implement dynamodb batch_get_item

sdk/python/feast/infra/online_stores/dynamodb.py

@@ -167,21 +167,23 @@ def online_read(
         assert isinstance(online_config, DynamoDBOnlineStoreConfig)
         dynamodb_client = self._get_dynamodb_client(online_config)
         table_name = _get_table_name(config, table)
+        entity_keys = [compute_entity_id(k) for k in entity_keys]
 
         result: List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]] = []
-        for entity_key in entity_keys:
-            entity_id = compute_entity_id(entity_key)
-            with tracing_span(name="remote_call"):
-                response = dynamodb_client.get_item(TableName=table_name, Key={"entity_id": {'S': entity_id}})
-            value = response.get("Item")
 
-            if value is not None:
+        with tracing_span(name="remote_call"):
+            responses = _do_single_table_batch_get(dynamodb_client, table_name, entity_keys)
+
+        for item in responses:
+            values = item.get("values")
+
+            if values is not None:
                 res = {}
-                for feature_name, value_bin in value["values"]['M'].items():
+                for feature_name, value_bin in values['M'].items():
                     val = ValueProto()
                     val.ParseFromString(value_bin['B'])
                     res[feature_name] = val
-                result.append((value["event_ts"]['S'], res))
+                result.append((item["event_ts"]['S'], res))
             else:
                 result.append((None, None))
         return result
@@ -198,6 +200,55 @@ def _get_dynamodb_resource(self, online_config: DynamoDBOnlineStoreConfig):
         return threadlocal.dynamodb_resource
 
 
+
+def _do_single_table_batch_get(client, table_name, entity_keys, max_tries=10, base_backoff_time=0.01):
+    """
+    Gets a batch of items from Amazon DynamoDB. Batches can contain keys from
+    more than one table, but this function assume one table due to upstream limitation.
+
+    When Amazon DynamoDB cannot process all items in a batch, a set of unprocessed
+    keys is returned. This function uses an exponential backoff algorithm to retry
+    getting the unprocessed keys until all are retrieved or the specified
+    number of tries is reached.
+
+    :param entity_keys: The set of keys to retrieve. A batch can contain at most 100
+                        keys. Otherwise, Amazon DynamoDB returns an error.
+    :param max_tries: max number of attempts for retries when DynamoDB returns UnprocessedKeys
+    :param base_backoff_time: base of exponetial backoff time (in seconds), doubling every retry
+    :return: The dictionary of retrieved items grouped under their respective
+             table names.
+    """
+    tries = 0
+    retrieved = []
+    while tries < max_tries:
+        request = {
+            table_name: {"Keys": [{"entity_id": {"S": k}} for k in entity_keys]}
+        }
+        response = client.batch_get_item(RequestItems=request)
+        # Collect any retrieved items and retry unprocessed keys.
+        retrieved = response['Responses'][table_name]
+        unprocessed = response['UnprocessedKeys']
+        if len(unprocessed) > 0:
+            batch_keys = unprocessed
+            unprocessed_count = sum(
+                [len(batch_key['Keys']) for batch_key in batch_keys.values()])
+            logger.debug("batch_get_item: %s unprocessed keys returned. Sleep, then retry.", unprocessed_count)
+            tries += 1
+            if tries <= max_tries:
+                time.sleep(base_backoff_time)
+                base_backoff_time = min(base_backoff_time * 2, 8)
+            else:
+                # we could return to clients a incomplete results but they would expect to have all the items retrived,
+                # failure could happen in batch get if one table is heavy-throttled 
+                # and failing would help them notice the problem and adjust capacity.
+                raise RuntimeError("batch_get_item failed to retrieve all items, got %d out of %d requested keys after %d tries. "
+                                   "Please check if one of the tables for the missing keys need more capacity." % (len(retrieved), len(batch_keys), tries))
+        else:
+            break
+
+    return retrieved
+
+
 def _initialize_dynamodb_client(online_config: DynamoDBOnlineStoreConfig):
     if online_config.iam_role is not None:
         sts_client = boto3.client('sts')