From 382955ceb03998b5592cfb2e6eb6514bb48fa315 Mon Sep 17 00:00:00 2001
From: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>
Date: Tue, 18 Mar 2025 12:32:47 -0600
Subject: [PATCH 01/20] work in progress

---
 .../open_ai/services/test_openai_realtime.py  | 155 ++++++++++++++++++
 1 file changed, 155 insertions(+)

diff --git a/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py b/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py
index a341f2bb5c4c..4eb5be6c5534 100644
--- a/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py
+++ b/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py
@@ -654,3 +654,158 @@ async def _stream_to_webrtc(client: OpenAIRealtimeWebRTC):
         async for parsed_msg in client._parse_event(msg):
             await client._receive_buffer.put(parsed_msg)
             await asyncio.sleep(0)
+
+
+# @pytest.fixture
+# async def openai_realtime_base():
+#     kernel_mock = AsyncMock(Kernel)
+#     obj = OpenAIRealtimeWebRTC(audio_track=AsyncMock(), client=AsyncMock(), ai_model_id="gpt-3", kernel=kernel_mock)
+#     return obj
+
+
+# @pytest.fixture
+# async def prepare_event():
+#     def _prepare_event(event_type, **kwargs):
+#         return RealtimeEvent(service_event=kwargs, service_type=event_type)
+
+#     return _prepare_event
+
+
+# @pytest.mark.asyncio
+# async def test_initialization(openai_realtime_base):
+#     """Test to verify proper creation and defaults settings initialization of OpenAIRealtimeWebRTC."""
+#     assert openai_realtime_base.SUPPORTS_FUNCTION_CALLING is True
+#     assert openai_realtime_base.kernel is not None
+
+
+# @pytest.mark.asyncio
+# async def test_send_method(openai_realtime_base):
+#     """Test to ensure send method delegates to _send method correctly."""
+
+#     # Mock _send method
+#     openai_realtime_base._send = AsyncMock()
+
+#     # Create a RealtimeTextEvent
+#     text_event = RealtimeTextEvent(service_type=SendEvents.CONVERSATION_ITEM_CREATE, text=TextContent(text="Hello"))
+
+#     # Call the send method
+#     await openai_realtime_base.send(text_event)
+
+#     # Assert _send was called correctly
+#     openai_realtime_base._send.assert_awaited_once_with(
+#         RealtimeTextEvent(service_type=SendEvents.CONVERSATION_ITEM_CREATE, text=TextContent(text="Hello"))
+#     )
+
+
+# @pytest.mark.asyncio
+# async def test_update_session_with_no_kernel(prepare_event):
+#     """Test update_session without kernel argument provided and with PromptExecutionSettings."""
+
+#     # Mocks
+#     mock_settings = Mock(spec=PromptExecutionSettings)
+
+#     # Setup OpenAIRealtimeWebRTC instance
+#     base = OpenAIRealtimeWebRTC(audio_track=AsyncMock(), client=AsyncMock(), ai_model_id="gpt-3")
+
+#     # Call update_session
+#     await base.update_session(settings=mock_settings, create_response=True)
+
+#     # Assertions
+#     assert base.kernel is None
+#     assert base._current_settings is mock_settings
+
+
+# @pytest.mark.asyncio
+# @patch("semantic_kernel.connectors.ai.function_calling_utils.prepare_settings_for_function_calling")
+# async def test_update_session_with_kernel(mocked_prepare, openai_realtime_base, prepare_event):
+#     """Test update_session updates with kernel and PromptExecutionSettings."""
+
+#     # Mocks
+#     mock_settings = PromptExecutionSettings(service_id="test")
+
+#     # Call update_session
+#     await openai_realtime_base.update_session(settings=mock_settings, kernel=openai_realtime_base.kernel)
+
+#     # Ensure kernel-related processes are executed
+#     mocked_prepare.assert_called_once_with(
+#         mock_settings,
+#         openai_realtime_base.get_prompt_execution_settings_class(),
+#         openai_realtime_base._update_function_choice_settings_callback(),
+#         kernel=openai_realtime_base.kernel,
+#     )
+
+
+# @pytest.mark.asyncio
+# async def test_handle_audio_transcript_delta(openai_realtime_base, prepare_event):
+#     """Test to ensure audio transcript delta is handled correctly."""
+
+#     # Mock asyncio.Queue to check data passed to buffer
+#     openai_realtime_base._receive_buffer = AsyncMock()
+
+#     # Prepare a sample audio transcript event
+#     sample_event = prepare_event(ListenEvents.RESPONSE_AUDIO_TRANSCRIPT_DELTA.value, delta="text")
+
+#     async for event in openai_realtime_base._parse_event(sample_event):
+#         assert isinstance(event, RealtimeTextEvent)
+
+#     # Check if item put in the buffer
+#     openai_realtime_base._receive_buffer.put.assert_awaited()
+
+
+# @pytest.mark.asyncio
+# async def test_parse_function_call_arguments_done(openai_realtime_base):
+#     """Test parsing and execution of function call arguments done."""
+
+#     # Prepare mock data
+#     call_event = ResponseFunctionCallArgumentsDoneEvent(
+#         type=ListenEvents.RESPONSE_FUNCTION_CALL_ARGUMENTS_DONE.value,
+#         call_id="sample-id",
+#         item_id="1234",
+#         arguments='{"param": "value"}',
+#     )
+
+#     # Create chat history mock
+#     mock_chat_history = AsyncMock(ChatHistory)
+#     openai_realtime_base.kernel.invoke_function_call = AsyncMock()
+
+#     # Call the function
+#     async for event in openai_realtime_base._parse_function_call_arguments_done(call_event):
+#         pass
+
+#     # Ensure correct method is called in kernel
+#     openai_realtime_base.kernel.invoke_function_call.assert_called_with(
+#         FunctionCallContent(id="1234", plugin_name="", function_name="sample-id", arguments='{"param": "value"}'),
+#         mock_chat_history,
+#     )
+
+
+# @pytest.mark.asyncio
+# async def test_handle_unknown_event_type(openai_realtime_base, prepare_event):
+#     """Test handling of an unknown/unexpected event type."""
+
+#     # Prepare a sample unknown event
+#     unknown_event = prepare_event("unknown:event")
+
+#     # Mock put method
+#     openai_realtime_base._receive_buffer.put = AsyncMock()
+
+#     async for event in openai_realtime_base._parse_event(unknown_event):
+#         # The event should still be added to the buffer
+#         openai_realtime_base._receive_buffer.put.assert_awaited_with(event)
+
+
+# @pytest.mark.asyncio
+# async def test_close_session(openai_realtime_base):
+#     """Test session close functionality."""
+#     # Mock close method of peer connection and data channel
+#     if openai_realtime_base.peer_connection:
+#         openai_realtime_base.peer_connection.close = AsyncMock()
+#     if openai_realtime_base.data_channel:
+#         openai_realtime_base.data_channel.close = AsyncMock()
+
+#     # Call close_session and verify
+#     await openai_realtime_base.close_session()
+#     if openai_realtime_base.peer_connection:
+#         openai_realtime_base.peer_connection.close.assert_awaited_once()
+#     if openai_realtime_base.data_channel:
+#         openai_realtime_base.data_channel.close.assert_awaited_once()

From 8cca51a24980cbbae7c651a0a19a27033e466f70 Mon Sep 17 00:00:00 2001
From: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>
Date: Tue, 18 Mar 2025 19:02:08 -0600
Subject: [PATCH 02/20] new tests for OllamaChatCompletion and OpenAIRealTime
 classes

---
 .../services/test_ollama_chat_completion.py   |  73 +++++-
 .../open_ai/services/test_openai_realtime.py  | 211 ++++++++++--------
 2 files changed, 185 insertions(+), 99 deletions(-)

diff --git a/python/tests/unit/connectors/ai/ollama/services/test_ollama_chat_completion.py b/python/tests/unit/connectors/ai/ollama/services/test_ollama_chat_completion.py
index dbdfece29ff2..014abbfee096 100644
--- a/python/tests/unit/connectors/ai/ollama/services/test_ollama_chat_completion.py
+++ b/python/tests/unit/connectors/ai/ollama/services/test_ollama_chat_completion.py
@@ -1,12 +1,15 @@
 # Copyright (c) Microsoft. All rights reserved.
 
-from unittest.mock import patch
+from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
+from ollama import AsyncClient, ChatResponse, Message
 
 from semantic_kernel.connectors.ai.function_choice_behavior import FunctionChoiceBehavior
 from semantic_kernel.connectors.ai.ollama.ollama_prompt_execution_settings import OllamaChatPromptExecutionSettings
 from semantic_kernel.connectors.ai.ollama.services.ollama_chat_completion import OllamaChatCompletion
+from semantic_kernel.contents.chat_history import ChatHistory
+from semantic_kernel.contents.chat_message_content import ChatMessageContent
 from semantic_kernel.exceptions.service_exceptions import (
     ServiceInitializationError,
     ServiceInvalidExecutionSettingsError,
@@ -228,3 +231,71 @@ async def test_streaming_chat_completion_wrong_return_type(
             OllamaChatPromptExecutionSettings(service_id=service_id, options=default_options),
         ):
             pass
+
+
+@pytest.fixture
+async def ollama_chat_completion(model_id):
+    with patch(
+        "ollama.AsyncClient",
+        spec=AsyncClient,
+    ) as mock_client:
+        mock_client.return_value = AsyncMock(spec=AsyncClient)
+        yield OllamaChatCompletion(client=mock_client, ai_model_id=model_id)
+
+
+def test_initialization_failure():
+    """Test initialization with missing chat model id raises an error."""
+    with patch(
+        "semantic_kernel.connectors.ai.ollama.ollama_settings.OllamaSettings.create",
+        side_effect=ServiceInitializationError,
+    ) as mock_create:
+        with pytest.raises(ServiceInitializationError):
+            OllamaChatCompletion(ai_model_id=None)
+
+        mock_create.assert_called_once()
+
+
+@pytest.mark.asyncio
+async def test_service_url_returns_default_value_without_client(
+    model_id,
+):
+    """Test the service_url method returns default value when client has no base_url."""
+    chat_service = OllamaChatCompletion(ai_model_id=model_id, client=None)
+    assert chat_service.service_url() == "http://127.0.0.1:11434"
+
+
+@pytest.mark.asyncio
+async def test_get_prompt_execution_settings_class(ollama_chat_completion):
+    """Test getting the correct prompt execution settings class."""
+    assert ollama_chat_completion.get_prompt_execution_settings_class() is OllamaChatPromptExecutionSettings
+
+
+@pytest.mark.asyncio
+async def test_inner_get_chat_message_contents_valid(ollama_chat_completion):
+    """Test _inner_get_chat_message_contents with valid response."""
+    valid_message = Message(content="Valid content", role="user")
+    valid_response = ChatResponse(message=valid_message)
+    ollama_chat_completion.client.chat = AsyncMock(return_value=valid_response)
+
+    chat_history = ChatHistory(messages=[])
+    settings = OllamaChatPromptExecutionSettings()
+
+    result = await ollama_chat_completion._inner_get_chat_message_contents(chat_history, settings)
+
+    assert len(result) == 1
+    assert isinstance(result[0], ChatMessageContent)
+    assert result[0].items[0].text == "Valid content"
+
+
+@pytest.mark.asyncio
+async def test_inner_get_chat_message_contents_invalid_response(ollama_chat_completion):
+    """Test _inner_get_chat_message_contents raises error on invalid response types."""
+    invalid_response = MagicMock()
+    invalid_response.message.content = None
+    ollama_chat_completion.client.chat.return_value = invalid_response
+
+    chat_history = ChatHistory(messages=[])
+    settings = OllamaChatPromptExecutionSettings()
+
+    with pytest.raises(ServiceInvalidResponseError):
+        await ollama_chat_completion._inner_get_chat_message_contents(chat_history, settings)
diff --git a/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py b/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py
index 40dd6a4cc45c..60c648fce56f 100644
--- a/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py
+++ b/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py
@@ -5,7 +5,9 @@
 from typing import Any
 from unittest.mock import AsyncMock, patch
 
+import pytest
 from aiortc import AudioStreamTrack
+from openai import AsyncOpenAI
 from openai.resources.beta.realtime.realtime import AsyncRealtimeConnection, AsyncRealtimeConnectionManager
 from openai.types.beta.realtime import (
     ConversationItem,
@@ -39,6 +41,7 @@
     SessionUpdatedEvent,
     SessionUpdateEvent,
 )
+from pydantic import ValidationError
 from pytest import fixture, mark, param, raises
 
 from semantic_kernel.connectors.ai.function_call_choice_configuration import FunctionCallChoiceConfiguration
@@ -75,6 +78,7 @@
 from semantic_kernel.exceptions.content_exceptions import ContentException
 from semantic_kernel.functions import kernel_function
 from semantic_kernel.functions.kernel_function_metadata import KernelFunctionMetadata
+from semantic_kernel.kernel import Kernel
 
 events = [
     SessionCreatedEvent(type=ListenEvents.SESSION_CREATED, session=Session(id="session_id"), event_id="1"),
@@ -658,104 +662,109 @@ async def _stream_to_webrtc(client: OpenAIRealtimeWebRTC):
             await asyncio.sleep(0)
 
 
-# @pytest.fixture
-# async def openai_realtime_base():
-#     kernel_mock = AsyncMock(Kernel)
-#     obj = OpenAIRealtimeWebRTC(audio_track=AsyncMock(), client=AsyncMock(), ai_model_id="gpt-3", kernel=kernel_mock)
-#     return obj
+@pytest.fixture
+async def openai_realtime_base():
+    kernel_mock = AsyncMock(spec=Kernel)
+    async_openai_mock = AsyncMock(spec=AsyncOpenAI)
+    audio_track_mock = AsyncMock(spec=AudioStreamTrack)
+    return OpenAIRealtimeWebRTC(
+        audio_track=audio_track_mock,
+        client=async_openai_mock,
+        ai_model_id="gpt-4o-realtime-preview",
+        kernel=kernel_mock,
+    )
 
 
-# @pytest.fixture
-# async def prepare_event():
-#     def _prepare_event(event_type, **kwargs):
-#         return RealtimeEvent(service_event=kwargs, service_type=event_type)
+@pytest.fixture
+async def prepare_event():
+    def _prepare_event(**kwargs):
+        return ResponseAudioTranscriptDeltaEvent(**kwargs)
 
-#     return _prepare_event
+    return _prepare_event
 
 
-# @pytest.mark.asyncio
-# async def test_initialization(openai_realtime_base):
-#     """Test to verify proper creation and defaults settings initialization of OpenAIRealtimeWebRTC."""
-#     assert openai_realtime_base.SUPPORTS_FUNCTION_CALLING is True
-#     assert openai_realtime_base.kernel is not None
+@pytest.mark.asyncio
+async def test_initialization(openai_realtime_base):
+    """Test to verify proper creation and defaults settings initialization of OpenAIRealtimeWebRTC."""
+    assert openai_realtime_base.SUPPORTS_FUNCTION_CALLING is True
+    assert openai_realtime_base.kernel is not None
 
 
-# @pytest.mark.asyncio
-# async def test_send_method(openai_realtime_base):
-#     """Test to ensure send method delegates to _send method correctly."""
+@pytest.mark.asyncio
+async def test_send_method(openai_realtime_base):
+    """Test to ensure send method delegates to _send method correctly."""
 
-#     # Mock _send method
-#     openai_realtime_base._send = AsyncMock()
+    # Mock _send method
+    openai_realtime_base._send = AsyncMock()
 
-#     # Create a RealtimeTextEvent
-#     text_event = RealtimeTextEvent(service_type=SendEvents.CONVERSATION_ITEM_CREATE, text=TextContent(text="Hello"))
+    # Create a RealtimeTextEvent
+    text_event = RealtimeTextEvent(service_type=SendEvents.CONVERSATION_ITEM_CREATE, text=TextContent(text="Hello"))
 
-#     # Call the send method
-#     await openai_realtime_base.send(text_event)
+    # Call the send method
+    await openai_realtime_base.send(text_event)
 
-#     # Assert _send was called correctly
-#     openai_realtime_base._send.assert_awaited_once_with(
-#         RealtimeTextEvent(service_type=SendEvents.CONVERSATION_ITEM_CREATE, text=TextContent(text="Hello"))
-#     )
+    # Assert _send was called correctly
+    openai_realtime_base._send.assert_awaited_once()
 
 
-# @pytest.mark.asyncio
-# async def test_update_session_with_no_kernel(prepare_event):
-#     """Test update_session without kernel argument provided and with PromptExecutionSettings."""
+@pytest.mark.asyncio
+async def test_update_session_with_no_kernel():
+    """Test update_session without kernel argument provided and with PromptExecutionSettings."""
 
-#     # Mocks
-#     mock_settings = Mock(spec=PromptExecutionSettings)
+    async_openai_mock = AsyncMock(spec=AsyncOpenAI)
+    audio_track_mock = AsyncMock(spec=AudioStreamTrack)
+    mock_settings = AsyncMock(spec=PromptExecutionSettings)
 
-#     # Setup OpenAIRealtimeWebRTC instance
-#     base = OpenAIRealtimeWebRTC(audio_track=AsyncMock(), client=AsyncMock(), ai_model_id="gpt-3")
+    base = OpenAIRealtimeWebRTC(audio_track=audio_track_mock, client=async_openai_mock, ai_model_id="gpt-3")
 
-#     # Call update_session
-#     await base.update_session(settings=mock_settings, create_response=True)
+    await base.update_session(settings=mock_settings, create_response=True)
 
-#     # Assertions
-#     assert base.kernel is None
-#     assert base._current_settings is mock_settings
+    assert not hasattr(base, "kernel")
+    assert base._current_settings is mock_settings
 
 
-# @pytest.mark.asyncio
-# @patch("semantic_kernel.connectors.ai.function_calling_utils.prepare_settings_for_function_calling")
-# async def test_update_session_with_kernel(mocked_prepare, openai_realtime_base, prepare_event):
-#     """Test update_session updates with kernel and PromptExecutionSettings."""
-
-#     # Mocks
-#     mock_settings = PromptExecutionSettings(service_id="test")
-
-#     # Call update_session
-#     await openai_realtime_base.update_session(settings=mock_settings, kernel=openai_realtime_base.kernel)
-
-#     # Ensure kernel-related processes are executed
-#     mocked_prepare.assert_called_once_with(
-#         mock_settings,
-#         openai_realtime_base.get_prompt_execution_settings_class(),
-#         openai_realtime_base._update_function_choice_settings_callback(),
-#         kernel=openai_realtime_base.kernel,
-#     )
+@pytest.mark.asyncio
+async def test_update_session_with_kernel(openai_realtime_base):
+    """Test update_session updates with kernel and PromptExecutionSettings."""
+    with patch(
+        "semantic_kernel.connectors.ai.open_ai.services._open_ai_realtime.prepare_settings_for_function_calling",
+    ) as mocked_prepare:
+        settings = PromptExecutionSettings(service_id="test")
 
+        await openai_realtime_base.update_session(settings=settings, kernel=openai_realtime_base.kernel)
 
-# @pytest.mark.asyncio
-# async def test_handle_audio_transcript_delta(openai_realtime_base, prepare_event):
-#     """Test to ensure audio transcript delta is handled correctly."""
+        # Ensure kernel-related processes are executed
+        mocked_prepare.assert_called_once_with(
+            settings,
+            openai_realtime_base.get_prompt_execution_settings_class(),
+            openai_realtime_base._update_function_choice_settings_callback(),
+            kernel=openai_realtime_base.kernel,
+        )
 
-#     # Mock asyncio.Queue to check data passed to buffer
-#     openai_realtime_base._receive_buffer = AsyncMock()
 
-#     # Prepare a sample audio transcript event
-#     sample_event = prepare_event(ListenEvents.RESPONSE_AUDIO_TRANSCRIPT_DELTA.value, delta="text")
+@pytest.mark.asyncio
+async def test_handle_audio_transcript_delta(openai_realtime_base, prepare_event):
+    """Test to ensure audio transcript delta is handled correctly."""
 
-#     async for event in openai_realtime_base._parse_event(sample_event):
-#         assert isinstance(event, RealtimeTextEvent)
+    openai_realtime_base._receive_buffer = AsyncMock()
 
-#     # Check if item put in the buffer
-#     openai_realtime_base._receive_buffer.put.assert_awaited()
+    # Prepare a sample audio transcript event
+    sample_event = prepare_event(
+        type=ListenEvents.RESPONSE_AUDIO_TRANSCRIPT_DELTA.value,
+        delta="text",
+        content_index=0,
+        item_id="item_id",
+        output_index=0,
+        response_id="response_id",
+        event_id="event_id",
+    )
+
+    async for event in openai_realtime_base._parse_event(sample_event):
+        assert event.event_type == "text"
 
 
 # @pytest.mark.asyncio
-# async def test_parse_function_call_arguments_done(openai_realtime_base):
+# async def test_parse_function_call_arguments_done_extended(openai_realtime_base):
 #     """Test parsing and execution of function call arguments done."""
 
 #     # Prepare mock data
@@ -764,6 +773,10 @@ async def _stream_to_webrtc(client: OpenAIRealtimeWebRTC):
 #         call_id="sample-id",
 #         item_id="1234",
 #         arguments='{"param": "value"}',
+#         content_index=0,
+#         output_index=0,
+#         response_id="response_id",
+#         event_id="event_id",
 #     )
 
 #     # Create chat history mock
@@ -781,33 +794,35 @@ async def _stream_to_webrtc(client: OpenAIRealtimeWebRTC):
 #     )
 
 
-# @pytest.mark.asyncio
-# async def test_handle_unknown_event_type(openai_realtime_base, prepare_event):
-#     """Test handling of an unknown/unexpected event type."""
-
-#     # Prepare a sample unknown event
-#     unknown_event = prepare_event("unknown:event")
-
-#     # Mock put method
-#     openai_realtime_base._receive_buffer.put = AsyncMock()
-
-#     async for event in openai_realtime_base._parse_event(unknown_event):
-#         # The event should still be added to the buffer
-#         openai_realtime_base._receive_buffer.put.assert_awaited_with(event)
+@pytest.mark.asyncio
+async def test_handle_unknown_event_type(prepare_event):
+    """Test handling of an unknown/unexpected event type."""
+
+    with pytest.raises(ValidationError):
+        # Prepare a sample unknown event
+        prepare_event(
+            type="unknown:event",
+            delta="text",
+            content_index=0,
+            item_id="item_id",
+            output_index=0,
+            response_id="response_id",
+            event_id="event_id",
+        )
 
 
-# @pytest.mark.asyncio
-# async def test_close_session(openai_realtime_base):
-#     """Test session close functionality."""
-#     # Mock close method of peer connection and data channel
-#     if openai_realtime_base.peer_connection:
-#         openai_realtime_base.peer_connection.close = AsyncMock()
-#     if openai_realtime_base.data_channel:
-#         openai_realtime_base.data_channel.close = AsyncMock()
-
-#     # Call close_session and verify
-#     await openai_realtime_base.close_session()
-#     if openai_realtime_base.peer_connection:
-#         openai_realtime_base.peer_connection.close.assert_awaited_once()
-#     if openai_realtime_base.data_channel:
-#         openai_realtime_base.data_channel.close.assert_awaited_once()
+@pytest.mark.asyncio
+async def test_close_session(openai_realtime_base):
+    """Test session close functionality."""
+    # Mock close method of peer connection and data channel
+    if openai_realtime_base.peer_connection:
+        openai_realtime_base.peer_connection.close = AsyncMock()
+    if openai_realtime_base.data_channel:
+        openai_realtime_base.data_channel.close = AsyncMock()
+
+    # Call close_session and verify
+    await openai_realtime_base.close_session()
+    if openai_realtime_base.peer_connection:
+        openai_realtime_base.peer_connection.close.assert_awaited_once()
+    if openai_realtime_base.data_channel:
+        openai_realtime_base.data_channel.close.assert_awaited_once()

From f057ef22717e4db8de9f885d61bcd7512c29673a Mon Sep 17 00:00:00 2001
From: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>
Date: Mon, 24 Mar 2025 00:15:26 -0600
Subject: [PATCH 03/20] fix

---
 .../open_ai/services/test_openai_realtime.py  | 31 -------------------
 1 file changed, 31 deletions(-)

diff --git a/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py b/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py
index 60c648fce56f..cc19262c1487 100644
--- a/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py
+++ b/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py
@@ -763,37 +763,6 @@ async def test_handle_audio_transcript_delta(openai_realtime_base, prepare_event
         assert event.event_type == "text"
 
 
-# @pytest.mark.asyncio
-# async def test_parse_function_call_arguments_done_extended(openai_realtime_base):
-#     """Test parsing and execution of function call arguments done."""
-
-#     # Prepare mock data
-#     call_event = ResponseFunctionCallArgumentsDoneEvent(
-#         type=ListenEvents.RESPONSE_FUNCTION_CALL_ARGUMENTS_DONE.value,
-#         call_id="sample-id",
-#         item_id="1234",
-#         arguments='{"param": "value"}',
-#         content_index=0,
-#         output_index=0,
-#         response_id="response_id",
-#         event_id="event_id",
-#     )
-
-#     # Create chat history mock
-#     mock_chat_history = AsyncMock(ChatHistory)
-#     openai_realtime_base.kernel.invoke_function_call = AsyncMock()
-
-#     # Call the function
-#     async for event in openai_realtime_base._parse_function_call_arguments_done(call_event):
-#         pass
-
-#     # Ensure correct method is called in kernel
-#     openai_realtime_base.kernel.invoke_function_call.assert_called_with(
-#         FunctionCallContent(id="1234", plugin_name="", function_name="sample-id", arguments='{"param": "value"}'),
-#         mock_chat_history,
-#     )
-
-
 @pytest.mark.asyncio
 async def test_handle_unknown_event_type(prepare_event):
     """Test handling of an unknown/unexpected event type."""

From f1c1a85a0f7154525e805a5012075e2b58638add Mon Sep 17 00:00:00 2001
From: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>
Date: Fri, 28 Mar 2025 10:29:02 -0600
Subject: [PATCH 04/20] updates to tests

---
 .../services/test_ollama_chat_completion.py   |  75 +++++++++++
 .../open_ai/services/test_openai_realtime.py  | 127 +++++++++++++++++-
 2 files changed, 200 insertions(+), 2 deletions(-)

diff --git a/python/tests/unit/connectors/ai/ollama/services/test_ollama_chat_completion.py b/python/tests/unit/connectors/ai/ollama/services/test_ollama_chat_completion.py
index 014abbfee096..f93a4bb96478 100644
--- a/python/tests/unit/connectors/ai/ollama/services/test_ollama_chat_completion.py
+++ b/python/tests/unit/connectors/ai/ollama/services/test_ollama_chat_completion.py
@@ -2,6 +2,7 @@
 
 from unittest.mock import AsyncMock, MagicMock, patch
 
+import httpx
 import pytest
 from ollama import AsyncClient, ChatResponse, Message
 
@@ -270,6 +271,7 @@ async def test_get_prompt_execution_settings_class(ollama_chat_completion):
     assert ollama_chat_completion.get_prompt_execution_settings_class() is OllamaChatPromptExecutionSettings
 
 
+# remove ?
 @pytest.mark.asyncio
 async def test_inner_get_chat_message_contents_valid(ollama_chat_completion):
     """Test _inner_get_chat_message_contents with valid response."""
@@ -287,6 +289,7 @@ async def test_inner_get_chat_message_contents_valid(ollama_chat_completion):
     assert result[0].items[0].text == "Valid content"
 
 
+# remove ?
 @pytest.mark.asyncio
 async def test_inner_get_chat_message_contents_invalid_response(ollama_chat_completion):
     """Test _inner_get_chat_message_contents raises error on invalid response types."""
@@ -299,3 +302,75 @@ async def test_inner_get_chat_message_contents_invalid_response(ollama_chat_comp
 
     with pytest.raises(ServiceInvalidResponseError):
         await ollama_chat_completion._inner_get_chat_message_contents(chat_history, settings)
+
+
+@pytest.fixture
+async def setup_ollama_chat_completion():
+    async_client_mock = AsyncMock(spec=AsyncClient)
+    async_client_mock.chat = AsyncMock()
+    ollama_chat_completion = OllamaChatCompletion(
+        service_id="test_service", ai_model_id="test_model_id", client=async_client_mock
+    )
+    return ollama_chat_completion, async_client_mock
+
+
+async def test_ollama_chat_completion_initialization(setup_ollama_chat_completion):
+    _, _ = setup_ollama_chat_completion  # Ensure no exceptions were raised in initialization
+
+
+# remove ?
+async def test_service_url_new(setup_ollama_chat_completion):
+    ollama_chat_completion, async_client_mock = setup_ollama_chat_completion
+    # Mock the client's internal structure
+    async_client_mock._client = AsyncMock(spec=httpx.AsyncClient)
+    async_client_mock._client.base_url = "http://mocked_base_url"
+
+    service_url = ollama_chat_completion.service_url()
+    assert service_url == "http://mocked_base_url"
+
+
+async def test_get_prompt_execution_settings_class_new(setup_ollama_chat_completion):
+    ollama_chat_completion, _ = setup_ollama_chat_completion
+
+    assert ollama_chat_completion.get_prompt_execution_settings_class() == OllamaChatPromptExecutionSettings
+
+
+async def test_inner_get_chat_message_contents(setup_ollama_chat_completion):
+    ollama_chat_completion, async_client_mock = setup_ollama_chat_completion
+
+    async_client_mock.chat.return_value = MagicMock()
+    chat_history = MagicMock(spec=ChatHistory)
+    chat_history.messages = []
+
+    prompt_settings = OllamaChatPromptExecutionSettings()
+
+    with pytest.raises(ServiceInvalidResponseError):
+        await ollama_chat_completion._inner_get_chat_message_contents(chat_history, prompt_settings)
+
+
+async def test_inner_get_streaming_chat_message_contents_invalid_response(setup_ollama_chat_completion):
+    ollama_chat_completion, _ = setup_ollama_chat_completion
+    chat_history = MagicMock(spec=ChatHistory)
+    chat_history.messages = []
+    prompt_settings = OllamaChatPromptExecutionSettings()
+
+    with patch.object(
+        OllamaChatCompletion, "_inner_get_streaming_chat_message_contents", new_callable=MagicMock
+    ) as mocked_inner_stream:
+        mocked_inner_stream.side_effect = ServiceInvalidResponseError("Invalid streaming response")
+
+        with pytest.raises(ServiceInvalidResponseError, match="Invalid streaming response"):
+            async for _ in ollama_chat_completion._inner_get_streaming_chat_message_contents(
+                chat_history, prompt_settings, 0
+            ):
+                pass
+
+
+async def test_prepare_chat_history_for_request(setup_ollama_chat_completion):
+    ollama_chat_completion, _ = setup_ollama_chat_completion
+    chat_history = MagicMock(spec=ChatHistory)
+    chat_history.messages = []
+
+    # For an empty chat history, should return an empty list
+    prepared_history = ollama_chat_completion._prepare_chat_history_for_request(chat_history)
+    assert prepared_history == []
diff --git a/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py b/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py
index cc19262c1487..10bff61b2dbd 100644
--- a/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py
+++ b/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py
@@ -6,9 +6,13 @@
 from unittest.mock import AsyncMock, patch
 
 import pytest
-from aiortc import AudioStreamTrack
+from aiortc import AudioStreamTrack, RTCDataChannel, RTCPeerConnection
+from numpy import ndarray
 from openai import AsyncOpenAI
-from openai.resources.beta.realtime.realtime import AsyncRealtimeConnection, AsyncRealtimeConnectionManager
+from openai.resources.beta.realtime.realtime import (
+    AsyncRealtimeConnection,
+    AsyncRealtimeConnectionManager,
+)
 from openai.types.beta.realtime import (
     ConversationItem,
     ConversationItemContent,
@@ -690,6 +694,7 @@ async def test_initialization(openai_realtime_base):
     assert openai_realtime_base.kernel is not None
 
 
+# remove
 @pytest.mark.asyncio
 async def test_send_method(openai_realtime_base):
     """Test to ensure send method delegates to _send method correctly."""
@@ -723,6 +728,7 @@ async def test_update_session_with_no_kernel():
     assert base._current_settings is mock_settings
 
 
+# remove ?
 @pytest.mark.asyncio
 async def test_update_session_with_kernel(openai_realtime_base):
     """Test update_session updates with kernel and PromptExecutionSettings."""
@@ -742,6 +748,7 @@ async def test_update_session_with_kernel(openai_realtime_base):
         )
 
 
+# remove
 @pytest.mark.asyncio
 async def test_handle_audio_transcript_delta(openai_realtime_base, prepare_event):
     """Test to ensure audio transcript delta is handled correctly."""
@@ -795,3 +802,119 @@ async def test_close_session(openai_realtime_base):
         openai_realtime_base.peer_connection.close.assert_awaited_once()
     if openai_realtime_base.data_channel:
         openai_realtime_base.data_channel.close.assert_awaited_once()
+
+
+@pytest.fixture
+def mocked_audio_track():
+    """Fixture for creating a mocked MediaStreamTrack object."""
+    mocked_audio_track = AsyncMock(name="AudioStreamTrack", spec=AudioStreamTrack)
+    mocked_audio_track.kind = "audio"
+    return mocked_audio_track
+
+
+@pytest.fixture
+def mocked_audio_output_callback():
+    """Fixture for creating a mocked audio output callback."""
+    return AsyncMock(name="audio_output_callback")
+
+
+@pytest.fixture
+def mocked_open_ai_realtime_webrtc(mocked_audio_track, mocked_audio_output_callback):
+    """Fixture for initializing the OpenAIRealtimeWebRTC with mocked components."""
+    async_openai_mock = AsyncMock(spec=AsyncOpenAI)
+
+    with patch("aiohttp.ClientSession", autospec=True):
+        return OpenAIRealtimeWebRTC(
+            audio_track=mocked_audio_track,
+            audio_output_callback=mocked_audio_output_callback,
+            ai_model_id="gpt-4o-realtime-preview",
+            client=async_openai_mock,
+            api_key="fake-api-key",
+        )
+
+
+# @pytest.mark.asyncio
+# async def test_create_session_initializes_peer_connection(mocked_open_ai_realtime_webrtc, mocked_audio_track):
+#     """Test the create_session method to ensure peer connection initializes correctly."""
+#     mocked_open_ai_realtime_webrtc._get_ephemeral_token = AsyncMock(return_value="fake-token")
+#     mocked_open_ai_realtime_webrtc.client = AsyncMock(spec=AsyncOpenAI)
+#     mocked_open_ai_realtime_webrtc.client.api_key = "fake-api-key"
+#     mocked_open_ai_realtime_webrtc.client.beta = AsyncMock()
+#     mocked_open_ai_realtime_webrtc.client.beta.realtime = AsyncMock()
+#     mocked_open_ai_realtime_webrtc.client.beta.realtime._client = AsyncMock()
+#     mocked_open_ai_realtime_webrtc.client.beta.realtime._client.base_url = "https://api.openai.com"
+
+#     mock_response = AsyncMock()
+#     mock_response.status = 200  # Simulate a successful response
+#     mock_response.text = AsyncMock(
+#         return_value='{"sdp": "v=0\no=- 0 0 IN IP4 127.0.0.1\ns=-\nt=0 0\nm=audio 9 UDP/TLS/RTP/SAVPF 111\n'
+#         "a=rtcp-mux\n"
+#         "a=sendrecv\n"
+#         "a=ice-ufrag:abcd1234\n"
+#         "a=ice-pwd:efgh5678\n"
+#         "a=setup:active\n"
+#         '", "type": "answer"}'
+#     )
+
+#     # Mock ClientSession.post correctly
+#     async def mock_post(url, headers, json):
+#         print(f"Mock received request to: {url}")  # Debugging
+#         expected_url = "https://api.openai.com/v1/realtime/sessions"  # Try with /v1
+#         if url == expected_url:
+#             return mock_response
+#         raise Exception(f"Unexpected URL: {url}")  # Will help catch URL mismatches
+
+#     # Mock the entire ClientSession
+#     mock_session = AsyncMock()
+#     mock_session.post = AsyncMock(side_effect=mock_post)
+
+#     with patch("aiohttp.ClientSession", return_value=mock_session):
+#         # Act
+#         await mocked_open_ai_realtime_webrtc.create_session()
+
+#         # Assert that the correct API endpoint was called
+#         mock_session.post.assert_called_with(
+#             "https://api.openai.com/realtime/sessions",
+#             headers={"Authorization": "Bearer fake-api-key", "Content-Type": "application/json"},
+#             json={"model": "gpt-4o-realtime-preview", "voice": "echo"},
+#         )
+
+
+@pytest.mark.asyncio
+async def test_create_session_fails_without_audio_track(mocked_audio_output_callback):
+    """Test the create_session method raises an exception when audio track is uninitialized."""
+    async_openai_mock = AsyncMock(spec=AsyncOpenAI)
+
+    webrtc_instance = OpenAIRealtimeWebRTC(
+        audio_track=None,
+        audio_output_callback=mocked_audio_output_callback,
+        client=async_openai_mock,
+        ai_model_id="fake-model-id",
+    )
+
+    with pytest.raises(Exception, match="Audio track not initialized"):
+        await webrtc_instance.create_session()
+
+
+@pytest.mark.asyncio
+async def test_receive_yields_realtime_events(mocked_open_ai_realtime_webrtc, mocked_audio_output_callback):
+    """Ensure the receive function properly yields RealtimeEvents."""
+    mocked_realtime_event = AsyncMock(ndarray)
+    mocked_open_ai_realtime_webrtc._receive_buffer.put_nowait(mocked_realtime_event)
+
+    event_generator = mocked_open_ai_realtime_webrtc.receive(mocked_audio_output_callback)
+    event = await event_generator.asend(None)  # Trigger the coroutine and receive an event
+
+    assert event is mocked_realtime_event
+
+
+@pytest.mark.asyncio
+async def test_close_session_terminates_connections(mocked_open_ai_realtime_webrtc):
+    """Test that close_session properly closes peer connection and data channel."""
+    mocked_open_ai_realtime_webrtc.peer_connection = AsyncMock(spec=RTCPeerConnection)
+    mocked_open_ai_realtime_webrtc.data_channel = AsyncMock(spec=RTCDataChannel)
+
+    await mocked_open_ai_realtime_webrtc.close_session()
+
+    assert mocked_open_ai_realtime_webrtc.peer_connection is None
+    assert mocked_open_ai_realtime_webrtc.data_channel is None

From 33022660c3719cce68b211eece28bff98f70f66a Mon Sep 17 00:00:00 2001
From: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>
Date: Sat, 29 Mar 2025 23:35:06 -0600
Subject: [PATCH 05/20] fixes in tests

---
 .../services/test_ollama_chat_completion.py   |   8 --
 .../open_ai/services/test_openai_realtime.py  | 127 +++++++++---------
 2 files changed, 60 insertions(+), 75 deletions(-)

diff --git a/python/tests/unit/connectors/ai/ollama/services/test_ollama_chat_completion.py b/python/tests/unit/connectors/ai/ollama/services/test_ollama_chat_completion.py
index f93a4bb96478..0d206faab6ef 100644
--- a/python/tests/unit/connectors/ai/ollama/services/test_ollama_chat_completion.py
+++ b/python/tests/unit/connectors/ai/ollama/services/test_ollama_chat_completion.py
@@ -256,7 +256,6 @@ def test_initialization_failure():
         mock_create.assert_called_once()
 
 
-@pytest.mark.asyncio
 async def test_service_url_returns_default_value_without_client(
     model_id,
 ):
@@ -265,14 +264,11 @@ async def test_service_url_returns_default_value_without_client(
     assert chat_service.service_url() == "http://127.0.0.1:11434"
 
 
-@pytest.mark.asyncio
 async def test_get_prompt_execution_settings_class(ollama_chat_completion):
     """Test getting the correct prompt execution settings class."""
     assert ollama_chat_completion.get_prompt_execution_settings_class() is OllamaChatPromptExecutionSettings
 
 
-# remove ?
-@pytest.mark.asyncio
 async def test_inner_get_chat_message_contents_valid(ollama_chat_completion):
     """Test _inner_get_chat_message_contents with valid response."""
     valid_message = Message(content="Valid content", role="user")
@@ -289,8 +285,6 @@ async def test_inner_get_chat_message_contents_valid(ollama_chat_completion):
     assert result[0].items[0].text == "Valid content"
 
 
-# remove ?
-@pytest.mark.asyncio
 async def test_inner_get_chat_message_contents_invalid_response(ollama_chat_completion):
     """Test _inner_get_chat_message_contents raises error on invalid response types."""
     invalid_response = MagicMock()
@@ -318,7 +312,6 @@ async def test_ollama_chat_completion_initialization(setup_ollama_chat_completio
     _, _ = setup_ollama_chat_completion  # Ensure no exceptions were raised in initialization
 
 
-# remove ?
 async def test_service_url_new(setup_ollama_chat_completion):
     ollama_chat_completion, async_client_mock = setup_ollama_chat_completion
     # Mock the client's internal structure
@@ -371,6 +364,5 @@ async def test_prepare_chat_history_for_request(setup_ollama_chat_completion):
     chat_history = MagicMock(spec=ChatHistory)
     chat_history.messages = []
 
-    # For an empty chat history, should return an empty list
     prepared_history = ollama_chat_completion._prepare_chat_history_for_request(chat_history)
     assert prepared_history == []
diff --git a/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py b/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py
index 10bff61b2dbd..56f7eae2aab9 100644
--- a/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py
+++ b/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py
@@ -687,32 +687,21 @@ def _prepare_event(**kwargs):
     return _prepare_event
 
 
-@pytest.mark.asyncio
 async def test_initialization(openai_realtime_base):
     """Test to verify proper creation and defaults settings initialization of OpenAIRealtimeWebRTC."""
     assert openai_realtime_base.SUPPORTS_FUNCTION_CALLING is True
     assert openai_realtime_base.kernel is not None
 
 
-# remove
-@pytest.mark.asyncio
 async def test_send_method(openai_realtime_base):
     """Test to ensure send method delegates to _send method correctly."""
 
-    # Mock _send method
     openai_realtime_base._send = AsyncMock()
-
-    # Create a RealtimeTextEvent
     text_event = RealtimeTextEvent(service_type=SendEvents.CONVERSATION_ITEM_CREATE, text=TextContent(text="Hello"))
-
-    # Call the send method
     await openai_realtime_base.send(text_event)
-
-    # Assert _send was called correctly
     openai_realtime_base._send.assert_awaited_once()
 
 
-@pytest.mark.asyncio
 async def test_update_session_with_no_kernel():
     """Test update_session without kernel argument provided and with PromptExecutionSettings."""
 
@@ -728,8 +717,6 @@ async def test_update_session_with_no_kernel():
     assert base._current_settings is mock_settings
 
 
-# remove ?
-@pytest.mark.asyncio
 async def test_update_session_with_kernel(openai_realtime_base):
     """Test update_session updates with kernel and PromptExecutionSettings."""
     with patch(
@@ -748,8 +735,6 @@ async def test_update_session_with_kernel(openai_realtime_base):
         )
 
 
-# remove
-@pytest.mark.asyncio
 async def test_handle_audio_transcript_delta(openai_realtime_base, prepare_event):
     """Test to ensure audio transcript delta is handled correctly."""
 
@@ -770,7 +755,6 @@ async def test_handle_audio_transcript_delta(openai_realtime_base, prepare_event
         assert event.event_type == "text"
 
 
-@pytest.mark.asyncio
 async def test_handle_unknown_event_type(prepare_event):
     """Test handling of an unknown/unexpected event type."""
 
@@ -787,7 +771,6 @@ async def test_handle_unknown_event_type(prepare_event):
         )
 
 
-@pytest.mark.asyncio
 async def test_close_session(openai_realtime_base):
     """Test session close functionality."""
     # Mock close method of peer connection and data channel
@@ -833,54 +816,66 @@ def mocked_open_ai_realtime_webrtc(mocked_audio_track, mocked_audio_output_callb
         )
 
 
-# @pytest.mark.asyncio
-# async def test_create_session_initializes_peer_connection(mocked_open_ai_realtime_webrtc, mocked_audio_track):
-#     """Test the create_session method to ensure peer connection initializes correctly."""
-#     mocked_open_ai_realtime_webrtc._get_ephemeral_token = AsyncMock(return_value="fake-token")
-#     mocked_open_ai_realtime_webrtc.client = AsyncMock(spec=AsyncOpenAI)
-#     mocked_open_ai_realtime_webrtc.client.api_key = "fake-api-key"
-#     mocked_open_ai_realtime_webrtc.client.beta = AsyncMock()
-#     mocked_open_ai_realtime_webrtc.client.beta.realtime = AsyncMock()
-#     mocked_open_ai_realtime_webrtc.client.beta.realtime._client = AsyncMock()
-#     mocked_open_ai_realtime_webrtc.client.beta.realtime._client.base_url = "https://api.openai.com"
-
-#     mock_response = AsyncMock()
-#     mock_response.status = 200  # Simulate a successful response
-#     mock_response.text = AsyncMock(
-#         return_value='{"sdp": "v=0\no=- 0 0 IN IP4 127.0.0.1\ns=-\nt=0 0\nm=audio 9 UDP/TLS/RTP/SAVPF 111\n'
-#         "a=rtcp-mux\n"
-#         "a=sendrecv\n"
-#         "a=ice-ufrag:abcd1234\n"
-#         "a=ice-pwd:efgh5678\n"
-#         "a=setup:active\n"
-#         '", "type": "answer"}'
-#     )
-
-#     # Mock ClientSession.post correctly
-#     async def mock_post(url, headers, json):
-#         print(f"Mock received request to: {url}")  # Debugging
-#         expected_url = "https://api.openai.com/v1/realtime/sessions"  # Try with /v1
-#         if url == expected_url:
-#             return mock_response
-#         raise Exception(f"Unexpected URL: {url}")  # Will help catch URL mismatches
-
-#     # Mock the entire ClientSession
-#     mock_session = AsyncMock()
-#     mock_session.post = AsyncMock(side_effect=mock_post)
-
-#     with patch("aiohttp.ClientSession", return_value=mock_session):
-#         # Act
-#         await mocked_open_ai_realtime_webrtc.create_session()
-
-#         # Assert that the correct API endpoint was called
-#         mock_session.post.assert_called_with(
-#             "https://api.openai.com/realtime/sessions",
-#             headers={"Authorization": "Bearer fake-api-key", "Content-Type": "application/json"},
-#             json={"model": "gpt-4o-realtime-preview", "voice": "echo"},
-#         )
-
-
-@pytest.mark.asyncio
+@patch("aiohttp.ClientSession.post")
+async def test_create_session_initializes_peer_connection(mock_post, mocked_open_ai_realtime_webrtc):
+    """Test the create_session method to ensure peer connection initializes correctly."""
+
+    mock_post.return_value.__aenter__.return_value.text = AsyncMock(
+        return_value=(
+            "v=0\r\n"
+            "o=- 3952301147 3952301147 IN IP4 0.0.0.0\r\n"
+            "s=-\r\n"
+            "t=0 0\r\n"
+            "a=group:BUNDLE 0 1\r\n"
+            "a=msid-semantic:WMS *\r\n"
+            "m=audio 9 UDP/TLS/RTP/SAVPF 96 0 8\r\n"
+            "c=IN IP4 0.0.0.0\r\n"
+            "a=sendrecv\r\n"
+            "a=extmap:1 urn:ietf:params:rtp-hdrext:sdes:mid\r\n"
+            "a=extmap:2 urn:ietf:params:rtp-hdrext:ssrc-audio-level\r\n"
+            "a=mid:0\r\n"
+            "a=msid:cb09f50e-e695-4288-8d75-cb65cdbc1416 <MagicMock name='AudioStreamTrack.id' id='13114266080'>\r\n"
+            "a=rtcp:9 IN IP4 0.0.0.0\r\n"
+            "a=rtcp-mux\r\n"
+            "a=ssrc:1360920249 cname:bc7cf41e-0974-42a4-a47f-a7b3d7f19370\r\n"
+            "a=rtpmap:96 opus/48000/2\r\n"
+            "a=rtpmap:0 PCMU/8000\r\n"
+            "a=rtpmap:8 PCMA/8000\r\n"
+            "a=ice-ufrag:LZOR\r\n"
+            "a=ice-pwd:puTRy8Rdc9btpLEGh8pQ40\r\n"
+            "a=fingerprint:sha-256 9C:E7:82:2E:D0:82:56:ED:EE:45:41:8B:6D:55:01:F2:67:48:C4:51:D1:2C:E8:55:F7:21:0B:85:E2:39:32:63"
+            "\r\n"
+            "a=fingerprint:sha-384 C3:96:0F:4C:2F:92:53:8D:37:AB:4E:B7:E1:A4:CF:DE:2E:88:45:8E:EC:0D:67:CA:36:7F:CA:AC:CF:77:"
+            "70:69:71:8F:1D:86:58:71:A4:3D:2E:01:61:E9:55:87:61:F9\r\n"
+            "a=fingerprint:sha-512 59:C9:62:0B:A9:6A:A2:51:1B:D4:FD:64:AA:EB:F0:4B:F0:3B:A9:63:1E:CF:...\r\n"
+            "a=setup:active\r\n"
+            "m=application 9 DTLS/SCTP 5000\r\n"
+            "c=IN IP4 0.0.0.0\r\n"
+            "a=mid:1\r\n"
+            "a=sctpmap:5000 webrtc-datachannel 65535\r\n"
+            "a=max-message-size:65536\r\n"
+            "a=ice-ufrag:X8yT\r\n"
+            "a=ice-pwd:9XkLRk2g1mLvKPscP8J4hY\r\n"
+            "a=fingerprint:sha-256 9C:E7:82:2E:D0:82:56:ED:EE:45:41:8B:6D:55:01:F2:67:48:C4:51:D1:2C:E8:55:F7:21:0B:85:E2:39:32:63\r\n"
+            "a=setup:active\r\n"
+        )
+    )
+
+    mock_post.return_value.__aenter__.return_value.status = 200
+
+    mocked_open_ai_realtime_webrtc._get_ephemeral_token = AsyncMock(return_value="fake-token")
+    mocked_open_ai_realtime_webrtc.client = AsyncMock(spec=AsyncOpenAI)
+    mocked_open_ai_realtime_webrtc.client.api_key = "fake-api-key"
+    mocked_open_ai_realtime_webrtc.client.beta = AsyncMock()
+    mocked_open_ai_realtime_webrtc.client.beta.realtime = AsyncMock()
+    mocked_open_ai_realtime_webrtc.client.beta.realtime._client = AsyncMock()
+    mocked_open_ai_realtime_webrtc.client.beta.realtime._client.base_url = "https://api.openai.com"
+
+    await mocked_open_ai_realtime_webrtc.create_session()
+    assert mocked_open_ai_realtime_webrtc.peer_connection is not None
+    assert mocked_open_ai_realtime_webrtc.data_channel is not None
+
+
 async def test_create_session_fails_without_audio_track(mocked_audio_output_callback):
     """Test the create_session method raises an exception when audio track is uninitialized."""
     async_openai_mock = AsyncMock(spec=AsyncOpenAI)
@@ -896,7 +891,6 @@ async def test_create_session_fails_without_audio_track(mocked_audio_output_call
         await webrtc_instance.create_session()
 
 
-@pytest.mark.asyncio
 async def test_receive_yields_realtime_events(mocked_open_ai_realtime_webrtc, mocked_audio_output_callback):
     """Ensure the receive function properly yields RealtimeEvents."""
     mocked_realtime_event = AsyncMock(ndarray)
@@ -908,7 +902,6 @@ async def test_receive_yields_realtime_events(mocked_open_ai_realtime_webrtc, mo
     assert event is mocked_realtime_event
 
 
-@pytest.mark.asyncio
 async def test_close_session_terminates_connections(mocked_open_ai_realtime_webrtc):
     """Test that close_session properly closes peer connection and data channel."""
     mocked_open_ai_realtime_webrtc.peer_connection = AsyncMock(spec=RTCPeerConnection)

From 1f32149d21a39c363834ba909ffc788a2b4c4cd2 Mon Sep 17 00:00:00 2001
From: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>
Date: Mon, 31 Mar 2025 11:28:01 -0600
Subject: [PATCH 06/20] fix pre-commit errors

---
 .../open_ai/services/test_openai_realtime.py   | 18 +++++++++++-------
 1 file changed, 11 insertions(+), 7 deletions(-)

diff --git a/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py b/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py
index 56f7eae2aab9..516e4668a423 100644
--- a/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py
+++ b/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py
@@ -834,7 +834,8 @@ async def test_create_session_initializes_peer_connection(mock_post, mocked_open
             "a=extmap:1 urn:ietf:params:rtp-hdrext:sdes:mid\r\n"
             "a=extmap:2 urn:ietf:params:rtp-hdrext:ssrc-audio-level\r\n"
             "a=mid:0\r\n"
-            "a=msid:cb09f50e-e695-4288-8d75-cb65cdbc1416 <MagicMock name='AudioStreamTrack.id' id='13114266080'>\r\n"
+            "a=msid:cb09f50e-e695-4288-8d75-cb65cdbc1416 "
+            "<MagicMock name='AudioStreamTrack.id' id='13114266080'>\r\n"
             "a=rtcp:9 IN IP4 0.0.0.0\r\n"
             "a=rtcp-mux\r\n"
             "a=ssrc:1360920249 cname:bc7cf41e-0974-42a4-a47f-a7b3d7f19370\r\n"
@@ -843,11 +844,13 @@ async def test_create_session_initializes_peer_connection(mock_post, mocked_open
             "a=rtpmap:8 PCMA/8000\r\n"
             "a=ice-ufrag:LZOR\r\n"
             "a=ice-pwd:puTRy8Rdc9btpLEGh8pQ40\r\n"
-            "a=fingerprint:sha-256 9C:E7:82:2E:D0:82:56:ED:EE:45:41:8B:6D:55:01:F2:67:48:C4:51:D1:2C:E8:55:F7:21:0B:85:E2:39:32:63"
-            "\r\n"
-            "a=fingerprint:sha-384 C3:96:0F:4C:2F:92:53:8D:37:AB:4E:B7:E1:A4:CF:DE:2E:88:45:8E:EC:0D:67:CA:36:7F:CA:AC:CF:77:"
-            "70:69:71:8F:1D:86:58:71:A4:3D:2E:01:61:E9:55:87:61:F9\r\n"
-            "a=fingerprint:sha-512 59:C9:62:0B:A9:6A:A2:51:1B:D4:FD:64:AA:EB:F0:4B:F0:3B:A9:63:1E:CF:...\r\n"
+            "a=fingerprint:sha-256 "
+            "9C:E7:82:2E:D0:82:56:ED:EE:45:41:8B:6D:55:01:F2:67:48:C4:51:D1:2C:E8:55:F7:21:0B:85:E2:39:32:63\r\n"
+            "a=fingerprint:sha-384 "
+            "C3:96:0F:4C:2F:92:53:8D:37:AB:4E:B7:E1:A4:CF:DE:2E:88:45:8E:EC:0D:67:CA:36:7F:CA:AC:CF:77:70:69:71:8F:1D:86:"
+            "58:71:A4:3D:2E:01:61:E9:55:87:61:F9\r\n"
+            "a=fingerprint:sha-512 "
+            "59:C9:62:0B:A9:6A:A2:51:1B:D4:FD:64:AA:EB:F0:4B:F0:3B:A9:63:1E:CF:...\r\n"
             "a=setup:active\r\n"
             "m=application 9 DTLS/SCTP 5000\r\n"
             "c=IN IP4 0.0.0.0\r\n"
@@ -856,7 +859,8 @@ async def test_create_session_initializes_peer_connection(mock_post, mocked_open
             "a=max-message-size:65536\r\n"
             "a=ice-ufrag:X8yT\r\n"
             "a=ice-pwd:9XkLRk2g1mLvKPscP8J4hY\r\n"
-            "a=fingerprint:sha-256 9C:E7:82:2E:D0:82:56:ED:EE:45:41:8B:6D:55:01:F2:67:48:C4:51:D1:2C:E8:55:F7:21:0B:85:E2:39:32:63\r\n"
+            "a=fingerprint:sha-256 "
+            "9C:E7:82:2E:D0:82:56:ED:EE:45:41:8B:6D:55:01:F2:67:48:C4:51:D1:2C:E8:55:F7:21:0B:85:E2:39:32:63\r\n"
             "a=setup:active\r\n"
         )
     )

From ef1f0dbb2b045d62ac2a600c6b98f508dc888b60 Mon Sep 17 00:00:00 2001
From: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>
Date: Mon, 31 Mar 2025 12:48:19 -0600
Subject: [PATCH 07/20] fix pre-commit errors

---
 .vscode/settings.json        | 18 +++++++++++++-----
 python/.vscode/settings.json |  5 +++++
 2 files changed, 18 insertions(+), 5 deletions(-)

diff --git a/.vscode/settings.json b/.vscode/settings.json
index 8be83c425f2f..efa63728ec8a 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -1,6 +1,8 @@
 {
   "prettier.enable": true,
-  "css.lint.validProperties": ["composes"],
+  "css.lint.validProperties": [
+    "composes"
+  ],
   "editor.formatOnType": true,
   "editor.formatOnSave": true,
   "editor.formatOnPaste": true,
@@ -13,9 +15,13 @@
   "editor.bracketPairColorization.enabled": true,
   "editor.guides.bracketPairs": "active",
   "python.formatting.provider": "autopep8",
-  "python.formatting.autopep8Args": ["--max-line-length=120"],
+  "python.formatting.autopep8Args": [
+    "--max-line-length=120"
+  ],
   "notebook.output.textLineLimit": 500,
-  "python.analysis.extraPaths": ["./python/src"],
+  "python.analysis.extraPaths": [
+    "./python/src"
+  ],
   "javascript.updateImportsOnFileMove.enabled": "always",
   "search.exclude": {
     "**/node_modules": true,
@@ -93,7 +99,9 @@
   "java.debug.settings.onBuildFailureProceed": true,
   "java.compile.nullAnalysis.mode": "disabled",
   "dotnet.defaultSolution": "dotnet\\SK-dotnet.sln",
-  "python.testing.pytestArgs": ["python/tests"],
+  "python.testing.pytestArgs": [
+    "python/tests"
+  ],
   "python.testing.unittestEnabled": false,
   "python.testing.pytestEnabled": true
-}
+}
\ No newline at end of file
diff --git a/python/.vscode/settings.json b/python/.vscode/settings.json
index 9d465bfc9a7a..47e22f4ee2e3 100644
--- a/python/.vscode/settings.json
+++ b/python/.vscode/settings.json
@@ -29,4 +29,9 @@
     "python.analysis.extraPaths": [
         "${workspaceFolder}/samples/learn_resources"
     ],
+    "python.testing.pytestArgs": [
+		"tests"
+	],
+	"python.testing.unittestEnabled": false,
+	"python.testing.pytestEnabled": true
 }
\ No newline at end of file

From 78f5d6bdd39170754a04669bca6f082253805207 Mon Sep 17 00:00:00 2001
From: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>
Date: Mon, 31 Mar 2025 12:48:47 -0600
Subject: [PATCH 08/20] fix pre-commit errors

---
 python/uv.lock | 1700 +++++++++++++++++++++++-------------------------
 1 file changed, 809 insertions(+), 891 deletions(-)

diff --git a/python/uv.lock b/python/uv.lock
index 9dba077a3172..920651631c8f 100644
--- a/python/uv.lock
+++ b/python/uv.lock
@@ -5,18 +5,18 @@ resolution-markers = [
     "python_full_version < '3.11' and sys_platform == 'darwin'",
     "python_full_version == '3.11.*' and sys_platform == 'darwin'",
     "python_full_version == '3.12.*' and sys_platform == 'darwin'",
-    "python_full_version >= '4.0' and sys_platform == 'darwin'",
     "python_full_version >= '3.13' and python_full_version < '4.0' and sys_platform == 'darwin'",
+    "python_full_version >= '4.0' and sys_platform == 'darwin'",
     "python_full_version < '3.11' and sys_platform == 'linux'",
     "python_full_version == '3.11.*' and sys_platform == 'linux'",
     "python_full_version == '3.12.*' and sys_platform == 'linux'",
-    "python_full_version >= '4.0' and sys_platform == 'linux'",
     "python_full_version >= '3.13' and python_full_version < '4.0' and sys_platform == 'linux'",
+    "python_full_version >= '4.0' and sys_platform == 'linux'",
     "python_full_version < '3.11' and sys_platform == 'win32'",
     "python_full_version == '3.11.*' and sys_platform == 'win32'",
     "python_full_version == '3.12.*' and sys_platform == 'win32'",
-    "python_full_version >= '4.0' and sys_platform == 'win32'",
     "python_full_version >= '3.13' and python_full_version < '4.0' and sys_platform == 'win32'",
+    "python_full_version >= '4.0' and sys_platform == 'win32'",
 ]
 supported-markers = [
     "sys_platform == 'darwin'",
@@ -26,7 +26,7 @@ supported-markers = [
 
 [[package]]
 name = "accelerate"
-version = "1.4.0"
+version = "1.5.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "huggingface-hub", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
@@ -37,23 +37,23 @@ dependencies = [
     { name = "safetensors", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
     { name = "torch", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/8f/02/24a4c4edb9cf0f1e0bc32bb6829e2138f1cc201442e7a24f0daf93b8a15a/accelerate-1.4.0.tar.gz", hash = "sha256:37d413e1b64cb8681ccd2908ae211cf73e13e6e636a2f598a96eccaa538773a5", size = 348745 }
+sdist = { url = "https://files.pythonhosted.org/packages/a9/4c/a61132924da12cef62a88c04b5825246ab83dcc1bae6291d098cfcb0b72d/accelerate-1.5.2.tar.gz", hash = "sha256:a1cf39473edc0e42772a9d9a18c9eb1ce8ffd9e1719dc0ab80670f5c1fd4dc43", size = 352341 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/0a/f6/791b9d7eb371a2f385da3b7f1769ced72ead7bf09744637ea2985c83d7ee/accelerate-1.4.0-py3-none-any.whl", hash = "sha256:f6e1e7dfaf9d799a20a1dc45efbf4b1546163eac133faa5acd0d89177c896e55", size = 342129 },
+    { url = "https://files.pythonhosted.org/packages/70/83/167d4b638bb758a966828eb8d23c5e7047825edfdf768ff5f4fb01440063/accelerate-1.5.2-py3-none-any.whl", hash = "sha256:68a3b272f6a6ffebb457bdc138581a2bf52efad6a5e0214dc46675f3edd98792", size = 345146 },
 ]
 
 [[package]]
 name = "aiohappyeyeballs"
-version = "2.4.8"
+version = "2.6.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/de/7c/79a15272e88d2563c9d63599fa59f05778975f35b255bf8f90c8b12b4ada/aiohappyeyeballs-2.4.8.tar.gz", hash = "sha256:19728772cb12263077982d2f55453babd8bec6a052a926cd5c0c42796da8bf62", size = 22337 }
+sdist = { url = "https://files.pythonhosted.org/packages/26/30/f84a107a9c4331c14b2b586036f40965c128aa4fee4dda5d3d51cb14ad54/aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558", size = 22760 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/52/0e/b187e2bb3eeb2644515109657c4474d65a84e7123de249bf1e8467d04a65/aiohappyeyeballs-2.4.8-py3-none-any.whl", hash = "sha256:6cac4f5dd6e34a9644e69cf9021ef679e4394f54e58a183056d12009e42ea9e3", size = 15005 },
+    { url = "https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8", size = 15265 },
 ]
 
 [[package]]
 name = "aiohttp"
-version = "3.11.13"
+version = "3.11.14"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohappyeyeballs", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
@@ -65,72 +65,72 @@ dependencies = [
     { name = "propcache", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
     { name = "yarl", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
 ]
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-wheels = [
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From 8c4d3e5203aa2127be4fecb38fba8240b5a627d1 Mon Sep 17 00:00:00 2001
From: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>
Date: Mon, 31 Mar 2025 20:56:44 -0600
Subject: [PATCH 09/20] pre-commit

---
 python/uv.lock | 10 ++++++----
 1 file changed, 6 insertions(+), 4 deletions(-)

diff --git a/python/uv.lock b/python/uv.lock
index 8c92c628df76..86ccb08b48d4 100644
--- a/python/uv.lock
+++ b/python/uv.lock
@@ -1,4 +1,5 @@
 version = 1
+revision = 1
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     { name = "typing-extensions", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/bf/e4/ab73a6dcf77d5ac0d245c5dd506e4494ad80fdb49193b1ea4c930708b1e9/google_cloud_aiplatform-1.83.0.tar.gz", hash = "sha256:cda870c2cce1682ef006f8b87f18cfa8927ff9daf3944aa4ff01f8e552e89928", size = 8756256 }
+sdist = { url = "https://files.pythonhosted.org/packages/36/44/395e85e58d6cc266213f5679f785b78eedca8b4d257048da19fa56b1e18b/google_cloud_aiplatform-1.85.0.tar.gz", hash = "sha256:8f4845f02c0fe77903342d250c7522f870333e2f9738ccd197c8e7cc3e95f11d", size = 8773739 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/c3/a7/440d4d1cac03e6cde2f432bc78e0b109b732d4d0b58e6ae5dda9666af423/google_cloud_aiplatform-1.83.0-py2.py3-none-any.whl", hash = "sha256:fa33932af5d88ccf42f901f6ffdf8abee87f6db82ea17df713062dd41707a154", size = 7311467 },
+    { url = "https://files.pythonhosted.org/packages/7c/7b/b308cdc8d6cc58acc656c7e9d4eb753992b277b29d885ab1c39d3f14c650/google_cloud_aiplatform-1.85.0-py3-none-any.whl", hash = "sha256:5064519a81aa355bcba708795c0b122b08af90612eec1b2a3b892dbdb98a81b4", size = 7334994 },
 ]
 
 [[package]]
@@ -5282,7 +5283,7 @@ requires-dist = [
     { name = "defusedxml", specifier = "~=0.7" },
     { name = "faiss-cpu", marker = "extra == 'faiss'", specifier = ">=1.10.0" },
     { name = "flask-dapr", marker = "extra == 'dapr'", specifier = ">=1.14.0" },
-    { name = "google-cloud-aiplatform", marker = "extra == 'google'", specifier = "==1.83.0" },
+    { name = "google-cloud-aiplatform", marker = "extra == 'google'", specifier = "==1.85.0" },
     { name = "google-generativeai", marker = "extra == 'google'", specifier = "~=0.8" },
     { name = "ipykernel", marker = "extra == 'notebooks'", specifier = "~=6.29" },
     { name = "jinja2", specifier = "~=3.1" },
@@ -5322,6 +5323,7 @@ requires-dist = [
     { name = "websockets", specifier = ">=13,<16" },
     { name = "websockets", marker = "extra == 'realtime'", specifier = ">=13,<16" },
 ]
+provides-extras = ["anthropic", "autogen", "aws", "azure", "chroma", "dapr", "faiss", "google", "hugging-face", "milvus", "mistralai", "mongo", "notebooks", "ollama", "onnx", "pandas", "pinecone", "postgres", "qdrant", "realtime", "redis", "usearch", "weaviate"]
 
 [package.metadata.requires-dev]
 dev = [

From 61e04ed6d4a673855ec859351c7311e842e0a0c2 Mon Sep 17 00:00:00 2001
From: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>
Date: Mon, 31 Mar 2025 21:00:24 -0600
Subject: [PATCH 10/20] pre-commit

---
 .../unit/connectors/ai/open_ai/services/test_openai_realtime.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py b/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py
index 516e4668a423..167696212627 100644
--- a/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py
+++ b/python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py
@@ -901,7 +901,7 @@ async def test_receive_yields_realtime_events(mocked_open_ai_realtime_webrtc, mo
     mocked_open_ai_realtime_webrtc._receive_buffer.put_nowait(mocked_realtime_event)
 
     event_generator = mocked_open_ai_realtime_webrtc.receive(mocked_audio_output_callback)
-    event = await event_generator.asend(None)  # Trigger the coroutine and receive an event
+    event = await event_generator.asend(None)  # noqa: TYPO_IGNORE
 
     assert event is mocked_realtime_event
 

From e49a62ab1a0cce56d4485f5db9ab8988bb246ad3 Mon Sep 17 00:00:00 2001
From: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>
Date: Mon, 31 Mar 2025 21:02:59 -0600
Subject: [PATCH 11/20] pre-commit

---
 .github/_typos.toml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/_typos.toml b/.github/_typos.toml
index 74279ff55fe6..aaba7f3b7291 100644
--- a/.github/_typos.toml
+++ b/.github/_typos.toml
@@ -43,6 +43,7 @@ ist = "ist"               # German language
 dall = "dall"             # OpenAI model name
 pn = "pn"                 # Kiota parameter
 nin = "nin"               # MongoDB "not in" operator
+asend = "asend"           # Async generator method
 
 [default.extend-identifiers]
 ags = "ags" # Azure Graph Service

From aa2ac64ee627d4f025443ffea44b956dcbc66ecd Mon Sep 17 00:00:00 2001
From: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>
Date: Wed, 2 Apr 2025 12:06:30 -0600
Subject: [PATCH 12/20] revert to original version

---
 .vscode/settings.json        | 18 +++++-------------
 python/.vscode/settings.json |  5 -----
 2 files changed, 5 insertions(+), 18 deletions(-)

diff --git a/.vscode/settings.json b/.vscode/settings.json
index efa63728ec8a..8be83c425f2f 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -1,8 +1,6 @@
 {
   "prettier.enable": true,
-  "css.lint.validProperties": [
-    "composes"
-  ],
+  "css.lint.validProperties": ["composes"],
   "editor.formatOnType": true,
   "editor.formatOnSave": true,
   "editor.formatOnPaste": true,
@@ -15,13 +13,9 @@
   "editor.bracketPairColorization.enabled": true,
   "editor.guides.bracketPairs": "active",
   "python.formatting.provider": "autopep8",
-  "python.formatting.autopep8Args": [
-    "--max-line-length=120"
-  ],
+  "python.formatting.autopep8Args": ["--max-line-length=120"],
   "notebook.output.textLineLimit": 500,
-  "python.analysis.extraPaths": [
-    "./python/src"
-  ],
+  "python.analysis.extraPaths": ["./python/src"],
   "javascript.updateImportsOnFileMove.enabled": "always",
   "search.exclude": {
     "**/node_modules": true,
@@ -99,9 +93,7 @@
   "java.debug.settings.onBuildFailureProceed": true,
   "java.compile.nullAnalysis.mode": "disabled",
   "dotnet.defaultSolution": "dotnet\\SK-dotnet.sln",
-  "python.testing.pytestArgs": [
-    "python/tests"
-  ],
+  "python.testing.pytestArgs": ["python/tests"],
   "python.testing.unittestEnabled": false,
   "python.testing.pytestEnabled": true
-}
\ No newline at end of file
+}
diff --git a/python/.vscode/settings.json b/python/.vscode/settings.json
index 47e22f4ee2e3..9d465bfc9a7a 100644
--- a/python/.vscode/settings.json
+++ b/python/.vscode/settings.json
@@ -29,9 +29,4 @@
     "python.analysis.extraPaths": [
         "${workspaceFolder}/samples/learn_resources"
     ],
-    "python.testing.pytestArgs": [
-		"tests"
-	],
-	"python.testing.unittestEnabled": false,
-	"python.testing.pytestEnabled": true
 }
\ No newline at end of file

From fb17b30ab46896f4e83d6c2939368808a15e2bd4 Mon Sep 17 00:00:00 2001
From: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>
Date: Thu, 3 Apr 2025 17:58:03 -0600
Subject: [PATCH 13/20] feedback implemented

---
 .../services/test_ollama_chat_completion.py   | 108 +-----------------
 python/uv.lock                                |  12 +-
 2 files changed, 7 insertions(+), 113 deletions(-)

diff --git a/python/tests/unit/connectors/ai/ollama/services/test_ollama_chat_completion.py b/python/tests/unit/connectors/ai/ollama/services/test_ollama_chat_completion.py
index 0d206faab6ef..77daee4f8108 100644
--- a/python/tests/unit/connectors/ai/ollama/services/test_ollama_chat_completion.py
+++ b/python/tests/unit/connectors/ai/ollama/services/test_ollama_chat_completion.py
@@ -4,13 +4,12 @@
 
 import httpx
 import pytest
-from ollama import AsyncClient, ChatResponse, Message
+from ollama import AsyncClient
 
 from semantic_kernel.connectors.ai.function_choice_behavior import FunctionChoiceBehavior
 from semantic_kernel.connectors.ai.ollama.ollama_prompt_execution_settings import OllamaChatPromptExecutionSettings
 from semantic_kernel.connectors.ai.ollama.services.ollama_chat_completion import OllamaChatCompletion
 from semantic_kernel.contents.chat_history import ChatHistory
-from semantic_kernel.contents.chat_message_content import ChatMessageContent
 from semantic_kernel.exceptions.service_exceptions import (
     ServiceInitializationError,
     ServiceInvalidExecutionSettingsError,
@@ -234,70 +233,6 @@ async def test_streaming_chat_completion_wrong_return_type(
             pass
 
 
-@pytest.fixture
-async def ollama_chat_completion(model_id):
-    with patch(
-        "ollama.AsyncClient",
-        spec=AsyncClient,
-    ) as mock_client:
-        mock_client.return_value = AsyncMock(spec=AsyncClient)
-        yield OllamaChatCompletion(client=mock_client, ai_model_id=model_id)
-
-
-def test_initialization_failure():
-    """Test initialization with missing chat model id raises an error."""
-    with patch(
-        "semantic_kernel.connectors.ai.ollama.ollama_settings.OllamaSettings.create",
-        side_effect=ServiceInitializationError,
-    ) as mock_create:
-        with pytest.raises(ServiceInitializationError):
-            OllamaChatCompletion(ai_model_id=None)
-
-        mock_create.assert_called_once()
-
-
-async def test_service_url_returns_default_value_without_client(
-    model_id,
-):
-    """Test the service_url method returns default value when client has no base_url."""
-    chat_service = OllamaChatCompletion(ai_model_id=model_id, client=None)
-    assert chat_service.service_url() == "http://127.0.0.1:11434"
-
-
-async def test_get_prompt_execution_settings_class(ollama_chat_completion):
-    """Test getting the correct prompt execution settings class."""
-    assert ollama_chat_completion.get_prompt_execution_settings_class() is OllamaChatPromptExecutionSettings
-
-
-async def test_inner_get_chat_message_contents_valid(ollama_chat_completion):
-    """Test _inner_get_chat_message_contents with valid response."""
-    valid_message = Message(content="Valid content", role="user")
-    valid_response = ChatResponse(message=valid_message)
-    ollama_chat_completion.client.chat = AsyncMock(return_value=valid_response)
-
-    chat_history = ChatHistory(messages=[])
-    settings = OllamaChatPromptExecutionSettings()
-
-    result = await ollama_chat_completion._inner_get_chat_message_contents(chat_history, settings)
-
-    assert len(result) == 1
-    assert isinstance(result[0], ChatMessageContent)
-    assert result[0].items[0].text == "Valid content"
-
-
-async def test_inner_get_chat_message_contents_invalid_response(ollama_chat_completion):
-    """Test _inner_get_chat_message_contents raises error on invalid response types."""
-    invalid_response = MagicMock()
-    invalid_response.message.content = None
-    ollama_chat_completion.client.chat.return_value = invalid_response
-
-    chat_history = ChatHistory(messages=[])
-    settings = OllamaChatPromptExecutionSettings()
-
-    with pytest.raises(ServiceInvalidResponseError):
-        await ollama_chat_completion._inner_get_chat_message_contents(chat_history, settings)
-
-
 @pytest.fixture
 async def setup_ollama_chat_completion():
     async_client_mock = AsyncMock(spec=AsyncClient)
@@ -308,10 +243,6 @@ async def setup_ollama_chat_completion():
     return ollama_chat_completion, async_client_mock
 
 
-async def test_ollama_chat_completion_initialization(setup_ollama_chat_completion):
-    _, _ = setup_ollama_chat_completion  # Ensure no exceptions were raised in initialization
-
-
 async def test_service_url_new(setup_ollama_chat_completion):
     ollama_chat_completion, async_client_mock = setup_ollama_chat_completion
     # Mock the client's internal structure
@@ -322,43 +253,6 @@ async def test_service_url_new(setup_ollama_chat_completion):
     assert service_url == "http://mocked_base_url"
 
 
-async def test_get_prompt_execution_settings_class_new(setup_ollama_chat_completion):
-    ollama_chat_completion, _ = setup_ollama_chat_completion
-
-    assert ollama_chat_completion.get_prompt_execution_settings_class() == OllamaChatPromptExecutionSettings
-
-
-async def test_inner_get_chat_message_contents(setup_ollama_chat_completion):
-    ollama_chat_completion, async_client_mock = setup_ollama_chat_completion
-
-    async_client_mock.chat.return_value = MagicMock()
-    chat_history = MagicMock(spec=ChatHistory)
-    chat_history.messages = []
-
-    prompt_settings = OllamaChatPromptExecutionSettings()
-
-    with pytest.raises(ServiceInvalidResponseError):
-        await ollama_chat_completion._inner_get_chat_message_contents(chat_history, prompt_settings)
-
-
-async def test_inner_get_streaming_chat_message_contents_invalid_response(setup_ollama_chat_completion):
-    ollama_chat_completion, _ = setup_ollama_chat_completion
-    chat_history = MagicMock(spec=ChatHistory)
-    chat_history.messages = []
-    prompt_settings = OllamaChatPromptExecutionSettings()
-
-    with patch.object(
-        OllamaChatCompletion, "_inner_get_streaming_chat_message_contents", new_callable=MagicMock
-    ) as mocked_inner_stream:
-        mocked_inner_stream.side_effect = ServiceInvalidResponseError("Invalid streaming response")
-
-        with pytest.raises(ServiceInvalidResponseError, match="Invalid streaming response"):
-            async for _ in ollama_chat_completion._inner_get_streaming_chat_message_contents(
-                chat_history, prompt_settings, 0
-            ):
-                pass
-
-
 async def test_prepare_chat_history_for_request(setup_ollama_chat_completion):
     ollama_chat_completion, _ = setup_ollama_chat_completion
     chat_history = MagicMock(spec=ChatHistory)
diff --git a/python/uv.lock b/python/uv.lock
index 86ccb08b48d4..306613e99d2c 100644
--- a/python/uv.lock
+++ b/python/uv.lock
@@ -1485,7 +1485,7 @@ wheels = [
 
 [[package]]
 name = "google-cloud-aiplatform"
-version = "1.85.0"
+version = "1.86.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "docstring-parser", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
@@ -1501,9 +1501,9 @@ dependencies = [
     { name = "shapely", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
     { name = "typing-extensions", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/36/44/395e85e58d6cc266213f5679f785b78eedca8b4d257048da19fa56b1e18b/google_cloud_aiplatform-1.85.0.tar.gz", hash = "sha256:8f4845f02c0fe77903342d250c7522f870333e2f9738ccd197c8e7cc3e95f11d", size = 8773739 }
+sdist = { url = "https://files.pythonhosted.org/packages/56/78/a9fd14966ff5c44db1d36dd5db9c44513a106adafd2570d928589754d049/google_cloud_aiplatform-1.86.0.tar.gz", hash = "sha256:45fff84c75c6f66105efa1c6caf0ea87fddc85298c834ee38f4163cf793510c4", size = 8999957 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/7c/7b/b308cdc8d6cc58acc656c7e9d4eb753992b277b29d885ab1c39d3f14c650/google_cloud_aiplatform-1.85.0-py3-none-any.whl", hash = "sha256:5064519a81aa355bcba708795c0b122b08af90612eec1b2a3b892dbdb98a81b4", size = 7334994 },
+    { url = "https://files.pythonhosted.org/packages/e5/01/a204dce0e40e1bdfb7de7a28f9db56e9bdf738e31f3cdf89f8601171b76a/google_cloud_aiplatform-1.86.0-py2.py3-none-any.whl", hash = "sha256:fcd155a0e77fdc12a5c477af92fa0b7e8ea1b1d1fcece35ad07f160008dedc7e", size = 7519175 },
 ]
 
 [[package]]
@@ -5283,7 +5283,7 @@ requires-dist = [
     { name = "defusedxml", specifier = "~=0.7" },
     { name = "faiss-cpu", marker = "extra == 'faiss'", specifier = ">=1.10.0" },
     { name = "flask-dapr", marker = "extra == 'dapr'", specifier = ">=1.14.0" },
-    { name = "google-cloud-aiplatform", marker = "extra == 'google'", specifier = "==1.85.0" },
+    { name = "google-cloud-aiplatform", marker = "extra == 'google'", specifier = "==1.86.0" },
     { name = "google-generativeai", marker = "extra == 'google'", specifier = "~=0.8" },
     { name = "ipykernel", marker = "extra == 'notebooks'", specifier = "~=6.29" },
     { name = "jinja2", specifier = "~=3.1" },
@@ -5305,7 +5305,7 @@ requires-dist = [
     { name = "psycopg", extras = ["binary", "pool"], marker = "extra == 'postgres'", specifier = "~=3.2" },
     { name = "pyarrow", marker = "extra == 'usearch'", specifier = ">=12.0,<20.0" },
     { name = "pybars4", specifier = "~=0.9" },
-    { name = "pydantic", specifier = ">=2.0,!=2.10.0,!=2.10.1,!=2.10.2,!=2.10.3,<2.11" },
+    { name = "pydantic", specifier = ">=2.0,!=2.10.0,!=2.10.1,!=2.10.2,!=2.10.3,<2.12" },
     { name = "pydantic-settings", specifier = "~=2.0" },
     { name = "pymilvus", marker = "extra == 'milvus'", specifier = ">=2.3,<2.6" },
     { name = "pymongo", marker = "extra == 'mongo'", specifier = ">=4.8.0,<4.12" },
@@ -5313,7 +5313,7 @@ requires-dist = [
     { name = "redis", extras = ["hiredis"], marker = "extra == 'redis'", specifier = "~=5.0" },
     { name = "redisvl", marker = "extra == 'redis'", specifier = ">=0.3.6" },
     { name = "scipy", specifier = ">=1.15.1" },
-    { name = "sentence-transformers", marker = "extra == 'hugging-face'", specifier = ">=2.2,<4.0" },
+    { name = "sentence-transformers", marker = "extra == 'hugging-face'", specifier = ">=2.2,<5.0" },
     { name = "torch", marker = "extra == 'hugging-face'", specifier = "==2.6.0" },
     { name = "transformers", extras = ["torch"], marker = "extra == 'hugging-face'", specifier = "~=4.28" },
     { name = "types-redis", marker = "extra == 'redis'", specifier = "~=4.6.0.20240425" },

From 47f75864c0d027982a5b1b79173db5c26d88379d Mon Sep 17 00:00:00 2001
From: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>
Date: Thu, 3 Apr 2025 18:10:29 -0600
Subject: [PATCH 14/20] feedback implemented

---
 python/uv.lock | 207 +++++++++++++++++++++----------------------------
 1 file changed, 90 insertions(+), 117 deletions(-)

diff --git a/python/uv.lock b/python/uv.lock
index 1b80c18f6b41..265e69aa58b5 100644
--- a/python/uv.lock
+++ b/python/uv.lock
@@ -1,23 +1,7 @@
 version = 1
+revision = 1
 requires-python = ">=3.10"
 resolution-markers = [
-<<<<<<< HEAD
-    "python_full_version < '3.11' and sys_platform == 'darwin'",
-    "python_full_version == '3.11.*' and sys_platform == 'darwin'",
-    "python_full_version == '3.12.*' and sys_platform == 'darwin'",
-    "python_full_version >= '3.13' and python_full_version < '4.0' and sys_platform == 'darwin'",
-    "python_full_version >= '4.0' and sys_platform == 'darwin'",
-    "python_full_version < '3.11' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux'",
-    "python_full_version >= '3.13' and python_full_version < '4.0' and sys_platform == 'linux'",
-    "python_full_version >= '4.0' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and sys_platform == 'win32'",
-    "python_full_version == '3.11.*' and sys_platform == 'win32'",
-    "python_full_version == '3.12.*' and sys_platform == 'win32'",
-    "python_full_version >= '3.13' and python_full_version < '4.0' and sys_platform == 'win32'",
-    "python_full_version >= '4.0' and sys_platform == 'win32'",
-=======
     "python_full_version >= '4.0' and sys_platform == 'darwin'",
     "python_full_version >= '3.13' and python_full_version < '4.0' and sys_platform == 'darwin'",
     "python_full_version == '3.12.*' and sys_platform == 'darwin'",
@@ -33,7 +17,6 @@ resolution-markers = [
     "python_full_version == '3.12.*' and sys_platform == 'win32'",
     "python_full_version == '3.11.*' and sys_platform == 'win32'",
     "python_full_version < '3.11' and sys_platform == 'win32'",
->>>>>>> upstream/main
 ]
 supported-markers = [
     "sys_platform == 'darwin'",
@@ -394,16 +377,16 @@ wheels = [
 
 [[package]]
 name = "azure-core"
-version = "1.32.0"
+version = "1.33.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "requests", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
     { name = "six", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
     { name = "typing-extensions", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/cc/ee/668328306a9e963a5ad9f152cd98c7adad86c822729fd1d2a01613ad1e67/azure_core-1.32.0.tar.gz", hash = "sha256:22b3c35d6b2dae14990f6c1be2912bf23ffe50b220e708a28ab1bb92b1c730e5", size = 279128 }
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 version = "1.12.1"
 source = { registry = "https://pypi.org/simple" }
-<<<<<<< HEAD
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-    "python_full_version >= '4.0' and sys_platform == 'darwin'",
-    "python_full_version >= '3.13' and python_full_version < '4.0' and sys_platform == 'linux'",
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-    "python_full_version >= '4.0' and sys_platform == 'win32'",
-]
-=======
->>>>>>> upstream/main
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     { name = "grpcio-tools", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
@@ -5462,6 +5434,7 @@ requires-dist = [
     { name = "websockets", specifier = ">=13,<16" },
     { name = "websockets", marker = "extra == 'realtime'", specifier = ">=13,<16" },
 ]
+provides-extras = ["anthropic", "autogen", "aws", "azure", "chroma", "dapr", "faiss", "google", "hugging-face", "mcp", "milvus", "mistralai", "mongo", "notebooks", "ollama", "onnx", "pandas", "pinecone", "postgres", "qdrant", "realtime", "redis", "sql", "usearch", "weaviate"]
 
 [package.metadata.requires-dev]
 dev = [

From 0cbde4fdfbb210d76b43614a38bd21de951ff55d Mon Sep 17 00:00:00 2001
From: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>
Date: Tue, 8 Apr 2025 21:43:36 -0600
Subject: [PATCH 15/20] new tests progress

---
 ...test_azure_cosmos_db_mongodb_collection.py | 271 ++++++
 python/uv.lock                                | 838 +++++++++---------
 2 files changed, 710 insertions(+), 399 deletions(-)
 create mode 100644 python/tests/unit/connectors/memory/azure_cosmos_db/test_azure_cosmos_db_mongodb_collection.py

diff --git a/python/tests/unit/connectors/memory/azure_cosmos_db/test_azure_cosmos_db_mongodb_collection.py b/python/tests/unit/connectors/memory/azure_cosmos_db/test_azure_cosmos_db_mongodb_collection.py
new file mode 100644
index 000000000000..275637ff1085
--- /dev/null
+++ b/python/tests/unit/connectors/memory/azure_cosmos_db/test_azure_cosmos_db_mongodb_collection.py
@@ -0,0 +1,271 @@
+# Copyright (c) Microsoft. All rights reserved.
+
+from unittest.mock import AsyncMock, MagicMock, patch
+
+import pytest
+from pydantic import BaseModel, ValidationError
+from pydantic.errors import ErrorWrapper
+from pymongo import AsyncMongoClient
+
+import semantic_kernel.connectors.memory.azure_cosmos_db.azure_cosmos_db_mongodb_collection as cosmos_collection
+import semantic_kernel.connectors.memory.azure_cosmos_db.azure_cosmos_db_mongodb_settings as cosmos_settings
+from semantic_kernel.data.record_definition import (
+    VectorStoreRecordDataField,
+    VectorStoreRecordDefinition,
+    VectorStoreRecordKeyField,
+    VectorStoreRecordVectorField,
+)
+from semantic_kernel.exceptions import VectorStoreInitializationException
+
+
+class FakeDataModel:
+    """
+    A fake data model class to satisfy the "type" requirement for data_model_type.
+    """
+
+    pass
+
+
+async def test_constructor_with_mongo_client_provided() -> None:
+    """
+    Test the constructor of AzureCosmosDBforMongoDBCollection when a mongo_client
+    is directly provided. Expect that the class is successfully initialized
+    and doesn't attempt to manage the client.
+    """
+    mock_client = AsyncMock(spec=AsyncMongoClient)
+    collection_name = "test_collection"
+    fake_definition = VectorStoreRecordDefinition(
+        fields={
+            "id": VectorStoreRecordKeyField(),
+            "content": VectorStoreRecordDataField(),
+            "vector": VectorStoreRecordVectorField(),
+        }
+    )
+
+    collection = cosmos_collection.AzureCosmosDBforMongoDBCollection(
+        collection_name=collection_name,
+        data_model_type=FakeDataModel,
+        mongo_client=mock_client,
+        data_model_definition=fake_definition,
+    )
+
+    assert collection.mongo_client == mock_client
+    assert collection.collection_name == collection_name
+    assert not collection.managed_client, "Should not be managing client when provided"
+
+
+async def test_constructor_without_mongo_client_success() -> None:
+    """
+    Test the constructor of AzureCosmosDBforMongoDBCollection when a mongo_client
+    is not provided. Expect it to create settings and initialize an AsyncMongoClient.
+    """
+    mock_data_model_definition = VectorStoreRecordDefinition(
+        fields={
+            "id": VectorStoreRecordKeyField(),
+            "content": VectorStoreRecordDataField(),
+            "vector": VectorStoreRecordVectorField(),
+        }
+    )
+
+    fake_client = AsyncMock(name="fake_async_client", spec=AsyncMongoClient)
+
+    with (
+        patch.object(
+            cosmos_settings.AzureCosmosDBforMongoDBSettings,
+            "create",
+            return_value=AsyncMock(
+                connection_string=AsyncMock(get_secret_value=lambda: "mongodb://test"), database_name="test_db"
+            ),
+        ) as mock_settings_create,
+        patch(
+            "semantic_kernel.connectors.memory.azure_cosmos_db.azure_cosmos_db_mongodb_collection.AsyncMongoClient",
+            return_value=fake_client,
+            spec=AsyncMongoClient,
+        ) as mock_async_client,
+    ):
+        collection = cosmos_collection.AzureCosmosDBforMongoDBCollection(
+            collection_name="test_collection",
+            data_model_type=FakeDataModel,
+            data_model_definition=mock_data_model_definition,
+            connection_string="mongodb://test-env",
+            database_name="",
+        )
+
+    mock_settings_create.assert_called_once()
+    mock_async_client.assert_called_once()
+
+    created_client = mock_async_client.return_value
+
+    assert collection.mongo_client == created_client
+    assert collection.managed_client, "Should manage client when none is provided"
+    assert collection.database_name == "test_db"
+
+
+async def test_constructor_raises_exception_on_validation_error() -> None:
+    """
+    Test that the constructor raises VectorStoreInitializationException when
+    AzureCosmosDBforMongoDBSettings.create fails with ValidationError.
+    """
+
+    mock_data_model_definition = VectorStoreRecordDefinition(
+        fields={
+            "id": VectorStoreRecordKeyField(),
+            "content": VectorStoreRecordDataField(),
+            "vector": VectorStoreRecordVectorField(),
+        }
+    )
+
+    class DummyModel(BaseModel):
+        connection_string: str
+
+    errors = [
+        ErrorWrapper(
+            exc=ValueError("field required"),
+            loc=("connection_string",),
+            msg="field required",
+            type="missing",
+        )
+    ]
+
+    validation_error = ValidationError(errors, DummyModel)
+
+    with patch.object(
+        cosmos_settings.AzureCosmosDBforMongoDBSettings,
+        "create",
+        side_effect=validation_error,
+    ):
+        with pytest.raises(VectorStoreInitializationException) as exc_info:
+            cosmos_collection.AzureCosmosDBforMongoDBCollection(
+                collection_name="test_collection",
+                data_model_type=FakeDataModel,
+                data_model_definition=mock_data_model_definition,
+                connection_string="mongodb://test-env",
+                database_name="",
+            )
+        assert "Failed to create Azure CosmosDB for MongoDB settings." in str(exc_info.value)
+
+
+@pytest.mark.asyncio
+async def test_constructor_raises_exception_if_no_connection_string() -> None:
+    """
+    Ensure that a VectorStoreInitializationException is raised if the
+    AzureCosmosDBforMongoDBSettings.connection_string is None.
+    """
+    # Mock settings without a connection string
+    mock_settings = MagicMock()
+    type(mock_settings.connection_string).get_secret_value.return_value = None
+    mock_settings.database_name = "some_database"
+
+    with patch.object(cosmos_settings.AzureCosmosDBforMongoDBSettings, "create", return_value=mock_settings):
+        with pytest.raises(VectorStoreInitializationException) as exc_info:
+            cosmos_collection.AzureCosmosDBforMongoDBCollection(
+                collection_name="test_collection", data_model_type=FakeDataModel
+            )
+        assert "The Azure CosmosDB for MongoDB connection string is required." in str(exc_info.value)
+
+
+@pytest.mark.asyncio
+async def test_create_collection_calls_database_methods() -> None:
+    """
+    Test create_collection to verify that it first creates a collection, then
+    calls the appropriate command to create a vector index.
+    """
+    # Setup
+    mock_database = AsyncMock()
+    mock_database.create_collection = AsyncMock()
+    mock_database.command = AsyncMock()
+
+    mock_client = MagicMock()
+    mock_client.get_database = MagicMock(return_value=mock_database)
+
+    mock_data_model_definition = MagicMock()
+    # Simulate a data_model_definition with certain fields & vector_fields
+    mock_field = MagicMock()
+    type(mock_field).name = "test_field"
+    type(mock_field).is_filterable = True
+    type(mock_field).is_full_text_searchable = True
+
+    mock_vector_field = MagicMock()
+    type(mock_vector_field).dimensions = 128
+    type(mock_vector_field).name = "embedding"
+    type(mock_vector_field).distance_function = "Euclidean"
+    type(mock_vector_field).index_kind = "IVF"
+
+    mock_data_model_definition.fields = {"test_field": mock_field}
+    mock_data_model_definition.vector_fields = [mock_vector_field]
+
+    # Instantiate
+    collection = cosmos_collection.AzureCosmosDBforMongoDBCollection(
+        collection_name="test_collection",
+        data_model_type=FakeDataModel,
+        data_model_definition=mock_data_model_definition,
+        mongo_client=mock_client,
+        database_name="test_db",
+    )
+
+    # Act
+    await collection.create_collection(customArg="customValue")
+
+    # Assert
+    mock_database.create_collection.assert_awaited_once_with("test_collection", customArg="customValue")
+    mock_database.command.assert_awaited()
+    command_args = mock_database.command.call_args[0][0]
+
+    assert command_args["createIndexes"] == "test_collection"
+    assert len(command_args["indexes"]) == 2, "One for the data field, one for the vector field"
+    # Check the data field index
+    assert command_args["indexes"][0]["name"] == "test_field_"
+    # Check the vector field index creation
+    assert command_args["indexes"][1]["name"] == "embedding_"
+    assert command_args["indexes"][1]["key"] == {"embedding": "cosmosSearch"}
+    assert command_args["indexes"][1]["cosmosSearchOptions"]["kind"] == "vector-ivf"
+    assert command_args["indexes"][1]["cosmosSearchOptions"]["similarity"] is not None
+    assert command_args["indexes"][1]["cosmosSearchOptions"]["dimensions"] == 128
+
+
+@pytest.mark.asyncio
+async def test_context_manager_calls_aconnect_and_close_when_managed() -> None:
+    """
+    Test that the context manager in AzureCosmosDBforMongoDBCollection calls 'aconnect' and
+    'close' when the client is managed (i.e., created internally).
+    """
+    mock_client = AsyncMock()
+
+    with patch("pymongo.AsyncMongoClient", return_value=mock_client):
+        collection = cosmos_collection.AzureCosmosDBforMongoDBCollection(
+            collection_name="test_collection",
+            data_model_type=FakeDataModel,
+            connection_string="mongodb://fake",
+        )
+
+    # "__aenter__" should call 'aconnect'
+    async with collection as c:
+        mock_client.aconnect.assert_awaited_once()
+        assert c is collection
+
+    # "__aexit__" should call 'close' if managed
+    mock_client.close.assert_awaited_once()
+
+
+@pytest.mark.asyncio
+async def test_context_manager_does_not_close_when_not_managed() -> None:
+    """
+    Test that the context manager in AzureCosmosDBforMongoDBCollection does not call 'close'
+    when the client is not managed (i.e., provided externally).
+    """
+    external_client = AsyncMock()
+
+    collection = cosmos_collection.AzureCosmosDBforMongoDBCollection(
+        collection_name="test_collection",
+        data_model_type=FakeDataModel,
+        mongo_client=external_client,
+    )
+
+    # "__aenter__" scenario
+    async with collection as c:
+        # Should not call aconnect on external client by design.
+        external_client.aconnect.assert_not_awaited()
+        assert c is collection
+
+    # "__aexit__" should NOT call "close" when not managed
+    external_client.close.assert_not_awaited()
diff --git a/python/uv.lock b/python/uv.lock
index 265e69aa58b5..68698e957348 100644
--- a/python/uv.lock
+++ b/python/uv.lock
@@ -308,34 +308,45 @@ wheels = [
 
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 ]
 
 [[package]]

From c5e9eb1721325f5db9bde7dd71e7cc8f1dba46d2 Mon Sep 17 00:00:00 2001
From: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>
Date: Tue, 8 Apr 2025 22:02:23 -0600
Subject: [PATCH 16/20] new test

---
 .../processes/local_runtime/test_utils.py     | 235 ++++++++++++++++++
 1 file changed, 235 insertions(+)
 create mode 100644 python/tests/unit/processes/local_runtime/test_utils.py

diff --git a/python/tests/unit/processes/local_runtime/test_utils.py b/python/tests/unit/processes/local_runtime/test_utils.py
new file mode 100644
index 000000000000..6ceaa218b1df
--- /dev/null
+++ b/python/tests/unit/processes/local_runtime/test_utils.py
@@ -0,0 +1,235 @@
+# Copyright (c) Microsoft. All rights reserved.
+
+from unittest.mock import MagicMock, patch
+
+import numpy as np
+import pytest
+
+from semantic_kernel.connectors.memory.chroma.utils import (
+    camel_to_snake,
+    chroma_compute_similarity_scores,
+    query_results_to_records,
+)
+from semantic_kernel.memory.memory_record import MemoryRecord
+
+
+@pytest.mark.parametrize(
+    "input_str, expected",
+    [
+        ("CamelCaseString", "camel_case_string"),
+        ("simpleExample", "simple_example"),
+        ("", ""),  # Empty string edge case
+        ("ALLCAPS", "a_l_l_c_a_p_s"),  # All uppercase
+        ("already_snake", "already_snake"),  # Already in snake case
+        ("someXMLString", "some_x_m_l_string"),  # Mixed uppercase letters
+    ],
+)
+def test_camel_to_snake(input_str: str, expected: str) -> None:
+    """Test the camel_to_snake function with various input strings."""
+    # Arrange & Act
+    result = camel_to_snake(input_str)
+
+    # Assert
+    assert result == expected, f"Input '{input_str}' should convert to '{expected}'"
+
+
+def test_query_results_to_records_single_result_with_embedding() -> None:
+    """Test query_results_to_records function with a single result including embeddings."""
+    # Arrange
+    sample_id = "test_id"
+    sample_document = "sample text"
+    sample_embedding = [0.1, 0.2, 0.3]
+    sample_metadata = {
+        "is_reference": "True",
+        "external_source_name": "test_source",
+        "id": "metadata_id",
+        "description": "metadata description",
+        "additional_metadata": "meta",
+        "timestamp": "2023-01-01",
+    }
+
+    results = {
+        "ids": [sample_id],
+        "documents": [sample_document],
+        "embeddings": [sample_embedding],
+        "metadatas": [sample_metadata],
+    }
+
+    # Act
+    records = query_results_to_records(results, with_embedding=True)  # type: ignore
+
+    # Assert
+    assert len(records) == 1, "Expected exactly one MemoryRecord returned"
+    record = records[0]
+    assert isinstance(record, MemoryRecord)
+    assert record.embedding is not None, "Embedding should not be None when with_embedding=True"
+    assert np.allclose(record.embedding, sample_embedding), "Embeddings do not match"
+    assert record.id == sample_metadata["id"], "ID mismatch"
+    assert record.text == sample_document, "Text mismatch"
+    assert record.description == sample_metadata["description"], "Description mismatch"
+    # Changed to private attribute to fix lint error
+    assert record._is_reference is True, "is_reference mismatch"
+    assert record.timestamp == sample_metadata["timestamp"], "Timestamp mismatch"
+
+
+def test_query_results_to_records_single_result_without_embedding() -> None:
+    """Test query_results_to_records function with a single result but no embeddings."""
+    # Arrange
+    sample_id = "test_id"
+    sample_document = "sample text"
+    sample_metadata = {
+        "is_reference": "False",
+        "external_source_name": "test_source",
+        "id": "metadata_id",
+        "description": "metadata description",
+        "additional_metadata": "meta",
+        "timestamp": "2023-01-01",
+    }
+
+    results = {
+        "ids": [sample_id],
+        "documents": [sample_document],
+        # embeddings is not present in the results, simulating no embeddings scenario
+        "metadatas": [sample_metadata],
+    }
+
+    # Act
+    records = query_results_to_records(results, with_embedding=False)  # type: ignore
+
+    # Assert
+    assert len(records) == 1, "Expected exactly one MemoryRecord returned"
+    record = records[0]
+    assert isinstance(record, MemoryRecord)
+    assert record.embedding is None, "Embedding should be None when with_embedding=False"
+    assert record.id == sample_metadata["id"], "ID mismatch"
+    assert record.text == sample_document, "Text mismatch"
+    assert record.description == sample_metadata["description"], "Description mismatch"
+    # Changed to private attribute to fix lint error
+    assert record._is_reference is False, "is_reference mismatch"
+    assert record.timestamp == sample_metadata["timestamp"], "Timestamp mismatch"
+
+
+def test_query_results_to_records_multiple_results_with_embedding() -> None:
+    """Test query_results_to_records function with multiple results and embeddings."""
+    # Arrange
+    results = {
+        "ids": [["id1", "id2"]],
+        "documents": [["doc1", "doc2"]],
+        "embeddings": [[[0.1, 0.2], [0.3, 0.4]]],
+        "metadatas": [
+            [
+                {
+                    "is_reference": "True",
+                    "external_source_name": "source1",
+                    "id": "id1",
+                    "description": "desc1",
+                    "additional_metadata": "meta1",
+                    "timestamp": "2023-01-01",
+                },
+                {
+                    "is_reference": "False",
+                    "external_source_name": "source2",
+                    "id": "id2",
+                    "description": "desc2",
+                    "additional_metadata": "meta2",
+                    "timestamp": "2023-01-02",
+                },
+            ]
+        ],
+    }
+
+    # Act
+    records = query_results_to_records(results, with_embedding=True)  # type: ignore
+
+    # Assert
+    assert len(records) == 2, "Expected two MemoryRecord objects returned"
+    for i, record in enumerate(records):
+        assert isinstance(record, MemoryRecord)
+        assert record.id == results["metadatas"][0][i]["id"], "ID mismatch"
+        assert np.allclose(record.embedding, results["embeddings"][0][i]), "Embedding mismatch"
+        assert record.text == results["documents"][0][i], "Text mismatch"
+        assert record.description == results["metadatas"][0][i]["description"], "Description mismatch"
+
+
+def test_query_results_to_records_no_results() -> None:
+    """Test query_results_to_records with results that contain empty 'ids' leading to an IndexError being handled."""
+    # Arrange
+    results = {
+        "ids": [],
+        "documents": [],
+        "embeddings": [],
+        "metadatas": [],
+    }
+
+    # Act
+    records = query_results_to_records(results, with_embedding=True)  # type: ignore
+
+    # Assert
+    # Should return an empty list
+    assert records == [], "Expected an empty list when 'ids' is empty"
+
+
+@patch("semantic_kernel.connectors.memory.chroma.utils.logger")
+def test_chroma_compute_similarity_scores(mock_logger: MagicMock) -> None:
+    """Test normal usage of chroma_compute_similarity_scores with valid embeddings."""
+    # Arrange
+    query_embedding = np.array([1, 2, 3], dtype=float)
+    collection = np.array(
+        [
+            [1, 2, 3],
+            [2, 3, 4],
+        ],
+        dtype=float,
+    )
+
+    # Act
+    scores = chroma_compute_similarity_scores(query_embedding, collection)
+
+    # Assert
+    assert len(scores) == 2, "Should compute scores for the entire collection"
+    for score in scores:
+        assert score != -1, "All vectors are non-zero, so no -1 entries expected"
+    mock_logger.warning.assert_not_called()
+
+
+@patch("semantic_kernel.connectors.memory.chroma.utils.logger")
+def test_chroma_compute_similarity_scores_some_zero_vectors(mock_logger: MagicMock) -> None:
+    """Test chroma_compute_similarity_scores when some vectors are zero vectors in the collection."""
+    # Arrange
+    query_embedding = np.array([1, 2, 3], dtype=float)
+    collection = np.array(
+        [
+            [0, 0, 0],  # Zero vector
+            [1, 1, 1],
+            [0, 0, 0],  # Another zero vector
+        ],
+        dtype=float,
+    )
+
+    # Act
+    scores = chroma_compute_similarity_scores(query_embedding, collection)
+
+    # Assert
+    assert len(scores) == 3
+    assert scores[0] == -1.0, "Expected -1 for zero vector"
+    assert scores[2] == -1.0, "Expected -1 for zero vector"
+    assert scores[1] != -1.0, "Non-zero vector should have a valid score"
+    mock_logger.warning.assert_called_once()
+
+
+def test_chroma_compute_similarity_scores_all_zero_vectors_raises_error() -> None:
+    """Test chroma_compute_similarity_scores when query embedding and/or collection embeddings are all zero, resulting in ValueError."""  # noqa: E501
+    # Arrange
+    query_embedding = np.array([0, 0, 0], dtype=float)
+    collection = np.array(
+        [
+            [0, 0, 0],
+            [0, 0, 0],
+        ],
+        dtype=float,
+    )
+
+    # Act & Assert
+    with pytest.raises(ValueError) as exc_info:
+        _ = chroma_compute_similarity_scores(query_embedding, collection)
+    assert "Invalid vectors" in str(exc_info.value), "Expected ValueError with 'Invalid vectors' message"

From ac95200076de23dc0eb5df93919f374fc24c4a60 Mon Sep 17 00:00:00 2001
From: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>
Date: Thu, 10 Apr 2025 14:21:57 -0600
Subject: [PATCH 17/20] new tests for azure_cosmos_db_mongodb_collection and
 local_step

---
 ...test_azure_cosmos_db_mongodb_collection.py |  77 ++-
 .../local_runtime/test_local_step.py          | 558 ++++++++++++++++++
 .../processes/local_runtime/test_utils.py     | 235 --------
 python/uv.lock                                | 318 +++++-----
 4 files changed, 771 insertions(+), 417 deletions(-)
 create mode 100644 python/tests/unit/processes/local_runtime/test_local_step.py
 delete mode 100644 python/tests/unit/processes/local_runtime/test_utils.py

diff --git a/python/tests/unit/connectors/memory/azure_cosmos_db/test_azure_cosmos_db_mongodb_collection.py b/python/tests/unit/connectors/memory/azure_cosmos_db/test_azure_cosmos_db_mongodb_collection.py
index 275637ff1085..9d1f895380e3 100644
--- a/python/tests/unit/connectors/memory/azure_cosmos_db/test_azure_cosmos_db_mongodb_collection.py
+++ b/python/tests/unit/connectors/memory/azure_cosmos_db/test_azure_cosmos_db_mongodb_collection.py
@@ -4,11 +4,12 @@
 
 import pytest
 from pydantic import BaseModel, ValidationError
-from pydantic.errors import ErrorWrapper
+from pydantic_core import InitErrorDetails
 from pymongo import AsyncMongoClient
 
 import semantic_kernel.connectors.memory.azure_cosmos_db.azure_cosmos_db_mongodb_collection as cosmos_collection
 import semantic_kernel.connectors.memory.azure_cosmos_db.azure_cosmos_db_mongodb_settings as cosmos_settings
+from semantic_kernel.data.const import DistanceFunction, IndexKind
 from semantic_kernel.data.record_definition import (
     VectorStoreRecordDataField,
     VectorStoreRecordDefinition,
@@ -118,16 +119,14 @@ async def test_constructor_raises_exception_on_validation_error() -> None:
     class DummyModel(BaseModel):
         connection_string: str
 
-    errors = [
-        ErrorWrapper(
-            exc=ValueError("field required"),
-            loc=("connection_string",),
-            msg="field required",
-            type="missing",
-        )
-    ]
+    error = InitErrorDetails(
+        type="missing",
+        loc=("connection_string",),
+        msg="Field required",
+        input=None,
+    )  # type: ignore
 
-    validation_error = ValidationError(errors, DummyModel)
+    validation_error = ValidationError.from_exception_data("DummyModel", [error])
 
     with patch.object(
         cosmos_settings.AzureCosmosDBforMongoDBSettings,
@@ -145,15 +144,14 @@ class DummyModel(BaseModel):
         assert "Failed to create Azure CosmosDB for MongoDB settings." in str(exc_info.value)
 
 
-@pytest.mark.asyncio
 async def test_constructor_raises_exception_if_no_connection_string() -> None:
     """
     Ensure that a VectorStoreInitializationException is raised if the
     AzureCosmosDBforMongoDBSettings.connection_string is None.
     """
     # Mock settings without a connection string
-    mock_settings = MagicMock()
-    type(mock_settings.connection_string).get_secret_value.return_value = None
+    mock_settings = AsyncMock(spec=cosmos_settings.AzureCosmosDBforMongoDBSettings)
+    mock_settings.connection_string = None
     mock_settings.database_name = "some_database"
 
     with patch.object(cosmos_settings.AzureCosmosDBforMongoDBSettings, "create", return_value=mock_settings):
@@ -164,7 +162,6 @@ async def test_constructor_raises_exception_if_no_connection_string() -> None:
         assert "The Azure CosmosDB for MongoDB connection string is required." in str(exc_info.value)
 
 
-@pytest.mark.asyncio
 async def test_create_collection_calls_database_methods() -> None:
     """
     Test create_collection to verify that it first creates a collection, then
@@ -175,24 +172,28 @@ async def test_create_collection_calls_database_methods() -> None:
     mock_database.create_collection = AsyncMock()
     mock_database.command = AsyncMock()
 
-    mock_client = MagicMock()
+    mock_client = AsyncMock(spec=AsyncMongoClient)
     mock_client.get_database = MagicMock(return_value=mock_database)
 
-    mock_data_model_definition = MagicMock()
+    mock_data_model_definition = AsyncMock(spec=VectorStoreRecordDefinition)
     # Simulate a data_model_definition with certain fields & vector_fields
-    mock_field = MagicMock()
+    mock_field = AsyncMock(spec=VectorStoreRecordDataField)
     type(mock_field).name = "test_field"
     type(mock_field).is_filterable = True
     type(mock_field).is_full_text_searchable = True
 
-    mock_vector_field = MagicMock()
+    type(mock_field).property_type = "str"
+
+    mock_vector_field = AsyncMock()
     type(mock_vector_field).dimensions = 128
     type(mock_vector_field).name = "embedding"
-    type(mock_vector_field).distance_function = "Euclidean"
-    type(mock_vector_field).index_kind = "IVF"
+    type(mock_vector_field).distance_function = DistanceFunction.COSINE_SIMILARITY
+    type(mock_vector_field).index_kind = IndexKind.IVF_FLAT
+    type(mock_vector_field).property_type = "float"
 
     mock_data_model_definition.fields = {"test_field": mock_field}
     mock_data_model_definition.vector_fields = [mock_vector_field]
+    mock_data_model_definition.key_field = mock_field
 
     # Instantiate
     collection = cosmos_collection.AzureCosmosDBforMongoDBCollection(
@@ -209,7 +210,7 @@ async def test_create_collection_calls_database_methods() -> None:
     # Assert
     mock_database.create_collection.assert_awaited_once_with("test_collection", customArg="customValue")
     mock_database.command.assert_awaited()
-    command_args = mock_database.command.call_args[0][0]
+    command_args = mock_database.command.call_args.kwargs["command"]
 
     assert command_args["createIndexes"] == "test_collection"
     assert len(command_args["indexes"]) == 2, "One for the data field, one for the vector field"
@@ -223,19 +224,30 @@ async def test_create_collection_calls_database_methods() -> None:
     assert command_args["indexes"][1]["cosmosSearchOptions"]["dimensions"] == 128
 
 
-@pytest.mark.asyncio
 async def test_context_manager_calls_aconnect_and_close_when_managed() -> None:
     """
     Test that the context manager in AzureCosmosDBforMongoDBCollection calls 'aconnect' and
     'close' when the client is managed (i.e., created internally).
     """
-    mock_client = AsyncMock()
+    mock_client = AsyncMock(spec=AsyncMongoClient)
+
+    mock_data_model_definition = VectorStoreRecordDefinition(
+        fields={
+            "id": VectorStoreRecordKeyField(),
+            "content": VectorStoreRecordDataField(),
+            "vector": VectorStoreRecordVectorField(),
+        }
+    )
 
-    with patch("pymongo.AsyncMongoClient", return_value=mock_client):
+    with patch(
+        "semantic_kernel.connectors.memory.azure_cosmos_db.azure_cosmos_db_mongodb_collection.AsyncMongoClient",
+        return_value=mock_client,
+    ):
         collection = cosmos_collection.AzureCosmosDBforMongoDBCollection(
             collection_name="test_collection",
             data_model_type=FakeDataModel,
             connection_string="mongodb://fake",
+            data_model_definition=mock_data_model_definition,
         )
 
     # "__aenter__" should call 'aconnect'
@@ -247,24 +259,33 @@ async def test_context_manager_calls_aconnect_and_close_when_managed() -> None:
     mock_client.close.assert_awaited_once()
 
 
-@pytest.mark.asyncio
 async def test_context_manager_does_not_close_when_not_managed() -> None:
     """
     Test that the context manager in AzureCosmosDBforMongoDBCollection does not call 'close'
     when the client is not managed (i.e., provided externally).
     """
-    external_client = AsyncMock()
+    mock_data_model_definition = VectorStoreRecordDefinition(
+        fields={
+            "id": VectorStoreRecordKeyField(),
+            "content": VectorStoreRecordDataField(),
+            "vector": VectorStoreRecordVectorField(),
+        }
+    )
+
+    external_client = AsyncMock(spec=AsyncMongoClient, name="external_client", value=None)
+    external_client.aconnect = AsyncMock(name="aconnect")
+    external_client.close = AsyncMock(name="close")
 
     collection = cosmos_collection.AzureCosmosDBforMongoDBCollection(
         collection_name="test_collection",
         data_model_type=FakeDataModel,
         mongo_client=external_client,
+        data_model_definition=mock_data_model_definition,
     )
 
     # "__aenter__" scenario
     async with collection as c:
-        # Should not call aconnect on external client by design.
-        external_client.aconnect.assert_not_awaited()
+        external_client.aconnect.assert_awaited()
         assert c is collection
 
     # "__aexit__" should NOT call "close" when not managed
diff --git a/python/tests/unit/processes/local_runtime/test_local_step.py b/python/tests/unit/processes/local_runtime/test_local_step.py
new file mode 100644
index 000000000000..7a748f5a8b84
--- /dev/null
+++ b/python/tests/unit/processes/local_runtime/test_local_step.py
@@ -0,0 +1,558 @@
+# Copyright (c) Microsoft. All rights reserved.
+from queue import Queue
+from typing import cast
+from unittest.mock import AsyncMock, MagicMock, patch
+
+import pytest
+
+from semantic_kernel import Kernel
+from semantic_kernel.exceptions.kernel_exceptions import KernelException
+from semantic_kernel.exceptions.process_exceptions import (
+    ProcessFunctionNotFoundException,
+)
+from semantic_kernel.functions import KernelFunction
+from semantic_kernel.functions.kernel_function_metadata import KernelFunctionMetadata
+from semantic_kernel.processes.kernel_process.kernel_process import KernelProcess
+from semantic_kernel.processes.kernel_process.kernel_process_edge import KernelProcessEdge
+from semantic_kernel.processes.kernel_process.kernel_process_event import KernelProcessEvent
+from semantic_kernel.processes.kernel_process.kernel_process_function_target import KernelProcessFunctionTarget
+from semantic_kernel.processes.kernel_process.kernel_process_state import KernelProcessState
+from semantic_kernel.processes.kernel_process.kernel_process_step_info import KernelProcessStepInfo
+from semantic_kernel.processes.kernel_process.kernel_process_step_state import KernelProcessStepState
+from semantic_kernel.processes.local_runtime.local_event import LocalEvent
+from semantic_kernel.processes.local_runtime.local_message import LocalMessage
+from semantic_kernel.processes.local_runtime.local_step import LocalStep
+
+
+async def test_parse_initial_configuration_adds_ids_if_missing():
+    """Test that parse_initial_configuration sets the step_info.state.id if it is None."""
+    data = {
+        "step_info": KernelProcess(
+            state=KernelProcessState(name="test_step"),  # noqa: F821
+            steps=[AsyncMock(spec=KernelProcessStepInfo)],
+        ),
+    }
+
+    # Call the parse_initial_configuration
+    processed_data = LocalStep.parse_initial_configuration(data)  # type: ignore
+
+    # Assert that it sets the id
+    assert processed_data["step_state"].id is not None
+    assert processed_data["event_namespace"] == f"{processed_data['step_state'].name}_{processed_data['step_state'].id}"
+    assert "output_edges" in processed_data
+
+
+def test_name_property():
+    """Test that the name property returns the name from the step_info.state."""
+    mock_state = KernelProcessStepState(name="my_step", id="123", state=None)
+    mock_info = KernelProcessStepInfo(inner_step_type=AsyncMock(spec=type), state=mock_state, output_edges={})
+
+    step = LocalStep(
+        kernel=MagicMock(spec=Kernel),
+        step_info=mock_info,
+        event_namespace="ns",
+        step_state=mock_state,
+        factories={},
+    )
+
+    assert step.name == "my_step"
+
+
+def test_id_property_with_id():
+    """Test that the id property returns the ID if it is available."""
+    mock_state = KernelProcessStepState(name="my_step", id="123", state=None)
+    mock_info = KernelProcessStepInfo(inner_step_type=AsyncMock(spec=type), state=mock_state, output_edges={})
+
+    step = LocalStep(
+        kernel=MagicMock(spec=Kernel),
+        step_info=mock_info,
+        event_namespace="ns",
+        step_state=mock_state,
+        factories={},
+    )
+
+    assert step.id == "123"
+
+
+def test_id_property_without_id():
+    """Test that the id property returns an empty string if ID is None."""
+    mock_state = KernelProcessStepState(name="my_step", id=None, state=None)
+    mock_info = KernelProcessStepInfo(inner_step_type=AsyncMock(spec=type), state=mock_state, output_edges={})
+
+    step = LocalStep(
+        kernel=MagicMock(spec=Kernel),
+        step_info=mock_info,
+        event_namespace="ns",
+        step_state=mock_state,
+        factories={},
+    )
+
+    assert step.id == ""
+
+
+async def test_handle_message_raises_exception_when_message_is_none():
+    """Test handle_message raises ValueError when message is None."""
+    mock_state = KernelProcessStepState(name="my_step", id="123", state=None)
+    mock_info = KernelProcessStepInfo(inner_step_type=AsyncMock(spec=type), state=mock_state, output_edges={})
+
+    step = LocalStep(
+        kernel=MagicMock(spec=Kernel),
+        step_info=mock_info,
+        event_namespace="ns",
+        step_state=mock_state,
+        factories={},
+    )
+
+    with pytest.raises(ValueError) as exc:
+        await step.handle_message(cast(LocalMessage, None))
+    assert "The message is None." in str(exc.value)
+
+
+async def test_handle_message_initializes_step_if_not_initialized():
+    """Test handle_message calls initialize_step if the step isn't yet initialized."""
+    mock_kernel = MagicMock(spec=Kernel)
+    mock_state = KernelProcessStepState(name="my_step", id="123", state=None)
+    mock_info = KernelProcessStepInfo(inner_step_type=AsyncMock(spec=type), state=mock_state, output_edges={})
+
+    step = LocalStep(
+        kernel=mock_kernel,
+        step_info=mock_info,
+        event_namespace="ns",
+        step_state=mock_state,
+        factories={},
+        functions={"other_func": AsyncMock(spec=KernelFunction)},
+        inputs={
+            "other_func": {"param": "ready_value"},
+        },
+        initial_inputs={
+            "other_func": {"param": None},
+        },
+        initialize_task=False,
+    )
+
+    with patch.object(LocalStep, "initialize_step") as mock_initialize_step:
+        msg = LocalMessage(
+            source_id="source",
+            destination_id="dest",
+            function_name="other_func",
+            values={"param": "value"},
+            target_event_id=None,
+            target_event_data=None,
+        )
+
+        await step.handle_message(msg)
+
+        # Assert initialize_step was called
+        mock_initialize_step.assert_awaited_once()
+        # After initialization, it becomes True
+        assert step.initialize_task is True
+
+
+async def test_handle_message_raises_if_functions_not_initialized():
+    """Test handle_message raises ValueError if step is not properly initialized."""
+    # We simulate that after initialization, the step still doesn't have `functions`.
+    mock_kernel = AsyncMock(spec=Kernel)
+    mock_state = KernelProcessStepState(name="my_step", id="123", state=None)
+    mock_info = KernelProcessStepInfo(inner_step_type=AsyncMock(spec=type), state=mock_state, output_edges={})
+
+    step = LocalStep(
+        kernel=mock_kernel,  # type: ignore
+        step_info=mock_info,
+        event_namespace="ns",
+        step_state=mock_state,
+        factories={},
+        initialize_task=False,
+    )
+
+    # Force the initialize_step to not fill in functions.
+    async def mocked_init_step():
+        step.functions = {}
+        step.inputs = {}
+        step.initial_inputs = {}
+
+    with patch.object(
+        LocalStep,
+        "initialize_step",
+        return_value=AsyncMock(side_effect=mocked_init_step),
+    ):
+        msg = LocalMessage(
+            source_id="source",
+            destination_id="dest",
+            function_name="any_func",
+            values={"param": "value"},
+        )
+
+        with pytest.raises(ProcessFunctionNotFoundException) as exc:
+            await step.handle_message(msg)
+
+        assert "Function any_func not found in plugin my_step" in str(exc.value)
+
+
+async def test_handle_message_updates_inputs_and_invokes_function():
+    """Test that handle_message updates inputs with message values and invokes the function
+    if all parameters are provided."""
+    mock_kernel = AsyncMock(spec=Kernel)
+    mock_kernel.invoke = AsyncMock(return_value=MagicMock(value="result"))
+
+    mock_state = KernelProcessStepState(name="my_step", id="123", state=None)
+    mock_info = KernelProcessStepInfo(inner_step_type=AsyncMock(spec=type), state=mock_state, output_edges={})
+
+    # Create a function that requires one parameter
+    mock_function = AsyncMock(spec=KernelFunction)
+    mock_function.name = "func"
+    mock_function.plugin_name = "test_plugin"
+
+    mock_function.metadata = AsyncMock(spec=KernelFunctionMetadata)
+    mock_function.metadata.name = "func"
+    mock_function.metadata.plugin_name = "test_plugin"
+    mock_function.metadata.is_prompt = False
+
+    step = LocalStep(
+        kernel=mock_kernel,
+        step_info=mock_info,
+        event_namespace="ns",
+        step_state=mock_state,
+        factories={},
+        functions={
+            "func": mock_function,
+        },
+        inputs={"func": {"param": None}},
+        initial_inputs={"func": {"param": None}},
+        initialize_task=True,
+    )
+
+    with patch.object(LocalStep, "emit_event") as mock_emit_event:
+        msg = LocalMessage(
+            source_id="source",
+            destination_id="dest",
+            function_name="func",
+            values={"param": "value"},
+        )
+
+        await step.handle_message(msg)
+
+        # Function invoked with correct arguments
+        mock_kernel.invoke.assert_awaited_once()
+        mock_emit_event.assert_awaited()
+
+        # After invocation, input is reset
+        assert step.inputs["func"]["param"] is None
+
+
+async def test_handle_message_raises_target_function_name_mismatch():
+    """Test handle_message raises an exception if the target function is not the one that is invocable."""
+    mock_kernel = AsyncMock(spec=Kernel)
+    mock_kernel.invoke = AsyncMock(return_value=AsyncMock(value="result"))
+
+    mock_state = KernelProcessStepState(name="my_step", id="123", state=None)
+    mock_info = KernelProcessStepInfo(inner_step_type=AsyncMock(spec=type), state=mock_state, output_edges={})
+
+    # Pretend we have two functions, and only "other_func" is fully ready
+    step = LocalStep(
+        kernel=mock_kernel,
+        step_info=mock_info,
+        event_namespace="ns",
+        step_state=mock_state,  # type: ignore
+        factories={},
+        functions={"other_func": AsyncMock(spec=KernelFunction)},
+        inputs={
+            "other_func": {"param": "ready_value"},
+        },
+        initial_inputs={
+            "other_func": {"param": None},
+        },
+        initialize_task=True,
+    )
+
+    msg = LocalMessage(
+        source_id="source",
+        destination_id="dest",
+        function_name="mismatched_func",
+        values={"param": "value"},
+    )
+
+    with pytest.raises(ProcessFunctionNotFoundException) as exc:
+        await step.handle_message(msg)
+
+    assert "Function mismatched_func not found in plugin my_step" in str(exc.value)
+
+
+async def test_handle_message_raises_function_not_found_if_no_function():
+    """Test handle_message raises ProcessFunctionNotFoundException if the function is not found in the step."""
+    mock_kernel = AsyncMock(spec=Kernel)
+    mock_kernel.invoke = AsyncMock(return_value=AsyncMock(value="result"))
+
+    mock_state = KernelProcessStepState(name="my_step", id="123", state=None)
+    mock_info = KernelProcessStepInfo(inner_step_type=AsyncMock(spec=type), state=mock_state, output_edges={})
+
+    step = LocalStep(
+        kernel=mock_kernel,
+        step_info=mock_info,  # type: ignore
+        event_namespace="ns",
+        step_state=mock_state,
+        factories={},
+        functions={},
+        inputs={"func": {"param": "ready_value"}},
+        initial_inputs={"func": {"param": None}},
+        initialize_task=True,
+    )
+
+    msg = LocalMessage(
+        source_id="source",
+        destination_id="dest",
+        function_name="func",
+        values={"param": "value"},
+    )
+
+    with pytest.raises(ProcessFunctionNotFoundException) as exc:
+        await step.handle_message(msg)
+    assert "Function func not found in plugin my_step" in str(exc.value)
+
+
+async def test_handle_message_emits_error_event_on_exception():
+    """Test handle_message emits an OnError event when the function invocation raises an exception."""
+    mock_kernel = AsyncMock(spec=Kernel)
+    mock_kernel.invoke = AsyncMock(side_effect=KernelException("error"))
+
+    mock_state = KernelProcessStepState(name="my_step", id="123", state=None)
+    mock_info = KernelProcessStepInfo(inner_step_type=AsyncMock(spec=type), state=mock_state, output_edges={})
+    mock_function = AsyncMock(spec=KernelFunction)
+    mock_function.name = "func"
+    mock_function.plugin_name = "test_plugin"
+
+    mock_function.metadata = AsyncMock(spec=KernelFunctionMetadata)
+
+    mock_function.metadata.name = "func"
+    mock_function.metadata.plugin_name = "test_plugin"
+    mock_function.metadata.is_prompt = False
+
+    step = LocalStep(
+        kernel=mock_kernel,  # type: ignore
+        step_info=mock_info,
+        event_namespace="ns",
+        step_state=mock_state,
+        factories={},
+        functions={"func": mock_function},
+        inputs={"func": {"param": "some_value"}},
+        initial_inputs={"func": {"param": None}},
+        initialize_task=True,
+    )
+
+    with patch.object(LocalStep, "emit_event") as mock_emit_event:
+        msg = LocalMessage(
+            source_id="source",
+            destination_id="dest",
+            function_name="func",
+            values={},
+        )
+
+        await step.handle_message(msg)
+
+        # The event name for error is "func.OnError"
+        assert mock_emit_event.await_args is not None
+        call_args = mock_emit_event.await_args.args
+        # Check that the event name is correct
+        assert call_args[0].id == "func.OnError"
+        assert "error" in call_args[0].data
+
+
+async def test_invoke_function_calls_kernel_invoke():
+    """Test invoke_function calls the kernel's invoke method with provided arguments."""
+    mock_kernel = AsyncMock(spec=Kernel)
+    mock_kernel.invoke = AsyncMock()
+
+    mock_function = AsyncMock(spec=KernelFunction)
+
+    mock_step_info = AsyncMock(spec=KernelProcessStepInfo)
+    mock_step_info.edges = MagicMock(return_value={"edge1": "value1", "edge2": "value2"})
+    mock_step_info.state = KernelProcessStepState(name="test", id="step-id", state={})
+
+    step = LocalStep(
+        kernel=mock_kernel,  # type: ignore
+        step_info=mock_step_info,
+        outgoing_event_queue=Queue(),
+        event_namespace="ns",
+        step_state=mock_step_info.state,
+        factories={},
+    )
+
+    args = {"key": "value"}
+    await step.invoke_function(mock_function, mock_kernel, args)
+
+    mock_kernel.invoke.assert_called_once()
+
+    mock_kernel.invoke.assert_awaited_once_with(mock_function, **args)
+
+
+async def test_emit_event_puts_local_event_into_queue():
+    """Test emit_event creates a LocalEvent and puts it into the outgoing_event_queue."""
+    queue_obj = Queue()
+    mock_step_info = AsyncMock(spec=KernelProcessStepInfo)
+    mock_step_info.edges = MagicMock(return_value={"edge1": "value1", "edge2": "value2"})
+    mock_step_info.state = KernelProcessStepState(name="test", id="step-id", state={})
+
+    step = LocalStep(
+        kernel=AsyncMock(spec=Kernel),
+        step_info=mock_step_info,
+        outgoing_event_queue=queue_obj,
+        event_namespace="ns",
+        step_state=mock_step_info.state,
+        factories={},
+    )
+
+    event = KernelProcessEvent(id="test_event", data="some_data")
+    await step.emit_event(event)
+    # The queue should contain a LocalEvent
+    assert not queue_obj.empty()
+    local_event = queue_obj.get()
+    assert isinstance(local_event, LocalEvent)
+    assert local_event.inner_event is event
+    assert local_event.namespace == "test_step-id"
+
+
+async def test_emit_local_event_puts_into_queue():
+    """Test emit_local_event directly places the local_event into the queue with updated namespace."""
+    queue_obj = Queue()
+    mock_step_info = AsyncMock(spec=KernelProcessStepInfo)
+    mock_step_info.edges = MagicMock(return_value={"edge1": "value1", "edge2": "value2"})
+    mock_step_info.state = KernelProcessStepState(name="test", id="step-id", state={})
+
+    step = LocalStep(
+        kernel=AsyncMock(spec=Kernel),
+        step_info=mock_step_info,
+        outgoing_event_queue=queue_obj,
+        event_namespace="original_ns",
+        step_state=mock_step_info.state,
+        factories={},
+    )
+
+    local_event = LocalEvent(namespace="temp", inner_event=KernelProcessEvent(id="evt"))
+    await step.emit_local_event(local_event)
+
+    assert not queue_obj.empty()
+    popped = queue_obj.get()
+    # The namespace is updated by scoped_event
+    assert popped.namespace == f"{step.name}_{step.id}"
+
+
+def test_get_all_events_returns_all_events_from_queue():
+    """Test get_all_events drains the outgoing_event_queue and returns them."""
+    queue_obj = Queue()
+    event1 = LocalEvent(namespace="ns1", inner_event=KernelProcessEvent(id="e1"))
+    event2 = LocalEvent(namespace="ns2", inner_event=KernelProcessEvent(id="e2"))
+    queue_obj.put(event1)
+    queue_obj.put(event2)
+
+    mock_state = KernelProcessStepState(name="my_step", id="123", state=None)
+    mock_info = KernelProcessStepInfo(inner_step_type=AsyncMock(spec=type), state=mock_state, output_edges={})
+
+    step = LocalStep(
+        kernel=AsyncMock(spec=Kernel),  # type: ignore
+        step_info=mock_info,
+        outgoing_event_queue=queue_obj,
+        event_namespace="ns",
+        step_state=mock_state,
+        factories={},
+    )
+
+    events = step.get_all_events()
+    assert len(events) == 2
+    assert events[0] == event1
+    assert events[1] == event2
+    # Queue should be empty now
+    assert queue_obj.empty()
+
+
+def test_get_edge_for_event_returns_edge_list():
+    """Test that get_edge_for_event returns the edges from output_edges that match the event id."""
+    edge = KernelProcessEdge(source_step_id="s1", output_target=AsyncMock(spec=KernelProcessFunctionTarget))
+    mock_state = KernelProcessStepState(name="my_step", id="123", state=None)
+    mock_info = KernelProcessStepInfo(
+        inner_step_type=AsyncMock(spec=type),
+        state=mock_state,
+        output_edges={"test_event": [edge]},
+    )
+    step = LocalStep(
+        kernel=AsyncMock(spec=Kernel),  # type: ignore
+        step_info=mock_info,
+        event_namespace="ns",
+        step_state=mock_state,
+        factories={},
+    )
+
+    edges = step.get_edge_for_event("test_event")
+    assert len(edges) == 1
+    assert edges[0] == edge
+
+    # For a non-existing event, expect empty list
+    assert step.get_edge_for_event("not_found") == []
+
+
+async def test_to_kernel_process_step_info_initializes_if_needed():
+    """Test to_kernel_process_step_info calls initialize_step if not yet done."""
+    mock_state = KernelProcessStepState(name="my_step", id="123", state=None)
+    mock_info = KernelProcessStepInfo(
+        inner_step_type=AsyncMock(spec=type),
+        state=mock_state,
+        output_edges={},
+    )
+    step = LocalStep(
+        kernel=AsyncMock(spec=Kernel),
+        step_info=mock_info,
+        event_namespace="ns",
+        step_state=mock_state,
+        factories={},
+        initialize_task=False,
+    )
+
+    with patch.object(LocalStep, "initialize_step") as mock_initialize_step:
+        result = await step.to_kernel_process_step_info()
+
+        mock_initialize_step.assert_awaited_once()
+        assert result == mock_info
+
+
+def test_scoped_event_updates_namespace():
+    """Test scoped_event sets the local_event's namespace to name_id."""
+    mock_state = KernelProcessStepState(name="my_step", id="123", state=None)
+    mock_info = KernelProcessStepInfo(
+        inner_step_type=AsyncMock(spec=type),
+        state=mock_state,
+        output_edges={},
+    )
+    step = LocalStep(
+        kernel=AsyncMock(spec=Kernel),
+        step_info=mock_info,
+        event_namespace="ns",
+        step_state=mock_state,
+        factories={},
+    )
+
+    some_event = LocalEvent(namespace=None, inner_event=KernelProcessEvent(id="evt"))
+    result = step.scoped_event(some_event)
+
+    assert result.namespace == "my_step_123"
+
+
+def test_scoped_event_from_kernel_process_creates_scoped_event():
+    """Test scoped_event_from_kernel_process creates a local event from the kernel process event
+    with the step's scope."""
+    mock_state = KernelProcessStepState(name="my_step", id="321", state=None)
+    mock_info = KernelProcessStepInfo(
+        inner_step_type=AsyncMock(spec=type),
+        state=mock_state,
+        output_edges={},
+    )
+    step = LocalStep(
+        kernel=AsyncMock(spec=Kernel),  # type: ignore
+        step_info=mock_info,
+        event_namespace="ns",
+        step_state=mock_state,
+        factories={},
+    )
+
+    kpe = KernelProcessEvent(id="test_id", data="some_data")
+    local_event = step.scoped_event_from_kernel_process(kpe)
+
+    assert local_event.namespace == "my_step_321"
+    assert local_event.inner_event == kpe
diff --git a/python/tests/unit/processes/local_runtime/test_utils.py b/python/tests/unit/processes/local_runtime/test_utils.py
deleted file mode 100644
index 6ceaa218b1df..000000000000
--- a/python/tests/unit/processes/local_runtime/test_utils.py
+++ /dev/null
@@ -1,235 +0,0 @@
-# Copyright (c) Microsoft. All rights reserved.
-
-from unittest.mock import MagicMock, patch
-
-import numpy as np
-import pytest
-
-from semantic_kernel.connectors.memory.chroma.utils import (
-    camel_to_snake,
-    chroma_compute_similarity_scores,
-    query_results_to_records,
-)
-from semantic_kernel.memory.memory_record import MemoryRecord
-
-
-@pytest.mark.parametrize(
-    "input_str, expected",
-    [
-        ("CamelCaseString", "camel_case_string"),
-        ("simpleExample", "simple_example"),
-        ("", ""),  # Empty string edge case
-        ("ALLCAPS", "a_l_l_c_a_p_s"),  # All uppercase
-        ("already_snake", "already_snake"),  # Already in snake case
-        ("someXMLString", "some_x_m_l_string"),  # Mixed uppercase letters
-    ],
-)
-def test_camel_to_snake(input_str: str, expected: str) -> None:
-    """Test the camel_to_snake function with various input strings."""
-    # Arrange & Act
-    result = camel_to_snake(input_str)
-
-    # Assert
-    assert result == expected, f"Input '{input_str}' should convert to '{expected}'"
-
-
-def test_query_results_to_records_single_result_with_embedding() -> None:
-    """Test query_results_to_records function with a single result including embeddings."""
-    # Arrange
-    sample_id = "test_id"
-    sample_document = "sample text"
-    sample_embedding = [0.1, 0.2, 0.3]
-    sample_metadata = {
-        "is_reference": "True",
-        "external_source_name": "test_source",
-        "id": "metadata_id",
-        "description": "metadata description",
-        "additional_metadata": "meta",
-        "timestamp": "2023-01-01",
-    }
-
-    results = {
-        "ids": [sample_id],
-        "documents": [sample_document],
-        "embeddings": [sample_embedding],
-        "metadatas": [sample_metadata],
-    }
-
-    # Act
-    records = query_results_to_records(results, with_embedding=True)  # type: ignore
-
-    # Assert
-    assert len(records) == 1, "Expected exactly one MemoryRecord returned"
-    record = records[0]
-    assert isinstance(record, MemoryRecord)
-    assert record.embedding is not None, "Embedding should not be None when with_embedding=True"
-    assert np.allclose(record.embedding, sample_embedding), "Embeddings do not match"
-    assert record.id == sample_metadata["id"], "ID mismatch"
-    assert record.text == sample_document, "Text mismatch"
-    assert record.description == sample_metadata["description"], "Description mismatch"
-    # Changed to private attribute to fix lint error
-    assert record._is_reference is True, "is_reference mismatch"
-    assert record.timestamp == sample_metadata["timestamp"], "Timestamp mismatch"
-
-
-def test_query_results_to_records_single_result_without_embedding() -> None:
-    """Test query_results_to_records function with a single result but no embeddings."""
-    # Arrange
-    sample_id = "test_id"
-    sample_document = "sample text"
-    sample_metadata = {
-        "is_reference": "False",
-        "external_source_name": "test_source",
-        "id": "metadata_id",
-        "description": "metadata description",
-        "additional_metadata": "meta",
-        "timestamp": "2023-01-01",
-    }
-
-    results = {
-        "ids": [sample_id],
-        "documents": [sample_document],
-        # embeddings is not present in the results, simulating no embeddings scenario
-        "metadatas": [sample_metadata],
-    }
-
-    # Act
-    records = query_results_to_records(results, with_embedding=False)  # type: ignore
-
-    # Assert
-    assert len(records) == 1, "Expected exactly one MemoryRecord returned"
-    record = records[0]
-    assert isinstance(record, MemoryRecord)
-    assert record.embedding is None, "Embedding should be None when with_embedding=False"
-    assert record.id == sample_metadata["id"], "ID mismatch"
-    assert record.text == sample_document, "Text mismatch"
-    assert record.description == sample_metadata["description"], "Description mismatch"
-    # Changed to private attribute to fix lint error
-    assert record._is_reference is False, "is_reference mismatch"
-    assert record.timestamp == sample_metadata["timestamp"], "Timestamp mismatch"
-
-
-def test_query_results_to_records_multiple_results_with_embedding() -> None:
-    """Test query_results_to_records function with multiple results and embeddings."""
-    # Arrange
-    results = {
-        "ids": [["id1", "id2"]],
-        "documents": [["doc1", "doc2"]],
-        "embeddings": [[[0.1, 0.2], [0.3, 0.4]]],
-        "metadatas": [
-            [
-                {
-                    "is_reference": "True",
-                    "external_source_name": "source1",
-                    "id": "id1",
-                    "description": "desc1",
-                    "additional_metadata": "meta1",
-                    "timestamp": "2023-01-01",
-                },
-                {
-                    "is_reference": "False",
-                    "external_source_name": "source2",
-                    "id": "id2",
-                    "description": "desc2",
-                    "additional_metadata": "meta2",
-                    "timestamp": "2023-01-02",
-                },
-            ]
-        ],
-    }
-
-    # Act
-    records = query_results_to_records(results, with_embedding=True)  # type: ignore
-
-    # Assert
-    assert len(records) == 2, "Expected two MemoryRecord objects returned"
-    for i, record in enumerate(records):
-        assert isinstance(record, MemoryRecord)
-        assert record.id == results["metadatas"][0][i]["id"], "ID mismatch"
-        assert np.allclose(record.embedding, results["embeddings"][0][i]), "Embedding mismatch"
-        assert record.text == results["documents"][0][i], "Text mismatch"
-        assert record.description == results["metadatas"][0][i]["description"], "Description mismatch"
-
-
-def test_query_results_to_records_no_results() -> None:
-    """Test query_results_to_records with results that contain empty 'ids' leading to an IndexError being handled."""
-    # Arrange
-    results = {
-        "ids": [],
-        "documents": [],
-        "embeddings": [],
-        "metadatas": [],
-    }
-
-    # Act
-    records = query_results_to_records(results, with_embedding=True)  # type: ignore
-
-    # Assert
-    # Should return an empty list
-    assert records == [], "Expected an empty list when 'ids' is empty"
-
-
-@patch("semantic_kernel.connectors.memory.chroma.utils.logger")
-def test_chroma_compute_similarity_scores(mock_logger: MagicMock) -> None:
-    """Test normal usage of chroma_compute_similarity_scores with valid embeddings."""
-    # Arrange
-    query_embedding = np.array([1, 2, 3], dtype=float)
-    collection = np.array(
-        [
-            [1, 2, 3],
-            [2, 3, 4],
-        ],
-        dtype=float,
-    )
-
-    # Act
-    scores = chroma_compute_similarity_scores(query_embedding, collection)
-
-    # Assert
-    assert len(scores) == 2, "Should compute scores for the entire collection"
-    for score in scores:
-        assert score != -1, "All vectors are non-zero, so no -1 entries expected"
-    mock_logger.warning.assert_not_called()
-
-
-@patch("semantic_kernel.connectors.memory.chroma.utils.logger")
-def test_chroma_compute_similarity_scores_some_zero_vectors(mock_logger: MagicMock) -> None:
-    """Test chroma_compute_similarity_scores when some vectors are zero vectors in the collection."""
-    # Arrange
-    query_embedding = np.array([1, 2, 3], dtype=float)
-    collection = np.array(
-        [
-            [0, 0, 0],  # Zero vector
-            [1, 1, 1],
-            [0, 0, 0],  # Another zero vector
-        ],
-        dtype=float,
-    )
-
-    # Act
-    scores = chroma_compute_similarity_scores(query_embedding, collection)
-
-    # Assert
-    assert len(scores) == 3
-    assert scores[0] == -1.0, "Expected -1 for zero vector"
-    assert scores[2] == -1.0, "Expected -1 for zero vector"
-    assert scores[1] != -1.0, "Non-zero vector should have a valid score"
-    mock_logger.warning.assert_called_once()
-
-
-def test_chroma_compute_similarity_scores_all_zero_vectors_raises_error() -> None:
-    """Test chroma_compute_similarity_scores when query embedding and/or collection embeddings are all zero, resulting in ValueError."""  # noqa: E501
-    # Arrange
-    query_embedding = np.array([0, 0, 0], dtype=float)
-    collection = np.array(
-        [
-            [0, 0, 0],
-            [0, 0, 0],
-        ],
-        dtype=float,
-    )
-
-    # Act & Assert
-    with pytest.raises(ValueError) as exc_info:
-        _ = chroma_compute_similarity_scores(query_embedding, collection)
-    assert "Invalid vectors" in str(exc_info.value), "Expected ValueError with 'Invalid vectors' message"
diff --git a/python/uv.lock b/python/uv.lock
index 68698e957348..1f00c9f5c8a9 100644
--- a/python/uv.lock
+++ b/python/uv.lock
@@ -565,30 +565,30 @@ wheels = [
 
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 [[package]]
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-version = "1.37.30"
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@@ -5980,7 +5990,7 @@ wheels = [
 
 [[package]]
 name = "transformers"
-version = "4.51.1"
+version = "4.51.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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@@ -5994,9 +6004,9 @@ dependencies = [
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 [package.optional-dependencies]
@@ -6092,11 +6102,11 @@ wheels = [
 
 [[package]]
 name = "typing-extensions"
-version = "4.13.1"
+version = "4.13.2"
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 wheels = [
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@@ -6185,11 +6195,11 @@ wheels = [
 
 [[package]]
 name = "urllib3"
-version = "2.3.0"
+version = "2.4.0"
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@@ -6396,7 +6406,7 @@ wheels = [
 
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@@ -6407,9 +6417,9 @@ dependencies = [
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 [[package]]

From 3df55df6461d0b45cd7a0b538dca15b6ace749a3 Mon Sep 17 00:00:00 2001
From: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>
Date: Wed, 23 Apr 2025 21:39:48 -0600
Subject: [PATCH 18/20] feedback implemented

---
 ...test_azure_cosmos_db_mongodb_collection.py |   24 +-
 .../local_runtime/test_local_step.py          |  216 +--
 python/uv.lock                                | 1573 +++++++++--------
 3 files changed, 981 insertions(+), 832 deletions(-)

diff --git a/python/tests/unit/connectors/memory/azure_cosmos_db/test_azure_cosmos_db_mongodb_collection.py b/python/tests/unit/connectors/memory/azure_cosmos_db/test_azure_cosmos_db_mongodb_collection.py
index 9d1f895380e3..0dd014b56ee4 100644
--- a/python/tests/unit/connectors/memory/azure_cosmos_db/test_azure_cosmos_db_mongodb_collection.py
+++ b/python/tests/unit/connectors/memory/azure_cosmos_db/test_azure_cosmos_db_mongodb_collection.py
@@ -19,14 +19,6 @@
 from semantic_kernel.exceptions import VectorStoreInitializationException
 
 
-class FakeDataModel:
-    """
-    A fake data model class to satisfy the "type" requirement for data_model_type.
-    """
-
-    pass
-
-
 async def test_constructor_with_mongo_client_provided() -> None:
     """
     Test the constructor of AzureCosmosDBforMongoDBCollection when a mongo_client
@@ -45,7 +37,7 @@ async def test_constructor_with_mongo_client_provided() -> None:
 
     collection = cosmos_collection.AzureCosmosDBforMongoDBCollection(
         collection_name=collection_name,
-        data_model_type=FakeDataModel,
+        data_model_type=dict,
         mongo_client=mock_client,
         data_model_definition=fake_definition,
     )
@@ -86,7 +78,7 @@ async def test_constructor_without_mongo_client_success() -> None:
     ):
         collection = cosmos_collection.AzureCosmosDBforMongoDBCollection(
             collection_name="test_collection",
-            data_model_type=FakeDataModel,
+            data_model_type=dict,
             data_model_definition=mock_data_model_definition,
             connection_string="mongodb://test-env",
             database_name="",
@@ -136,7 +128,7 @@ class DummyModel(BaseModel):
         with pytest.raises(VectorStoreInitializationException) as exc_info:
             cosmos_collection.AzureCosmosDBforMongoDBCollection(
                 collection_name="test_collection",
-                data_model_type=FakeDataModel,
+                data_model_type=dict,
                 data_model_definition=mock_data_model_definition,
                 connection_string="mongodb://test-env",
                 database_name="",
@@ -156,9 +148,7 @@ async def test_constructor_raises_exception_if_no_connection_string() -> None:
 
     with patch.object(cosmos_settings.AzureCosmosDBforMongoDBSettings, "create", return_value=mock_settings):
         with pytest.raises(VectorStoreInitializationException) as exc_info:
-            cosmos_collection.AzureCosmosDBforMongoDBCollection(
-                collection_name="test_collection", data_model_type=FakeDataModel
-            )
+            cosmos_collection.AzureCosmosDBforMongoDBCollection(collection_name="test_collection", data_model_type=dict)
         assert "The Azure CosmosDB for MongoDB connection string is required." in str(exc_info.value)
 
 
@@ -198,7 +188,7 @@ async def test_create_collection_calls_database_methods() -> None:
     # Instantiate
     collection = cosmos_collection.AzureCosmosDBforMongoDBCollection(
         collection_name="test_collection",
-        data_model_type=FakeDataModel,
+        data_model_type=dict,
         data_model_definition=mock_data_model_definition,
         mongo_client=mock_client,
         database_name="test_db",
@@ -245,7 +235,7 @@ async def test_context_manager_calls_aconnect_and_close_when_managed() -> None:
     ):
         collection = cosmos_collection.AzureCosmosDBforMongoDBCollection(
             collection_name="test_collection",
-            data_model_type=FakeDataModel,
+            data_model_type=dict,
             connection_string="mongodb://fake",
             data_model_definition=mock_data_model_definition,
         )
@@ -278,7 +268,7 @@ async def test_context_manager_does_not_close_when_not_managed() -> None:
 
     collection = cosmos_collection.AzureCosmosDBforMongoDBCollection(
         collection_name="test_collection",
-        data_model_type=FakeDataModel,
+        data_model_type=dict,
         mongo_client=external_client,
         data_model_definition=mock_data_model_definition,
     )
diff --git a/python/tests/unit/processes/local_runtime/test_local_step.py b/python/tests/unit/processes/local_runtime/test_local_step.py
index 7a748f5a8b84..f7bff462c07a 100644
--- a/python/tests/unit/processes/local_runtime/test_local_step.py
+++ b/python/tests/unit/processes/local_runtime/test_local_step.py
@@ -24,12 +24,40 @@
 from semantic_kernel.processes.local_runtime.local_step import LocalStep
 
 
+@pytest.fixture
+def mocked_process_step_state():
+    """Fixture for creating a mocked KernelProcessStepState object."""
+    return KernelProcessStepState(name="my_step", id="123", state=None)
+
+
+@pytest.fixture
+def mocked_process_step_state_without_id():
+    """Fixture for creating a mocked KernelProcessStepState object without id."""
+    return KernelProcessStepState(name="my_step", id=None, state=None)
+
+
+@pytest.fixture
+def mocked_process_step_info(mocked_process_step_state):
+    """Fixture for creating a mocked KernelProcessStepInfo object."""
+    return KernelProcessStepInfo(inner_step_type=AsyncMock(spec=type), state=mocked_process_step_state, output_edges={})
+
+
+@pytest.fixture
+def mocked_process_step_info_without_id(mocked_process_step_state_without_id):
+    """Fixture for creating a mocked KernelProcessStepInfo object."""
+    return KernelProcessStepInfo(
+        inner_step_type=AsyncMock(spec=type), state=mocked_process_step_state_without_id, output_edges={}
+    )
+
+
 async def test_parse_initial_configuration_adds_ids_if_missing():
     """Test that parse_initial_configuration sets the step_info.state.id if it is None."""
+    edge = KernelProcessEdge(source_step_id="s1", output_target=AsyncMock(spec=KernelProcessFunctionTarget))
     data = {
         "step_info": KernelProcess(
             state=KernelProcessState(name="test_step"),  # noqa: F821
             steps=[AsyncMock(spec=KernelProcessStepInfo)],
+            edges={"test_event": [edge]},
         ),
     }
 
@@ -38,68 +66,79 @@ async def test_parse_initial_configuration_adds_ids_if_missing():
 
     # Assert that it sets the id
     assert processed_data["step_state"].id is not None
+    assert processed_data["step_state"].id != ""
     assert processed_data["event_namespace"] == f"{processed_data['step_state'].name}_{processed_data['step_state'].id}"
     assert "output_edges" in processed_data
+    assert processed_data["output_edges"] == {"test_event": [edge]}
 
 
-def test_name_property():
-    """Test that the name property returns the name from the step_info.state."""
-    mock_state = KernelProcessStepState(name="my_step", id="123", state=None)
-    mock_info = KernelProcessStepInfo(inner_step_type=AsyncMock(spec=type), state=mock_state, output_edges={})
+async def test_parse_initial_configuration_id_already_set():
+    """Test that parse_initial_configuration does not overwrite step_info.state.id if already set."""
+    data = {
+        "step_info": KernelProcess(
+            state=KernelProcessState(name="test_step", id="test_id_set"),  # noqa: F821
+            steps=[AsyncMock(spec=KernelProcessStepInfo)],
+        ),
+    }
 
+    # Call the parse_initial_configuration
+    processed_data = LocalStep.parse_initial_configuration(data)  # type: ignore
+
+    assert processed_data["step_state"].id is not None
+    assert processed_data["step_state"].id == "test_id_set"
+
+    assert processed_data["event_namespace"] == f"{processed_data['step_state'].name}_{processed_data['step_state'].id}"
+    assert "output_edges" in processed_data
+
+
+def test_name_property(mocked_process_step_state, mocked_process_step_info):
+    """Test that the name property returns the name from the step_info.state."""
     step = LocalStep(
         kernel=MagicMock(spec=Kernel),
-        step_info=mock_info,
+        step_info=mocked_process_step_info,
         event_namespace="ns",
-        step_state=mock_state,
+        step_state=mocked_process_step_state,
         factories={},
     )
 
     assert step.name == "my_step"
 
 
-def test_id_property_with_id():
+def test_id_property_with_id(mocked_process_step_state, mocked_process_step_info):
     """Test that the id property returns the ID if it is available."""
-    mock_state = KernelProcessStepState(name="my_step", id="123", state=None)
-    mock_info = KernelProcessStepInfo(inner_step_type=AsyncMock(spec=type), state=mock_state, output_edges={})
-
     step = LocalStep(
         kernel=MagicMock(spec=Kernel),
-        step_info=mock_info,
+        step_info=mocked_process_step_info,
         event_namespace="ns",
-        step_state=mock_state,
+        step_state=mocked_process_step_state,
         factories={},
     )
 
     assert step.id == "123"
 
 
-def test_id_property_without_id():
+def test_id_property_without_id(mocked_process_step_state_without_id, mocked_process_step_info_without_id):
     """Test that the id property returns an empty string if ID is None."""
-    mock_state = KernelProcessStepState(name="my_step", id=None, state=None)
-    mock_info = KernelProcessStepInfo(inner_step_type=AsyncMock(spec=type), state=mock_state, output_edges={})
-
     step = LocalStep(
         kernel=MagicMock(spec=Kernel),
-        step_info=mock_info,
+        step_info=mocked_process_step_info_without_id,
         event_namespace="ns",
-        step_state=mock_state,
+        step_state=mocked_process_step_state_without_id,
         factories={},
     )
 
     assert step.id == ""
 
 
-async def test_handle_message_raises_exception_when_message_is_none():
+async def test_handle_message_raises_exception_when_message_is_none(
+    mocked_process_step_state, mocked_process_step_info
+):
     """Test handle_message raises ValueError when message is None."""
-    mock_state = KernelProcessStepState(name="my_step", id="123", state=None)
-    mock_info = KernelProcessStepInfo(inner_step_type=AsyncMock(spec=type), state=mock_state, output_edges={})
-
     step = LocalStep(
         kernel=MagicMock(spec=Kernel),
-        step_info=mock_info,
+        step_info=mocked_process_step_info,
         event_namespace="ns",
-        step_state=mock_state,
+        step_state=mocked_process_step_state,
         factories={},
     )
 
@@ -108,17 +147,14 @@ async def test_handle_message_raises_exception_when_message_is_none():
     assert "The message is None." in str(exc.value)
 
 
-async def test_handle_message_initializes_step_if_not_initialized():
+async def test_handle_message_initializes_step_if_not_initialized(mocked_process_step_state, mocked_process_step_info):
     """Test handle_message calls initialize_step if the step isn't yet initialized."""
     mock_kernel = MagicMock(spec=Kernel)
-    mock_state = KernelProcessStepState(name="my_step", id="123", state=None)
-    mock_info = KernelProcessStepInfo(inner_step_type=AsyncMock(spec=type), state=mock_state, output_edges={})
-
     step = LocalStep(
         kernel=mock_kernel,
-        step_info=mock_info,
+        step_info=mocked_process_step_info,
         event_namespace="ns",
-        step_state=mock_state,
+        step_state=mocked_process_step_state,
         factories={},
         functions={"other_func": AsyncMock(spec=KernelFunction)},
         inputs={
@@ -142,24 +178,20 @@ async def test_handle_message_initializes_step_if_not_initialized():
 
         await step.handle_message(msg)
 
-        # Assert initialize_step was called
         mock_initialize_step.assert_awaited_once()
-        # After initialization, it becomes True
         assert step.initialize_task is True
 
 
-async def test_handle_message_raises_if_functions_not_initialized():
+async def test_handle_message_raises_if_functions_not_initialized(mocked_process_step_state, mocked_process_step_info):
     """Test handle_message raises ValueError if step is not properly initialized."""
     # We simulate that after initialization, the step still doesn't have `functions`.
     mock_kernel = AsyncMock(spec=Kernel)
-    mock_state = KernelProcessStepState(name="my_step", id="123", state=None)
-    mock_info = KernelProcessStepInfo(inner_step_type=AsyncMock(spec=type), state=mock_state, output_edges={})
 
     step = LocalStep(
         kernel=mock_kernel,  # type: ignore
-        step_info=mock_info,
+        step_info=mocked_process_step_info,
         event_namespace="ns",
-        step_state=mock_state,
+        step_state=mocked_process_step_state,
         factories={},
         initialize_task=False,
     )
@@ -188,15 +220,12 @@ async def mocked_init_step():
         assert "Function any_func not found in plugin my_step" in str(exc.value)
 
 
-async def test_handle_message_updates_inputs_and_invokes_function():
+async def test_handle_message_updates_inputs_and_invokes_function(mocked_process_step_state, mocked_process_step_info):
     """Test that handle_message updates inputs with message values and invokes the function
     if all parameters are provided."""
     mock_kernel = AsyncMock(spec=Kernel)
     mock_kernel.invoke = AsyncMock(return_value=MagicMock(value="result"))
 
-    mock_state = KernelProcessStepState(name="my_step", id="123", state=None)
-    mock_info = KernelProcessStepInfo(inner_step_type=AsyncMock(spec=type), state=mock_state, output_edges={})
-
     # Create a function that requires one parameter
     mock_function = AsyncMock(spec=KernelFunction)
     mock_function.name = "func"
@@ -209,9 +238,9 @@ async def test_handle_message_updates_inputs_and_invokes_function():
 
     step = LocalStep(
         kernel=mock_kernel,
-        step_info=mock_info,
+        step_info=mocked_process_step_info,
         event_namespace="ns",
-        step_state=mock_state,
+        step_state=mocked_process_step_state,
         factories={},
         functions={
             "func": mock_function,
@@ -235,24 +264,23 @@ async def test_handle_message_updates_inputs_and_invokes_function():
         mock_kernel.invoke.assert_awaited_once()
         mock_emit_event.assert_awaited()
 
+        assert mock_emit_event.call_args.args[0].id == "func.OnResult"
+
         # After invocation, input is reset
         assert step.inputs["func"]["param"] is None
 
 
-async def test_handle_message_raises_target_function_name_mismatch():
+async def test_handle_message_raises_target_function_not_found(mocked_process_step_state, mocked_process_step_info):
     """Test handle_message raises an exception if the target function is not the one that is invocable."""
     mock_kernel = AsyncMock(spec=Kernel)
     mock_kernel.invoke = AsyncMock(return_value=AsyncMock(value="result"))
 
-    mock_state = KernelProcessStepState(name="my_step", id="123", state=None)
-    mock_info = KernelProcessStepInfo(inner_step_type=AsyncMock(spec=type), state=mock_state, output_edges={})
-
     # Pretend we have two functions, and only "other_func" is fully ready
     step = LocalStep(
         kernel=mock_kernel,
-        step_info=mock_info,
+        step_info=mocked_process_step_info,
         event_namespace="ns",
-        step_state=mock_state,  # type: ignore
+        step_state=mocked_process_step_state,  # type: ignore
         factories={},
         functions={"other_func": AsyncMock(spec=KernelFunction)},
         inputs={
@@ -277,19 +305,18 @@ async def test_handle_message_raises_target_function_name_mismatch():
     assert "Function mismatched_func not found in plugin my_step" in str(exc.value)
 
 
-async def test_handle_message_raises_function_not_found_if_no_function():
+async def test_handle_message_raises_function_not_found_if_no_function(
+    mocked_process_step_state, mocked_process_step_info
+):
     """Test handle_message raises ProcessFunctionNotFoundException if the function is not found in the step."""
     mock_kernel = AsyncMock(spec=Kernel)
     mock_kernel.invoke = AsyncMock(return_value=AsyncMock(value="result"))
 
-    mock_state = KernelProcessStepState(name="my_step", id="123", state=None)
-    mock_info = KernelProcessStepInfo(inner_step_type=AsyncMock(spec=type), state=mock_state, output_edges={})
-
     step = LocalStep(
         kernel=mock_kernel,
-        step_info=mock_info,  # type: ignore
+        step_info=mocked_process_step_info,  # type: ignore
         event_namespace="ns",
-        step_state=mock_state,
+        step_state=mocked_process_step_state,
         factories={},
         functions={},
         inputs={"func": {"param": "ready_value"}},
@@ -309,13 +336,11 @@ async def test_handle_message_raises_function_not_found_if_no_function():
     assert "Function func not found in plugin my_step" in str(exc.value)
 
 
-async def test_handle_message_emits_error_event_on_exception():
+async def test_handle_message_emits_error_event_on_exception(mocked_process_step_state, mocked_process_step_info):
     """Test handle_message emits an OnError event when the function invocation raises an exception."""
     mock_kernel = AsyncMock(spec=Kernel)
     mock_kernel.invoke = AsyncMock(side_effect=KernelException("error"))
 
-    mock_state = KernelProcessStepState(name="my_step", id="123", state=None)
-    mock_info = KernelProcessStepInfo(inner_step_type=AsyncMock(spec=type), state=mock_state, output_edges={})
     mock_function = AsyncMock(spec=KernelFunction)
     mock_function.name = "func"
     mock_function.plugin_name = "test_plugin"
@@ -328,9 +353,9 @@ async def test_handle_message_emits_error_event_on_exception():
 
     step = LocalStep(
         kernel=mock_kernel,  # type: ignore
-        step_info=mock_info,
+        step_info=mocked_process_step_info,
         event_namespace="ns",
-        step_state=mock_state,
+        step_state=mocked_process_step_state,
         factories={},
         functions={"func": mock_function},
         inputs={"func": {"param": "some_value"}},
@@ -350,10 +375,8 @@ async def test_handle_message_emits_error_event_on_exception():
 
         # The event name for error is "func.OnError"
         assert mock_emit_event.await_args is not None
-        call_args = mock_emit_event.await_args.args
-        # Check that the event name is correct
-        assert call_args[0].id == "func.OnError"
-        assert "error" in call_args[0].data
+        mock_emit_event.assert_awaited()
+        assert mock_emit_event.call_args.args[0].id == "func.OnError"
 
 
 async def test_invoke_function_calls_kernel_invoke():
@@ -379,8 +402,6 @@ async def test_invoke_function_calls_kernel_invoke():
     args = {"key": "value"}
     await step.invoke_function(mock_function, mock_kernel, args)
 
-    mock_kernel.invoke.assert_called_once()
-
     mock_kernel.invoke.assert_awaited_once_with(mock_function, **args)
 
 
@@ -405,6 +426,7 @@ async def test_emit_event_puts_local_event_into_queue():
     # The queue should contain a LocalEvent
     assert not queue_obj.empty()
     local_event = queue_obj.get()
+    assert queue_obj.empty()
     assert isinstance(local_event, LocalEvent)
     assert local_event.inner_event is event
     assert local_event.namespace == "test_step-id"
@@ -431,11 +453,12 @@ async def test_emit_local_event_puts_into_queue():
 
     assert not queue_obj.empty()
     popped = queue_obj.get()
+    assert popped is local_event
     # The namespace is updated by scoped_event
     assert popped.namespace == f"{step.name}_{step.id}"
 
 
-def test_get_all_events_returns_all_events_from_queue():
+def test_get_all_events_returns_all_events_from_queue(mocked_process_step_state, mocked_process_step_info):
     """Test get_all_events drains the outgoing_event_queue and returns them."""
     queue_obj = Queue()
     event1 = LocalEvent(namespace="ns1", inner_event=KernelProcessEvent(id="e1"))
@@ -443,15 +466,12 @@ def test_get_all_events_returns_all_events_from_queue():
     queue_obj.put(event1)
     queue_obj.put(event2)
 
-    mock_state = KernelProcessStepState(name="my_step", id="123", state=None)
-    mock_info = KernelProcessStepInfo(inner_step_type=AsyncMock(spec=type), state=mock_state, output_edges={})
-
     step = LocalStep(
         kernel=AsyncMock(spec=Kernel),  # type: ignore
-        step_info=mock_info,
+        step_info=mocked_process_step_info,
         outgoing_event_queue=queue_obj,
         event_namespace="ns",
-        step_state=mock_state,
+        step_state=mocked_process_step_state,
         factories={},
     )
 
@@ -463,20 +483,19 @@ def test_get_all_events_returns_all_events_from_queue():
     assert queue_obj.empty()
 
 
-def test_get_edge_for_event_returns_edge_list():
+def test_get_edge_for_event_returns_edge_list(mocked_process_step_state):
     """Test that get_edge_for_event returns the edges from output_edges that match the event id."""
     edge = KernelProcessEdge(source_step_id="s1", output_target=AsyncMock(spec=KernelProcessFunctionTarget))
-    mock_state = KernelProcessStepState(name="my_step", id="123", state=None)
     mock_info = KernelProcessStepInfo(
         inner_step_type=AsyncMock(spec=type),
-        state=mock_state,
+        state=mocked_process_step_state,
         output_edges={"test_event": [edge]},
     )
     step = LocalStep(
         kernel=AsyncMock(spec=Kernel),  # type: ignore
         step_info=mock_info,
         event_namespace="ns",
-        step_state=mock_state,
+        step_state=mocked_process_step_state,
         factories={},
     )
 
@@ -484,23 +503,20 @@ def test_get_edge_for_event_returns_edge_list():
     assert len(edges) == 1
     assert edges[0] == edge
 
+    output = step.output_edges["test_event"]
+    assert output[0] is edge
+
     # For a non-existing event, expect empty list
     assert step.get_edge_for_event("not_found") == []
 
 
-async def test_to_kernel_process_step_info_initializes_if_needed():
+async def test_to_kernel_process_step_info_initializes_if_needed(mocked_process_step_state, mocked_process_step_info):
     """Test to_kernel_process_step_info calls initialize_step if not yet done."""
-    mock_state = KernelProcessStepState(name="my_step", id="123", state=None)
-    mock_info = KernelProcessStepInfo(
-        inner_step_type=AsyncMock(spec=type),
-        state=mock_state,
-        output_edges={},
-    )
     step = LocalStep(
         kernel=AsyncMock(spec=Kernel),
-        step_info=mock_info,
+        step_info=mocked_process_step_info,
         event_namespace="ns",
-        step_state=mock_state,
+        step_state=mocked_process_step_state,
         factories={},
         initialize_task=False,
     )
@@ -509,22 +525,17 @@ async def test_to_kernel_process_step_info_initializes_if_needed():
         result = await step.to_kernel_process_step_info()
 
         mock_initialize_step.assert_awaited_once()
-        assert result == mock_info
+        assert result == mocked_process_step_info
+        assert step.initialize_task is True
 
 
-def test_scoped_event_updates_namespace():
+def test_scoped_event_updates_namespace(mocked_process_step_state, mocked_process_step_info):
     """Test scoped_event sets the local_event's namespace to name_id."""
-    mock_state = KernelProcessStepState(name="my_step", id="123", state=None)
-    mock_info = KernelProcessStepInfo(
-        inner_step_type=AsyncMock(spec=type),
-        state=mock_state,
-        output_edges={},
-    )
     step = LocalStep(
         kernel=AsyncMock(spec=Kernel),
-        step_info=mock_info,
+        step_info=mocked_process_step_info,
         event_namespace="ns",
-        step_state=mock_state,
+        step_state=mocked_process_step_state,
         factories={},
     )
 
@@ -534,25 +545,20 @@ def test_scoped_event_updates_namespace():
     assert result.namespace == "my_step_123"
 
 
-def test_scoped_event_from_kernel_process_creates_scoped_event():
+def test_scoped_event_from_kernel_process_creates_scoped_event(mocked_process_step_state, mocked_process_step_info):
     """Test scoped_event_from_kernel_process creates a local event from the kernel process event
     with the step's scope."""
-    mock_state = KernelProcessStepState(name="my_step", id="321", state=None)
-    mock_info = KernelProcessStepInfo(
-        inner_step_type=AsyncMock(spec=type),
-        state=mock_state,
-        output_edges={},
-    )
     step = LocalStep(
         kernel=AsyncMock(spec=Kernel),  # type: ignore
-        step_info=mock_info,
+        step_info=mocked_process_step_info,
         event_namespace="ns",
-        step_state=mock_state,
+        step_state=mocked_process_step_state,
         factories={},
     )
 
     kpe = KernelProcessEvent(id="test_id", data="some_data")
     local_event = step.scoped_event_from_kernel_process(kpe)
 
-    assert local_event.namespace == "my_step_321"
+    assert local_event.namespace == "my_step_123"
     assert local_event.inner_event == kpe
+    assert local_event.inner_event is kpe
diff --git a/python/uv.lock b/python/uv.lock
index 269eb879b57d..e71e6aa52d91 100644
--- a/python/uv.lock
+++ b/python/uv.lock
@@ -53,7 +53,7 @@ wheels = [
 
 [[package]]
 name = "aiohttp"
-version = "3.11.16"
+version = "3.11.18"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohappyeyeballs", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
@@ -65,85 +65,85 @@ dependencies = [
     { name = "propcache", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
     { name = "yarl", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/f1/d9/1c4721d143e14af753f2bf5e3b681883e1f24b592c0482df6fa6e33597fa/aiohttp-3.11.16.tar.gz", hash = "sha256:16f8a2c9538c14a557b4d309ed4d0a7c60f0253e8ed7b6c9a2859a7582f8b1b8", size = 7676826 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/b8/21/6bd4cb580a323b64cda3b11fcb3f68deba77568e97806727a858de57349d/aiohttp-3.11.16-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:fb46bb0f24813e6cede6cc07b1961d4b04f331f7112a23b5e21f567da4ee50aa", size = 708259 },
-    { url = "https://files.pythonhosted.org/packages/96/8c/7b4b9debe90ffc31931b85ee8612a5c83f34d8fdc6d90ee3eb27b43639e4/aiohttp-3.11.16-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:54eb3aead72a5c19fad07219acd882c1643a1027fbcdefac9b502c267242f955", size = 468886 },
-    { url = "https://files.pythonhosted.org/packages/13/da/a7fcd68e62acacf0a1930060afd2c970826f989265893082b6fb9eb25cb5/aiohttp-3.11.16-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:38bea84ee4fe24ebcc8edeb7b54bf20f06fd53ce4d2cc8b74344c5b9620597fd", size = 455846 },
-    { url = "https://files.pythonhosted.org/packages/5d/12/b73d9423253f4c872d276a3771decb0722cb5f962352593bd617445977ba/aiohttp-3.11.16-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d0666afbe984f6933fe72cd1f1c3560d8c55880a0bdd728ad774006eb4241ecd", size = 1587183 },
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From 6fcd98cc62c907fff46aabb0f24cbc7d262bb1ce Mon Sep 17 00:00:00 2001
From: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>
Date: Wed, 23 Apr 2025 21:41:47 -0600
Subject: [PATCH 19/20] uv file updated

---
 python/uv.lock | 6646 +++++++++++++++++++++++-------------------------
 1 file changed, 3178 insertions(+), 3468 deletions(-)

diff --git a/python/uv.lock b/python/uv.lock
index abee89aaa97d..1102a1450832 100644
--- a/python/uv.lock
+++ b/python/uv.lock
@@ -1,5 +1,5 @@
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From d140381d4ba8eb43a2b7d4ed7b9543ed9f81af0a Mon Sep 17 00:00:00 2001
From: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>
Date: Thu, 24 Apr 2025 10:39:26 -0600
Subject: [PATCH 20/20] issues fixed

---
 ...test_azure_cosmos_db_mongodb_collection.py | 50 +------------------
 1 file changed, 1 insertion(+), 49 deletions(-)

diff --git a/python/tests/unit/connectors/memory/azure_cosmos_db/test_azure_cosmos_db_mongodb_collection.py b/python/tests/unit/connectors/memory/azure_cosmos_db/test_azure_cosmos_db_mongodb_collection.py
index 0dd014b56ee4..2b196fa4a4d4 100644
--- a/python/tests/unit/connectors/memory/azure_cosmos_db/test_azure_cosmos_db_mongodb_collection.py
+++ b/python/tests/unit/connectors/memory/azure_cosmos_db/test_azure_cosmos_db_mongodb_collection.py
@@ -47,53 +47,6 @@ async def test_constructor_with_mongo_client_provided() -> None:
     assert not collection.managed_client, "Should not be managing client when provided"
 
 
-async def test_constructor_without_mongo_client_success() -> None:
-    """
-    Test the constructor of AzureCosmosDBforMongoDBCollection when a mongo_client
-    is not provided. Expect it to create settings and initialize an AsyncMongoClient.
-    """
-    mock_data_model_definition = VectorStoreRecordDefinition(
-        fields={
-            "id": VectorStoreRecordKeyField(),
-            "content": VectorStoreRecordDataField(),
-            "vector": VectorStoreRecordVectorField(),
-        }
-    )
-
-    fake_client = AsyncMock(name="fake_async_client", spec=AsyncMongoClient)
-
-    with (
-        patch.object(
-            cosmos_settings.AzureCosmosDBforMongoDBSettings,
-            "create",
-            return_value=AsyncMock(
-                connection_string=AsyncMock(get_secret_value=lambda: "mongodb://test"), database_name="test_db"
-            ),
-        ) as mock_settings_create,
-        patch(
-            "semantic_kernel.connectors.memory.azure_cosmos_db.azure_cosmos_db_mongodb_collection.AsyncMongoClient",
-            return_value=fake_client,
-            spec=AsyncMongoClient,
-        ) as mock_async_client,
-    ):
-        collection = cosmos_collection.AzureCosmosDBforMongoDBCollection(
-            collection_name="test_collection",
-            data_model_type=dict,
-            data_model_definition=mock_data_model_definition,
-            connection_string="mongodb://test-env",
-            database_name="",
-        )
-
-    mock_settings_create.assert_called_once()
-    mock_async_client.assert_called_once()
-
-    created_client = mock_async_client.return_value
-
-    assert collection.mongo_client == created_client
-    assert collection.managed_client, "Should manage client when none is provided"
-    assert collection.database_name == "test_db"
-
-
 async def test_constructor_raises_exception_on_validation_error() -> None:
     """
     Test that the constructor raises VectorStoreInitializationException when
@@ -130,10 +83,9 @@ class DummyModel(BaseModel):
                 collection_name="test_collection",
                 data_model_type=dict,
                 data_model_definition=mock_data_model_definition,
-                connection_string="mongodb://test-env",
                 database_name="",
             )
-        assert "Failed to create Azure CosmosDB for MongoDB settings." in str(exc_info.value)
+        assert "The Azure CosmosDB for MongoDB connection string is required." in str(exc_info.value)
 
 
 async def test_constructor_raises_exception_if_no_connection_string() -> None: