                        "values": {
+                            k: v.SerializeToString()
+                            for k, v in features.items()  # Serialized Features
+                        },
+                    }
+                )
+
+    def online_read(
+        self,
+        project: str,
+        table: Union[FeatureTable, FeatureView],
+        entity_keys: List[EntityKeyProto],
+    ) -> List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]]:
+        dynamodb = self._initialize_dynamodb()
+
+        result: List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]] = []
+        for entity_key in entity_keys:
+            table_instace = dynamodb.Table(table.name)
+            document_id = compute_datastore_entity_id(entity_key)  # TODO check id
+            response = table_instace.get_item(
+                Key={"Row": document_id, "Project": project}
+            )
+            value = response["Item"]
+
+            if value is not None:
+                res = {}
+                for feature_name, value_bin in value["values"].items():
+                    val = ValueProto()
+                    val.ParseFromString(value_bin.value)
+                    res[feature_name] = val
+                result.append((value["event_ts"], res))
+            else:
+                result.append((None, None))
+        return result
+
+    def materialize_single_feature_view(
+        self,
+        feature_view: FeatureView,
+        start_date: datetime,
+        end_date: datetime,
+        registry: Registry,
+        project: str,
+    ) -> None:
+        entities = []
+        for entity_name in feature_view.entities:
+            entities.append(registry.get_entity(entity_name, project))
+
+        (
+            join_key_columns,
+            feature_name_columns,
+            event_timestamp_column,
+            created_timestamp_column,
+        ) = _get_column_names(feature_view, entities)
+
+        start_date = utils.make_tzaware(start_date)
+        end_date = utils.make_tzaware(end_date)
+
+        offline_store = get_offline_store_from_sources([feature_view.input])
+        table = offline_store.pull_latest_from_table_or_query(
+            data_source=feature_view.input,
+            join_key_columns=join_key_columns,
+            feature_name_columns=feature_name_columns,
+            event_timestamp_column=event_timestamp_column,
+            created_timestamp_column=created_timestamp_column,
+            start_date=start_date,
+            end_date=end_date,
+        )
+
+        if feature_view.input.field_mapping is not None:
+            table = _run_field_mapping(table, feature_view.input.field_mapping)
+
+        join_keys = [entity.join_key for entity in entities]
+        rows_to_write = _convert_arrow_to_proto(table, feature_view, join_keys)
+
+        self.online_write_batch(project, feature_view, rows_to_write, None)
+
+        feature_view.materialization_intervals.append((start_date, end_date))
+        registry.apply_feature_view(feature_view, project)
+
+    @staticmethod
+    def get_historical_features(
+        config: RepoConfig,
+        feature_views: List[FeatureView],
+        feature_refs: List[str],
+        entity_df: Union[pandas.DataFrame, str],
+        registry: Registry,
+        project: str,
+    ) -> RetrievalJob:
+        # TODO implement me
+        pass
+
+
+def compute_datastore_entity_id(entity_key: EntityKeyProto) -> str:
+    """
+    Compute Datastore Entity id given Feast Entity Key.
+
+    Remember that Datastore Entity is a concept from the Datastore data model, that has nothing to
+    do with the Entity concept we have in Feast.
+    """
+    return mmh3.hash_bytes(serialize_entity_key(entity_key)).hex()
diff --git a/sdk/python/feast/infra/provider.py b/sdk/python/feast/infra/provider.py
index fbb8bb021e..a93ad5d204 100644
--- a/sdk/python/feast/infra/provider.py
+++ b/sdk/python/feast/infra/provider.py
@@ -142,6 +142,10 @@ def get_provider(config: RepoConfig, repo_path: Path) -> Provider:
             from feast.infra.gcp import GcpProvider
 
             return GcpProvider(config)
+        elif config.provider == "aws_dynamodb":
+            from feast.infra.aws_dynamodb_provider import AwsDynamodbProvider
+
+            return AwsDynamodbProvider(config)
         elif config.provider == "local":
             from feast.infra.local import LocalProvider
 
diff --git a/sdk/python/feast/registry.py b/sdk/python/feast/registry.py
index 8832ea9f94..ad5a906dda 100644
--- a/sdk/python/feast/registry.py
+++ b/sdk/python/feast/registry.py
@@ -23,6 +23,8 @@
 from feast.entity import Entity
 from feast.errors import (
     EntityNotFoundException,
+    FeatureBucketForbiddenAccess,
+    FeatureBucketNotExist,
     FeatureTableNotFoundException,
     FeatureViewNotFoundException,
 )
@@ -56,6 +58,8 @@ def __init__(self, registry_path: str, repo_path: Path, cache_ttl: timedelta):
         uri = urlparse(registry_path)
         if uri.scheme == "gs":
             self._registry_store: RegistryStore = GCSRegistryStore(registry_path)
+        elif uri.scheme == "s3":
+            self._registry_store = S3RegistryStore(registry_path)
         elif uri.scheme == "file" or uri.scheme == "":
             self._registry_store = LocalRegistryStore(
                 repo_path=repo_path, registry_path_string=registry_path
@@ -495,3 +499,72 @@ def _write_registry(self, registry_proto: RegistryProto):
         file_obj.seek(0)
         blob.upload_from_file(file_obj)
         return
+
+
+class S3RegistryStore(RegistryStore):
+    def __init__(self, uri: str):
+        self._uri = urlparse(uri)
+        self._bucket = self._uri.hostname
+        self._key = self._uri.path.lstrip("/")
+        return
+
+    def get_registry_proto(self):
+        import boto3
+        import botocore
+
+        file_obj = TemporaryFile()
+        registry_proto = RegistryProto()
+        s3 = boto3.resource("s3")
+        try:
+            bucket = s3.Bucket(self._bucket)
+            s3.meta.client.head_bucket(Bucket=bucket.name)
+        except botocore.client.ClientError as e:
+            # If a client error is thrown, then check that it was a 404 error.
+            # If it was a 404 error, then the bucket does not exist.
+            error_code = int(e.response["Error"]["Code"])
+            if error_code == 404:
+                raise FeatureBucketNotExist(self._bucket)
+            else:
+                raise FeatureBucketForbiddenAccess(self._bucket)
+
+        try:
+            obj = bucket.Object(self._key)
+            obj.download_fileobj(file_obj)
+            file_obj.seek(0)
+            registry_proto.ParseFromString(file_obj.read())
+            return registry_proto
+        except botocore.exceptions.ClientError as e:
+            if e.response["Error"]["Code"] == "404":
+                raise FileNotFoundError(
+                    f'Registry not found at path "{self._uri.geturl()}". Have you run "feast apply"?'
+                )
+            else:
+                raise FileNotFoundError(
+                    f'Registry is not able to locate data under path "{self._uri.geturl()}" with [original error]: {e.response}'
+                )
+
+    def update_registry_proto(
+        self, updater: Optional[Callable[[RegistryProto], RegistryProto]] = None
+    ):
+        try:
+            registry_proto = self.get_registry_proto()
+        except FileNotFoundError:
+            registry_proto = RegistryProto()
+            registry_proto.registry_schema_version = REGISTRY_SCHEMA_VERSION
+        if updater:
+            registry_proto = updater(registry_proto)
+        self._write_registry(registry_proto)
+        return
+
+    def _write_registry(self, registry_proto: RegistryProto):
+        import boto3
+
+        registry_proto.version_id = str(uuid.uuid4())
+        registry_proto.last_updated.FromDatetime(datetime.utcnow())
+        # we have already checked the bucket exists so no need to do it again
+        file_obj = TemporaryFile()
+        file_obj.write(registry_proto.SerializeToString())
+        file_obj.seek(0)
+        s3 = boto3.client("s3")
+        s3.put_object(Bucket=self._bucket, Body=file_obj, Key=self._key)
+        return
diff --git a/sdk/python/feast/repo_config.py b/sdk/python/feast/repo_config.py
index bb18119b42..168a97cba5 100644
--- a/sdk/python/feast/repo_config.py
+++ b/sdk/python/feast/repo_config.py
@@ -34,7 +34,16 @@ class DatastoreOnlineStoreConfig(FeastBaseModel):
     """ (optional) GCP Project Id """
 
 
-OnlineStoreConfig = Union[DatastoreOnlineStoreConfig, SqliteOnlineStoreConfig]
+class DynamoDbOnlineStoreConfig(FeastBaseModel):
+    """Online store config for DynamoDB store"""
+
+    type: Literal["dynamodb"] = "dynamodb"
+    """Online store type selector"""
+
+
+OnlineStoreConfig = Union[
+    DatastoreOnlineStoreConfig, SqliteOnlineStoreConfig, DynamoDbOnlineStoreConfig
+]
 
 
 class RegistryConfig(FeastBaseModel):
@@ -63,7 +72,7 @@ class RepoConfig(FeastBaseModel):
     """
 
     provider: StrictStr
-    """ str: local or gcp """
+    """ str: local or gcp or aws_dynamodb """
 
     online_store: OnlineStoreConfig = SqliteOnlineStoreConfig()
     """ OnlineStoreConfig: Online store configuration (optional depending on provider) """
@@ -100,18 +109,20 @@ def _validate_online_store_config(cls, values):
                     values["online_store"]["type"] = "sqlite"
                 elif values["provider"] == "gcp":
                     values["online_store"]["type"] = "datastore"
-
+                elif values["provider"] == "aws_dynamodb":
+                    values["online_store"]["type"] = "dynamodb"
             online_store_type = values["online_store"]["type"]
-
             # Make sure the user hasn't provided the wrong type
-            assert online_store_type in ["datastore", "sqlite"]
+            assert online_store_type in ["datastore", "sqlite", "dynamodb"]
 
             # Validate the dict to ensure one of the union types match
             try:
                 if online_store_type == "sqlite":
                     SqliteOnlineStoreConfig(**values["online_store"])
-                elif values["online_store"]["type"] == "datastore":
+                elif online_store_type == "datastore":
                     DatastoreOnlineStoreConfig(**values["online_store"])
+                elif online_store_type == "dynamodb":
+                    DynamoDbOnlineStoreConfig(**values["online_store"])
                 else:
                     raise ValidationError(
                         f"Invalid online store type {online_store_type}"
diff --git a/sdk/python/feast/templates/aws/bootstrap.py b/sdk/python/feast/templates/aws/bootstrap.py
new file mode 100644
index 0000000000..33a11a1c2e
--- /dev/null
+++ b/sdk/python/feast/templates/aws/bootstrap.py
@@ -0,0 +1,35 @@
+def bootstrap():
+    # Bootstrap() will automatically be called from the init_repo() during `feast init`
+
+    import pathlib
+    from datetime import datetime, timedelta
+
+    from feast.driver_test_data import create_driver_hourly_stats_df
+
+    repo_path = pathlib.Path(__file__).parent.absolute()
+    data_path = repo_path / "data"
+    data_path.mkdir(exist_ok=True)
+
+    end_date = datetime.now().replace(microsecond=0, second=0, minute=0)
+    start_date = end_date - timedelta(days=15)
+
+    driver_entities = [1001, 1002, 1003, 1004, 1005]
+    driver_df = create_driver_hourly_stats_df(driver_entities, start_date, end_date)
+
+    driver_stats_path = data_path / "driver_stats.parquet"
+    driver_df.to_parquet(path=str(driver_stats_path), allow_truncated_timestamps=True)
+
+    example_py_file = repo_path / "driver_example.py"
+    replace_str_in_file(example_py_file, "%PARQUET_PATH%", str(driver_stats_path))
+
+
+def replace_str_in_file(file_path, match_str, sub_str):
+    with open(file_path, "r") as f:
+        contents = f.read()
+    contents = contents.replace(match_str, sub_str)
+    with open(file_path, "wt") as f:
+        f.write(contents)
+
+
+if __name__ == "__main__":
+    bootstrap()
diff --git a/sdk/python/feast/templates/aws/driver_example.py b/sdk/python/feast/templates/aws/driver_example.py
new file mode 100644
index 0000000000..a66dbba120
--- /dev/null
+++ b/sdk/python/feast/templates/aws/driver_example.py
@@ -0,0 +1,36 @@
+# This is an example feature definition file
+
+from google.protobuf.duration_pb2 import Duration
+
+from feast import Entity, Feature, FeatureView, ValueType
+from feast.data_source import FileSource
+
+# Read data from parquet files. Parquet is convenient for local development mode. For
+# production, you can use your favorite DWH, such as BigQuery. See Feast documentation
+# for more info.
+driver_hourly_stats = FileSource(
+    path="%PARQUET_PATH%",
+    event_timestamp_column="datetime",
+    created_timestamp_column="created",
+)
+
+# Define an entity for the driver. You can think of entity as a primary key used to
+# fetch features.
+driver = Entity(name="driver_id", value_type=ValueType.INT64, description="driver id",)
+
+# Our parquet files contain sample data that includes a driver_id column, timestamps and
+# three feature column. Here we define a Feature View that will allow us to serve this
+# data to our model online.
+driver_hourly_stats_view = FeatureView(
+    name="driver_hourly_stats",
+    entities=["driver_id"],
+    ttl=Duration(seconds=86400 * 1),
+    features=[
+        Feature(name="conv_rate", dtype=ValueType.FLOAT),
+        Feature(name="acc_rate", dtype=ValueType.FLOAT),
+        Feature(name="avg_daily_trips", dtype=ValueType.INT64),
+    ],
+    online=True,
+    input=driver_hourly_stats,
+    tags={},
+)
diff --git a/sdk/python/feast/templates/aws/feature_store.yaml b/sdk/python/feast/templates/aws/feature_store.yaml
new file mode 100644
index 0000000000..f534a413e7
--- /dev/null
+++ b/sdk/python/feast/templates/aws/feature_store.yaml
@@ -0,0 +1,3 @@
+project: my_project
+registry: s3://data/registry.db
+provider: aws_dynamodb
diff --git a/sdk/python/feast/templates/aws/test.py b/sdk/python/feast/templates/aws/test.py
new file mode 100644
index 0000000000..47a036e7ea
--- /dev/null
+++ b/sdk/python/feast/templates/aws/test.py
@@ -0,0 +1,41 @@
+from datetime import datetime
+
+import pandas as pd
+from driver_example import driver, driver_hourly_stats_view
+
+from feast import FeatureStore
+
+
+def main():
+    pd.set_option("display.max_columns", None)
+    pd.set_option("display.width", 1000)
+
+    # Load the feature store from the current path
+    fs = FeatureStore(repo_path=".")
+
+    # Deploy the feature store to GCP
+    print("Deploying feature store to AWS...")
+    fs.apply([driver, driver_hourly_stats_view])
+
+    # Select features
+    feature_refs = ["driver_hourly_stats:conv_rate", "driver_hourly_stats:acc_rate"]
+
+    #     print()
+    print("Loading features into the online store...")
+    fs.materialize_incremental(end_date=datetime.now())
+
+    #     print()
+    print("Retrieving online features...")
+
+    #     Retrieve features from the online store (Firestore)
+    online_features = fs.get_online_features(
+        feature_refs=feature_refs,
+        entity_rows=[{"driver_id": 1001}, {"driver_id": 1002}],
+    ).to_dict()
+
+    print()
+    print(pd.DataFrame.from_dict(online_features))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/sdk/python/setup.py b/sdk/python/setup.py
index 93536e9cbf..554897d0b5 100644
--- a/sdk/python/setup.py
+++ b/sdk/python/setup.py
@@ -61,6 +61,7 @@
     "tabulate==0.8.*",
     "toml==0.10.*",
     "tqdm==4.*",
+    "boto3==1.17.*",
 ]
 
 CI_REQUIRED = [

From 44aadd8428ecf6d9fec2251d7943422e719e9cab Mon Sep 17 00:00:00 2001
From: lblokhin <lenin133@yandex.ru>
Date: Tue, 27 Apr 2021 11:31:10 -0700
Subject: [PATCH 02/28] rcu and wcu as a parameter of dynamodb online store

Signed-off-by: lblokhin <lenin133@yandex.ru>
---
 sdk/python/feast/infra/aws_dynamodb_provider.py | 14 ++++++++++++--
 1 file changed, 12 insertions(+), 2 deletions(-)

diff --git a/sdk/python/feast/infra/aws_dynamodb_provider.py b/sdk/python/feast/infra/aws_dynamodb_provider.py
index 0c9e67a4d5..6b5211dc10 100644
--- a/sdk/python/feast/infra/aws_dynamodb_provider.py
+++ b/sdk/python/feast/infra/aws_dynamodb_provider.py
@@ -25,8 +25,18 @@
 
 
 class AwsDynamodbProvider(Provider):
+    
     def __init__(self, config: RepoConfig):
         assert isinstance(config.online_store, DynamoDbOnlineStoreConfig)
+        if config and config.online_store and config.online_store.rcu:
+            self._rcu = config.online_store.rcu
+        else:
+            self._rcu = 5
+
+        if config and config.online_store and config.online_store.wcu:
+            self._wcu = config.online_store.wcu
+        else:
+            self._wcu = 5
 
     def _initialize_dynamodb(self):
         return boto3.resource("dynamodb")
@@ -56,8 +66,8 @@ def update_infra(
                         {"AttributeName": "Project", "AttributeType": "S"},
                     ],
                     ProvisionedThroughput={
-                        "ReadCapacityUnits": 5,
-                        "WriteCapacityUnits": 5,
+                        "ReadCapacityUnits": self._rcu,
+                        "WriteCapacityUnits": self._wcu,
                     },
                 )
                 table.meta.client.get_waiter("table_exists").wait(

From 638379186852fd0e9d96166dffa83be55437558a Mon Sep 17 00:00:00 2001
From: lblokhin <lenin133@yandex.ru>
Date: Tue, 4 May 2021 15:32:32 -0700
Subject: [PATCH 03/28] fix linter

Signed-off-by: lblokhin <lenin133@yandex.ru>
---
 sdk/python/feast/infra/aws_dynamodb_provider.py |  4 +++-
 sdk/python/feast/repo_config.py                 | 15 ++++++++++++++-
 2 files changed, 17 insertions(+), 2 deletions(-)

diff --git a/sdk/python/feast/infra/aws_dynamodb_provider.py b/sdk/python/feast/infra/aws_dynamodb_provider.py
index 6b5211dc10..00e9b88a19 100644
--- a/sdk/python/feast/infra/aws_dynamodb_provider.py
+++ b/sdk/python/feast/infra/aws_dynamodb_provider.py
@@ -25,7 +25,9 @@
 
 
 class AwsDynamodbProvider(Provider):
-    
+    _wcu: int
+    _rcu: int
+
     def __init__(self, config: RepoConfig):
         assert isinstance(config.online_store, DynamoDbOnlineStoreConfig)
         if config and config.online_store and config.online_store.rcu:
diff --git a/sdk/python/feast/repo_config.py b/sdk/python/feast/repo_config.py
index 168a97cba5..0feb8c7fa0 100644
--- a/sdk/python/feast/repo_config.py
+++ b/sdk/python/feast/repo_config.py
@@ -1,7 +1,14 @@
 from pathlib import Path
 
 import yaml
-from pydantic import BaseModel, StrictInt, StrictStr, ValidationError, root_validator
+from pydantic import (
+    BaseModel,
+    PositiveInt,
+    StrictInt,
+    StrictStr,
+    ValidationError,
+    root_validator,
+)
 from pydantic.error_wrappers import ErrorWrapper
 from pydantic.typing import Dict, Literal, Optional, Union
 
@@ -40,6 +47,12 @@ class DynamoDbOnlineStoreConfig(FeastBaseModel):
     type: Literal["dynamodb"] = "dynamodb"
     """Online store type selector"""
 
+    rcu: Optional[PositiveInt] = 5
+    """ Read capacity unit """
+
+    wcu: Optional[PositiveInt] = 5
+    """ Write capacity unit """
+
 
 OnlineStoreConfig = Union[
     DatastoreOnlineStoreConfig, SqliteOnlineStoreConfig, DynamoDbOnlineStoreConfig

From 73ff67aa0cf0f5dc716757f579bab25d4af02ba0 Mon Sep 17 00:00:00 2001
From: lblokhin <lenin133@yandex.ru>
Date: Mon, 17 May 2021 22:06:20 -0700
Subject: [PATCH 04/28] aws dependency to extras

Signed-off-by: lblokhin <lenin133@yandex.ru>
---
 Makefile            | 3 +++
 sdk/python/setup.py | 8 ++++++--
 2 files changed, 9 insertions(+), 2 deletions(-)

diff --git a/Makefile b/Makefile
index 3c3e6e1b24..08aced0810 100644
--- a/Makefile
+++ b/Makefile
@@ -41,6 +41,9 @@ install-ci-dependencies: install-python-ci-dependencies install-go-ci-dependenci
 install-python-ci-dependencies:
 	pip install -e "sdk/python[ci]"
 
+install-python-aws-dependencies:
+	pip install -e "sdk/python[aws]"
+
 package-protos:
 	cp -r ${ROOT_DIR}/protos ${ROOT_DIR}/sdk/python/feast/protos
 
diff --git a/sdk/python/setup.py b/sdk/python/setup.py
index 554897d0b5..4e03874cb8 100644
--- a/sdk/python/setup.py
+++ b/sdk/python/setup.py
@@ -61,7 +61,6 @@
     "tabulate==0.8.*",
     "toml==0.10.*",
     "tqdm==4.*",
-    "boto3==1.17.*",
 ]
 
 CI_REQUIRED = [
@@ -93,6 +92,10 @@
     "assertpy==1.1",
 ]
 
+AWS_REQUIRED = [
+    "boto3==1.17.*",
+]
+
 # README file from Feast repo root directory
 repo_root = (
     subprocess.Popen(["git", "rev-parse", "--show-toplevel"], stdout=subprocess.PIPE)
@@ -183,7 +186,8 @@ def run(self):
     # Install dev requirements with: pip install -e .[dev]
     extras_require={
         "dev": ["mypy-protobuf==1.*", "grpcio-testing==1.*"],
-        "ci": CI_REQUIRED
+        "ci": CI_REQUIRED,
+        "aws": AWS_REQUIRED
     },
     include_package_data=True,
     license="Apache",

From aa6d0da20d55d121cd2dacd2a2143abe0f249fab Mon Sep 17 00:00:00 2001
From: lblokhin <lenin133@yandex.ru>
Date: Mon, 17 May 2021 22:07:31 -0700
Subject: [PATCH 05/28] FEAST_S3_ENDPOINT_URL

Signed-off-by: lblokhin <lenin133@yandex.ru>
---
 sdk/python/feast/registry.py | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/sdk/python/feast/registry.py b/sdk/python/feast/registry.py
index ad5a906dda..594814c7ff 100644
--- a/sdk/python/feast/registry.py
+++ b/sdk/python/feast/registry.py
@@ -12,6 +12,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+import os
 import uuid
 from abc import ABC, abstractmethod
 from datetime import datetime, timedelta
@@ -514,7 +515,7 @@ def get_registry_proto(self):
 
         file_obj = TemporaryFile()
         registry_proto = RegistryProto()
-        s3 = boto3.resource("s3")
+        s3 = boto3.resource("s3", endpoint_url=os.environ.get("FEAST_S3_ENDPOINT_URL"))
         try:
             bucket = s3.Bucket(self._bucket)
             s3.meta.client.head_bucket(Bucket=bucket.name)
@@ -565,6 +566,6 @@ def _write_registry(self, registry_proto: RegistryProto):
         file_obj = TemporaryFile()
         file_obj.write(registry_proto.SerializeToString())
         file_obj.seek(0)
-        s3 = boto3.client("s3")
+        s3 = boto3.resource("s3", endpoint_url=os.environ.get("FEAST_S3_ENDPOINT_URL"))
         s3.put_object(Bucket=self._bucket, Body=file_obj, Key=self._key)
         return

From 0a870509db75f4635d4bd139ee82725853d469a9 Mon Sep 17 00:00:00 2001
From: lblokhin <lenin133@yandex.ru>
Date: Mon, 17 May 2021 22:08:34 -0700
Subject: [PATCH 06/28] tests

Signed-off-by: lblokhin <lenin133@yandex.ru>
---
 sdk/python/feast/templates/aws/test.py |  4 +-
 sdk/python/tests/test_cli_aws.py       | 55 ++++++++++++++++++++++++++
 sdk/python/tests/test_feature_store.py | 18 +++++++++
 3 files changed, 75 insertions(+), 2 deletions(-)
 create mode 100644 sdk/python/tests/test_cli_aws.py

diff --git a/sdk/python/feast/templates/aws/test.py b/sdk/python/feast/templates/aws/test.py
index 47a036e7ea..806b268dea 100644
--- a/sdk/python/feast/templates/aws/test.py
+++ b/sdk/python/feast/templates/aws/test.py
@@ -13,7 +13,7 @@ def main():
     # Load the feature store from the current path
     fs = FeatureStore(repo_path=".")
 
-    # Deploy the feature store to GCP
+    # Deploy the feature store to AWS
     print("Deploying feature store to AWS...")
     fs.apply([driver, driver_hourly_stats_view])
 
@@ -27,7 +27,7 @@ def main():
     #     print()
     print("Retrieving online features...")
 
-    #     Retrieve features from the online store (Firestore)
+    #     Retrieve features from the online store (Dynamodb)
     online_features = fs.get_online_features(
         feature_refs=feature_refs,
         entity_rows=[{"driver_id": 1001}, {"driver_id": 1002}],
diff --git a/sdk/python/tests/test_cli_aws.py b/sdk/python/tests/test_cli_aws.py
new file mode 100644
index 0000000000..ba98d83226
--- /dev/null
+++ b/sdk/python/tests/test_cli_aws.py
@@ -0,0 +1,55 @@
+import random
+import string
+import tempfile
+from pathlib import Path
+from textwrap import dedent
+
+import pytest
+
+from feast.feature_store import FeatureStore
+from tests.cli_utils import CliRunner
+from tests.online_read_write_test import basic_rw_test
+
+
+@pytest.mark.integration
+def test_basic() -> None:
+    project_id = "".join(
+        random.choice(string.ascii_lowercase + string.digits) for _ in range(10)
+    )
+    runner = CliRunner()
+    with tempfile.TemporaryDirectory() as repo_dir_name, tempfile.TemporaryDirectory() as data_dir_name:
+
+        repo_path = Path(repo_dir_name)
+        data_path = Path(data_dir_name)
+
+        repo_config = repo_path / "feature_store.yaml"
+
+        repo_config.write_text(
+            dedent(
+                f"""
+        project: {project_id}
+        registry: {data_path / "registry.db"}
+        provider: aws_dynamodb
+        """
+            )
+        )
+
+        repo_example = repo_path / "example.py"
+        repo_example.write_text(
+            (Path(__file__).parent / "example_feature_repo_1.py").read_text()
+        )
+
+        result = runner.run(["apply"], cwd=repo_path)
+        assert result.returncode == 0
+
+        # Doing another apply should be a no op, and should not cause errors
+        result = runner.run(["apply"], cwd=repo_path)
+        assert result.returncode == 0
+
+        basic_rw_test(
+            FeatureStore(repo_path=str(repo_path), config=None),
+            view_name="driver_locations",
+        )
+
+        result = runner.run(["teardown"], cwd=repo_path)
+        assert result.returncode == 0
diff --git a/sdk/python/tests/test_feature_store.py b/sdk/python/tests/test_feature_store.py
index 015f0ab2ad..4696325d50 100644
--- a/sdk/python/tests/test_feature_store.py
+++ b/sdk/python/tests/test_feature_store.py
@@ -66,6 +66,24 @@ def feature_store_with_gcs_registry():
     )
 
 
+@pytest.fixture
+def feature_store_with_s3_registry():
+    import boto3
+
+    s3 = boto3.resource("s3")
+    bucket_name = f"feast-registry-test-{int(time.time() * 1000)}"
+    bucket = s3.Bucket(bucket_name)
+    s3.meta.client.head_bucket(Bucket=bucket.name)
+
+    return FeatureStore(
+        config=RepoConfig(
+            registry=f"s3://{bucket_name}/registry.db",
+            project="default",
+            provider="aws_dynamodb",
+        )
+    )
+
+
 @pytest.mark.parametrize(
     "test_feature_store", [lazy_fixture("feature_store_with_local_registry")],
 )

From 00e86751caa7a07eb047a3513dfc1ac4c0f9635a Mon Sep 17 00:00:00 2001
From: lblokhin <lenin133@yandex.ru>
Date: Mon, 17 May 2021 22:23:47 -0700
Subject: [PATCH 07/28] fix signature, after merge

Signed-off-by: lblokhin <lenin133@yandex.ru>
---
 sdk/python/feast/infra/aws_dynamodb_provider.py | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/sdk/python/feast/infra/aws_dynamodb_provider.py b/sdk/python/feast/infra/aws_dynamodb_provider.py
index 00e9b88a19..688f2aa7db 100644
--- a/sdk/python/feast/infra/aws_dynamodb_provider.py
+++ b/sdk/python/feast/infra/aws_dynamodb_provider.py
@@ -5,6 +5,7 @@
 import mmh3
 import pandas
 from botocore.exceptions import ClientError
+from tqdm import tqdm
 
 from feast import FeatureTable, utils
 from feast.entity import Entity
@@ -159,6 +160,7 @@ def materialize_single_feature_view(
         end_date: datetime,
         registry: Registry,
         project: str,
+        tqdm_builder: Callable[[int], tqdm],
     ) -> None:
         entities = []
         for entity_name in feature_view.entities:
@@ -191,7 +193,10 @@ def materialize_single_feature_view(
         join_keys = [entity.join_key for entity in entities]
         rows_to_write = _convert_arrow_to_proto(table, feature_view, join_keys)
 
-        self.online_write_batch(project, feature_view, rows_to_write, None)
+        with tqdm_builder(len(rows_to_write)) as pbar:
+            self.online_write_batch(
+                project, feature_view, rows_to_write, lambda x: pbar.update(x)
+            )
 
         feature_view.materialization_intervals.append((start_date, end_date))
         registry.apply_feature_view(feature_view, project)

From 6a99cd9e07a98559f7db2d5cddaf64994c480cb4 Mon Sep 17 00:00:00 2001
From: lblokhin <lenin133@yandex.ru>
Date: Mon, 17 May 2021 22:45:06 -0700
Subject: [PATCH 08/28] aws default region name configurable

Signed-off-by: lblokhin <lenin133@yandex.ru>
---
 sdk/python/feast/infra/aws_dynamodb_provider.py | 10 +++++++++-
 sdk/python/feast/repo_config.py                 |  3 +++
 2 files changed, 12 insertions(+), 1 deletion(-)

diff --git a/sdk/python/feast/infra/aws_dynamodb_provider.py b/sdk/python/feast/infra/aws_dynamodb_provider.py
index 688f2aa7db..ba659b7845 100644
--- a/sdk/python/feast/infra/aws_dynamodb_provider.py
+++ b/sdk/python/feast/infra/aws_dynamodb_provider.py
@@ -1,3 +1,4 @@
+import os
 from datetime import datetime
 from typing import Any, Callable, Dict, List, Optional, Sequence, Tuple, Union
 
@@ -41,8 +42,15 @@ def __init__(self, config: RepoConfig):
         else:
             self._wcu = 5
 
+        if config and config.online_store and config.online_store.region_name:
+            self.region_name = config.online_store.region_name
+            os.environ["AWS_DEFAULT_REGION"] = self.region_name
+        else:
+            self.region_name = os.environ.get("AWS_DEFAULT_REGION", "us-west-2")
+            os.environ["AWS_DEFAULT_REGION"] = self.region_name
+
     def _initialize_dynamodb(self):
-        return boto3.resource("dynamodb")
+        return boto3.resource("dynamodb", region_name=self.region_name)
 
     def update_infra(
         self,
diff --git a/sdk/python/feast/repo_config.py b/sdk/python/feast/repo_config.py
index 0feb8c7fa0..9bafb5b271 100644
--- a/sdk/python/feast/repo_config.py
+++ b/sdk/python/feast/repo_config.py
@@ -53,6 +53,9 @@ class DynamoDbOnlineStoreConfig(FeastBaseModel):
     wcu: Optional[PositiveInt] = 5
     """ Write capacity unit """
 
+    region_name: Optional[StrictStr] = None
+    """ AWS Region Name """
+
 
 OnlineStoreConfig = Union[
     DatastoreOnlineStoreConfig, SqliteOnlineStoreConfig, DynamoDbOnlineStoreConfig

From db616c46a3882327990811dbcd00df0bec6dbfe5 Mon Sep 17 00:00:00 2001
From: lblokhin <lenin133@yandex.ru>
Date: Thu, 10 Jun 2021 18:37:42 -0700
Subject: [PATCH 09/28] add offlinestore config type to test

Signed-off-by: lblokhin <lenin133@yandex.ru>
---
 sdk/python/feast/infra/aws_dynamodb_provider.py |  7 ++++---
 sdk/python/feast/repo_config.py                 |  2 ++
 sdk/python/tests/test_cli_aws.py                | 10 ++++++----
 3 files changed, 12 insertions(+), 7 deletions(-)

diff --git a/sdk/python/feast/infra/aws_dynamodb_provider.py b/sdk/python/feast/infra/aws_dynamodb_provider.py
index ba659b7845..5a97296639 100644
--- a/sdk/python/feast/infra/aws_dynamodb_provider.py
+++ b/sdk/python/feast/infra/aws_dynamodb_provider.py
@@ -12,7 +12,7 @@
 from feast.entity import Entity
 from feast.feature_view import FeatureView
 from feast.infra.key_encoding_utils import serialize_entity_key
-from feast.infra.offline_stores.helpers import get_offline_store_from_sources
+from feast.infra.offline_stores.helpers import get_offline_store_from_config
 from feast.infra.provider import (
     Provider,
     RetrievalJob,
@@ -48,6 +48,8 @@ def __init__(self, config: RepoConfig):
         else:
             self.region_name = os.environ.get("AWS_DEFAULT_REGION", "us-west-2")
             os.environ["AWS_DEFAULT_REGION"] = self.region_name
+        assert config.offline_store is not None
+        self.offline_store = get_offline_store_from_config(config.offline_store)
 
     def _initialize_dynamodb(self):
         return boto3.resource("dynamodb", region_name=self.region_name)
@@ -184,8 +186,7 @@ def materialize_single_feature_view(
         start_date = utils.make_tzaware(start_date)
         end_date = utils.make_tzaware(end_date)
 
-        offline_store = get_offline_store_from_sources([feature_view.input])
-        table = offline_store.pull_latest_from_table_or_query(
+        table = self.offline_store.pull_latest_from_table_or_query(
             data_source=feature_view.input,
             join_key_columns=join_key_columns,
             feature_name_columns=feature_name_columns,
diff --git a/sdk/python/feast/repo_config.py b/sdk/python/feast/repo_config.py
index b58a011013..498ba62711 100644
--- a/sdk/python/feast/repo_config.py
+++ b/sdk/python/feast/repo_config.py
@@ -224,6 +224,8 @@ def _validate_offline_store_config(cls, values):
         if "type" not in values["offline_store"]:
             if values["provider"] == "local" or values["provider"] == "redis":
                 values["offline_store"]["type"] = "file"
+            elif values["provider"] == "aws_dynamodb":
+                values["offline_store"]["type"] = "bigquery"
             elif values["provider"] == "gcp":
                 values["offline_store"]["type"] = "bigquery"
 
diff --git a/sdk/python/tests/test_cli_aws.py b/sdk/python/tests/test_cli_aws.py
index ba98d83226..2f65a81bc3 100644
--- a/sdk/python/tests/test_cli_aws.py
+++ b/sdk/python/tests/test_cli_aws.py
@@ -27,10 +27,12 @@ def test_basic() -> None:
         repo_config.write_text(
             dedent(
                 f"""
-        project: {project_id}
-        registry: {data_path / "registry.db"}
-        provider: aws_dynamodb
-        """
+            project: {project_id}
+            registry: {data_path / "registry.db"}
+            provider: aws_dynamodb
+            offline_store:
+                type: file
+            """
             )
         )
 

From 8dcbd5a133f69b5c6d41a0f346aa94a645b2971a Mon Sep 17 00:00:00 2001
From: lblokhin <lenin133@yandex.ru>
Date: Fri, 11 Jun 2021 02:18:13 -0700
Subject: [PATCH 10/28] review changes

Signed-off-by: lblokhin <lenin133@yandex.ru>
---
 .../feast/infra/aws_dynamodb_provider.py      |  8 ++++++--
 sdk/python/feast/registry.py                  | 20 +++++++++----------
 sdk/python/tests/test_cli_aws.py              |  2 +-
 3 files changed, 17 insertions(+), 13 deletions(-)

diff --git a/sdk/python/feast/infra/aws_dynamodb_provider.py b/sdk/python/feast/infra/aws_dynamodb_provider.py
index 5a97296639..ab231cff71 100644
--- a/sdk/python/feast/infra/aws_dynamodb_provider.py
+++ b/sdk/python/feast/infra/aws_dynamodb_provider.py
@@ -2,10 +2,14 @@
 from datetime import datetime
 from typing import Any, Callable, Dict, List, Optional, Sequence, Tuple, Union
 
-import boto3
 import mmh3
 import pandas
-from botocore.exceptions import ClientError
+try:
+    import boto3
+    from botocore.exceptions import ClientError
+except ImportError as e:
+    from feast.errors import FeastExtrasDependencyImportError
+    raise FeastExtrasDependencyImportError("aws", str(e))
 from tqdm import tqdm
 
 from feast import FeatureTable, utils
diff --git a/sdk/python/feast/registry.py b/sdk/python/feast/registry.py
index ee59b88d24..6dafb6252b 100644
--- a/sdk/python/feast/registry.py
+++ b/sdk/python/feast/registry.py
@@ -549,18 +549,21 @@ def __init__(self, uri: str):
         self._uri = urlparse(uri)
         self._bucket = self._uri.hostname
         self._key = self._uri.path.lstrip("/")
+        try:
+            import boto3
+            import botocore
+        except ImportError as e:
+            from feast.errors import FeastExtrasDependencyImportError
+            raise FeastExtrasDependencyImportError("aws", str(e))
+        self.s3 = boto3.resource("s3", endpoint_url=os.environ.get("FEAST_S3_ENDPOINT_URL"))
         return
 
     def get_registry_proto(self):
-        import boto3
-        import botocore
-
         file_obj = TemporaryFile()
         registry_proto = RegistryProto()
-        s3 = boto3.resource("s3", endpoint_url=os.environ.get("FEAST_S3_ENDPOINT_URL"))
         try:
-            bucket = s3.Bucket(self._bucket)
-            s3.meta.client.head_bucket(Bucket=bucket.name)
+            bucket = self.s3.Bucket(self._bucket)
+            self.s3.meta.client.head_bucket(Bucket=bucket.name)
         except botocore.client.ClientError as e:
             # If a client error is thrown, then check that it was a 404 error.
             # If it was a 404 error, then the bucket does not exist.
@@ -600,14 +603,11 @@ def update_registry_proto(
         return
 
     def _write_registry(self, registry_proto: RegistryProto):
-        import boto3
-
         registry_proto.version_id = str(uuid.uuid4())
         registry_proto.last_updated.FromDatetime(datetime.utcnow())
         # we have already checked the bucket exists so no need to do it again
         file_obj = TemporaryFile()
         file_obj.write(registry_proto.SerializeToString())
         file_obj.seek(0)
-        s3 = boto3.resource("s3", endpoint_url=os.environ.get("FEAST_S3_ENDPOINT_URL"))
-        s3.put_object(Bucket=self._bucket, Body=file_obj, Key=self._key)
+        self.s3.Bucket(self._bucket).put_object(Body=file_obj, Key=self._key)
         return
diff --git a/sdk/python/tests/test_cli_aws.py b/sdk/python/tests/test_cli_aws.py
index 2f65a81bc3..cc8693cfcf 100644
--- a/sdk/python/tests/test_cli_aws.py
+++ b/sdk/python/tests/test_cli_aws.py
@@ -31,7 +31,7 @@ def test_basic() -> None:
             registry: {data_path / "registry.db"}
             provider: aws_dynamodb
             offline_store:
-                type: file
+                type: bigquery
             """
             )
         )

From 7b99cdeb6b99e8d071634aaeecf7311cf4118d5e Mon Sep 17 00:00:00 2001
From: lblokhin <lenin133@yandex.ru>
Date: Wed, 23 Jun 2021 14:41:16 -0500
Subject: [PATCH 11/28] review requested changes

Signed-off-by: lblokhin <lenin133@yandex.ru>
---
 Makefile                                      |   3 ---
 docs/specs/dynamodb_online_example.monopic    | Bin 1601 -> 1601 bytes
 docs/specs/dynamodb_online_example.png        | Bin 90267 -> 92813 bytes
 sdk/python/feast/errors.py                    |  22 +++++-------------
 .../feast/infra/{aws_provider.py => aws.py}   |   5 ----
 sdk/python/feast/infra/provider.py            |   2 +-
 sdk/python/feast/registry.py                  |   8 +++----
 sdk/python/feast/templates/aws/bootstrap.py   |   2 +-
 .../aws/{driver_example.py => example.py}     |   0
 .../feast/templates/aws/feature_store.yaml    |   2 +-
 sdk/python/feast/templates/aws/test.py        |   7 ++----
 11 files changed, 15 insertions(+), 36 deletions(-)
 rename sdk/python/feast/infra/{aws_provider.py => aws.py} (94%)
 rename sdk/python/feast/templates/aws/{driver_example.py => example.py} (100%)

diff --git a/Makefile b/Makefile
index 95f9304bce..475d729e9e 100644
--- a/Makefile
+++ b/Makefile
@@ -41,9 +41,6 @@ install-ci-dependencies: install-python-ci-dependencies install-go-ci-dependenci
 install-python-ci-dependencies:
 	pip install -e "sdk/python[ci]"
 
-install-python-aws-dependencies:
-	pip install -e "sdk/python[aws]"
-
 package-protos:
 	cp -r ${ROOT_DIR}/protos ${ROOT_DIR}/sdk/python/feast/protos
 
diff --git a/docs/specs/dynamodb_online_example.monopic b/docs/specs/dynamodb_online_example.monopic
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diff --git a/docs/specs/dynamodb_online_example.png b/docs/specs/dynamodb_online_example.png
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diff --git a/sdk/python/feast/errors.py b/sdk/python/feast/errors.py
index 5c6515772b..5d9bbffac3 100644
--- a/sdk/python/feast/errors.py
+++ b/sdk/python/feast/errors.py
@@ -40,24 +40,14 @@ def __init__(self, name, project=None):
             super().__init__(f"Feature table {name} does not exist")
 
 
-class FeatureBucketNotExist(FeastObjectNotFoundException):
-    def __init__(self, bucket, project=None):
-        if project:
-            super().__init__(
-                f"Feature bucket {bucket} does not exist in project {project}"
-            )
-        else:
-            super().__init__(f"Feature bucket {bucket} does not exist")
+class S3RegistryBucketNotExist(FeastObjectNotFoundException):
+    def __init__(self, bucket):
+        super().__init__(f"S3 bucket {bucket} for the Feast registry does not exist")
 
 
-class FeatureBucketForbiddenAccess(FeastObjectNotFoundException):
-    def __init__(self, bucket, project=None):
-        if project:
-            super().__init__(
-                f"Private Registry Bucket {bucket} forbidden Access in project {project}"
-            )
-        else:
-            super().__init__(f"Private Registry Bucket {bucket} forbidden Access")
+class S3RegistryBucketForbiddenAccess(FeastObjectNotFoundException):
+    def __init__(self, bucket):
+        super().__init__(f"S3 bucket {bucket} for the Feast registry can't be accessed")
 
 
 class FeastProviderLoginError(Exception):
diff --git a/sdk/python/feast/infra/aws_provider.py b/sdk/python/feast/infra/aws.py
similarity index 94%
rename from sdk/python/feast/infra/aws_provider.py
rename to sdk/python/feast/infra/aws.py
index 343f53a750..4e19476c86 100644
--- a/sdk/python/feast/infra/aws_provider.py
+++ b/sdk/python/feast/infra/aws.py
@@ -96,9 +96,6 @@ def materialize_single_feature_view(
             created_timestamp_column,
         ) = _get_column_names(feature_view, entities)
 
-        start_date = utils.make_tzaware(start_date)
-        end_date = utils.make_tzaware(end_date)
-
         table = self.offline_store.pull_latest_from_table_or_query(
             data_source=feature_view.input,
             join_key_columns=join_key_columns,
@@ -120,8 +117,6 @@ def materialize_single_feature_view(
                 self.repo_config, feature_view, rows_to_write, lambda x: pbar.update(x)
             )
 
-        feature_view.materialization_intervals.append((start_date, end_date))
-        registry.apply_feature_view(feature_view, project)
 
     @staticmethod
     def get_historical_features(
diff --git a/sdk/python/feast/infra/provider.py b/sdk/python/feast/infra/provider.py
index 24199af2ed..779feee593 100644
--- a/sdk/python/feast/infra/provider.py
+++ b/sdk/python/feast/infra/provider.py
@@ -145,7 +145,7 @@ def get_provider(config: RepoConfig, repo_path: Path) -> Provider:
 
             return GcpProvider(config)
         elif config.provider == "aws":
-            from feast.infra.aws_provider import AwsProvider
+            from feast.infra.aws import AwsProvider
 
             return AwsProvider(config)
         elif config.provider == "local":
diff --git a/sdk/python/feast/registry.py b/sdk/python/feast/registry.py
index 01e314aba1..8a44f3b2e3 100644
--- a/sdk/python/feast/registry.py
+++ b/sdk/python/feast/registry.py
@@ -24,8 +24,8 @@
 from feast.entity import Entity
 from feast.errors import (
     EntityNotFoundException,
-    FeatureBucketForbiddenAccess,
-    FeatureBucketNotExist,
+    S3RegistryBucketForbiddenAccess,
+    S3RegistryBucketNotExist,
     FeatureTableNotFoundException,
     FeatureViewNotFoundException,
 )
@@ -577,9 +577,9 @@ def get_registry_proto(self):
             # If it was a 404 error, then the bucket does not exist.
             error_code = int(e.response["Error"]["Code"])
             if error_code == 404:
-                raise FeatureBucketNotExist(self._bucket)
+                raise S3RegistryBucketNotExist(self._bucket)
             else:
-                raise FeatureBucketForbiddenAccess(self._bucket)
+                raise S3RegistryBucketForbiddenAccess(self._bucket)
 
         try:
             obj = bucket.Object(self._key)
diff --git a/sdk/python/feast/templates/aws/bootstrap.py b/sdk/python/feast/templates/aws/bootstrap.py
index 33a11a1c2e..4013ca5a8d 100644
--- a/sdk/python/feast/templates/aws/bootstrap.py
+++ b/sdk/python/feast/templates/aws/bootstrap.py
@@ -19,7 +19,7 @@ def bootstrap():
     driver_stats_path = data_path / "driver_stats.parquet"
     driver_df.to_parquet(path=str(driver_stats_path), allow_truncated_timestamps=True)
 
-    example_py_file = repo_path / "driver_example.py"
+    example_py_file = repo_path / "example.py"
     replace_str_in_file(example_py_file, "%PARQUET_PATH%", str(driver_stats_path))
 
 
diff --git a/sdk/python/feast/templates/aws/driver_example.py b/sdk/python/feast/templates/aws/example.py
similarity index 100%
rename from sdk/python/feast/templates/aws/driver_example.py
rename to sdk/python/feast/templates/aws/example.py
diff --git a/sdk/python/feast/templates/aws/feature_store.yaml b/sdk/python/feast/templates/aws/feature_store.yaml
index a0d7d62ec7..7f7be8527e 100644
--- a/sdk/python/feast/templates/aws/feature_store.yaml
+++ b/sdk/python/feast/templates/aws/feature_store.yaml
@@ -1,3 +1,3 @@
 project: my_project
-registry: s3://data/registry.db
+registry: data/registry.db
 provider: aws
diff --git a/sdk/python/feast/templates/aws/test.py b/sdk/python/feast/templates/aws/test.py
index 806b268dea..cc2cf7e984 100644
--- a/sdk/python/feast/templates/aws/test.py
+++ b/sdk/python/feast/templates/aws/test.py
@@ -1,7 +1,7 @@
 from datetime import datetime
 
 import pandas as pd
-from driver_example import driver, driver_hourly_stats_view
+from example import driver, driver_hourly_stats_view
 
 from feast import FeatureStore
 
@@ -20,20 +20,17 @@ def main():
     # Select features
     feature_refs = ["driver_hourly_stats:conv_rate", "driver_hourly_stats:acc_rate"]
 
-    #     print()
     print("Loading features into the online store...")
     fs.materialize_incremental(end_date=datetime.now())
 
-    #     print()
     print("Retrieving online features...")
 
-    #     Retrieve features from the online store (Dynamodb)
+    # Retrieve features from the online store (DynamoDB)
     online_features = fs.get_online_features(
         feature_refs=feature_refs,
         entity_rows=[{"driver_id": 1001}, {"driver_id": 1002}],
     ).to_dict()
 
-    print()
     print(pd.DataFrame.from_dict(online_features))
 
 

From 3a985b075a84e34780be7533336fcf902e45e161 Mon Sep 17 00:00:00 2001
From: lblokhin <lenin133@yandex.ru>
Date: Wed, 23 Jun 2021 15:22:08 -0500
Subject: [PATCH 12/28]  integration test for Dynamo

Signed-off-by: lblokhin <lenin133@yandex.ru>
---
 docs/specs/online_store_format.md             |  2 +-
 sdk/python/feast/infra/aws.py                 | 16 ++-
 .../feast/infra/online_stores/datastore.py    | 17 +---
 .../feast/infra/online_stores/dynamodb.py     | 99 ++++++++-----------
 .../feast/infra/online_stores/helpers.py      | 11 +++
 sdk/python/feast/registry.py                  | 21 ++--
 sdk/python/feast/repo_config.py               |  2 +-
 .../test_offline_online_store_consistency.py  | 41 ++++++++
 8 files changed, 117 insertions(+), 92 deletions(-)

diff --git a/docs/specs/online_store_format.md b/docs/specs/online_store_format.md
index 107863001d..9f901ae69c 100644
--- a/docs/specs/online_store_format.md
+++ b/docs/specs/online_store_format.md
@@ -7,7 +7,7 @@ This format is considered part of Feast public API contract; that allows other c
 
 The format is not entirely technology or cloud agnostic. Since users may opt to use different key-value stores as an underlying engine to store feature data, and we don't want to aim for the lowest common denominator across them, we have to provide different "flavors" of this data format, specialized for every supported store.
 
-This version of the Online Store Format supports only Redis as the underlying storage engine. We envision adding more storage engines to this document in the future.
+This version of the Online Store Format supports Redis and DynamoDB as storage engine. We envision adding more storage engines to this document in the future.
 
 
 ## Overview
diff --git a/sdk/python/feast/infra/aws.py b/sdk/python/feast/infra/aws.py
index 4e19476c86..a9a6f74ea0 100644
--- a/sdk/python/feast/infra/aws.py
+++ b/sdk/python/feast/infra/aws.py
@@ -4,7 +4,7 @@
 import pandas
 from tqdm import tqdm
 
-from feast import FeatureTable, utils
+from feast import FeatureTable
 from feast.entity import Entity
 from feast.feature_view import FeatureView
 from feast.infra.offline_stores.helpers import get_offline_store_from_config
@@ -117,9 +117,8 @@ def materialize_single_feature_view(
                 self.repo_config, feature_view, rows_to_write, lambda x: pbar.update(x)
             )
 
-
-    @staticmethod
     def get_historical_features(
+        self,
         config: RepoConfig,
         feature_views: List[FeatureView],
         feature_refs: List[str],
@@ -127,5 +126,12 @@ def get_historical_features(
         registry: Registry,
         project: str,
     ) -> RetrievalJob:
-        # TODO implement me
-        pass
+        job = self.offline_store.get_historical_features(
+            config=config,
+            feature_views=feature_views,
+            feature_refs=feature_refs,
+            entity_df=entity_df,
+            registry=registry,
+            project=project,
+        )
+        return job
diff --git a/sdk/python/feast/infra/online_stores/datastore.py b/sdk/python/feast/infra/online_stores/datastore.py
index c623af1c1f..e5328a2725 100644
--- a/sdk/python/feast/infra/online_stores/datastore.py
+++ b/sdk/python/feast/infra/online_stores/datastore.py
@@ -16,13 +16,12 @@
 from multiprocessing.pool import ThreadPool
 from typing import Any, Callable, Dict, Iterator, List, Optional, Sequence, Tuple, Union
 
-import mmh3
 from pydantic import PositiveInt, StrictStr
 from pydantic.typing import Literal
 
 from feast import Entity, FeatureTable, utils
 from feast.feature_view import FeatureView
-from feast.infra.key_encoding_utils import serialize_entity_key
+from feast.infra.online_stores.helpers import compute_entity_id
 from feast.infra.online_stores.online_store import OnlineStore
 from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
 from feast.protos.feast.types.Value_pb2 import Value as ValueProto
@@ -191,7 +190,7 @@ def _write_minibatch(
     ):
         entities = []
         for entity_key, features, timestamp, created_ts in data:
-            document_id = compute_datastore_entity_id(entity_key)
+            document_id = compute_entity_id(entity_key)
 
             key = client.key(
                 "Project", project, "Table", table.name, "Row", document_id,
@@ -236,7 +235,7 @@ def online_read(
 
         result: List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]] = []
         for entity_key in entity_keys:
-            document_id = compute_datastore_entity_id(entity_key)
+            document_id = compute_entity_id(entity_key)
             key = client.key(
                 "Project", feast_project, "Table", table.name, "Row", document_id
             )
@@ -253,16 +252,6 @@ def online_read(
         return result
 
 
-def compute_datastore_entity_id(entity_key: EntityKeyProto) -> str:
-    """
-    Compute Datastore Entity id given Feast Entity Key.
-
-    Remember that Datastore Entity is a concept from the Datastore data model, that has nothing to
-    do with the Entity concept we have in Feast.
-    """
-    return mmh3.hash_bytes(serialize_entity_key(entity_key)).hex()
-
-
 def _delete_all_values(client, key) -> None:
     """
     Delete all data under the key path in datastore.
diff --git a/sdk/python/feast/infra/online_stores/dynamodb.py b/sdk/python/feast/infra/online_stores/dynamodb.py
index 46ceee1c54..2d9a1d9e86 100644
--- a/sdk/python/feast/infra/online_stores/dynamodb.py
+++ b/sdk/python/feast/infra/online_stores/dynamodb.py
@@ -14,12 +14,11 @@
 from datetime import datetime
 from typing import Any, Callable, Dict, List, Optional, Sequence, Tuple, Union
 
-import mmh3
-from pydantic import PositiveInt, StrictStr
+from pydantic import StrictStr
 from pydantic.typing import Literal
 
 from feast import Entity, FeatureTable, FeatureView, utils
-from feast.infra.key_encoding_utils import serialize_entity_key
+from feast.infra.online_stores.helpers import compute_entity_id
 from feast.infra.online_stores.online_store import OnlineStore
 from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
 from feast.protos.feast.types.Value_pb2 import Value as ValueProto
@@ -34,25 +33,24 @@
     raise FeastExtrasDependencyImportError("aws", str(e))
 
 
-class DynamoDbOnlineStoreConfig(FeastConfigBaseModel):
+class DynamoDBOnlineStoreConfig(FeastConfigBaseModel):
     """Online store config for DynamoDB store"""
 
     type: Literal["dynamodb"] = "dynamodb"
     """Online store type selector"""
 
-    rcu: Optional[PositiveInt] = 5
-    """ Read capacity unit """
-
-    wcu: Optional[PositiveInt] = 5
-    """ Write capacity unit """
-
-    region_name: Optional[StrictStr] = None
+    region: Optional[StrictStr] = None
     """ AWS Region Name """
 
 
-class DynamoDbOnlineStore(OnlineStore):
-    def _initialize_dynamodb(self, online_config: DynamoDbOnlineStoreConfig):
-        return boto3.resource("dynamodb", region_name=online_config.region_name)
+class DynamoDBOnlineStore(OnlineStore):
+    """
+    OnlineStore is an object used for all interaction between Feast and the service used for offline storage of
+    features.
+    """
+
+    def _initialize_dynamodb(self, online_config: DynamoDBOnlineStoreConfig):
+        return boto3.resource("dynamodb", region_name=online_config.region)
 
     def update(
         self,
@@ -64,37 +62,33 @@ def update(
         partial: bool,
     ):
         online_config = config.online_store
-        assert isinstance(online_config, DynamoDbOnlineStoreConfig)
+        assert isinstance(online_config, DynamoDBOnlineStoreConfig)
         dynamodb = self._initialize_dynamodb(online_config)
 
+        client = boto3.client("dynamodb")
+
         for table_name in tables_to_keep:
-            table = None
             try:
                 table = dynamodb.create_table(
-                    TableName=table_name.name,
-                    KeySchema=[
-                        {"AttributeName": "Row", "KeyType": "HASH"},
-                        {"AttributeName": "Project", "KeyType": "RANGE"},
-                    ],
+                    TableName=f"{config.project}.{table_name.name}",
+                    KeySchema=[{"AttributeName": "Row", "KeyType": "HASH"}],
                     AttributeDefinitions=[
-                        {"AttributeName": "Row", "AttributeType": "S"},
-                        {"AttributeName": "Project", "AttributeType": "S"},
+                        {"AttributeName": "Row", "AttributeType": "S"}
                     ],
-                    ProvisionedThroughput={
-                        "ReadCapacityUnits": online_config.rcu,
-                        "WriteCapacityUnits": online_config.wcu,
-                    },
-                )
-                table.meta.client.get_waiter("table_exists").wait(
-                    TableName=table_name.name
+                    BillingMode="PAY_PER_REQUEST",
                 )
             except ClientError as ce:
                 print(ce)
                 if ce.response["Error"]["Code"] == "ResourceNotFoundException":
-                    table = dynamodb.Table(table_name.name)
+                    table = dynamodb.Table(f"{config.project}.{table_name.name}")
+
+        for table_name in tables_to_keep:
+            client.get_waiter("table_exists").wait(
+                TableName=f"{config.project}.{table_name.name}"
+            )
 
         for table_name in tables_to_delete:
-            table = dynamodb.Table(table_name.name)
+            table = dynamodb.Table(f"{config.project}.{table_name.name}")
             table.delete()
 
     def teardown(
@@ -104,15 +98,12 @@ def teardown(
         entities: Sequence[Entity],
     ):
         online_config = config.online_store
-        assert isinstance(online_config, DynamoDbOnlineStoreConfig)
+        assert isinstance(online_config, DynamoDBOnlineStoreConfig)
         dynamodb = self._initialize_dynamodb(online_config)
 
         for table_name in tables:
-            try:
-                table = dynamodb.Table(table_name)
-                table.delete()
-            except Exception as e:
-                print(str(e))
+            table = dynamodb.Table(f"{config.project}.{table_name.name}")
+            table.delete()
 
     def online_write_batch(
         self,
@@ -124,18 +115,16 @@ def online_write_batch(
         progress: Optional[Callable[[int], Any]],
     ) -> None:
         online_config = config.online_store
-        assert isinstance(online_config, DynamoDbOnlineStoreConfig)
+        assert isinstance(online_config, DynamoDBOnlineStoreConfig)
         dynamodb = self._initialize_dynamodb(online_config)
 
-        table_instance = dynamodb.Table(table.name)
+        table_instance = dynamodb.Table(f"{config.project}.{table.name}")
         with table_instance.batch_writer() as batch:
             for entity_key, features, timestamp, created_ts in data:
-                document_id = compute_datastore_entity_id(entity_key)  # TODO check id
-                # TODO compression encoding
+                document_id = compute_entity_id(entity_key)
                 batch.put_item(
                     Item={
                         "Row": document_id,  # PartitionKey
-                        "Project": config.project,  # SortKey
                         "event_ts": str(utils.make_tzaware(timestamp)),
                         "values": {
                             k: v.SerializeToString()
@@ -143,6 +132,8 @@ def online_write_batch(
                         },
                     }
                 )
+                if progress:
+                    progress(1)
 
     def online_read(
         self,
@@ -152,17 +143,15 @@ def online_read(
         requested_features: Optional[List[str]] = None,
     ) -> List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]]:
         online_config = config.online_store
-        assert isinstance(online_config, DynamoDbOnlineStoreConfig)
+        assert isinstance(online_config, DynamoDBOnlineStoreConfig)
         dynamodb = self._initialize_dynamodb(online_config)
 
         result: List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]] = []
         for entity_key in entity_keys:
-            table_instace = dynamodb.Table(table.name)
-            document_id = compute_datastore_entity_id(entity_key)  # TODO check id
-            response = table_instace.get_item(
-                Key={"Row": document_id, "Project": config.project}
-            )
-            value = response["Item"]
+            table_instace = dynamodb.Table(f"{config.project}.{table.name}")
+            document_id = compute_entity_id(entity_key)  # TODO check id
+            response = table_instace.get_item(Key={"Row": document_id})
+            value = response.get("Item", None)
 
             if value is not None:
                 res = {}
@@ -174,13 +163,3 @@ def online_read(
             else:
                 result.append((None, None))
         return result
-
-
-def compute_datastore_entity_id(entity_key: EntityKeyProto) -> str:
-    """
-    Compute Datastore Entity id given Feast Entity Key.
-
-    Remember that Datastore Entity is a concept from the Datastore data model, that has nothing to
-    do with the Entity concept we have in Feast.
-    """
-    return mmh3.hash_bytes(serialize_entity_key(entity_key)).hex()
diff --git a/sdk/python/feast/infra/online_stores/helpers.py b/sdk/python/feast/infra/online_stores/helpers.py
index 9c42c5ea00..d040d35386 100644
--- a/sdk/python/feast/infra/online_stores/helpers.py
+++ b/sdk/python/feast/infra/online_stores/helpers.py
@@ -5,6 +5,7 @@
 import mmh3
 
 from feast import errors
+from feast.infra.key_encoding_utils import serialize_entity_key
 from feast.infra.online_stores.online_store import OnlineStore
 from feast.protos.feast.storage.Redis_pb2 import RedisKeyV2 as RedisKeyProto
 from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
@@ -53,3 +54,13 @@ def _mmh3(key: str):
     """
     key_hash = mmh3.hash(key, signed=False)
     return bytes.fromhex(struct.pack("<Q", key_hash).hex()[:8])
+
+
+def compute_entity_id(entity_key: EntityKeyProto) -> str:
+    """
+    Compute Datastore Entity id given Feast Entity Key.
+
+    Remember that Datastore Entity is a concept from the Datastore data model, that has nothing to
+    do with the Entity concept we have in Feast.
+    """
+    return mmh3.hash_bytes(serialize_entity_key(entity_key)).hex()
diff --git a/sdk/python/feast/registry.py b/sdk/python/feast/registry.py
index 8a44f3b2e3..52f6354582 100644
--- a/sdk/python/feast/registry.py
+++ b/sdk/python/feast/registry.py
@@ -24,10 +24,10 @@
 from feast.entity import Entity
 from feast.errors import (
     EntityNotFoundException,
-    S3RegistryBucketForbiddenAccess,
-    S3RegistryBucketNotExist,
     FeatureTableNotFoundException,
     FeatureViewNotFoundException,
+    S3RegistryBucketForbiddenAccess,
+    S3RegistryBucketNotExist,
 )
 from feast.feature_table import FeatureTable
 from feast.feature_view import FeatureView
@@ -546,16 +546,17 @@ def _write_registry(self, registry_proto: RegistryProto):
 
 class S3RegistryStore(RegistryStore):
     def __init__(self, uri: str):
-        self._uri = urlparse(uri)
-        self._bucket = self._uri.hostname
-        self._key = self._uri.path.lstrip("/")
         try:
             import boto3
         except ImportError as e:
             from feast.errors import FeastExtrasDependencyImportError
 
             raise FeastExtrasDependencyImportError("aws", str(e))
-        self.s3 = boto3.resource(
+        self._uri = urlparse(uri)
+        self._bucket = self._uri.hostname
+        self._key = self._uri.path.lstrip("/")
+
+        self.s3_client = boto3.resource(
             "s3", endpoint_url=os.environ.get("FEAST_S3_ENDPOINT_URL")
         )
         return
@@ -570,8 +571,8 @@ def get_registry_proto(self):
 
             raise FeastExtrasDependencyImportError("aws", str(e))
         try:
-            bucket = self.s3.Bucket(self._bucket)
-            self.s3.meta.client.head_bucket(Bucket=bucket.name)
+            bucket = self.s3_client.Bucket(self._bucket)
+            self.s3_client.meta.client.head_bucket(Bucket=bucket.name)
         except botocore.client.ClientError as e:
             # If a client error is thrown, then check that it was a 404 error.
             # If it was a 404 error, then the bucket does not exist.
@@ -608,7 +609,6 @@ def update_registry_proto(
         if updater:
             registry_proto = updater(registry_proto)
         self._write_registry(registry_proto)
-        return
 
     def _write_registry(self, registry_proto: RegistryProto):
         registry_proto.version_id = str(uuid.uuid4())
@@ -617,5 +617,4 @@ def _write_registry(self, registry_proto: RegistryProto):
         file_obj = TemporaryFile()
         file_obj.write(registry_proto.SerializeToString())
         file_obj.seek(0)
-        self.s3.Bucket(self._bucket).put_object(Body=file_obj, Key=self._key)
-        return
+        self.s3_client.Bucket(self._bucket).put_object(Body=file_obj, Key=self._key)
diff --git a/sdk/python/feast/repo_config.py b/sdk/python/feast/repo_config.py
index 2662283b27..a382d00128 100644
--- a/sdk/python/feast/repo_config.py
+++ b/sdk/python/feast/repo_config.py
@@ -16,7 +16,7 @@
     "sqlite": "feast.infra.online_stores.sqlite.SqliteOnlineStore",
     "datastore": "feast.infra.online_stores.datastore.DatastoreOnlineStore",
     "redis": "feast.infra.online_stores.redis.RedisOnlineStore",
-    "dynamodb": "feast.infra.online_stores.dynamodb.DynamoDbOnlineStore",
+    "dynamodb": "feast.infra.online_stores.dynamodb.DynamoDBOnlineStore",
 }
 
 OFFLINE_STORE_CLASS_FOR_TYPE = {
diff --git a/sdk/python/tests/test_offline_online_store_consistency.py b/sdk/python/tests/test_offline_online_store_consistency.py
index d30541d8e7..a2fa2710cd 100644
--- a/sdk/python/tests/test_offline_online_store_consistency.py
+++ b/sdk/python/tests/test_offline_online_store_consistency.py
@@ -18,6 +18,7 @@
 from feast.feature_store import FeatureStore
 from feast.feature_view import FeatureView
 from feast.infra.online_stores.datastore import DatastoreOnlineStoreConfig
+from feast.infra.online_stores.dynamodb import DynamoDBOnlineStoreConfig
 from feast.infra.online_stores.redis import RedisOnlineStoreConfig, RedisType
 from feast.infra.online_stores.sqlite import SqliteOnlineStoreConfig
 from feast.repo_config import RepoConfig
@@ -183,6 +184,40 @@ def prep_redis_fs_and_fv() -> Iterator[Tuple[FeatureStore, FeatureView]]:
             yield fs, fv
 
 
+@contextlib.contextmanager
+def prep_dynamodb_fs_and_fv() -> Iterator[Tuple[FeatureStore, FeatureView]]:
+    with tempfile.NamedTemporaryFile(suffix=".parquet") as f:
+        df = create_dataset()
+        f.close()
+        df.to_parquet(f.name)
+        file_source = FileSource(
+            file_format=ParquetFormat(),
+            file_url=f"file://{f.name}",
+            event_timestamp_column="ts",
+            created_timestamp_column="created_ts",
+            date_partition_column="",
+            field_mapping={"ts_1": "ts", "id": "driver_id"},
+        )
+        fv = get_feature_view(file_source)
+        e = Entity(
+            name="driver",
+            description="id for driver",
+            join_key="driver_id",
+            value_type=ValueType.INT32,
+        )
+        with tempfile.TemporaryDirectory() as repo_dir_name, tempfile.TemporaryDirectory():
+            config = RepoConfig(
+                registry=str(Path(repo_dir_name) / "registry.db"),
+                project=f"test_bq_correctness_{str(uuid.uuid4()).replace('-', '')}",
+                provider="aws",
+                online_store=DynamoDBOnlineStoreConfig(type="dynamodb",),
+            )
+            fs = FeatureStore(config=config)
+            fs.apply([fv, e])
+
+            yield fs, fv
+
+
 # Checks that both offline & online store values are as expected
 def check_offline_and_online_features(
     fs: FeatureStore,
@@ -264,6 +299,12 @@ def test_redis_offline_online_store_consistency():
         run_offline_online_store_consistency_test(fs, fv)
 
 
+@pytest.mark.integration
+def test_dynamodb_offline_online_store_consistency():
+    with prep_dynamodb_fs_and_fv() as (fs, fv):
+        run_offline_online_store_consistency_test(fs, fv)
+
+
 def test_local_offline_online_store_consistency():
     with prep_local_fs_and_fv() as (fs, fv):
         run_offline_online_store_consistency_test(fs, fv)

From 697358197e9bdee0178b008f0f51084f0071733a Mon Sep 17 00:00:00 2001
From: lblokhin <lenin133@yandex.ru>
Date: Mon, 28 Jun 2021 12:58:37 -0500
Subject: [PATCH 13/28] change the rest of table_name to table_instance (where
 table_name is actually an instance of DynamoDB Table object)

Signed-off-by: lblokhin <lenin133@yandex.ru>
---
 .../feast/infra/online_stores/dynamodb.py      | 18 +++++++++---------
 1 file changed, 9 insertions(+), 9 deletions(-)

diff --git a/sdk/python/feast/infra/online_stores/dynamodb.py b/sdk/python/feast/infra/online_stores/dynamodb.py
index 2d9a1d9e86..414935114c 100644
--- a/sdk/python/feast/infra/online_stores/dynamodb.py
+++ b/sdk/python/feast/infra/online_stores/dynamodb.py
@@ -67,10 +67,10 @@ def update(
 
         client = boto3.client("dynamodb")
 
-        for table_name in tables_to_keep:
+        for table_instance in tables_to_keep:
             try:
                 table = dynamodb.create_table(
-                    TableName=f"{config.project}.{table_name.name}",
+                    TableName=f"{config.project}.{table_instance.name}",
                     KeySchema=[{"AttributeName": "Row", "KeyType": "HASH"}],
                     AttributeDefinitions=[
                         {"AttributeName": "Row", "AttributeType": "S"}
@@ -80,15 +80,15 @@ def update(
             except ClientError as ce:
                 print(ce)
                 if ce.response["Error"]["Code"] == "ResourceNotFoundException":
-                    table = dynamodb.Table(f"{config.project}.{table_name.name}")
+                    table = dynamodb.Table(f"{config.project}.{table_instance.name}")
 
-        for table_name in tables_to_keep:
+        for table_instance in tables_to_keep:
             client.get_waiter("table_exists").wait(
-                TableName=f"{config.project}.{table_name.name}"
+                TableName=f"{config.project}.{table_instance.name}"
             )
 
-        for table_name in tables_to_delete:
-            table = dynamodb.Table(f"{config.project}.{table_name.name}")
+        for table_instance in tables_to_delete:
+            table = dynamodb.Table(f"{config.project}.{table_instance.name}")
             table.delete()
 
     def teardown(
@@ -101,8 +101,8 @@ def teardown(
         assert isinstance(online_config, DynamoDBOnlineStoreConfig)
         dynamodb = self._initialize_dynamodb(online_config)
 
-        for table_name in tables:
-            table = dynamodb.Table(f"{config.project}.{table_name.name}")
+        for table_instance in tables:
+            table = dynamodb.Table(f"{config.project}.{table_instance.name}")
             table.delete()
 
     def online_write_batch(

From e928424686753a5e018bcac88c7b5197f054429e Mon Sep 17 00:00:00 2001
From: lblokhin <lenin133@yandex.ru>
Date: Mon, 28 Jun 2021 13:02:37 -0500
Subject: [PATCH 14/28] fix DynamoDBOnlineStore commit

Signed-off-by: lblokhin <lenin133@yandex.ru>
---
 sdk/python/feast/infra/online_stores/dynamodb.py | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/sdk/python/feast/infra/online_stores/dynamodb.py b/sdk/python/feast/infra/online_stores/dynamodb.py
index 414935114c..dc8dc9781b 100644
--- a/sdk/python/feast/infra/online_stores/dynamodb.py
+++ b/sdk/python/feast/infra/online_stores/dynamodb.py
@@ -45,8 +45,7 @@ class DynamoDBOnlineStoreConfig(FeastConfigBaseModel):
 
 class DynamoDBOnlineStore(OnlineStore):
     """
-    OnlineStore is an object used for all interaction between Feast and the service used for offline storage of
-    features.
+    Online feature store for AWS DynamoDB.
     """
 
     def _initialize_dynamodb(self, online_config: DynamoDBOnlineStoreConfig):

From 59d7e4cb6decd516aa70dcbeee62b6e9990cf3cd Mon Sep 17 00:00:00 2001
From: lblokhin <lenin133@yandex.ru>
Date: Mon, 28 Jun 2021 14:39:56 -0500
Subject: [PATCH 15/28] move client to _initialize_dynamodb

Signed-off-by: lblokhin <lenin133@yandex.ru>
---
 sdk/python/feast/infra/online_stores/dynamodb.py | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/sdk/python/feast/infra/online_stores/dynamodb.py b/sdk/python/feast/infra/online_stores/dynamodb.py
index dc8dc9781b..b2edfc04c3 100644
--- a/sdk/python/feast/infra/online_stores/dynamodb.py
+++ b/sdk/python/feast/infra/online_stores/dynamodb.py
@@ -48,8 +48,10 @@ class DynamoDBOnlineStore(OnlineStore):
     Online feature store for AWS DynamoDB.
     """
 
+    _client: Optional[Union[Redis, RedisCluster]] = None
+
     def _initialize_dynamodb(self, online_config: DynamoDBOnlineStoreConfig):
-        return boto3.resource("dynamodb", region_name=online_config.region)
+        return boto3.client("dynamodb", region_name=online_config.region), boto3.resource("dynamodb", region_name=online_config.region)
 
     def update(
         self,
@@ -62,9 +64,7 @@ def update(
     ):
         online_config = config.online_store
         assert isinstance(online_config, DynamoDBOnlineStoreConfig)
-        dynamodb = self._initialize_dynamodb(online_config)
-
-        client = boto3.client("dynamodb")
+        client, dynamodb = self._initialize_dynamodb(online_config)
 
         for table_instance in tables_to_keep:
             try:
@@ -98,7 +98,7 @@ def teardown(
     ):
         online_config = config.online_store
         assert isinstance(online_config, DynamoDBOnlineStoreConfig)
-        dynamodb = self._initialize_dynamodb(online_config)
+        _, dynamodb = self._initialize_dynamodb(online_config)
 
         for table_instance in tables:
             table = dynamodb.Table(f"{config.project}.{table_instance.name}")
@@ -115,7 +115,7 @@ def online_write_batch(
     ) -> None:
         online_config = config.online_store
         assert isinstance(online_config, DynamoDBOnlineStoreConfig)
-        dynamodb = self._initialize_dynamodb(online_config)
+        _, dynamodb = self._initialize_dynamodb(online_config)
 
         table_instance = dynamodb.Table(f"{config.project}.{table.name}")
         with table_instance.batch_writer() as batch:
@@ -143,7 +143,7 @@ def online_read(
     ) -> List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]]:
         online_config = config.online_store
         assert isinstance(online_config, DynamoDBOnlineStoreConfig)
-        dynamodb = self._initialize_dynamodb(online_config)
+        _, dynamodb = self._initialize_dynamodb(online_config)
 
         result: List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]] = []
         for entity_key in entity_keys:

From 594b932c54415d49e27d50131695423b8a7dcfbe Mon Sep 17 00:00:00 2001
From: lblokhin <lenin133@yandex.ru>
Date: Mon, 28 Jun 2021 14:44:24 -0500
Subject: [PATCH 16/28] rename document_id to entity_id and Row to entity_id

Signed-off-by: lblokhin <lenin133@yandex.ru>
---
 sdk/python/feast/infra/online_stores/dynamodb.py | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/sdk/python/feast/infra/online_stores/dynamodb.py b/sdk/python/feast/infra/online_stores/dynamodb.py
index b2edfc04c3..64a20012d2 100644
--- a/sdk/python/feast/infra/online_stores/dynamodb.py
+++ b/sdk/python/feast/infra/online_stores/dynamodb.py
@@ -70,9 +70,9 @@ def update(
             try:
                 table = dynamodb.create_table(
                     TableName=f"{config.project}.{table_instance.name}",
-                    KeySchema=[{"AttributeName": "Row", "KeyType": "HASH"}],
+                    KeySchema=[{"AttributeName": "entity_id", "KeyType": "HASH"}],
                     AttributeDefinitions=[
-                        {"AttributeName": "Row", "AttributeType": "S"}
+                        {"AttributeName": "entity_id", "AttributeType": "S"}
                     ],
                     BillingMode="PAY_PER_REQUEST",
                 )
@@ -120,10 +120,10 @@ def online_write_batch(
         table_instance = dynamodb.Table(f"{config.project}.{table.name}")
         with table_instance.batch_writer() as batch:
             for entity_key, features, timestamp, created_ts in data:
-                document_id = compute_entity_id(entity_key)
+                entity_id = compute_entity_id(entity_key)
                 batch.put_item(
                     Item={
-                        "Row": document_id,  # PartitionKey
+                        "entity_id": entity_id,  # PartitionKey
                         "event_ts": str(utils.make_tzaware(timestamp)),
                         "values": {
                             k: v.SerializeToString()
@@ -147,9 +147,9 @@ def online_read(
 
         result: List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]] = []
         for entity_key in entity_keys:
-            table_instace = dynamodb.Table(f"{config.project}.{table.name}")
-            document_id = compute_entity_id(entity_key)  # TODO check id
-            response = table_instace.get_item(Key={"Row": document_id})
+            table_instance = dynamodb.Table(f"{config.project}.{table.name}")
+            entity_id = compute_entity_id(entity_key)  # TODO check id
+            response = table_instance.get_item(Key={"entity_id": entity_id})
             value = response.get("Item", None)
 
             if value is not None:

From 15a787c2d7348c713aa3281f8db50fcdeee0dc59 Mon Sep 17 00:00:00 2001
From: lblokhin <lenin133@yandex.ru>
Date: Mon, 28 Jun 2021 14:46:09 -0500
Subject: [PATCH 17/28] The default value is None

Signed-off-by: lblokhin <lenin133@yandex.ru>
---
 sdk/python/feast/infra/online_stores/dynamodb.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/sdk/python/feast/infra/online_stores/dynamodb.py b/sdk/python/feast/infra/online_stores/dynamodb.py
index 64a20012d2..6db64108fa 100644
--- a/sdk/python/feast/infra/online_stores/dynamodb.py
+++ b/sdk/python/feast/infra/online_stores/dynamodb.py
@@ -150,7 +150,7 @@ def online_read(
             table_instance = dynamodb.Table(f"{config.project}.{table.name}")
             entity_id = compute_entity_id(entity_key)  # TODO check id
             response = table_instance.get_item(Key={"entity_id": entity_id})
-            value = response.get("Item", None)
+            value = response.get("Item")
 
             if value is not None:
                 res = {}

From 7eaa654bef005e6ba276edf763b4d2b4fda744fc Mon Sep 17 00:00:00 2001
From: lblokhin <lenin133@yandex.ru>
Date: Mon, 28 Jun 2021 17:48:57 -0500
Subject: [PATCH 18/28] Remove Datastore from the docstring.

Signed-off-by: lblokhin <lenin133@yandex.ru>
---
 sdk/python/feast/infra/online_stores/helpers.py | 7 +++----
 1 file changed, 3 insertions(+), 4 deletions(-)

diff --git a/sdk/python/feast/infra/online_stores/helpers.py b/sdk/python/feast/infra/online_stores/helpers.py
index d040d35386..788be68b8d 100644
--- a/sdk/python/feast/infra/online_stores/helpers.py
+++ b/sdk/python/feast/infra/online_stores/helpers.py
@@ -58,9 +58,8 @@ def _mmh3(key: str):
 
 def compute_entity_id(entity_key: EntityKeyProto) -> str:
     """
-    Compute Datastore Entity id given Feast Entity Key.
-
-    Remember that Datastore Entity is a concept from the Datastore data model, that has nothing to
-    do with the Entity concept we have in Feast.
+    Compute Entity id given Feast Entity Key for online stores.
+    Remember that Entity here refers to `EntityKeyProto` which is used in some online stores to encode the keys.
+    It has nothing to do with the Entity concept we have in Feast.
     """
     return mmh3.hash_bytes(serialize_entity_key(entity_key)).hex()

From 1468117c2ee9a42b2fa9209d9850159922de468e Mon Sep 17 00:00:00 2001
From: lblokhin <lenin133@yandex.ru>
Date: Mon, 28 Jun 2021 17:52:10 -0500
Subject: [PATCH 19/28] get rid of the return call from S3RegistryStore

Signed-off-by: lblokhin <lenin133@yandex.ru>
---
 sdk/python/feast/infra/online_stores/dynamodb.py | 7 ++++---
 sdk/python/feast/registry.py                     | 1 -
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/sdk/python/feast/infra/online_stores/dynamodb.py b/sdk/python/feast/infra/online_stores/dynamodb.py
index 6db64108fa..81027189a4 100644
--- a/sdk/python/feast/infra/online_stores/dynamodb.py
+++ b/sdk/python/feast/infra/online_stores/dynamodb.py
@@ -48,10 +48,11 @@ class DynamoDBOnlineStore(OnlineStore):
     Online feature store for AWS DynamoDB.
     """
 
-    _client: Optional[Union[Redis, RedisCluster]] = None
-
     def _initialize_dynamodb(self, online_config: DynamoDBOnlineStoreConfig):
-        return boto3.client("dynamodb", region_name=online_config.region), boto3.resource("dynamodb", region_name=online_config.region)
+        return (
+            boto3.client("dynamodb", region_name=online_config.region),
+            boto3.resource("dynamodb", region_name=online_config.region),
+        )
 
     def update(
         self,
diff --git a/sdk/python/feast/registry.py b/sdk/python/feast/registry.py
index 52f6354582..bcda465b2e 100644
--- a/sdk/python/feast/registry.py
+++ b/sdk/python/feast/registry.py
@@ -559,7 +559,6 @@ def __init__(self, uri: str):
         self.s3_client = boto3.resource(
             "s3", endpoint_url=os.environ.get("FEAST_S3_ENDPOINT_URL")
         )
-        return
 
     def get_registry_proto(self):
         file_obj = TemporaryFile()

From 5dbe429ba8b128c03a26a5743ae84b77069c5f8d Mon Sep 17 00:00:00 2001
From: lblokhin <lenin133@yandex.ru>
Date: Mon, 28 Jun 2021 20:24:43 -0500
Subject: [PATCH 20/28] merge two exceptions

Signed-off-by: lblokhin <lenin133@yandex.ru>
---
 sdk/python/feast/registry.py | 11 +++--------
 1 file changed, 3 insertions(+), 8 deletions(-)

diff --git a/sdk/python/feast/registry.py b/sdk/python/feast/registry.py
index bcda465b2e..1ef86f8b80 100644
--- a/sdk/python/feast/registry.py
+++ b/sdk/python/feast/registry.py
@@ -588,14 +588,9 @@ def get_registry_proto(self):
             registry_proto.ParseFromString(file_obj.read())
             return registry_proto
         except botocore.exceptions.ClientError as e:
-            if e.response["Error"]["Code"] == "404":
-                raise FileNotFoundError(
-                    f'Registry not found at path "{self._uri.geturl()}". Have you run "feast apply"?'
-                )
-            else:
-                raise FileNotFoundError(
-                    f'Registry is not able to locate data under path "{self._uri.geturl()}" with [original error]: {e.response}'
-                )
+            raise FileNotFoundError(
+                f'Error while trying to locate Registry at path "{self._uri.geturl()}"with [original error]: {e.response}'
+            )
 
     def update_registry_proto(
         self, updater: Optional[Callable[[RegistryProto], RegistryProto]] = None

From 986d45e5715d6f81bdc2355af13af7cf0be466fa Mon Sep 17 00:00:00 2001
From: lblokhin <lenin133@yandex.ru>
Date: Mon, 28 Jun 2021 20:27:54 -0500
Subject: [PATCH 21/28] For ci requirement

Signed-off-by: lblokhin <lenin133@yandex.ru>
---
 sdk/python/setup.py | 5 +----
 1 file changed, 1 insertion(+), 4 deletions(-)

diff --git a/sdk/python/setup.py b/sdk/python/setup.py
index d5b9f600a5..0f74945337 100644
--- a/sdk/python/setup.py
+++ b/sdk/python/setup.py
@@ -104,12 +104,10 @@
     "google-cloud-storage>=1.20.*",
     "google-cloud-core==1.4.*",
     "redis-py-cluster==2.1.2",
-]
-
-AWS_REQUIRED = [
     "boto3==1.17.*",
 ]
 
+
 # README file from Feast repo root directory
 repo_root = (
     subprocess.Popen(["git", "rev-parse", "--show-toplevel"], stdout=subprocess.PIPE)
@@ -201,7 +199,6 @@ def run(self):
     extras_require={
         "dev": ["mypy-protobuf==1.*", "grpcio-testing==1.*"],
         "ci": CI_REQUIRED,
-        "aws": AWS_REQUIRED,
         "gcp": GCP_REQUIRED,
         "redis": REDIS_REQUIRED,
     },

From 79d85c7d57e6b012cb1f03dbf48fa17f913f891c Mon Sep 17 00:00:00 2001
From: lblokhin <lenin133@yandex.ru>
Date: Mon, 28 Jun 2021 20:29:41 -0500
Subject: [PATCH 22/28] remove configuration from test

Signed-off-by: lblokhin <lenin133@yandex.ru>
---
 sdk/python/tests/test_cli_aws.py | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/sdk/python/tests/test_cli_aws.py b/sdk/python/tests/test_cli_aws.py
index d93d57cf24..66a06317ed 100644
--- a/sdk/python/tests/test_cli_aws.py
+++ b/sdk/python/tests/test_cli_aws.py
@@ -30,10 +30,6 @@ def test_basic() -> None:
             project: {project_id}
             registry: {data_path / "registry.db"}
             provider: aws
-            offline_store:
-                type: file
-            online_store:
-                type: dynamodb
             """
             )
         )

From f50b2fbb138a39dac710fa205a4afb23835180b2 Mon Sep 17 00:00:00 2001
From: lblokhin <lenin133@yandex.ru>
Date: Mon, 28 Jun 2021 20:33:13 -0500
Subject: [PATCH 23/28] feast-integration-tests for tests

Signed-off-by: lblokhin <lenin133@yandex.ru>
---
 sdk/python/tests/test_feature_store.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/sdk/python/tests/test_feature_store.py b/sdk/python/tests/test_feature_store.py
index 14c36e8df4..5b4dbbccf6 100644
--- a/sdk/python/tests/test_feature_store.py
+++ b/sdk/python/tests/test_feature_store.py
@@ -77,7 +77,7 @@ def feature_store_with_s3_registry():
     import boto3
 
     s3 = boto3.resource("s3")
-    bucket_name = f"feast-registry-test-{int(time.time() * 1000)}"
+    bucket_name = "feast-integration-tests"
     bucket = s3.Bucket(bucket_name)
     s3.meta.client.head_bucket(Bucket=bucket.name)
 

From 509c5213518ba082ce338d21cf129834ee6f930a Mon Sep 17 00:00:00 2001
From: lblokhin <lenin133@yandex.ru>
Date: Mon, 28 Jun 2021 20:38:07 -0500
Subject: [PATCH 24/28] change test path

Signed-off-by: lblokhin <lenin133@yandex.ru>
---
 sdk/python/tests/test_feature_store.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/sdk/python/tests/test_feature_store.py b/sdk/python/tests/test_feature_store.py
index 5b4dbbccf6..022e3a4fbf 100644
--- a/sdk/python/tests/test_feature_store.py
+++ b/sdk/python/tests/test_feature_store.py
@@ -83,7 +83,7 @@ def feature_store_with_s3_registry():
 
     return FeatureStore(
         config=RepoConfig(
-            registry=f"s3://{bucket_name}/registry.db",
+            registry=f"s3://{bucket_name}/registries/{int(time.time() * 1000)}/registry.db",
             project="default",
             provider="aws",
         )

From cd67973bd917a3344537df14e97a057ff0eacf72 Mon Sep 17 00:00:00 2001
From: lblokhin <lenin133@yandex.ru>
Date: Mon, 28 Jun 2021 20:43:23 -0500
Subject: [PATCH 25/28] add fixture feature_store_with_s3_registry to test

Signed-off-by: lblokhin <lenin133@yandex.ru>
---
 sdk/python/tests/test_feature_store.py | 12 ++++++++++--
 1 file changed, 10 insertions(+), 2 deletions(-)

diff --git a/sdk/python/tests/test_feature_store.py b/sdk/python/tests/test_feature_store.py
index 022e3a4fbf..6341ef037b 100644
--- a/sdk/python/tests/test_feature_store.py
+++ b/sdk/python/tests/test_feature_store.py
@@ -119,7 +119,11 @@ def test_apply_entity_success(test_feature_store):
 
 @pytest.mark.integration
 @pytest.mark.parametrize(
-    "test_feature_store", [lazy_fixture("feature_store_with_gcs_registry")],
+    "test_feature_store",
+    [
+        lazy_fixture("feature_store_with_gcs_registry"),
+        lazy_fixture("feature_store_with_s3_registry"),
+    ],
 )
 def test_apply_entity_integration(test_feature_store):
     entity = Entity(
@@ -268,7 +272,11 @@ def test_feature_view_inference_success(test_feature_store, dataframe_source):
 
 @pytest.mark.integration
 @pytest.mark.parametrize(
-    "test_feature_store", [lazy_fixture("feature_store_with_gcs_registry")],
+    "test_feature_store",
+    [
+        lazy_fixture("feature_store_with_gcs_registry"),
+        lazy_fixture("feature_store_with_s3_registry"),
+    ],
 )
 def test_apply_feature_view_integration(test_feature_store):
     # Create Feature Views

From 3d1b78c09ec4b200c68b6a329206038123a42d0a Mon Sep 17 00:00:00 2001
From: lblokhin <lenin133@yandex.ru>
Date: Mon, 28 Jun 2021 21:17:28 -0500
Subject: [PATCH 26/28] region required

Signed-off-by: lblokhin <lenin133@yandex.ru>
---
 sdk/python/feast/infra/online_stores/dynamodb.py          | 2 +-
 sdk/python/tests/test_cli_aws.py                          | 5 +++++
 sdk/python/tests/test_feature_store.py                    | 4 ++++
 sdk/python/tests/test_offline_online_store_consistency.py | 4 +++-
 4 files changed, 13 insertions(+), 2 deletions(-)

diff --git a/sdk/python/feast/infra/online_stores/dynamodb.py b/sdk/python/feast/infra/online_stores/dynamodb.py
index 81027189a4..32ee638304 100644
--- a/sdk/python/feast/infra/online_stores/dynamodb.py
+++ b/sdk/python/feast/infra/online_stores/dynamodb.py
@@ -39,7 +39,7 @@ class DynamoDBOnlineStoreConfig(FeastConfigBaseModel):
     type: Literal["dynamodb"] = "dynamodb"
     """Online store type selector"""
 
-    region: Optional[StrictStr] = None
+    region: StrictStr
     """ AWS Region Name """
 
 
diff --git a/sdk/python/tests/test_cli_aws.py b/sdk/python/tests/test_cli_aws.py
index 66a06317ed..e73f46c53b 100644
--- a/sdk/python/tests/test_cli_aws.py
+++ b/sdk/python/tests/test_cli_aws.py
@@ -30,6 +30,11 @@ def test_basic() -> None:
             project: {project_id}
             registry: {data_path / "registry.db"}
             provider: aws
+            online_store:
+                type: dynamodb
+                region: us-west-2
+            offline_store:
+                type: file
             """
             )
         )
diff --git a/sdk/python/tests/test_feature_store.py b/sdk/python/tests/test_feature_store.py
index 6341ef037b..21a90861d6 100644
--- a/sdk/python/tests/test_feature_store.py
+++ b/sdk/python/tests/test_feature_store.py
@@ -24,6 +24,8 @@
 from feast.feature import Feature
 from feast.feature_store import FeatureStore
 from feast.feature_view import FeatureView
+from feast.infra.offline_stores.file import FileOfflineStoreConfig
+from feast.infra.online_stores.dynamodb import DynamoDBOnlineStoreConfig
 from feast.infra.online_stores.sqlite import SqliteOnlineStoreConfig
 from feast.protos.feast.types import Value_pb2 as ValueProto
 from feast.repo_config import RepoConfig
@@ -86,6 +88,8 @@ def feature_store_with_s3_registry():
             registry=f"s3://{bucket_name}/registries/{int(time.time() * 1000)}/registry.db",
             project="default",
             provider="aws",
+            online_store=DynamoDBOnlineStoreConfig(region="us-west-2"),
+            offline_store=FileOfflineStoreConfig(),
         )
     )
 
diff --git a/sdk/python/tests/test_offline_online_store_consistency.py b/sdk/python/tests/test_offline_online_store_consistency.py
index a2fa2710cd..1635d67d33 100644
--- a/sdk/python/tests/test_offline_online_store_consistency.py
+++ b/sdk/python/tests/test_offline_online_store_consistency.py
@@ -17,6 +17,7 @@
 from feast.feature import Feature
 from feast.feature_store import FeatureStore
 from feast.feature_view import FeatureView
+from feast.infra.offline_stores.file import FileOfflineStoreConfig
 from feast.infra.online_stores.datastore import DatastoreOnlineStoreConfig
 from feast.infra.online_stores.dynamodb import DynamoDBOnlineStoreConfig
 from feast.infra.online_stores.redis import RedisOnlineStoreConfig, RedisType
@@ -210,7 +211,8 @@ def prep_dynamodb_fs_and_fv() -> Iterator[Tuple[FeatureStore, FeatureView]]:
                 registry=str(Path(repo_dir_name) / "registry.db"),
                 project=f"test_bq_correctness_{str(uuid.uuid4()).replace('-', '')}",
                 provider="aws",
-                online_store=DynamoDBOnlineStoreConfig(type="dynamodb",),
+                online_store=DynamoDBOnlineStoreConfig(region="us-west-2"),
+                offline_store=FileOfflineStoreConfig(),
             )
             fs = FeatureStore(config=config)
             fs.apply([fv, e])

From 57a607cd5c52a3ddc1e799eb24d508c921d361df Mon Sep 17 00:00:00 2001
From: Tsotne Tabidze <tsotne@tecton.ai>
Date: Fri, 2 Jul 2021 12:07:09 -0700
Subject: [PATCH 27/28] Address the rest of the comments

Signed-off-by: Tsotne Tabidze <tsotne@tecton.ai>
---
 .../feast/infra/online_stores/dynamodb.py     | 65 ++++++++++++-------
 sdk/python/feast/registry.py                  | 12 ++--
 sdk/python/feast/repo_config.py               |  2 +-
 sdk/python/setup.py                           |  5 ++
 sdk/python/tests/test_cli_aws.py              |  2 -
 sdk/python/tests/test_feature_store.py        |  9 +--
 .../test_offline_online_store_consistency.py  |  4 +-
 7 files changed, 56 insertions(+), 43 deletions(-)

diff --git a/sdk/python/feast/infra/online_stores/dynamodb.py b/sdk/python/feast/infra/online_stores/dynamodb.py
index 32ee638304..722a081f2e 100644
--- a/sdk/python/feast/infra/online_stores/dynamodb.py
+++ b/sdk/python/feast/infra/online_stores/dynamodb.py
@@ -48,12 +48,6 @@ class DynamoDBOnlineStore(OnlineStore):
     Online feature store for AWS DynamoDB.
     """
 
-    def _initialize_dynamodb(self, online_config: DynamoDBOnlineStoreConfig):
-        return (
-            boto3.client("dynamodb", region_name=online_config.region),
-            boto3.resource("dynamodb", region_name=online_config.region),
-        )
-
     def update(
         self,
         config: RepoConfig,
@@ -65,11 +59,11 @@ def update(
     ):
         online_config = config.online_store
         assert isinstance(online_config, DynamoDBOnlineStoreConfig)
-        client, dynamodb = self._initialize_dynamodb(online_config)
+        dynamodb_client, dynamodb_resource = self._initialize_dynamodb(online_config)
 
         for table_instance in tables_to_keep:
             try:
-                table = dynamodb.create_table(
+                dynamodb_resource.create_table(
                     TableName=f"{config.project}.{table_instance.name}",
                     KeySchema=[{"AttributeName": "entity_id", "KeyType": "HASH"}],
                     AttributeDefinitions=[
@@ -78,18 +72,18 @@ def update(
                     BillingMode="PAY_PER_REQUEST",
                 )
             except ClientError as ce:
-                print(ce)
-                if ce.response["Error"]["Code"] == "ResourceNotFoundException":
-                    table = dynamodb.Table(f"{config.project}.{table_instance.name}")
+                # If the table creation fails with ResourceInUseException,
+                # it means the table already exists or is being created.
+                # Otherwise, re-raise the exception
+                if ce.response["Error"]["Code"] != "ResourceInUseException":
+                    raise
 
         for table_instance in tables_to_keep:
-            client.get_waiter("table_exists").wait(
+            dynamodb_client.get_waiter("table_exists").wait(
                 TableName=f"{config.project}.{table_instance.name}"
             )
 
-        for table_instance in tables_to_delete:
-            table = dynamodb.Table(f"{config.project}.{table_instance.name}")
-            table.delete()
+        self._delete_tables_idempotent(dynamodb_resource, config, tables_to_delete)
 
     def teardown(
         self,
@@ -99,11 +93,9 @@ def teardown(
     ):
         online_config = config.online_store
         assert isinstance(online_config, DynamoDBOnlineStoreConfig)
-        _, dynamodb = self._initialize_dynamodb(online_config)
+        _, dynamodb_resource = self._initialize_dynamodb(online_config)
 
-        for table_instance in tables:
-            table = dynamodb.Table(f"{config.project}.{table_instance.name}")
-            table.delete()
+        self._delete_tables_idempotent(dynamodb_resource, config, tables)
 
     def online_write_batch(
         self,
@@ -116,9 +108,9 @@ def online_write_batch(
     ) -> None:
         online_config = config.online_store
         assert isinstance(online_config, DynamoDBOnlineStoreConfig)
-        _, dynamodb = self._initialize_dynamodb(online_config)
+        _, dynamodb_resource = self._initialize_dynamodb(online_config)
 
-        table_instance = dynamodb.Table(f"{config.project}.{table.name}")
+        table_instance = dynamodb_resource.Table(f"{config.project}.{table.name}")
         with table_instance.batch_writer() as batch:
             for entity_key, features, timestamp, created_ts in data:
                 entity_id = compute_entity_id(entity_key)
@@ -144,12 +136,12 @@ def online_read(
     ) -> List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]]:
         online_config = config.online_store
         assert isinstance(online_config, DynamoDBOnlineStoreConfig)
-        _, dynamodb = self._initialize_dynamodb(online_config)
+        _, dynamodb_resource = self._initialize_dynamodb(online_config)
 
         result: List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]] = []
         for entity_key in entity_keys:
-            table_instance = dynamodb.Table(f"{config.project}.{table.name}")
-            entity_id = compute_entity_id(entity_key)  # TODO check id
+            table_instance = dynamodb_resource.Table(f"{config.project}.{table.name}")
+            entity_id = compute_entity_id(entity_key)
             response = table_instance.get_item(Key={"entity_id": entity_id})
             value = response.get("Item")
 
@@ -163,3 +155,28 @@ def online_read(
             else:
                 result.append((None, None))
         return result
+
+    def _initialize_dynamodb(self, online_config: DynamoDBOnlineStoreConfig):
+        return (
+            boto3.client("dynamodb", region_name=online_config.region),
+            boto3.resource("dynamodb", region_name=online_config.region),
+        )
+
+    def _delete_tables_idempotent(
+        self,
+        dynamodb_resource,
+        config: RepoConfig,
+        tables: Sequence[Union[FeatureTable, FeatureView]],
+    ):
+        for table_instance in tables:
+            try:
+                table = dynamodb_resource.Table(
+                    f"{config.project}.{table_instance.name}"
+                )
+                table.delete()
+            except ClientError as ce:
+                # If the table deletion fails with ResourceNotFoundException,
+                # it means the table has already been deleted.
+                # Otherwise, re-raise the exception
+                if ce.response["Error"]["Code"] != "ResourceNotFoundException":
+                    raise
diff --git a/sdk/python/feast/registry.py b/sdk/python/feast/registry.py
index 1ef86f8b80..53c3cae1e7 100644
--- a/sdk/python/feast/registry.py
+++ b/sdk/python/feast/registry.py
@@ -564,7 +564,7 @@ def get_registry_proto(self):
         file_obj = TemporaryFile()
         registry_proto = RegistryProto()
         try:
-            import botocore
+            from botocore.exceptions import ClientError
         except ImportError as e:
             from feast.errors import FeastExtrasDependencyImportError
 
@@ -572,14 +572,14 @@ def get_registry_proto(self):
         try:
             bucket = self.s3_client.Bucket(self._bucket)
             self.s3_client.meta.client.head_bucket(Bucket=bucket.name)
-        except botocore.client.ClientError as e:
+        except ClientError as e:
             # If a client error is thrown, then check that it was a 404 error.
             # If it was a 404 error, then the bucket does not exist.
             error_code = int(e.response["Error"]["Code"])
             if error_code == 404:
                 raise S3RegistryBucketNotExist(self._bucket)
             else:
-                raise S3RegistryBucketForbiddenAccess(self._bucket)
+                raise S3RegistryBucketForbiddenAccess(self._bucket) from e
 
         try:
             obj = bucket.Object(self._key)
@@ -587,10 +587,10 @@ def get_registry_proto(self):
             file_obj.seek(0)
             registry_proto.ParseFromString(file_obj.read())
             return registry_proto
-        except botocore.exceptions.ClientError as e:
+        except ClientError as e:
             raise FileNotFoundError(
-                f'Error while trying to locate Registry at path "{self._uri.geturl()}"with [original error]: {e.response}'
-            )
+                f"Error while trying to locate Registry at path {self._uri.geturl()}"
+            ) from e
 
     def update_registry_proto(
         self, updater: Optional[Callable[[RegistryProto], RegistryProto]] = None
diff --git a/sdk/python/feast/repo_config.py b/sdk/python/feast/repo_config.py
index cde0994286..e7547d1f24 100644
--- a/sdk/python/feast/repo_config.py
+++ b/sdk/python/feast/repo_config.py
@@ -159,7 +159,7 @@ def _validate_offline_store_config(cls, values):
             elif values["provider"] == "gcp":
                 values["offline_store"]["type"] = "bigquery"
             elif values["provider"] == "aws":
-                values["offline_store"]["type"] = "redshift"
+                values["offline_store"]["type"] = "file"
 
         offline_store_type = values["offline_store"]["type"]
 
diff --git a/sdk/python/setup.py b/sdk/python/setup.py
index 0f74945337..bd51956160 100644
--- a/sdk/python/setup.py
+++ b/sdk/python/setup.py
@@ -71,6 +71,10 @@
     "redis-py-cluster==2.1.2",
 ]
 
+AWS_REQUIRED = [
+    "boto3==1.17.*",
+]
+
 CI_REQUIRED = [
     "cryptography==3.3.2",
     "flake8",
@@ -200,6 +204,7 @@ def run(self):
         "dev": ["mypy-protobuf==1.*", "grpcio-testing==1.*"],
         "ci": CI_REQUIRED,
         "gcp": GCP_REQUIRED,
+        "aws": AWS_REQUIRED,
         "redis": REDIS_REQUIRED,
     },
     include_package_data=True,
diff --git a/sdk/python/tests/test_cli_aws.py b/sdk/python/tests/test_cli_aws.py
index e73f46c53b..2792858e8d 100644
--- a/sdk/python/tests/test_cli_aws.py
+++ b/sdk/python/tests/test_cli_aws.py
@@ -33,8 +33,6 @@ def test_basic() -> None:
             online_store:
                 type: dynamodb
                 region: us-west-2
-            offline_store:
-                type: file
             """
             )
         )
diff --git a/sdk/python/tests/test_feature_store.py b/sdk/python/tests/test_feature_store.py
index 21a90861d6..f169c1336a 100644
--- a/sdk/python/tests/test_feature_store.py
+++ b/sdk/python/tests/test_feature_store.py
@@ -76,16 +76,9 @@ def feature_store_with_gcs_registry():
 
 @pytest.fixture
 def feature_store_with_s3_registry():
-    import boto3
-
-    s3 = boto3.resource("s3")
-    bucket_name = "feast-integration-tests"
-    bucket = s3.Bucket(bucket_name)
-    s3.meta.client.head_bucket(Bucket=bucket.name)
-
     return FeatureStore(
         config=RepoConfig(
-            registry=f"s3://{bucket_name}/registries/{int(time.time() * 1000)}/registry.db",
+            registry=f"s3://feast-integration-tests/registries/{int(time.time() * 1000)}/registry.db",
             project="default",
             provider="aws",
             online_store=DynamoDBOnlineStoreConfig(region="us-west-2"),
diff --git a/sdk/python/tests/test_offline_online_store_consistency.py b/sdk/python/tests/test_offline_online_store_consistency.py
index 1635d67d33..18fbf705ae 100644
--- a/sdk/python/tests/test_offline_online_store_consistency.py
+++ b/sdk/python/tests/test_offline_online_store_consistency.py
@@ -168,7 +168,7 @@ def prep_redis_fs_and_fv() -> Iterator[Tuple[FeatureStore, FeatureView]]:
             join_key="driver_id",
             value_type=ValueType.INT32,
         )
-        with tempfile.TemporaryDirectory() as repo_dir_name, tempfile.TemporaryDirectory():
+        with tempfile.TemporaryDirectory() as repo_dir_name:
             config = RepoConfig(
                 registry=str(Path(repo_dir_name) / "registry.db"),
                 project=f"test_bq_correctness_{str(uuid.uuid4()).replace('-', '')}",
@@ -206,7 +206,7 @@ def prep_dynamodb_fs_and_fv() -> Iterator[Tuple[FeatureStore, FeatureView]]:
             join_key="driver_id",
             value_type=ValueType.INT32,
         )
-        with tempfile.TemporaryDirectory() as repo_dir_name, tempfile.TemporaryDirectory():
+        with tempfile.TemporaryDirectory() as repo_dir_name:
             config = RepoConfig(
                 registry=str(Path(repo_dir_name) / "registry.db"),
                 project=f"test_bq_correctness_{str(uuid.uuid4()).replace('-', '')}",

From 3cd959773013a2dd91565237495bc6bb48972667 Mon Sep 17 00:00:00 2001
From: Tsotne Tabidze <tsotne@tecton.ai>
Date: Fri, 2 Jul 2021 12:17:09 -0700
Subject: [PATCH 28/28] Update to_table to to_arrow

Signed-off-by: Tsotne Tabidze <tsotne@tecton.ai>
---
 sdk/python/feast/infra/aws.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/sdk/python/feast/infra/aws.py b/sdk/python/feast/infra/aws.py
index c7a7c56d2a..272f39840e 100644
--- a/sdk/python/feast/infra/aws.py
+++ b/sdk/python/feast/infra/aws.py
@@ -108,7 +108,7 @@ def materialize_single_feature_view(
             end_date=end_date,
         )
 
-        table = offline_job.to_table()
+        table = offline_job.to_arrow()
 
         if feature_view.input.field_mapping is not None:
             table = _run_field_mapping(table, feature_view.input.field_mapping)