Spaces:
Runtime error
Runtime error
"""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 | |