Python: updated docstrings (#1225)

* updated docstrings

* fix tests and mypy

* hosted file search docstring update

* updated versions

python/packages/redis/agent_framework_redis/_chat_message_store.py

@@ -227,7 +227,7 @@ class RedisChatMessageStore:
         Captures the Redis connection configuration and thread information needed to
         reconstruct the store and reconnect to the same conversation data.
 
-        Args:
+        Keyword Args:
             **kwargs: Additional arguments passed to Pydantic model_dump() for serialization.
                      Common options: exclude_none=True, by_alias=True
 
@@ -254,6 +254,8 @@ class RedisChatMessageStore:
         Args:
             serialized_store_state: Previously serialized state data from serialize_state().
                                    Should be a dictionary with thread_id, redis_url, etc.
+
+        Keyword Args:
             **kwargs: Additional arguments passed to Pydantic model validation.
 
         Returns:
@@ -286,6 +288,8 @@ class RedisChatMessageStore:
         Args:
             serialized_store_state: Previously serialized state data from serialize_state().
                                    Should be a dictionary with thread_id, redis_url, etc.
+
+        Keyword Args:
             **kwargs: Additional arguments passed to Pydantic model validation.
         """
         if not serialized_store_state:

python/packages/redis/agent_framework_redis/_provider.py

@@ -154,7 +154,7 @@ class RedisProvider(ContextProvider):
 
         Defines text and tag fields for messages plus an optional vector field enabling KNN/hybrid search.
 
-        Args:
+        Keyword Args:
             index_name: Index name.
             prefix: Key prefix.
             vector_field_name: Vector field name or None.
@@ -300,7 +300,7 @@ class RedisProvider(ContextProvider):
 
         Fills default partition fields, optionally embeds content when configured, and loads documents in a batch.
 
-        Args:
+        Keyword Args:
             data: Single document or list of documents to insert.
             metadata: Optional metadata dictionary (unused placeholder).
 
@@ -363,6 +363,8 @@ class RedisProvider(ContextProvider):
 
         Args:
             text: Query text.
+
+        Keyword Args:
             text_scorer: Scorer to use for text ranking.
             filter_expression: Additional filter expression to AND with partition filters.
             return_fields: Fields to return in results.
@@ -526,7 +528,9 @@ class RedisProvider(ContextProvider):
 
         Args:
             messages: List of new messages in the thread.
-            kwargs: not used at present at present.
+
+        Keyword Args:
+            **kwargs: not used at present at present.
 
         Returns:
             Context: Context object containing instructions with memories.