Remove langchain dataset retrival agent logic (#3311)
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api/core/rag/retrieval/output_parser/__init__.py
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api/core/rag/retrieval/output_parser/__init__.py
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api/core/rag/retrieval/output_parser/structured_chat.py
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api/core/rag/retrieval/output_parser/structured_chat.py
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import json
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import re
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from typing import Union
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from langchain.agents.structured_chat.output_parser import StructuredChatOutputParser as LCStructuredChatOutputParser
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from langchain.agents.structured_chat.output_parser import logger
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from langchain.schema import AgentAction, AgentFinish, OutputParserException
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class StructuredChatOutputParser(LCStructuredChatOutputParser):
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def parse(self, text: str) -> Union[AgentAction, AgentFinish]:
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try:
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action_match = re.search(r"```(\w*)\n?({.*?)```", text, re.DOTALL)
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if action_match is not None:
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response = json.loads(action_match.group(2).strip(), strict=False)
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if isinstance(response, list):
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# gpt turbo frequently ignores the directive to emit a single action
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logger.warning("Got multiple action responses: %s", response)
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response = response[0]
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if response["action"] == "Final Answer":
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return AgentFinish({"output": response["action_input"]}, text)
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else:
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return AgentAction(
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response["action"], response.get("action_input", {}), text
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)
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else:
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return AgentFinish({"output": text}, text)
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except Exception as e:
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raise OutputParserException(f"Could not parse LLM output: {text}")
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