Source code for langchain_core.tracers.stdout

import json
from typing import Any, Callable

from langchain_core.tracers.base import BaseTracer
from langchain_core.tracers.schemas import Run
from langchain_core.utils.input import get_bolded_text, get_colored_text



[docs]
def try_json_stringify(obj: Any, fallback: str) -> str:
    """Try to stringify an object to JSON.

    Args:
        obj: Object to stringify.
        fallback: Fallback string to return if the object cannot be stringified.

    Returns:
        A JSON string if the object can be stringified, otherwise the fallback string.
    """
    try:
        return json.dumps(obj, indent=2, ensure_ascii=False)
    except Exception:
        return fallback




[docs]
def elapsed(run: Any) -> str:
    """Get the elapsed time of a run.

    Args:
        run: any object with a start_time and end_time attribute.

    Returns:
        A string with the elapsed time in seconds or
            milliseconds if time is less than a second.

    """
    elapsed_time = run.end_time - run.start_time
    milliseconds = elapsed_time.total_seconds() * 1000
    if milliseconds < 1000:
        return f"{milliseconds:.0f}ms"
    return f"{(milliseconds / 1000):.2f}s"




[docs]
class FunctionCallbackHandler(BaseTracer):
    """Tracer that calls a function with a single str parameter."""

    name: str = "function_callback_handler"
    """The name of the tracer. This is used to identify the tracer in the logs.
    Default is "function_callback_handler"."""


[docs]
    def __init__(self, function: Callable[[str], None], **kwargs: Any) -> None:
        super().__init__(**kwargs)
        self.function_callback = function


    def _persist_run(self, run: Run) -> None:
        pass


[docs]
    def get_parents(self, run: Run) -> list[Run]:
        """Get the parents of a run.

        Args:
            run: The run to get the parents of.

        Returns:
            A list of parent runs.
        """
        parents = []
        current_run = run
        while current_run.parent_run_id:
            parent = self.run_map.get(str(current_run.parent_run_id))
            if parent:
                parents.append(parent)
                current_run = parent
            else:
                break
        return parents



[docs]
    def get_breadcrumbs(self, run: Run) -> str:
        """Get the breadcrumbs of a run.

        Args:
            run: The run to get the breadcrumbs of.

        Returns:
            A string with the breadcrumbs of the run.
        """
        parents = self.get_parents(run)[::-1]
        string = " > ".join(
            f"{parent.run_type}:{parent.name}"
            if i != len(parents) - 1
            else f"{parent.run_type}:{parent.name}"
            for i, parent in enumerate(parents + [run])
        )
        return string


    # logging methods
    def _on_chain_start(self, run: Run) -> None:
        crumbs = self.get_breadcrumbs(run)
        run_type = run.run_type.capitalize()
        self.function_callback(
            f"{get_colored_text('[chain/start]', color='green')} "
            + get_bolded_text(f"[{crumbs}] Entering {run_type} run with input:\n")
            + f"{try_json_stringify(run.inputs, '[inputs]')}"
        )

    def _on_chain_end(self, run: Run) -> None:
        crumbs = self.get_breadcrumbs(run)
        run_type = run.run_type.capitalize()
        self.function_callback(
            f"{get_colored_text('[chain/end]', color='blue')} "
            + get_bolded_text(
                f"[{crumbs}] [{elapsed(run)}] Exiting {run_type} run with output:\n"
            )
            + f"{try_json_stringify(run.outputs, '[outputs]')}"
        )

    def _on_chain_error(self, run: Run) -> None:
        crumbs = self.get_breadcrumbs(run)
        run_type = run.run_type.capitalize()
        self.function_callback(
            f"{get_colored_text('[chain/error]', color='red')} "
            + get_bolded_text(
                f"[{crumbs}] [{elapsed(run)}] {run_type} run errored with error:\n"
            )
            + f"{try_json_stringify(run.error, '[error]')}"
        )

    def _on_llm_start(self, run: Run) -> None:
        crumbs = self.get_breadcrumbs(run)
        inputs = (
            {"prompts": [p.strip() for p in run.inputs["prompts"]]}
            if "prompts" in run.inputs
            else run.inputs
        )
        self.function_callback(
            f"{get_colored_text('[llm/start]', color='green')} "
            + get_bolded_text(f"[{crumbs}] Entering LLM run with input:\n")
            + f"{try_json_stringify(inputs, '[inputs]')}"
        )

    def _on_llm_end(self, run: Run) -> None:
        crumbs = self.get_breadcrumbs(run)
        self.function_callback(
            f"{get_colored_text('[llm/end]', color='blue')} "
            + get_bolded_text(
                f"[{crumbs}] [{elapsed(run)}] Exiting LLM run with output:\n"
            )
            + f"{try_json_stringify(run.outputs, '[response]')}"
        )

    def _on_llm_error(self, run: Run) -> None:
        crumbs = self.get_breadcrumbs(run)
        self.function_callback(
            f"{get_colored_text('[llm/error]', color='red')} "
            + get_bolded_text(
                f"[{crumbs}] [{elapsed(run)}] LLM run errored with error:\n"
            )
            + f"{try_json_stringify(run.error, '[error]')}"
        )

    def _on_tool_start(self, run: Run) -> None:
        crumbs = self.get_breadcrumbs(run)
        self.function_callback(
            f"{get_colored_text('[tool/start]', color='green')} "
            + get_bolded_text(f"[{crumbs}] Entering Tool run with input:\n")
            + f'"{run.inputs["input"].strip()}"'
        )

    def _on_tool_end(self, run: Run) -> None:
        crumbs = self.get_breadcrumbs(run)
        if run.outputs:
            self.function_callback(
                f"{get_colored_text('[tool/end]', color='blue')} "
                + get_bolded_text(
                    f"[{crumbs}] [{elapsed(run)}] Exiting Tool run with output:\n"
                )
                + f'"{str(run.outputs["output"]).strip()}"'
            )

    def _on_tool_error(self, run: Run) -> None:
        crumbs = self.get_breadcrumbs(run)
        self.function_callback(
            f"{get_colored_text('[tool/error]', color='red')} "
            + get_bolded_text(f"[{crumbs}] [{elapsed(run)}] ")
            + f"Tool run errored with error:\n"
            f"{run.error}"
        )




[docs]
class ConsoleCallbackHandler(FunctionCallbackHandler):
    """Tracer that prints to the console."""

    name: str = "console_callback_handler"


[docs]
    def __init__(self, **kwargs: Any) -> None:
        super().__init__(function=print, **kwargs)