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https://github.com/hwchase17/langchain
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Supported OutputFixingParser max_retries (#11754)
Description: Supported OutputFixingParser max_retries - max_retries: Maximum number of retries to parser. Issue: None Dependencies: None Tag maintainer: @baskaryan Twitter handle: @JohnMai95 --------- Co-authored-by: Bagatur <baskaryan@gmail.com>
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@ -19,6 +19,7 @@ class OutputFixingParser(BaseOutputParser[T]):
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parser: BaseOutputParser[T]
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parser: BaseOutputParser[T]
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# Should be an LLMChain but we want to avoid top-level imports from langchain.chains
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# Should be an LLMChain but we want to avoid top-level imports from langchain.chains
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retry_chain: Any
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retry_chain: Any
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max_retries: int = 1
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@classmethod
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@classmethod
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def from_llm(
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def from_llm(
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@ -26,6 +27,7 @@ class OutputFixingParser(BaseOutputParser[T]):
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llm: BaseLanguageModel,
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llm: BaseLanguageModel,
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parser: BaseOutputParser[T],
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parser: BaseOutputParser[T],
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prompt: BasePromptTemplate = NAIVE_FIX_PROMPT,
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prompt: BasePromptTemplate = NAIVE_FIX_PROMPT,
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max_retries: int = 1,
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) -> OutputFixingParser[T]:
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) -> OutputFixingParser[T]:
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"""Create an OutputFixingParser from a language model and a parser.
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"""Create an OutputFixingParser from a language model and a parser.
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@ -33,6 +35,7 @@ class OutputFixingParser(BaseOutputParser[T]):
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llm: llm to use for fixing
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llm: llm to use for fixing
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parser: parser to use for parsing
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parser: parser to use for parsing
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prompt: prompt to use for fixing
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prompt: prompt to use for fixing
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max_retries: Maximum number of retries to parser.
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Returns:
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Returns:
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OutputFixingParser
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OutputFixingParser
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@ -40,33 +43,45 @@ class OutputFixingParser(BaseOutputParser[T]):
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from langchain.chains.llm import LLMChain
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from langchain.chains.llm import LLMChain
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chain = LLMChain(llm=llm, prompt=prompt)
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chain = LLMChain(llm=llm, prompt=prompt)
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return cls(parser=parser, retry_chain=chain)
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return cls(parser=parser, retry_chain=chain, max_retries=max_retries)
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def parse(self, completion: str) -> T:
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def parse(self, completion: str) -> T:
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try:
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retries = 0
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parsed_completion = self.parser.parse(completion)
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except OutputParserException as e:
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new_completion = self.retry_chain.run(
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instructions=self.parser.get_format_instructions(),
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completion=completion,
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error=repr(e),
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)
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parsed_completion = self.parser.parse(new_completion)
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return parsed_completion
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while retries <= self.max_retries:
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try:
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return self.parser.parse(completion)
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except OutputParserException as e:
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if retries == self.max_retries:
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raise e
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else:
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retries += 1
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completion = self.retry_chain.run(
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instructions=self.parser.get_format_instructions(),
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completion=completion,
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error=repr(e),
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)
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raise OutputParserException("Failed to parse")
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async def aparse(self, completion: str) -> T:
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async def aparse(self, completion: str) -> T:
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try:
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retries = 0
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parsed_completion = self.parser.parse(completion)
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except OutputParserException as e:
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new_completion = await self.retry_chain.arun(
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instructions=self.parser.get_format_instructions(),
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completion=completion,
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error=repr(e),
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)
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parsed_completion = self.parser.parse(new_completion)
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return parsed_completion
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while retries <= self.max_retries:
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try:
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return await self.parser.aparse(completion)
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except OutputParserException as e:
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if retries == self.max_retries:
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raise e
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else:
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retries += 1
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completion = await self.retry_chain.arun(
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instructions=self.parser.get_format_instructions(),
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completion=completion,
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error=repr(e),
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)
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raise OutputParserException("Failed to parse")
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def get_format_instructions(self) -> str:
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def get_format_instructions(self) -> str:
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return self.parser.get_format_instructions()
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return self.parser.get_format_instructions()
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