"""Callback Handler that prints to std out.""" from typing import Any, Dict, List, Optional, Union from langchain.callbacks.base import BaseCallbackHandler from langchain.input import print_text from langchain.schema import AgentAction, AgentFinish, LLMResult class StdOutCallbackHandler(BaseCallbackHandler): """Callback Handler that prints to std out.""" def __init__(self, color: str = "green") -> None: """Initialize callback handler.""" self.color = color def on_llm_start( self, serialized: Dict[str, Any], prompts: List[str], **kwargs: Any ) -> None: """Print out the prompts.""" pass def on_llm_end(self, response: LLMResult, **kwargs: Any) -> None: """Do nothing.""" pass def on_llm_error( self, error: Union[Exception, KeyboardInterrupt], **kwargs: Any ) -> None: """Do nothing.""" pass def on_chain_start( self, serialized: Dict[str, Any], inputs: Dict[str, Any], **kwargs: Any ) -> None: """Print out that we are entering a chain.""" class_name = serialized["name"] print(f"\n\n\033[1m> Entering new {class_name} chain...\033[0m") def on_chain_end(self, outputs: Dict[str, Any], **kwargs: Any) -> None: """Print out that we finished a chain.""" print("\n\033[1m> Finished chain.\033[0m") def on_chain_error( self, error: Union[Exception, KeyboardInterrupt], **kwargs: Any ) -> None: """Do nothing.""" pass def on_tool_start( self, serialized: Dict[str, Any], action: AgentAction, color: Optional[str] = None, **kwargs: Any, ) -> None: """Print out the log in specified color.""" print_text(action.log, color=color if color else self.color) def on_tool_end( self, output: str, color: Optional[str] = None, observation_prefix: Optional[str] = None, llm_prefix: Optional[str] = None, **kwargs: Any, ) -> None: """If not the final action, print out observation.""" print_text(f"\n{observation_prefix}") print_text(output, color=color if color else self.color) print_text(f"\n{llm_prefix}") def on_tool_error( self, error: Union[Exception, KeyboardInterrupt], **kwargs: Any ) -> None: """Do nothing.""" pass def on_text( self, text: str, color: Optional[str] = None, end: str = "", **kwargs: Optional[str], ) -> None: """Run when agent ends.""" print_text(text, color=color if color else self.color, end=end) def on_agent_finish( self, finish: AgentFinish, color: Optional[str] = None, **kwargs: Any ) -> None: """Run on agent end.""" print_text(finish.log, color=color if self.color else color, end="\n")