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Enable customizing the output parser of OpenAIFunctionsAgent
(#15827)
- **Description:** This PR defines the output parser of OpenAIFunctionsAgent as an attribute, enabling customization and subclassing of the parser logic. - **Issue:** Subclassing is currently impossible as the `OpenAIFunctionsAgentOutputParser` class is hard coded into the `plan` and `aplan` methods - **Dependencies:** None <!-- Thank you for contributing to LangChain! Please title your PR "<package>: <description>", where <package> is whichever of langchain, community, core, experimental, etc. is being modified. Replace this entire comment with: - **Description:** a description of the change, - **Issue:** the issue # it fixes if applicable, - **Dependencies:** any dependencies required for this change, - **Twitter handle:** we announce bigger features on Twitter. If your PR gets announced, and you'd like a mention, we'll gladly shout you out! Please make sure your PR is passing linting and testing before submitting. Run `make format`, `make lint` and `make test` from the root of the package you've modified to check this locally. See contribution guidelines for more information on how to write/run tests, lint, etc: https://python.langchain.com/docs/contributing/ If you're adding a new integration, please include: 1. a test for the integration, preferably unit tests that do not rely on network access, 2. an example notebook showing its use. It lives in `docs/docs/integrations` directory. If no one reviews your PR within a few days, please @-mention one of @baskaryan, @eyurtsev, @hwchase17. --> --------- Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
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@ -1,5 +1,5 @@
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"""Module implements an agent that uses OpenAI's APIs function enabled API."""
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from typing import Any, List, Optional, Sequence, Tuple, Union
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from typing import Any, List, Optional, Sequence, Tuple, Type, Union
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from langchain_community.tools.convert_to_openai import format_tool_to_openai_function
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from langchain_core._api import deprecated
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@ -47,6 +47,9 @@ class OpenAIFunctionsAgent(BaseSingleActionAgent):
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llm: BaseLanguageModel
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tools: Sequence[BaseTool]
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prompt: BasePromptTemplate
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output_parser: Type[
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OpenAIFunctionsAgentOutputParser
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] = OpenAIFunctionsAgentOutputParser
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def get_allowed_tools(self) -> List[str]:
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"""Get allowed tools."""
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@ -105,9 +108,7 @@ class OpenAIFunctionsAgent(BaseSingleActionAgent):
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messages,
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callbacks=callbacks,
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)
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agent_decision = OpenAIFunctionsAgentOutputParser._parse_ai_message(
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predicted_message
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)
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agent_decision = self.output_parser._parse_ai_message(predicted_message)
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return agent_decision
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async def aplan(
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@ -136,9 +137,7 @@ class OpenAIFunctionsAgent(BaseSingleActionAgent):
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predicted_message = await self.llm.apredict_messages(
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messages, functions=self.functions, callbacks=callbacks
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)
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agent_decision = OpenAIFunctionsAgentOutputParser._parse_ai_message(
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predicted_message
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)
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agent_decision = self.output_parser._parse_ai_message(predicted_message)
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return agent_decision
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def return_stopped_response(
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