langchain/libs/community/langchain_community/callbacks/manager.py
Boris Feld 404abf139a
community: Add CometLLM tracing context var (#15765)
I also added LANGCHAIN_COMET_TRACING to enable the CometLLM tracing
integration similar to other tracing integrations. This is easier for
end-users to enable it rather than importing the callback and pass it
manually.

(This is the same content as
https://github.com/langchain-ai/langchain/pull/14650 but rebased and
squashed as something seems to confuse Github Action).
2024-01-22 15:17:16 -08:00

77 lines
2.1 KiB
Python

from __future__ import annotations
import logging
from contextlib import contextmanager
from contextvars import ContextVar
from typing import (
Generator,
Optional,
)
from langchain_core.tracers.context import register_configure_hook
from langchain_community.callbacks.openai_info import OpenAICallbackHandler
from langchain_community.callbacks.tracers.comet import CometTracer
from langchain_community.callbacks.tracers.wandb import WandbTracer
logger = logging.getLogger(__name__)
openai_callback_var: ContextVar[Optional[OpenAICallbackHandler]] = ContextVar(
"openai_callback", default=None
)
wandb_tracing_callback_var: ContextVar[Optional[WandbTracer]] = ContextVar( # noqa: E501
"tracing_wandb_callback", default=None
)
comet_tracing_callback_var: ContextVar[Optional[CometTracer]] = ContextVar( # noqa: E501
"tracing_comet_callback", default=None
)
register_configure_hook(openai_callback_var, True)
register_configure_hook(
wandb_tracing_callback_var, True, WandbTracer, "LANGCHAIN_WANDB_TRACING"
)
register_configure_hook(
comet_tracing_callback_var, True, CometTracer, "LANGCHAIN_COMET_TRACING"
)
@contextmanager
def get_openai_callback() -> Generator[OpenAICallbackHandler, None, None]:
"""Get the OpenAI callback handler in a context manager.
which conveniently exposes token and cost information.
Returns:
OpenAICallbackHandler: The OpenAI callback handler.
Example:
>>> with get_openai_callback() as cb:
... # Use the OpenAI callback handler
"""
cb = OpenAICallbackHandler()
openai_callback_var.set(cb)
yield cb
openai_callback_var.set(None)
@contextmanager
def wandb_tracing_enabled(
session_name: str = "default",
) -> Generator[None, None, None]:
"""Get the WandbTracer in a context manager.
Args:
session_name (str, optional): The name of the session.
Defaults to "default".
Returns:
None
Example:
>>> with wandb_tracing_enabled() as session:
... # Use the WandbTracer session
"""
cb = WandbTracer()
wandb_tracing_callback_var.set(cb)
yield None
wandb_tracing_callback_var.set(None)