向追踪添加元数据和标签

import openai
import langsmith as ls
from langsmith.wrappers import wrap_openai

client = openai.Client()
messages = [
    {"role": "system", "content": "You are a helpful assistant."},
    {"role": "user", "content": "Hello!"}
]

    # You can set metadata & tags **statically** when decorating a function
    # Use the @traceable decorator with tags and metadata
    # Ensure that the LANGSMITH_TRACING environment variables are set for @traceable to work
    @ls.traceable(
        run_type="llm",
        name="OpenAI Call Decorator",
        tags=["my-tag"],
        metadata={"my-key": "my-value"}
    )
    def call_openai(
        messages: list[dict], model: str = "gpt-4o-mini"
    ) -> str:
        # You can also dynamically set metadata on the parent run:
        rt = ls.get_current_run_tree()
        rt.metadata["some-conditional-key"] = "some-val"
        rt.tags.extend(["another-tag"])
        return client.chat.completions.create(
            model=model,
            messages=messages,
        ).choices[0].message.content

    call_openai(
        messages,
        # To add at **invocation time**, when calling the function.
        # via the langsmith_extra parameter
        langsmith_extra={"tags": ["my-other-tag"], "metadata": {"my-other-key": "my-value"}}
    )

    # Alternatively, you can use the context manager
    with ls.trace(
        name="OpenAI Call Trace",
        run_type="llm",
        inputs={"messages": messages},
        tags=["my-tag"],
        metadata={"my-key": "my-value"},
    ) as rt:
        chat_completion = client.chat.completions.create(
            model="gpt-4o-mini",
            messages=messages,
        )
        rt.metadata["some-conditional-key"] = "some-val"
        rt.end(outputs={"output": chat_completion})

# You can use the same techniques with the wrapped client
patched_client = wrap_openai(
    client, tracing_extra={"metadata": {"my-key": "my-value"}, "tags": ["a-tag"]}
)
chat_completion = patched_client.chat.completions.create(
    model="gpt-4o-mini",
    messages=messages,
    langsmith_extra={
        "tags": ["my-other-tag"],
        "metadata": {"my-other-key": "my-value"},
    },
)