Source code for langchain_core.callbacks.base

"""Base callback handler for LangChain."""

from __future__ import annotations

import logging
from collections.abc import Sequence
from typing import TYPE_CHECKING, Any, Optional, TypeVar, Union
from uuid import UUID

from tenacity import RetryCallState

if TYPE_CHECKING:
    from langchain_core.agents import AgentAction, AgentFinish
    from langchain_core.documents import Document
    from langchain_core.messages import BaseMessage
    from langchain_core.outputs import ChatGenerationChunk, GenerationChunk, LLMResult

_LOGGER = logging.getLogger(__name__)


[docs] class RetrieverManagerMixin: """Mixin for Retriever callbacks."""
[docs] def on_retriever_error( self, error: BaseException, *, run_id: UUID, parent_run_id: Optional[UUID] = None, **kwargs: Any, ) -> Any: """Run when Retriever errors. Args: error (BaseException): The error that occurred. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. kwargs (Any): Additional keyword arguments. """
[docs] def on_retriever_end( self, documents: Sequence[Document], *, run_id: UUID, parent_run_id: Optional[UUID] = None, **kwargs: Any, ) -> Any: """Run when Retriever ends running. Args: documents (Sequence[Document]): The documents retrieved. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. kwargs (Any): Additional keyword arguments. """
[docs] class LLMManagerMixin: """Mixin for LLM callbacks."""
[docs] def on_llm_new_token( self, token: str, *, chunk: Optional[Union[GenerationChunk, ChatGenerationChunk]] = None, run_id: UUID, parent_run_id: Optional[UUID] = None, **kwargs: Any, ) -> Any: """Run on new LLM token. Only available when streaming is enabled. Args: token (str): The new token. chunk (GenerationChunk | ChatGenerationChunk): The new generated chunk, containing content and other information. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. kwargs (Any): Additional keyword arguments. """
[docs] def on_llm_end( self, response: LLMResult, *, run_id: UUID, parent_run_id: Optional[UUID] = None, **kwargs: Any, ) -> Any: """Run when LLM ends running. Args: response (LLMResult): The response which was generated. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. kwargs (Any): Additional keyword arguments. """
[docs] def on_llm_error( self, error: BaseException, *, run_id: UUID, parent_run_id: Optional[UUID] = None, **kwargs: Any, ) -> Any: """Run when LLM errors. Args: error (BaseException): The error that occurred. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. kwargs (Any): Additional keyword arguments. """
[docs] class ChainManagerMixin: """Mixin for chain callbacks."""
[docs] def on_chain_end( self, outputs: dict[str, Any], *, run_id: UUID, parent_run_id: Optional[UUID] = None, **kwargs: Any, ) -> Any: """Run when chain ends running. Args: outputs (Dict[str, Any]): The outputs of the chain. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. kwargs (Any): Additional keyword arguments."""
[docs] def on_chain_error( self, error: BaseException, *, run_id: UUID, parent_run_id: Optional[UUID] = None, **kwargs: Any, ) -> Any: """Run when chain errors. Args: error (BaseException): The error that occurred. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. kwargs (Any): Additional keyword arguments."""
[docs] def on_agent_action( self, action: AgentAction, *, run_id: UUID, parent_run_id: Optional[UUID] = None, **kwargs: Any, ) -> Any: """Run on agent action. Args: action (AgentAction): The agent action. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. kwargs (Any): Additional keyword arguments."""
[docs] def on_agent_finish( self, finish: AgentFinish, *, run_id: UUID, parent_run_id: Optional[UUID] = None, **kwargs: Any, ) -> Any: """Run on the agent end. Args: finish (AgentFinish): The agent finish. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. kwargs (Any): Additional keyword arguments."""
[docs] class ToolManagerMixin: """Mixin for tool callbacks."""
[docs] def on_tool_end( self, output: Any, *, run_id: UUID, parent_run_id: Optional[UUID] = None, **kwargs: Any, ) -> Any: """Run when the tool ends running. Args: output (Any): The output of the tool. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. kwargs (Any): Additional keyword arguments."""
[docs] def on_tool_error( self, error: BaseException, *, run_id: UUID, parent_run_id: Optional[UUID] = None, **kwargs: Any, ) -> Any: """Run when tool errors. Args: error (BaseException): The error that occurred. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. kwargs (Any): Additional keyword arguments."""
[docs] class CallbackManagerMixin: """Mixin for callback manager."""
[docs] def on_llm_start( self, serialized: dict[str, Any], prompts: list[str], *, run_id: UUID, parent_run_id: Optional[UUID] = None, tags: Optional[list[str]] = None, metadata: Optional[dict[str, Any]] = None, **kwargs: Any, ) -> Any: """Run when LLM starts running. **ATTENTION**: This method is called for non-chat models (regular LLMs). If you're implementing a handler for a chat model, you should use on_chat_model_start instead. Args: serialized (Dict[str, Any]): The serialized LLM. prompts (List[str]): The prompts. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. tags (Optional[List[str]]): The tags. metadata (Optional[Dict[str, Any]]): The metadata. kwargs (Any): Additional keyword arguments. """
[docs] def on_chat_model_start( self, serialized: dict[str, Any], messages: list[list[BaseMessage]], *, run_id: UUID, parent_run_id: Optional[UUID] = None, tags: Optional[list[str]] = None, metadata: Optional[dict[str, Any]] = None, **kwargs: Any, ) -> Any: """Run when a chat model starts running. **ATTENTION**: This method is called for chat models. If you're implementing a handler for a non-chat model, you should use on_llm_start instead. Args: serialized (Dict[str, Any]): The serialized chat model. messages (List[List[BaseMessage]]): The messages. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. tags (Optional[List[str]]): The tags. metadata (Optional[Dict[str, Any]]): The metadata. kwargs (Any): Additional keyword arguments. """ # NotImplementedError is thrown intentionally # Callback handler will fall back to on_llm_start if this is exception is thrown msg = f"{self.__class__.__name__} does not implement `on_chat_model_start`" raise NotImplementedError(msg)
[docs] def on_retriever_start( self, serialized: dict[str, Any], query: str, *, run_id: UUID, parent_run_id: Optional[UUID] = None, tags: Optional[list[str]] = None, metadata: Optional[dict[str, Any]] = None, **kwargs: Any, ) -> Any: """Run when the Retriever starts running. Args: serialized (Dict[str, Any]): The serialized Retriever. query (str): The query. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. tags (Optional[List[str]]): The tags. metadata (Optional[Dict[str, Any]]): The metadata. kwargs (Any): Additional keyword arguments. """
[docs] def on_chain_start( self, serialized: dict[str, Any], inputs: dict[str, Any], *, run_id: UUID, parent_run_id: Optional[UUID] = None, tags: Optional[list[str]] = None, metadata: Optional[dict[str, Any]] = None, **kwargs: Any, ) -> Any: """Run when a chain starts running. Args: serialized (Dict[str, Any]): The serialized chain. inputs (Dict[str, Any]): The inputs. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. tags (Optional[List[str]]): The tags. metadata (Optional[Dict[str, Any]]): The metadata. kwargs (Any): Additional keyword arguments. """
[docs] def on_tool_start( self, serialized: dict[str, Any], input_str: str, *, run_id: UUID, parent_run_id: Optional[UUID] = None, tags: Optional[list[str]] = None, metadata: Optional[dict[str, Any]] = None, inputs: Optional[dict[str, Any]] = None, **kwargs: Any, ) -> Any: """Run when the tool starts running. Args: serialized (Dict[str, Any]): The serialized tool. input_str (str): The input string. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. tags (Optional[List[str]]): The tags. metadata (Optional[Dict[str, Any]]): The metadata. inputs (Optional[Dict[str, Any]]): The inputs. kwargs (Any): Additional keyword arguments. """
[docs] class RunManagerMixin: """Mixin for run manager."""
[docs] def on_text( self, text: str, *, run_id: UUID, parent_run_id: Optional[UUID] = None, **kwargs: Any, ) -> Any: """Run on an arbitrary text. Args: text (str): The text. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. kwargs (Any): Additional keyword arguments. """
[docs] def on_retry( self, retry_state: RetryCallState, *, run_id: UUID, parent_run_id: Optional[UUID] = None, **kwargs: Any, ) -> Any: """Run on a retry event. Args: retry_state (RetryCallState): The retry state. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. kwargs (Any): Additional keyword arguments. """
[docs] def on_custom_event( self, name: str, data: Any, *, run_id: UUID, tags: Optional[list[str]] = None, metadata: Optional[dict[str, Any]] = None, **kwargs: Any, ) -> Any: """Override to define a handler for a custom event. Args: name: The name of the custom event. data: The data for the custom event. Format will match the format specified by the user. run_id: The ID of the run. tags: The tags associated with the custom event (includes inherited tags). metadata: The metadata associated with the custom event (includes inherited metadata). .. versionadded:: 0.2.15 """
[docs] class BaseCallbackHandler( LLMManagerMixin, ChainManagerMixin, ToolManagerMixin, RetrieverManagerMixin, CallbackManagerMixin, RunManagerMixin, ): """Base callback handler for LangChain.""" raise_error: bool = False """Whether to raise an error if an exception occurs.""" run_inline: bool = False """Whether to run the callback inline.""" @property def ignore_llm(self) -> bool: """Whether to ignore LLM callbacks.""" return False @property def ignore_retry(self) -> bool: """Whether to ignore retry callbacks.""" return False @property def ignore_chain(self) -> bool: """Whether to ignore chain callbacks.""" return False @property def ignore_agent(self) -> bool: """Whether to ignore agent callbacks.""" return False @property def ignore_retriever(self) -> bool: """Whether to ignore retriever callbacks.""" return False @property def ignore_chat_model(self) -> bool: """Whether to ignore chat model callbacks.""" return False @property def ignore_custom_event(self) -> bool: """Ignore custom event.""" return False
[docs] class AsyncCallbackHandler(BaseCallbackHandler): """Async callback handler for LangChain."""
[docs] async def on_llm_start( self, serialized: dict[str, Any], prompts: list[str], *, run_id: UUID, parent_run_id: Optional[UUID] = None, tags: Optional[list[str]] = None, metadata: Optional[dict[str, Any]] = None, **kwargs: Any, ) -> None: """Run when LLM starts running. **ATTENTION**: This method is called for non-chat models (regular LLMs). If you're implementing a handler for a chat model, you should use on_chat_model_start instead. Args: serialized (Dict[str, Any]): The serialized LLM. prompts (List[str]): The prompts. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. tags (Optional[List[str]]): The tags. metadata (Optional[Dict[str, Any]]): The metadata. kwargs (Any): Additional keyword arguments. """
[docs] async def on_chat_model_start( self, serialized: dict[str, Any], messages: list[list[BaseMessage]], *, run_id: UUID, parent_run_id: Optional[UUID] = None, tags: Optional[list[str]] = None, metadata: Optional[dict[str, Any]] = None, **kwargs: Any, ) -> Any: """Run when a chat model starts running. **ATTENTION**: This method is called for chat models. If you're implementing a handler for a non-chat model, you should use on_llm_start instead. Args: serialized (Dict[str, Any]): The serialized chat model. messages (List[List[BaseMessage]]): The messages. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. tags (Optional[List[str]]): The tags. metadata (Optional[Dict[str, Any]]): The metadata. kwargs (Any): Additional keyword arguments. """ # NotImplementedError is thrown intentionally # Callback handler will fall back to on_llm_start if this is exception is thrown msg = f"{self.__class__.__name__} does not implement `on_chat_model_start`" raise NotImplementedError(msg)
[docs] async def on_llm_new_token( self, token: str, *, chunk: Optional[Union[GenerationChunk, ChatGenerationChunk]] = None, run_id: UUID, parent_run_id: Optional[UUID] = None, tags: Optional[list[str]] = None, **kwargs: Any, ) -> None: """Run on new LLM token. Only available when streaming is enabled. Args: token (str): The new token. chunk (GenerationChunk | ChatGenerationChunk): The new generated chunk, containing content and other information. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. tags (Optional[List[str]]): The tags. kwargs (Any): Additional keyword arguments. """
[docs] async def on_llm_end( self, response: LLMResult, *, run_id: UUID, parent_run_id: Optional[UUID] = None, tags: Optional[list[str]] = None, **kwargs: Any, ) -> None: """Run when LLM ends running. Args: response (LLMResult): The response which was generated. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. tags (Optional[List[str]]): The tags. kwargs (Any): Additional keyword arguments. """
[docs] async def on_llm_error( self, error: BaseException, *, run_id: UUID, parent_run_id: Optional[UUID] = None, tags: Optional[list[str]] = None, **kwargs: Any, ) -> None: """Run when LLM errors. Args: error: The error that occurred. run_id: The run ID. This is the ID of the current run. parent_run_id: The parent run ID. This is the ID of the parent run. tags: The tags. kwargs (Any): Additional keyword arguments. - response (LLMResult): The response which was generated before the error occurred. """
[docs] async def on_chain_start( self, serialized: dict[str, Any], inputs: dict[str, Any], *, run_id: UUID, parent_run_id: Optional[UUID] = None, tags: Optional[list[str]] = None, metadata: Optional[dict[str, Any]] = None, **kwargs: Any, ) -> None: """Run when a chain starts running. Args: serialized (Dict[str, Any]): The serialized chain. inputs (Dict[str, Any]): The inputs. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. tags (Optional[List[str]]): The tags. metadata (Optional[Dict[str, Any]]): The metadata. kwargs (Any): Additional keyword arguments. """
[docs] async def on_chain_end( self, outputs: dict[str, Any], *, run_id: UUID, parent_run_id: Optional[UUID] = None, tags: Optional[list[str]] = None, **kwargs: Any, ) -> None: """Run when a chain ends running. Args: outputs (Dict[str, Any]): The outputs of the chain. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. tags (Optional[List[str]]): The tags. kwargs (Any): Additional keyword arguments. """
[docs] async def on_chain_error( self, error: BaseException, *, run_id: UUID, parent_run_id: Optional[UUID] = None, tags: Optional[list[str]] = None, **kwargs: Any, ) -> None: """Run when chain errors. Args: error (BaseException): The error that occurred. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. tags (Optional[List[str]]): The tags. kwargs (Any): Additional keyword arguments. """
[docs] async def on_tool_start( self, serialized: dict[str, Any], input_str: str, *, run_id: UUID, parent_run_id: Optional[UUID] = None, tags: Optional[list[str]] = None, metadata: Optional[dict[str, Any]] = None, inputs: Optional[dict[str, Any]] = None, **kwargs: Any, ) -> None: """Run when the tool starts running. Args: serialized (Dict[str, Any]): The serialized tool. input_str (str): The input string. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. tags (Optional[List[str]]): The tags. metadata (Optional[Dict[str, Any]]): The metadata. inputs (Optional[Dict[str, Any]]): The inputs. kwargs (Any): Additional keyword arguments. """
[docs] async def on_tool_end( self, output: Any, *, run_id: UUID, parent_run_id: Optional[UUID] = None, tags: Optional[list[str]] = None, **kwargs: Any, ) -> None: """Run when the tool ends running. Args: output (Any): The output of the tool. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. tags (Optional[List[str]]): The tags. kwargs (Any): Additional keyword arguments. """
[docs] async def on_tool_error( self, error: BaseException, *, run_id: UUID, parent_run_id: Optional[UUID] = None, tags: Optional[list[str]] = None, **kwargs: Any, ) -> None: """Run when tool errors. Args: error (BaseException): The error that occurred. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. tags (Optional[List[str]]): The tags. kwargs (Any): Additional keyword arguments. """
[docs] async def on_text( self, text: str, *, run_id: UUID, parent_run_id: Optional[UUID] = None, tags: Optional[list[str]] = None, **kwargs: Any, ) -> None: """Run on an arbitrary text. Args: text (str): The text. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. tags (Optional[List[str]]): The tags. kwargs (Any): Additional keyword arguments. """
[docs] async def on_retry( self, retry_state: RetryCallState, *, run_id: UUID, parent_run_id: Optional[UUID] = None, **kwargs: Any, ) -> Any: """Run on a retry event. Args: retry_state (RetryCallState): The retry state. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. kwargs (Any): Additional keyword arguments. """
[docs] async def on_agent_action( self, action: AgentAction, *, run_id: UUID, parent_run_id: Optional[UUID] = None, tags: Optional[list[str]] = None, **kwargs: Any, ) -> None: """Run on agent action. Args: action (AgentAction): The agent action. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. tags (Optional[List[str]]): The tags. kwargs (Any): Additional keyword arguments. """
[docs] async def on_agent_finish( self, finish: AgentFinish, *, run_id: UUID, parent_run_id: Optional[UUID] = None, tags: Optional[list[str]] = None, **kwargs: Any, ) -> None: """Run on the agent end. Args: finish (AgentFinish): The agent finish. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. tags (Optional[List[str]]): The tags. kwargs (Any): Additional keyword arguments. """
[docs] async def on_retriever_start( self, serialized: dict[str, Any], query: str, *, run_id: UUID, parent_run_id: Optional[UUID] = None, tags: Optional[list[str]] = None, metadata: Optional[dict[str, Any]] = None, **kwargs: Any, ) -> None: """Run on the retriever start. Args: serialized (Dict[str, Any]): The serialized retriever. query (str): The query. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. tags (Optional[List[str]]): The tags. metadata (Optional[Dict[str, Any]]): The metadata. kwargs (Any): Additional keyword arguments. """
[docs] async def on_retriever_end( self, documents: Sequence[Document], *, run_id: UUID, parent_run_id: Optional[UUID] = None, tags: Optional[list[str]] = None, **kwargs: Any, ) -> None: """Run on the retriever end. Args: documents (Sequence[Document]): The documents retrieved. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. tags (Optional[List[str]]): The tags. kwargs (Any): Additional keyword arguments."""
[docs] async def on_retriever_error( self, error: BaseException, *, run_id: UUID, parent_run_id: Optional[UUID] = None, tags: Optional[list[str]] = None, **kwargs: Any, ) -> None: """Run on retriever error. Args: error (BaseException): The error that occurred. run_id (UUID): The run ID. This is the ID of the current run. parent_run_id (UUID): The parent run ID. This is the ID of the parent run. tags (Optional[List[str]]): The tags. kwargs (Any): Additional keyword arguments. """
[docs] async def on_custom_event( self, name: str, data: Any, *, run_id: UUID, tags: Optional[list[str]] = None, metadata: Optional[dict[str, Any]] = None, **kwargs: Any, ) -> None: """Override to define a handler for a custom event. Args: name: The name of the custom event. data: The data for the custom event. Format will match the format specified by the user. run_id: The ID of the run. tags: The tags associated with the custom event (includes inherited tags). metadata: The metadata associated with the custom event (includes inherited metadata). .. versionadded:: 0.2.15 """
T = TypeVar("T", bound="BaseCallbackManager")
[docs] class BaseCallbackManager(CallbackManagerMixin): """Base callback manager for LangChain."""
[docs] def __init__( self, handlers: list[BaseCallbackHandler], inheritable_handlers: Optional[list[BaseCallbackHandler]] = None, parent_run_id: Optional[UUID] = None, *, tags: Optional[list[str]] = None, inheritable_tags: Optional[list[str]] = None, metadata: Optional[dict[str, Any]] = None, inheritable_metadata: Optional[dict[str, Any]] = None, ) -> None: """Initialize callback manager. Args: handlers (List[BaseCallbackHandler]): The handlers. inheritable_handlers (Optional[List[BaseCallbackHandler]]): The inheritable handlers. Default is None. parent_run_id (Optional[UUID]): The parent run ID. Default is None. tags (Optional[List[str]]): The tags. Default is None. inheritable_tags (Optional[List[str]]): The inheritable tags. Default is None. metadata (Optional[Dict[str, Any]]): The metadata. Default is None. """ self.handlers: list[BaseCallbackHandler] = handlers self.inheritable_handlers: list[BaseCallbackHandler] = ( inheritable_handlers or [] ) self.parent_run_id: Optional[UUID] = parent_run_id self.tags = tags or [] self.inheritable_tags = inheritable_tags or [] self.metadata = metadata or {} self.inheritable_metadata = inheritable_metadata or {}
[docs] def copy(self: T) -> T: """Copy the callback manager.""" return self.__class__( handlers=self.handlers.copy(), inheritable_handlers=self.inheritable_handlers.copy(), parent_run_id=self.parent_run_id, tags=self.tags.copy(), inheritable_tags=self.inheritable_tags.copy(), metadata=self.metadata.copy(), inheritable_metadata=self.inheritable_metadata.copy(), )
[docs] def merge(self: T, other: BaseCallbackManager) -> T: """Merge the callback manager with another callback manager. May be overwritten in subclasses. Primarily used internally within merge_configs. Returns: BaseCallbackManager: The merged callback manager of the same type as the current object. Example: Merging two callback managers. .. code-block:: python from langchain_core.callbacks.manager import CallbackManager, trace_as_chain_group from langchain_core.callbacks.stdout import StdOutCallbackHandler manager = CallbackManager(handlers=[StdOutCallbackHandler()], tags=["tag2"]) with trace_as_chain_group("My Group Name", tags=["tag1"]) as group_manager: merged_manager = group_manager.merge(manager) print(merged_manager.handlers) # [ # <langchain_core.callbacks.stdout.StdOutCallbackHandler object at ...>, # <langchain_core.callbacks.streaming_stdout.StreamingStdOutCallbackHandler object at ...>, # ] print(merged_manager.tags) # ['tag2', 'tag1'] """ # noqa: E501 manager = self.__class__( parent_run_id=self.parent_run_id or other.parent_run_id, handlers=[], inheritable_handlers=[], tags=list(set(self.tags + other.tags)), inheritable_tags=list(set(self.inheritable_tags + other.inheritable_tags)), metadata={ **self.metadata, **other.metadata, }, ) handlers = self.handlers + other.handlers inheritable_handlers = self.inheritable_handlers + other.inheritable_handlers for handler in handlers: manager.add_handler(handler) for handler in inheritable_handlers: manager.add_handler(handler, inherit=True) return manager
@property def is_async(self) -> bool: """Whether the callback manager is async.""" return False
[docs] def add_handler(self, handler: BaseCallbackHandler, inherit: bool = True) -> None: """Add a handler to the callback manager. Args: handler (BaseCallbackHandler): The handler to add. inherit (bool): Whether to inherit the handler. Default is True. """ if handler not in self.handlers: self.handlers.append(handler) if inherit and handler not in self.inheritable_handlers: self.inheritable_handlers.append(handler)
[docs] def remove_handler(self, handler: BaseCallbackHandler) -> None: """Remove a handler from the callback manager. Args: handler (BaseCallbackHandler): The handler to remove. """ self.handlers.remove(handler) self.inheritable_handlers.remove(handler)
[docs] def set_handlers( self, handlers: list[BaseCallbackHandler], inherit: bool = True ) -> None: """Set handlers as the only handlers on the callback manager. Args: handlers (List[BaseCallbackHandler]): The handlers to set. inherit (bool): Whether to inherit the handlers. Default is True. """ self.handlers = [] self.inheritable_handlers = [] for handler in handlers: self.add_handler(handler, inherit=inherit)
[docs] def set_handler(self, handler: BaseCallbackHandler, inherit: bool = True) -> None: """Set handler as the only handler on the callback manager. Args: handler (BaseCallbackHandler): The handler to set. inherit (bool): Whether to inherit the handler. Default is True. """ self.set_handlers([handler], inherit=inherit)
[docs] def add_tags(self, tags: list[str], inherit: bool = True) -> None: """Add tags to the callback manager. Args: tags (List[str]): The tags to add. inherit (bool): Whether to inherit the tags. Default is True. """ for tag in tags: if tag in self.tags: self.remove_tags([tag]) self.tags.extend(tags) if inherit: self.inheritable_tags.extend(tags)
[docs] def remove_tags(self, tags: list[str]) -> None: """Remove tags from the callback manager. Args: tags (List[str]): The tags to remove. """ for tag in tags: self.tags.remove(tag) self.inheritable_tags.remove(tag)
[docs] def add_metadata(self, metadata: dict[str, Any], inherit: bool = True) -> None: """Add metadata to the callback manager. Args: metadata (Dict[str, Any]): The metadata to add. inherit (bool): Whether to inherit the metadata. Default is True. """ self.metadata.update(metadata) if inherit: self.inheritable_metadata.update(metadata)
[docs] def remove_metadata(self, keys: list[str]) -> None: """Remove metadata from the callback manager. Args: keys (List[str]): The keys to remove. """ for key in keys: self.metadata.pop(key) self.inheritable_metadata.pop(key)
Callbacks = Optional[Union[list[BaseCallbackHandler], BaseCallbackManager]]