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92 lines
2.8 KiB
Python
92 lines
2.8 KiB
Python
"""Callback Handler that logs to streamlit."""
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from typing import Any, Dict, List, Optional, Union
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import streamlit as st
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from langchain.callbacks.base import BaseCallbackHandler
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from langchain.schema import AgentAction, AgentFinish, LLMResult
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class StreamlitCallbackHandler(BaseCallbackHandler):
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"""Callback Handler that logs to streamlit."""
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def on_llm_start(
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self, serialized: Dict[str, Any], prompts: List[str], **kwargs: Any
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) -> None:
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"""Print out the prompts."""
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st.write("Prompts after formatting:")
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for prompt in prompts:
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st.write(prompt)
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def on_llm_new_token(self, token: str, **kwargs: Any) -> None:
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"""Do nothing."""
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pass
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def on_llm_end(self, response: LLMResult, **kwargs: Any) -> None:
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"""Do nothing."""
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pass
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def on_llm_error(
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self, error: Union[Exception, KeyboardInterrupt], **kwargs: Any
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) -> None:
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"""Do nothing."""
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pass
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def on_chain_start(
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self, serialized: Dict[str, Any], inputs: Dict[str, Any], **kwargs: Any
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) -> None:
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"""Print out that we are entering a chain."""
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class_name = serialized["name"]
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st.write(f"Entering new {class_name} chain...")
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def on_chain_end(self, outputs: Dict[str, Any], **kwargs: Any) -> None:
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"""Print out that we finished a chain."""
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st.write("Finished chain.")
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def on_chain_error(
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self, error: Union[Exception, KeyboardInterrupt], **kwargs: Any
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) -> None:
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"""Do nothing."""
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pass
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def on_tool_start(
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self,
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serialized: Dict[str, Any],
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input_str: str,
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**kwargs: Any,
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) -> None:
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"""Print out the log in specified color."""
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pass
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def on_agent_action(self, action: AgentAction, **kwargs: Any) -> Any:
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"""Run on agent action."""
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# st.write requires two spaces before a newline to render it
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st.markdown(action.log.replace("\n", " \n"))
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def on_tool_end(
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self,
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output: str,
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observation_prefix: Optional[str] = None,
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llm_prefix: Optional[str] = None,
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**kwargs: Any,
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) -> None:
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"""If not the final action, print out observation."""
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st.write(f"{observation_prefix}{output}")
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st.write(llm_prefix)
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def on_tool_error(
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self, error: Union[Exception, KeyboardInterrupt], **kwargs: Any
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) -> None:
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"""Do nothing."""
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pass
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def on_text(self, text: str, **kwargs: Any) -> None:
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"""Run on text."""
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# st.write requires two spaces before a newline to render it
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st.write(text.replace("\n", " \n"))
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def on_agent_finish(self, finish: AgentFinish, **kwargs: Any) -> None:
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"""Run on agent end."""
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# st.write requires two spaces before a newline to render it
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st.write(finish.log.replace("\n", " \n"))
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