You cannot select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
langchain/langchain/callbacks/shared.py

128 lines
4.5 KiB
Python

"""A shared CallbackManager."""
import threading
from typing import Any, Dict, List, Union
from langchain.callbacks.base import (
BaseCallbackHandler,
BaseCallbackManager,
CallbackManager,
)
from langchain.schema import AgentAction, AgentFinish, LLMResult
class Singleton:
"""A thread-safe singleton class that can be inherited from."""
_instance = None
_lock = threading.Lock()
def __new__(cls) -> Any:
"""Create a new shared instance of the class."""
if cls._instance is None:
with cls._lock:
# Another thread could have created the instance
# before we acquired the lock. So check that the
# instance is still nonexistent.
if not cls._instance:
cls._instance = super().__new__(cls)
return cls._instance
class SharedCallbackManager(Singleton, BaseCallbackManager):
"""A thread-safe singleton CallbackManager."""
_callback_manager: CallbackManager = CallbackManager(handlers=[])
def on_llm_start(
self, serialized: Dict[str, Any], prompts: List[str], **kwargs: Any
) -> None:
"""Run when LLM starts running."""
with self._lock:
self._callback_manager.on_llm_start(serialized, prompts, **kwargs)
def on_llm_end(self, response: LLMResult, **kwargs: Any) -> None:
"""Run when LLM ends running."""
with self._lock:
self._callback_manager.on_llm_end(response, **kwargs)
def on_llm_new_token(self, token: str, **kwargs: Any) -> None:
"""Run when LLM generates a new token."""
with self._lock:
self._callback_manager.on_llm_new_token(token, **kwargs)
def on_llm_error(
self, error: Union[Exception, KeyboardInterrupt], **kwargs: Any
) -> None:
"""Run when LLM errors."""
with self._lock:
self._callback_manager.on_llm_error(error, **kwargs)
def on_chain_start(
self, serialized: Dict[str, Any], inputs: Dict[str, Any], **kwargs: Any
) -> None:
"""Run when chain starts running."""
with self._lock:
self._callback_manager.on_chain_start(serialized, inputs, **kwargs)
def on_chain_end(self, outputs: Dict[str, Any], **kwargs: Any) -> None:
"""Run when chain ends running."""
with self._lock:
self._callback_manager.on_chain_end(outputs, **kwargs)
def on_chain_error(
self, error: Union[Exception, KeyboardInterrupt], **kwargs: Any
) -> None:
"""Run when chain errors."""
with self._lock:
self._callback_manager.on_chain_error(error, **kwargs)
def on_tool_start(
self, serialized: Dict[str, Any], input_str: str, **kwargs: Any
) -> None:
"""Run when tool starts running."""
with self._lock:
self._callback_manager.on_tool_start(serialized, input_str, **kwargs)
def on_agent_action(self, action: AgentAction, **kwargs: Any) -> Any:
"""Run on agent action."""
with self._lock:
self._callback_manager.on_agent_action(action, **kwargs)
def on_tool_end(self, output: str, **kwargs: Any) -> None:
"""Run when tool ends running."""
with self._lock:
self._callback_manager.on_tool_end(output, **kwargs)
def on_tool_error(
self, error: Union[Exception, KeyboardInterrupt], **kwargs: Any
) -> None:
"""Run when tool errors."""
with self._lock:
self._callback_manager.on_tool_error(error, **kwargs)
def on_text(self, text: str, **kwargs: Any) -> None:
"""Run on arbitrary text."""
with self._lock:
self._callback_manager.on_text(text, **kwargs)
def on_agent_finish(self, finish: AgentFinish, **kwargs: Any) -> None:
"""Run on agent end."""
with self._lock:
self._callback_manager.on_agent_finish(finish, **kwargs)
def add_handler(self, callback: BaseCallbackHandler) -> None:
"""Add a callback to the callback manager."""
with self._lock:
self._callback_manager.add_handler(callback)
def remove_handler(self, callback: BaseCallbackHandler) -> None:
"""Remove a callback from the callback manager."""
with self._lock:
self._callback_manager.remove_handler(callback)
def set_handlers(self, handlers: List[BaseCallbackHandler]) -> None:
"""Set handlers as the only handlers on the callback manager."""
with self._lock:
self._callback_manager.handlers = handlers