How to return the result of function calling execution to the front end #9968

yuichiromukaiyama · 2024-12-13T03:36:01Z

yuichiromukaiyama
Dec 13, 2024

If anyone knows a good way to do this, please let me know. I am wondering how to pass information to the front-end application when an agent built with semantic kernel is function calling. For example, when I execute the following code, I get the following chunk.


sid: str = "dummy"

class CodePlugin:
    """Write python code"""

    def __init__(self, kernel: sk.Kernel) -> None:
        """Init"""
        self.kernel = kernel

    @kernel_function(
        name="write_python_code",
        description="write python code from user instructions",
    )
    async def write(self, prompt: Annotated[str, "user instructions"]) -> str:
        """Write python code"""
        return "hello world"


async def main() -> None:
    """Main"""
    k = sk.Kernel()

    k.add_service(
        AzureChatCompletion(
            service_id=sid,
            deployment_name=AZURE_OPENAI_COMPLETION_DEPLOYMENT_NAME,
            endpoint=AZURE_OPENAI_COMPLETION_ENDPOINT,
            api_key=AZURE_OPENAI_COMPLETION_API_KEY,
        )
    )

    s = k.get_service(service_id=sid)
    k.add_plugin(CodePlugin(k), "code")

    settings = s.get_prompt_execution_settings_class()(service_id=sid)
    settings.max_tokens = 1000
    settings.function_choice_behavior = FunctionChoiceBehavior.Auto(auto_invoke=True)

    history = ChatHistory()
    history.add_user_message("python で hello world のコードを書いて")

    result = s.get_streaming_chat_message_contents(
        chat_history=history,
        settings=settings,
        kernel=k,
    )

    async for c in result:
        if len(c) != 0:
            print(c)
            if c[0].finish_reason:
                print()

    # usage
    print(f"{s.completion_tokens=} {s.prompt_tokens=} {s.total_tokens=}")


asyncio.run(main())

[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', choices=[Choice(delta=ChoiceDelta(content=None, function_call=None, refusal=None, role='assistant', tool_calls=[ChoiceDeltaToolCall(index=0, id='call_ZgovMivAdnh62odjOhFbf0ls', function=ChoiceDeltaToolCallFunction(arguments='', name='code-write_python_code'), type='function')]), finish_reason=None, index=0, logprobs=None, content_filter_results={})], created=1734060317, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', 'created': 1734060317, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[FunctionCallContent(inner_content=None, ai_model_id=None, metadata={}, content_type=<ContentTypes.FUNCTION_CALL_CONTENT: 'function_call'>, id='call_ZgovMivAdnh62odjOhFbf0ls', index=0, name='code-write_python_code', function_name='write_python_code', plugin_name='code', arguments='')], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', choices=[Choice(delta=ChoiceDelta(content=None, function_call=None, refusal=None, role=None, tool_calls=[ChoiceDeltaToolCall(index=0, id=None, function=ChoiceDeltaToolCallFunction(arguments='{"', name=None), type=None)]), finish_reason=None, index=0, logprobs=None, content_filter_results={})], created=1734060317, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', 'created': 1734060317, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[FunctionCallContent(inner_content=None, ai_model_id=None, metadata={}, content_type=<ContentTypes.FUNCTION_CALL_CONTENT: 'function_call'>, id=None, index=0, name=None, function_name='', plugin_name=None, arguments='{"')], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', choices=[Choice(delta=ChoiceDelta(content=None, function_call=None, refusal=None, role=None, tool_calls=[ChoiceDeltaToolCall(index=0, id=None, function=ChoiceDeltaToolCallFunction(arguments='prompt', name=None), type=None)]), finish_reason=None, index=0, logprobs=None, content_filter_results={})], created=1734060317, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', 'created': 1734060317, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[FunctionCallContent(inner_content=None, ai_model_id=None, metadata={}, content_type=<ContentTypes.FUNCTION_CALL_CONTENT: 'function_call'>, id=None, index=0, name=None, function_name='', plugin_name=None, arguments='prompt')], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', choices=[Choice(delta=ChoiceDelta(content=None, function_call=None, refusal=None, role=None, tool_calls=[ChoiceDeltaToolCall(index=0, id=None, function=ChoiceDeltaToolCallFunction(arguments='":"', name=None), type=None)]), finish_reason=None, index=0, logprobs=None, content_filter_results={})], created=1734060317, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', 'created': 1734060317, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[FunctionCallContent(inner_content=None, ai_model_id=None, metadata={}, content_type=<ContentTypes.FUNCTION_CALL_CONTENT: 'function_call'>, id=None, index=0, name=None, function_name='', plugin_name=None, arguments='":"')], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', choices=[Choice(delta=ChoiceDelta(content=None, function_call=None, refusal=None, role=None, tool_calls=[ChoiceDeltaToolCall(index=0, id=None, function=ChoiceDeltaToolCallFunction(arguments='Python', name=None), type=None)]), finish_reason=None, index=0, logprobs=None, content_filter_results={})], created=1734060317, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', 'created': 1734060317, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[FunctionCallContent(inner_content=None, ai_model_id=None, metadata={}, content_type=<ContentTypes.FUNCTION_CALL_CONTENT: 'function_call'>, id=None, index=0, name=None, function_name='', plugin_name=None, arguments='Python')], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', choices=[Choice(delta=ChoiceDelta(content=None, function_call=None, refusal=None, role=None, tool_calls=[ChoiceDeltaToolCall(index=0, id=None, function=ChoiceDeltaToolCallFunction(arguments=' ', name=None), type=None)]), finish_reason=None, index=0, logprobs=None, content_filter_results={})], created=1734060317, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', 'created': 1734060317, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[FunctionCallContent(inner_content=None, ai_model_id=None, metadata={}, content_type=<ContentTypes.FUNCTION_CALL_CONTENT: 'function_call'>, id=None, index=0, name=None, function_name='', plugin_name=None, arguments=' ')], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', choices=[Choice(delta=ChoiceDelta(content=None, function_call=None, refusal=None, role=None, tool_calls=[ChoiceDeltaToolCall(index=0, id=None, function=ChoiceDeltaToolCallFunction(arguments='で', name=None), type=None)]), finish_reason=None, index=0, logprobs=None, content_filter_results={})], created=1734060317, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', 'created': 1734060317, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[FunctionCallContent(inner_content=None, ai_model_id=None, metadata={}, content_type=<ContentTypes.FUNCTION_CALL_CONTENT: 'function_call'>, id=None, index=0, name=None, function_name='', plugin_name=None, arguments='で')], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', choices=[Choice(delta=ChoiceDelta(content=None, function_call=None, refusal=None, role=None, tool_calls=[ChoiceDeltaToolCall(index=0, id=None, function=ChoiceDeltaToolCallFunction(arguments=" '", name=None), type=None)]), finish_reason=None, index=0, logprobs=None, content_filter_results={})], created=1734060317, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', 'created': 1734060317, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[FunctionCallContent(inner_content=None, ai_model_id=None, metadata={}, content_type=<ContentTypes.FUNCTION_CALL_CONTENT: 'function_call'>, id=None, index=0, name=None, function_name='', plugin_name=None, arguments=" '")], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', choices=[Choice(delta=ChoiceDelta(content=None, function_call=None, refusal=None, role=None, tool_calls=[ChoiceDeltaToolCall(index=0, id=None, function=ChoiceDeltaToolCallFunction(arguments='Hello', name=None), type=None)]), finish_reason=None, index=0, logprobs=None, content_filter_results={})], created=1734060317, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', 'created': 1734060317, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[FunctionCallContent(inner_content=None, ai_model_id=None, metadata={}, content_type=<ContentTypes.FUNCTION_CALL_CONTENT: 'function_call'>, id=None, index=0, name=None, function_name='', plugin_name=None, arguments='Hello')], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', choices=[Choice(delta=ChoiceDelta(content=None, function_call=None, refusal=None, role=None, tool_calls=[ChoiceDeltaToolCall(index=0, id=None, function=ChoiceDeltaToolCallFunction(arguments=',', name=None), type=None)]), finish_reason=None, index=0, logprobs=None, content_filter_results={})], created=1734060317, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', 'created': 1734060317, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[FunctionCallContent(inner_content=None, ai_model_id=None, metadata={}, content_type=<ContentTypes.FUNCTION_CALL_CONTENT: 'function_call'>, id=None, index=0, name=None, function_name='', plugin_name=None, arguments=',')], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', choices=[Choice(delta=ChoiceDelta(content=None, function_call=None, refusal=None, role=None, tool_calls=[ChoiceDeltaToolCall(index=0, id=None, function=ChoiceDeltaToolCallFunction(arguments=' World', name=None), type=None)]), finish_reason=None, index=0, logprobs=None, content_filter_results={})], created=1734060317, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', 'created': 1734060317, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[FunctionCallContent(inner_content=None, ai_model_id=None, metadata={}, content_type=<ContentTypes.FUNCTION_CALL_CONTENT: 'function_call'>, id=None, index=0, name=None, function_name='', plugin_name=None, arguments=' World')], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', choices=[Choice(delta=ChoiceDelta(content=None, function_call=None, refusal=None, role=None, tool_calls=[ChoiceDeltaToolCall(index=0, id=None, function=ChoiceDeltaToolCallFunction(arguments="!'", name=None), type=None)]), finish_reason=None, index=0, logprobs=None, content_filter_results={})], created=1734060317, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', 'created': 1734060317, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[FunctionCallContent(inner_content=None, ai_model_id=None, metadata={}, content_type=<ContentTypes.FUNCTION_CALL_CONTENT: 'function_call'>, id=None, index=0, name=None, function_name='', plugin_name=None, arguments="!'")], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', choices=[Choice(delta=ChoiceDelta(content=None, function_call=None, refusal=None, role=None, tool_calls=[ChoiceDeltaToolCall(index=0, id=None, function=ChoiceDeltaToolCallFunction(arguments=' を', name=None), type=None)]), finish_reason=None, index=0, logprobs=None, content_filter_results={})], created=1734060317, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', 'created': 1734060317, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[FunctionCallContent(inner_content=None, ai_model_id=None, metadata={}, content_type=<ContentTypes.FUNCTION_CALL_CONTENT: 'function_call'>, id=None, index=0, name=None, function_name='', plugin_name=None, arguments=' を')], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', choices=[Choice(delta=ChoiceDelta(content=None, function_call=None, refusal=None, role=None, tool_calls=[ChoiceDeltaToolCall(index=0, id=None, function=ChoiceDeltaToolCallFunction(arguments='出', name=None), type=None)]), finish_reason=None, index=0, logprobs=None, content_filter_results={})], created=1734060317, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', 'created': 1734060317, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[FunctionCallContent(inner_content=None, ai_model_id=None, metadata={}, content_type=<ContentTypes.FUNCTION_CALL_CONTENT: 'function_call'>, id=None, index=0, name=None, function_name='', plugin_name=None, arguments='出')], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', choices=[Choice(delta=ChoiceDelta(content=None, function_call=None, refusal=None, role=None, tool_calls=[ChoiceDeltaToolCall(index=0, id=None, function=ChoiceDeltaToolCallFunction(arguments='力', name=None), type=None)]), finish_reason=None, index=0, logprobs=None, content_filter_results={})], created=1734060317, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', 'created': 1734060317, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[FunctionCallContent(inner_content=None, ai_model_id=None, metadata={}, content_type=<ContentTypes.FUNCTION_CALL_CONTENT: 'function_call'>, id=None, index=0, name=None, function_name='', plugin_name=None, arguments='力')], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', choices=[Choice(delta=ChoiceDelta(content=None, function_call=None, refusal=None, role=None, tool_calls=[ChoiceDeltaToolCall(index=0, id=None, function=ChoiceDeltaToolCallFunction(arguments='する', name=None), type=None)]), finish_reason=None, index=0, logprobs=None, content_filter_results={})], created=1734060317, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', 'created': 1734060317, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[FunctionCallContent(inner_content=None, ai_model_id=None, metadata={}, content_type=<ContentTypes.FUNCTION_CALL_CONTENT: 'function_call'>, id=None, index=0, name=None, function_name='', plugin_name=None, arguments='する')], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', choices=[Choice(delta=ChoiceDelta(content=None, function_call=None, refusal=None, role=None, tool_calls=[ChoiceDeltaToolCall(index=0, id=None, function=ChoiceDeltaToolCallFunction(arguments='簡', name=None), type=None)]), finish_reason=None, index=0, logprobs=None, content_filter_results={})], created=1734060317, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', 'created': 1734060317, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[FunctionCallContent(inner_content=None, ai_model_id=None, metadata={}, content_type=<ContentTypes.FUNCTION_CALL_CONTENT: 'function_call'>, id=None, index=0, name=None, function_name='', plugin_name=None, arguments='簡')], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', choices=[Choice(delta=ChoiceDelta(content=None, function_call=None, refusal=None, role=None, tool_calls=[ChoiceDeltaToolCall(index=0, id=None, function=ChoiceDeltaToolCallFunction(arguments='単', name=None), type=None)]), finish_reason=None, index=0, logprobs=None, content_filter_results={})], created=1734060317, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', 'created': 1734060317, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[FunctionCallContent(inner_content=None, ai_model_id=None, metadata={}, content_type=<ContentTypes.FUNCTION_CALL_CONTENT: 'function_call'>, id=None, index=0, name=None, function_name='', plugin_name=None, arguments='単')], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', choices=[Choice(delta=ChoiceDelta(content=None, function_call=None, refusal=None, role=None, tool_calls=[ChoiceDeltaToolCall(index=0, id=None, function=ChoiceDeltaToolCallFunction(arguments='な', name=None), type=None)]), finish_reason=None, index=0, logprobs=None, content_filter_results={})], created=1734060317, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqajWBTP7TNLNhNzotXZZcxpooVd', 'created': 1734060317, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[FunctionCallContent(inner_content=None, ai_model_id=None, metadata={}, content_type=<ContentTypes.FUNCTION_CALL_CONTENT: 'function_call'>, id=None, index=0, name=None, function_name='', plugin_name=None, arguments='な')], encoding=None, finish_reason=None)]
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[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', choices=[Choice(delta=ChoiceDelta(content=' を', function_call=None, refusal=None, role=None, tool_calls=None), finish_reason=None, index=0, logprobs=None, content_filter_results={'hate': {'filtered': False, 'severity': 'safe'}, 'self_harm': {'filtered': False, 'severity': 'safe'}, 'sexual': {'filtered': False, 'severity': 'safe'}, 'violence': {'filtered': False, 'severity': 'safe'}})], created=1734060318, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', 'created': 1734060318, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[StreamingTextContent(inner_content=None, ai_model_id=None, metadata={}, content_type='text', text=' を', encoding=None, choice_index=0)], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', choices=[Choice(delta=ChoiceDelta(content='出', function_call=None, refusal=None, role=None, tool_calls=None), finish_reason=None, index=0, logprobs=None, content_filter_results={'hate': {'filtered': False, 'severity': 'safe'}, 'self_harm': {'filtered': False, 'severity': 'safe'}, 'sexual': {'filtered': False, 'severity': 'safe'}, 'violence': {'filtered': False, 'severity': 'safe'}})], created=1734060318, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', 'created': 1734060318, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[StreamingTextContent(inner_content=None, ai_model_id=None, metadata={}, content_type='text', text='出', encoding=None, choice_index=0)], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', choices=[Choice(delta=ChoiceDelta(content='力', function_call=None, refusal=None, role=None, tool_calls=None), finish_reason=None, index=0, logprobs=None, content_filter_results={'hate': {'filtered': False, 'severity': 'safe'}, 'self_harm': {'filtered': False, 'severity': 'safe'}, 'sexual': {'filtered': False, 'severity': 'safe'}, 'violence': {'filtered': False, 'severity': 'safe'}})], created=1734060318, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', 'created': 1734060318, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[StreamingTextContent(inner_content=None, ai_model_id=None, metadata={}, content_type='text', text='力', encoding=None, choice_index=0)], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', choices=[Choice(delta=ChoiceDelta(content='する', function_call=None, refusal=None, role=None, tool_calls=None), finish_reason=None, index=0, logprobs=None, content_filter_results={'hate': {'filtered': False, 'severity': 'safe'}, 'self_harm': {'filtered': False, 'severity': 'safe'}, 'sexual': {'filtered': False, 'severity': 'safe'}, 'violence': {'filtered': False, 'severity': 'safe'}})], created=1734060318, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', 'created': 1734060318, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[StreamingTextContent(inner_content=None, ai_model_id=None, metadata={}, content_type='text', text='する', encoding=None, choice_index=0)], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', choices=[Choice(delta=ChoiceDelta(content='コード', function_call=None, refusal=None, role=None, tool_calls=None), finish_reason=None, index=0, logprobs=None, content_filter_results={'hate': {'filtered': False, 'severity': 'safe'}, 'self_harm': {'filtered': False, 'severity': 'safe'}, 'sexual': {'filtered': False, 'severity': 'safe'}, 'violence': {'filtered': False, 'severity': 'safe'}})], created=1734060318, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', 'created': 1734060318, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[StreamingTextContent(inner_content=None, ai_model_id=None, metadata={}, content_type='text', text='コード', encoding=None, choice_index=0)], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', choices=[Choice(delta=ChoiceDelta(content='です', function_call=None, refusal=None, role=None, tool_calls=None), finish_reason=None, index=0, logprobs=None, content_filter_results={'hate': {'filtered': False, 'severity': 'safe'}, 'self_harm': {'filtered': False, 'severity': 'safe'}, 'sexual': {'filtered': False, 'severity': 'safe'}, 'violence': {'filtered': False, 'severity': 'safe'}})], created=1734060318, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', 'created': 1734060318, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[StreamingTextContent(inner_content=None, ai_model_id=None, metadata={}, content_type='text', text='です', encoding=None, choice_index=0)], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', choices=[Choice(delta=ChoiceDelta(content='：\n\n', function_call=None, refusal=None, role=None, tool_calls=None), finish_reason=None, index=0, logprobs=None, content_filter_results={'hate': {'filtered': False, 'severity': 'safe'}, 'self_harm': {'filtered': False, 'severity': 'safe'}, 'sexual': {'filtered': False, 'severity': 'safe'}, 'violence': {'filtered': False, 'severity': 'safe'}})], created=1734060318, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', 'created': 1734060318, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[StreamingTextContent(inner_content=None, ai_model_id=None, metadata={}, content_type='text', text='：\n\n', encoding=None, choice_index=0)], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', choices=[Choice(delta=ChoiceDelta(content='```', function_call=None, refusal=None, role=None, tool_calls=None), finish_reason=None, index=0, logprobs=None, content_filter_results={'hate': {'filtered': False, 'severity': 'safe'}, 'self_harm': {'filtered': False, 'severity': 'safe'}, 'sexual': {'filtered': False, 'severity': 'safe'}, 'violence': {'filtered': False, 'severity': 'safe'}})], created=1734060318, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', 'created': 1734060318, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[StreamingTextContent(inner_content=None, ai_model_id=None, metadata={}, content_type='text', text='```', encoding=None, choice_index=0)], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', choices=[Choice(delta=ChoiceDelta(content='python', function_call=None, refusal=None, role=None, tool_calls=None), finish_reason=None, index=0, logprobs=None, content_filter_results={'hate': {'filtered': False, 'severity': 'safe'}, 'self_harm': {'filtered': False, 'severity': 'safe'}, 'sexual': {'filtered': False, 'severity': 'safe'}, 'violence': {'filtered': False, 'severity': 'safe'}})], created=1734060318, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', 'created': 1734060318, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[StreamingTextContent(inner_content=None, ai_model_id=None, metadata={}, content_type='text', text='python', encoding=None, choice_index=0)], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', choices=[Choice(delta=ChoiceDelta(content='\n', function_call=None, refusal=None, role=None, tool_calls=None), finish_reason=None, index=0, logprobs=None, content_filter_results={'hate': {'filtered': False, 'severity': 'safe'}, 'self_harm': {'filtered': False, 'severity': 'safe'}, 'sexual': {'filtered': False, 'severity': 'safe'}, 'violence': {'filtered': False, 'severity': 'safe'}})], created=1734060318, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', 'created': 1734060318, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[StreamingTextContent(inner_content=None, ai_model_id=None, metadata={}, content_type='text', text='\n', encoding=None, choice_index=0)], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', choices=[Choice(delta=ChoiceDelta(content='print', function_call=None, refusal=None, role=None, tool_calls=None), finish_reason=None, index=0, logprobs=None, content_filter_results={'hate': {'filtered': False, 'severity': 'safe'}, 'self_harm': {'filtered': False, 'severity': 'safe'}, 'sexual': {'filtered': False, 'severity': 'safe'}, 'violence': {'filtered': False, 'severity': 'safe'}})], created=1734060318, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', 'created': 1734060318, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[StreamingTextContent(inner_content=None, ai_model_id=None, metadata={}, content_type='text', text='print', encoding=None, choice_index=0)], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', choices=[Choice(delta=ChoiceDelta(content='("', function_call=None, refusal=None, role=None, tool_calls=None), finish_reason=None, index=0, logprobs=None, content_filter_results={'hate': {'filtered': False, 'severity': 'safe'}, 'self_harm': {'filtered': False, 'severity': 'safe'}, 'sexual': {'filtered': False, 'severity': 'safe'}, 'violence': {'filtered': False, 'severity': 'safe'}})], created=1734060318, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', 'created': 1734060318, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[StreamingTextContent(inner_content=None, ai_model_id=None, metadata={}, content_type='text', text='("', encoding=None, choice_index=0)], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', choices=[Choice(delta=ChoiceDelta(content='Hello', function_call=None, refusal=None, role=None, tool_calls=None), finish_reason=None, index=0, logprobs=None, content_filter_results={'hate': {'filtered': False, 'severity': 'safe'}, 'self_harm': {'filtered': False, 'severity': 'safe'}, 'sexual': {'filtered': False, 'severity': 'safe'}, 'violence': {'filtered': False, 'severity': 'safe'}})], created=1734060318, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', 'created': 1734060318, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[StreamingTextContent(inner_content=None, ai_model_id=None, metadata={}, content_type='text', text='Hello', encoding=None, choice_index=0)], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', choices=[Choice(delta=ChoiceDelta(content=',', function_call=None, refusal=None, role=None, tool_calls=None), finish_reason=None, index=0, logprobs=None, content_filter_results={'hate': {'filtered': False, 'severity': 'safe'}, 'self_harm': {'filtered': False, 'severity': 'safe'}, 'sexual': {'filtered': False, 'severity': 'safe'}, 'violence': {'filtered': False, 'severity': 'safe'}})], created=1734060318, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', 'created': 1734060318, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[StreamingTextContent(inner_content=None, ai_model_id=None, metadata={}, content_type='text', text=',', encoding=None, choice_index=0)], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', choices=[Choice(delta=ChoiceDelta(content=' World', function_call=None, refusal=None, role=None, tool_calls=None), finish_reason=None, index=0, logprobs=None, content_filter_results={'hate': {'filtered': False, 'severity': 'safe'}, 'self_harm': {'filtered': False, 'severity': 'safe'}, 'sexual': {'filtered': False, 'severity': 'safe'}, 'violence': {'filtered': False, 'severity': 'safe'}})], created=1734060318, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', 'created': 1734060318, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[StreamingTextContent(inner_content=None, ai_model_id=None, metadata={}, content_type='text', text=' World', encoding=None, choice_index=0)], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', choices=[Choice(delta=ChoiceDelta(content='!")\n', function_call=None, refusal=None, role=None, tool_calls=None), finish_reason=None, index=0, logprobs=None, content_filter_results={'hate': {'filtered': False, 'severity': 'safe'}, 'self_harm': {'filtered': False, 'severity': 'safe'}, 'sexual': {'filtered': False, 'severity': 'safe'}, 'violence': {'filtered': False, 'severity': 'safe'}})], created=1734060318, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', 'created': 1734060318, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[StreamingTextContent(inner_content=None, ai_model_id=None, metadata={}, content_type='text', text='!")\n', encoding=None, choice_index=0)], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', choices=[Choice(delta=ChoiceDelta(content='```', function_call=None, refusal=None, role=None, tool_calls=None), finish_reason=None, index=0, logprobs=None, content_filter_results={'hate': {'filtered': False, 'severity': 'safe'}, 'self_harm': {'filtered': False, 'severity': 'safe'}, 'sexual': {'filtered': False, 'severity': 'safe'}, 'violence': {'filtered': False, 'severity': 'safe'}})], created=1734060318, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', 'created': 1734060318, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[StreamingTextContent(inner_content=None, ai_model_id=None, metadata={}, content_type='text', text='```', encoding=None, choice_index=0)], encoding=None, finish_reason=None)]
[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', choices=[Choice(delta=ChoiceDelta(content=None, function_call=None, refusal=None, role=None, tool_calls=None), finish_reason='stop', index=0, logprobs=None, content_filter_results={})], created=1734060318, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=None), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'logprobs': None, 'id': 'chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', 'created': 1734060318, 'system_fingerprint': 'fp_04751d0b65', 'usage': None}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[], encoding=None, finish_reason=<FinishReason.STOP: 'stop'>)]

[StreamingChatMessageContent(choice_index=0, inner_content=ChatCompletionChunk(id='chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', choices=[], created=1734060318, model='gpt-4o-mini', object='chat.completion.chunk', service_tier=None, system_fingerprint='fp_04751d0b65', usage=CompletionUsage(completion_tokens=28, prompt_tokens=106, total_tokens=134)), ai_model_id='gpt-4o-mini-2024-07-18', metadata={'id': 'chatcmpl-AdqakGhdUpeWgy41ipOGiNwFOlyxw', 'created': 1734060318, 'system_fingerprint': 'fp_04751d0b65', 'usage': CompletionUsage(prompt_tokens=106, completion_tokens=28)}, content_type='message', role=<AuthorRole.ASSISTANT: 'assistant'>, name=None, items=[], encoding=None, finish_reason=None)]
s.completion_tokens=0 s.prompt_tokens=0 s.total_tokens=0

It is easy to tell the front end the name and arguments of the function calling used. The chunk contains the information, so it is read. So how best to communicate the results of the plugin's execution? If anyone knows of a common method used in the openai-related ecosystem, please let me know.