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output parser serialization (#758)
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@ -48,13 +48,24 @@ def check_valid_template(
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raise ValueError("Invalid prompt schema.")
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raise ValueError("Invalid prompt schema.")
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class BaseOutputParser(ABC):
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class BaseOutputParser(BaseModel, ABC):
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"""Class to parse the output of an LLM call."""
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"""Class to parse the output of an LLM call."""
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@abstractmethod
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@abstractmethod
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def parse(self, text: str) -> Union[str, List[str], Dict[str, str]]:
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def parse(self, text: str) -> Union[str, List[str], Dict[str, str]]:
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"""Parse the output of an LLM call."""
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"""Parse the output of an LLM call."""
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@property
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def _type(self) -> str:
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"""Return the type key."""
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raise NotImplementedError
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def dict(self, **kwargs: Any) -> Dict:
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"""Return dictionary representation of output parser."""
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output_parser_dict = super().dict()
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output_parser_dict["_type"] = self._type
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return output_parser_dict
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class ListOutputParser(BaseOutputParser):
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class ListOutputParser(BaseOutputParser):
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"""Class to parse the output of an LLM call to a list."""
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"""Class to parse the output of an LLM call to a list."""
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@ -79,6 +90,11 @@ class RegexParser(BaseOutputParser, BaseModel):
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output_keys: List[str]
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output_keys: List[str]
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default_output_key: Optional[str] = None
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default_output_key: Optional[str] = None
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@property
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def _type(self) -> str:
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"""Return the type key."""
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return "regex_parser"
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def parse(self, text: str) -> Dict[str, str]:
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def parse(self, text: str) -> Dict[str, str]:
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"""Parse the output of an LLM call."""
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"""Parse the output of an LLM call."""
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match = re.search(self.regex, text)
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match = re.search(self.regex, text)
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@ -142,7 +158,7 @@ class BasePromptTemplate(BaseModel, ABC):
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def dict(self, **kwargs: Any) -> Dict:
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def dict(self, **kwargs: Any) -> Dict:
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"""Return dictionary representation of prompt."""
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"""Return dictionary representation of prompt."""
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prompt_dict = super().dict()
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prompt_dict = super().dict(**kwargs)
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prompt_dict["_type"] = self._prompt_type
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prompt_dict["_type"] = self._prompt_type
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return prompt_dict
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return prompt_dict
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@ -9,7 +9,7 @@ from typing import Union
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import requests
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import requests
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import yaml
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import yaml
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from langchain.prompts.base import BasePromptTemplate
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from langchain.prompts.base import BasePromptTemplate, RegexParser
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from langchain.prompts.few_shot import FewShotPromptTemplate
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from langchain.prompts.few_shot import FewShotPromptTemplate
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from langchain.prompts.prompt import PromptTemplate
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from langchain.prompts.prompt import PromptTemplate
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@ -69,6 +69,20 @@ def _load_examples(config: dict) -> dict:
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return config
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return config
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def _load_output_parser(config: dict) -> dict:
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"""Load output parser."""
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if "output_parser" in config:
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if config["output_parser"] is not None:
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_config = config["output_parser"]
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output_parser_type = _config["_type"]
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if output_parser_type == "regex_parser":
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output_parser = RegexParser(**_config)
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else:
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raise ValueError(f"Unsupported output parser {output_parser_type}")
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config["output_parser"] = output_parser
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return config
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def _load_few_shot_prompt(config: dict) -> FewShotPromptTemplate:
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def _load_few_shot_prompt(config: dict) -> FewShotPromptTemplate:
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"""Load the few shot prompt from the config."""
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"""Load the few shot prompt from the config."""
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# Load the suffix and prefix templates.
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# Load the suffix and prefix templates.
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@ -86,6 +100,7 @@ def _load_few_shot_prompt(config: dict) -> FewShotPromptTemplate:
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config["example_prompt"] = load_prompt_from_config(config["example_prompt"])
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config["example_prompt"] = load_prompt_from_config(config["example_prompt"])
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# Load the examples.
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# Load the examples.
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config = _load_examples(config)
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config = _load_examples(config)
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config = _load_output_parser(config)
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return FewShotPromptTemplate(**config)
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return FewShotPromptTemplate(**config)
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@ -93,6 +108,7 @@ def _load_prompt(config: dict) -> PromptTemplate:
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"""Load the prompt template from config."""
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"""Load the prompt template from config."""
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# Load the template from disk if necessary.
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# Load the template from disk if necessary.
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config = _load_template("template", config)
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config = _load_template("template", config)
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config = _load_output_parser(config)
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return PromptTemplate(**config)
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return PromptTemplate(**config)
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