langchain.callbacks.tracers.logging.LoggingCallbackHandler¶

class langchain.callbacks.tracers.logging.LoggingCallbackHandler(logger: Logger, log_level: int = 20, extra: Optional[dict] = None, **kwargs: Any)[source]¶

Tracer that logs via the input Logger.

Initialize the tracer.

Parameters
  • _schema_format –

    Primarily changes how the inputs and outputs are handled. For internal use only. This API will change.

    • ’original’ is the format used by all current tracers. This format is slightly inconsistent with respect to inputs and outputs.

    • ’streaming_events’ is used for supporting streaming events, for internal usage. It will likely change in the future, or be deprecated entirely in favor of a dedicated async tracer for streaming events.

    • ’original+chat’ is a format that is the same as ‘original’ except it does NOT raise an attribute error on_chat_model_start

  • kwargs (Any) – Additional keyword arguments that will be passed to the superclass.

  • logger (Logger) –

  • log_level (int) –

  • extra (Optional[dict]) –

Attributes

ignore_agent

Whether to ignore agent callbacks.

ignore_chain

Whether to ignore chain callbacks.

ignore_chat_model

Whether to ignore chat model callbacks.

ignore_custom_event

Ignore custom event.

ignore_llm

Whether to ignore LLM callbacks.

ignore_retriever

Whether to ignore retriever callbacks.

ignore_retry

Whether to ignore retry callbacks.

log_missing_parent

name

The name of the tracer.

raise_error

Whether to raise an error if an exception occurs.

run_inline

Whether to run the callback inline.

Methods

__init__(logger[, log_level, extra])

Initialize the tracer.

get_breadcrumbs(run)

Get the breadcrumbs of a run.

get_parents(run)

Get the parents of a run.

on_agent_action(action, *, run_id[, ...])

Run on agent action.

on_agent_finish(finish, *, run_id[, ...])

Run on the agent end.

on_chain_end(outputs, *, run_id[, inputs])

End a trace for a chain run.

on_chain_error(error, *[, inputs])

Handle an error for a chain run.

on_chain_start(serialized, inputs, *, run_id)

Start a trace for a chain run.

on_chat_model_start(serialized, messages, *, ...)

Start a trace for an LLM run.

on_custom_event(name, data, *, run_id[, ...])

Override to define a handler for a custom event.

on_llm_end(response, *, run_id, **kwargs)

End a trace for an LLM run.

on_llm_error(error, *, run_id, **kwargs)

Handle an error for an LLM run.

on_llm_new_token(token, *[, chunk, ...])

Run on new LLM token.

on_llm_start(serialized, prompts, *, run_id)

Start a trace for an LLM run.

on_retriever_end(documents, *, run_id, **kwargs)

Run when the Retriever ends running.

on_retriever_error(error, *, run_id, **kwargs)

Run when Retriever errors.

on_retriever_start(serialized, query, *, run_id)

Run when the Retriever starts running.

on_retry(retry_state, *, run_id, **kwargs)

Run on retry.

on_text(text, *, run_id[, parent_run_id])

Run on an arbitrary text.

on_tool_end(output, *, run_id, **kwargs)

End a trace for a tool run.

on_tool_error(error, *, run_id, **kwargs)

Handle an error for a tool run.

on_tool_start(serialized, input_str, *, run_id)

Start a trace for a tool run.

__init__(logger: Logger, log_level: int = 20, extra: Optional[dict] = None, **kwargs: Any) None[source]¶

Initialize the tracer.

Parameters
  • _schema_format –

    Primarily changes how the inputs and outputs are handled. For internal use only. This API will change.

    • ’original’ is the format used by all current tracers. This format is slightly inconsistent with respect to inputs and outputs.

    • ’streaming_events’ is used for supporting streaming events, for internal usage. It will likely change in the future, or be deprecated entirely in favor of a dedicated async tracer for streaming events.

    • ’original+chat’ is a format that is the same as ‘original’ except it does NOT raise an attribute error on_chat_model_start

  • kwargs (Any) – Additional keyword arguments that will be passed to the superclass.

  • logger (Logger) –

  • log_level (int) –

  • extra (Optional[dict]) –

Return type

None

get_breadcrumbs(run: Run) str¶

Get the breadcrumbs of a run.

Parameters

run (Run) – The run to get the breadcrumbs of.

Returns

A string with the breadcrumbs of the run.

Return type

str

get_parents(run: Run) List[Run]¶

Get the parents of a run.

Parameters

run (Run) – The run to get the parents of.

Returns

A list of parent runs.

Return type

List[Run]

on_agent_action(action: AgentAction, *, run_id: UUID, parent_run_id: Optional[UUID] = None, **kwargs: Any) Any¶

Run on agent action.

Parameters
  • 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.

Return type

Any

on_agent_finish(finish: AgentFinish, *, run_id: UUID, parent_run_id: Optional[UUID] = None, **kwargs: Any) Any¶

Run on the agent end.

Parameters
  • 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.

Return type

Any

on_chain_end(outputs: Dict[str, Any], *, run_id: UUID, inputs: Optional[Dict[str, Any]] = None, **kwargs: Any) Run¶

End a trace for a chain run.

Parameters
  • outputs (Dict[str, Any]) – The outputs for the chain.

  • run_id (UUID) – The run ID.

  • inputs (Optional[Dict[str, Any]]) – The inputs for the chain. Defaults to None.

  • kwargs (Any) – Additional arguments.

Returns

The run.

Return type

Run

on_chain_error(error: BaseException, *, inputs: Optional[Dict[str, Any]] = None, run_id: UUID, **kwargs: Any) Run¶

Handle an error for a chain run.

Parameters
  • error (BaseException) – The error.

  • inputs (Optional[Dict[str, Any]]) – The inputs for the chain. Defaults to None.

  • run_id (UUID) – The run ID.

  • kwargs (Any) – Additional arguments.

Returns

The run.

Return type

Run

on_chain_start(serialized: Dict[str, Any], inputs: Dict[str, Any], *, run_id: UUID, tags: Optional[List[str]] = None, parent_run_id: Optional[UUID] = None, metadata: Optional[Dict[str, Any]] = None, run_type: Optional[str] = None, name: Optional[str] = None, **kwargs: Any) Run¶

Start a trace for a chain run.

Parameters
  • serialized (Dict[str, Any]) – The serialized chain.

  • inputs (Dict[str, Any]) – The inputs for the chain.

  • run_id (UUID) – The run ID.

  • tags (Optional[List[str]]) – The tags for the run. Defaults to None.

  • parent_run_id (Optional[UUID]) – The parent run ID. Defaults to None.

  • metadata (Optional[Dict[str, Any]]) – The metadata for the run. Defaults to None.

  • run_type (Optional[str]) – The type of the run. Defaults to None.

  • name (Optional[str]) – The name of the run.

  • kwargs (Any) – Additional arguments.

Returns

The run.

Return type

Run

on_chat_model_start(serialized: Dict[str, Any], messages: List[List[BaseMessage]], *, run_id: UUID, tags: Optional[List[str]] = None, parent_run_id: Optional[UUID] = None, metadata: Optional[Dict[str, Any]] = None, name: Optional[str] = None, **kwargs: Any) Run¶

Start a trace for an LLM run.

Parameters
  • serialized (Dict[str, Any]) – The serialized model.

  • messages (List[List[BaseMessage]]) – The messages to start the chat with.

  • run_id (UUID) – The run ID.

  • tags (Optional[List[str]]) – The tags for the run. Defaults to None.

  • parent_run_id (Optional[UUID]) – The parent run ID. Defaults to None.

  • metadata (Optional[Dict[str, Any]]) – The metadata for the run. Defaults to None.

  • name (Optional[str]) – The name of the run.

  • kwargs (Any) – Additional arguments.

Returns

The run.

Return type

Run

on_custom_event(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.

Parameters
  • name (str) – The name of the custom event.

  • data (Any) – The data for the custom event. Format will match the format specified by the user.

  • run_id (UUID) – The ID of the run.

  • tags (Optional[List[str]]) – The tags associated with the custom event (includes inherited tags).

  • metadata (Optional[Dict[str, Any]]) – The metadata associated with the custom event (includes inherited metadata).

  • kwargs (Any) –

Return type

Any

New in version 0.2.15.

on_llm_end(response: LLMResult, *, run_id: UUID, **kwargs: Any) Run¶

End a trace for an LLM run.

Parameters
  • response (LLMResult) – The response.

  • run_id (UUID) – The run ID.

  • kwargs (Any) – Additional arguments.

Returns

The run.

Return type

Run

on_llm_error(error: BaseException, *, run_id: UUID, **kwargs: Any) Run¶

Handle an error for an LLM run.

Parameters
  • error (BaseException) – The error.

  • run_id (UUID) – The run ID.

  • kwargs (Any) – Additional arguments.

Returns

The run.

Return type

Run

on_llm_new_token(token: str, *, chunk: Optional[Union[GenerationChunk, ChatGenerationChunk]] = None, run_id: UUID, parent_run_id: Optional[UUID] = None, **kwargs: Any) Run¶

Run on new LLM token. Only available when streaming is enabled.

Parameters
  • token (str) – The token.

  • chunk (Optional[Union[GenerationChunk, ChatGenerationChunk]]) – The chunk. Defaults to None.

  • run_id (UUID) – The run ID.

  • parent_run_id (Optional[UUID]) – The parent run ID. Defaults to None.

  • kwargs (Any) – Additional arguments.

Returns

The run.

Return type

Run

on_llm_start(serialized: Dict[str, Any], prompts: List[str], *, run_id: UUID, tags: Optional[List[str]] = None, parent_run_id: Optional[UUID] = None, metadata: Optional[Dict[str, Any]] = None, name: Optional[str] = None, **kwargs: Any) Run¶

Start a trace for an LLM run.

Parameters
  • serialized (Dict[str, Any]) – The serialized model.

  • prompts (List[str]) – The prompts to start the LLM with.

  • run_id (UUID) – The run ID.

  • tags (Optional[List[str]]) – The tags for the run. Defaults to None.

  • parent_run_id (Optional[UUID]) – The parent run ID. Defaults to None.

  • metadata (Optional[Dict[str, Any]]) – The metadata for the run. Defaults to None.

  • name (Optional[str]) – The name of the run.

  • kwargs (Any) – Additional arguments.

Returns

The run.

Return type

Run

on_retriever_end(documents: Sequence[Document], *, run_id: UUID, **kwargs: Any) Run¶

Run when the Retriever ends running.

Parameters
  • documents (Sequence[Document]) – The documents.

  • run_id (UUID) – The run ID.

  • kwargs (Any) – Additional arguments.

Returns

The run.

Return type

Run

on_retriever_error(error: BaseException, *, run_id: UUID, **kwargs: Any) Run¶

Run when Retriever errors.

Parameters
  • error (BaseException) – The error.

  • run_id (UUID) – The run ID.

  • kwargs (Any) – Additional arguments.

Returns

The run.

Return type

Run

on_retriever_start(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, name: Optional[str] = None, **kwargs: Any) Run¶

Run when the Retriever starts running.

Parameters
  • serialized (Dict[str, Any]) – The serialized retriever.

  • query (str) – The query.

  • run_id (UUID) – The run ID.

  • parent_run_id (Optional[UUID]) – The parent run ID. Defaults to None.

  • tags (Optional[List[str]]) – The tags for the run. Defaults to None.

  • metadata (Optional[Dict[str, Any]]) – The metadata for the run. Defaults to None.

  • name (Optional[str]) – The name of the run.

  • kwargs (Any) – Additional arguments.

Returns

The run.

Return type

Run

on_retry(retry_state: RetryCallState, *, run_id: UUID, **kwargs: Any) Run¶

Run on retry.

Parameters
  • retry_state (RetryCallState) – The retry state.

  • run_id (UUID) – The run ID.

  • kwargs (Any) – Additional arguments.

Returns

The run.

Return type

Run

on_text(text: str, *, run_id: UUID, parent_run_id: Optional[UUID] = None, **kwargs: Any) None[source]¶

Run on an arbitrary text.

Parameters
  • 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.

Return type

None

on_tool_end(output: Any, *, run_id: UUID, **kwargs: Any) Run¶

End a trace for a tool run.

Parameters
  • output (Any) – The output for the tool.

  • run_id (UUID) – The run ID.

  • kwargs (Any) – Additional arguments.

Returns

The run.

Return type

Run

on_tool_error(error: BaseException, *, run_id: UUID, **kwargs: Any) Run¶

Handle an error for a tool run.

Parameters
  • error (BaseException) – The error.

  • run_id (UUID) – The run ID.

  • kwargs (Any) – Additional arguments.

Returns

The run.

Return type

Run

on_tool_start(serialized: Dict[str, Any], input_str: str, *, run_id: UUID, tags: Optional[List[str]] = None, parent_run_id: Optional[UUID] = None, metadata: Optional[Dict[str, Any]] = None, name: Optional[str] = None, inputs: Optional[Dict[str, Any]] = None, **kwargs: Any) Run¶

Start a trace for a tool run.

Parameters
  • serialized (Dict[str, Any]) – The serialized tool.

  • input_str (str) – The input string.

  • run_id (UUID) – The run ID.

  • tags (Optional[List[str]]) – The tags for the run. Defaults to None.

  • parent_run_id (Optional[UUID]) – The parent run ID. Defaults to None.

  • metadata (Optional[Dict[str, Any]]) – The metadata for the run. Defaults to None.

  • name (Optional[str]) – The name of the run.

  • inputs (Optional[Dict[str, Any]]) – The inputs for the tool.

  • kwargs (Any) – Additional arguments.

Returns

The run.

Return type

Run