Home / Function/ test_image_generation_multi_turn() — langchain Function Reference

test_image_generation_multi_turn() — langchain Function Reference

Architecture documentation for the test_image_generation_multi_turn() function in test_responses_api.py from the langchain codebase.

Entity Profile

Dependency Diagram

graph TD
  8cef8119_769e_ecbc_363f_5cf82014bd24["test_image_generation_multi_turn()"]
  992496d5_b7d4_139f_00cf_3e585d851f81["test_responses_api.py"]
  8cef8119_769e_ecbc_363f_5cf82014bd24 -->|defined in| 992496d5_b7d4_139f_00cf_3e585d851f81
  b0966d53_e5bb_3879_d8d6_00823de68309["_check_response()"]
  8cef8119_769e_ecbc_363f_5cf82014bd24 -->|calls| b0966d53_e5bb_3879_d8d6_00823de68309
  style 8cef8119_769e_ecbc_363f_5cf82014bd24 fill:#6366f1,stroke:#818cf8,color:#fff

Relationship Graph

Source Code

libs/partners/openai/tests/integration_tests/chat_models/test_responses_api.py lines 894–996

def test_image_generation_multi_turn(
    output_version: Literal["v0", "responses/v1"],
) -> None:
    """Test multi-turn editing of image generation by passing in history."""
    # Test multi-turn
    llm = ChatOpenAI(
        model="gpt-4.1", use_responses_api=True, output_version=output_version
    )
    # Test invocation
    tool = {
        "type": "image_generation",
        # For testing purposes let's keep the quality low, so the test runs faster.
        "quality": "low",
        "output_format": "jpeg",
        "output_compression": 100,
        "size": "1024x1024",
    }
    llm_with_tools = llm.bind_tools([tool])

    chat_history: list[MessageLikeRepresentation] = [
        {"role": "user", "content": "Draw a random short word in green font."}
    ]
    ai_message = llm_with_tools.invoke(chat_history)
    assert isinstance(ai_message, AIMessage)
    _check_response(ai_message)

    expected_keys = {
        "id",
        "background",
        "output_format",
        "quality",
        "result",
        "revised_prompt",
        "size",
        "status",
        "type",
    }

    if output_version == "v0":
        tool_output = ai_message.additional_kwargs["tool_outputs"][0]
        assert set(tool_output.keys()).issubset(expected_keys)
    elif output_version == "responses/v1":
        tool_output = next(
            block
            for block in ai_message.content
            if isinstance(block, dict) and block["type"] == "image_generation_call"
        )
        assert set(tool_output.keys()).issubset(expected_keys)
    else:
        standard_keys = {"type", "base64", "id", "status"}
        tool_output = next(
            block
            for block in ai_message.content
            if isinstance(block, dict) and block["type"] == "image"
        )
        assert set(standard_keys).issubset(tool_output.keys())

    # Example tool output for an image (v0)
    # {
    #     "background": "opaque",
    #     "id": "ig_683716a8ddf0819888572b20621c7ae4029ec8c11f8dacf8",
    #     "output_format": "png",
    #     "quality": "high",
    #     "revised_prompt": "A fluffy, fuzzy cat sitting calmly, with soft fur, bright "
    #     "eyes, and a cute, friendly expression. The background is "
    #     "simple and light to emphasize the cat's texture and "
    #     "fluffiness.",
    #     "size": "1024x1024",
    #     "status": "completed",
    #     "type": "image_generation_call",
    #     "result": # base64 encode image data
    # }

    chat_history.extend(
        [
            # AI message with tool output
            ai_message,
            # New request
            {
                "role": "user",
                "content": (

Domain

Subdomains

Frequently Asked Questions

What does test_image_generation_multi_turn() do?
test_image_generation_multi_turn() is a function in the langchain codebase, defined in libs/partners/openai/tests/integration_tests/chat_models/test_responses_api.py.
Where is test_image_generation_multi_turn() defined?
test_image_generation_multi_turn() is defined in libs/partners/openai/tests/integration_tests/chat_models/test_responses_api.py at line 894.
What does test_image_generation_multi_turn() call?
test_image_generation_multi_turn() calls 1 function(s): _check_response.

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