mirror of
https://github.com/hwchase17/langchain.git
synced 2025-07-21 12:01:47 +00:00
output parser serialization (#758)
This commit is contained in:
parent
f273c50d62
commit
7129f23511
@ -48,13 +48,24 @@ def check_valid_template(
|
||||
raise ValueError("Invalid prompt schema.")
|
||||
|
||||
|
||||
class BaseOutputParser(ABC):
|
||||
class BaseOutputParser(BaseModel, ABC):
|
||||
"""Class to parse the output of an LLM call."""
|
||||
|
||||
@abstractmethod
|
||||
def parse(self, text: str) -> Union[str, List[str], Dict[str, str]]:
|
||||
"""Parse the output of an LLM call."""
|
||||
|
||||
@property
|
||||
def _type(self) -> str:
|
||||
"""Return the type key."""
|
||||
raise NotImplementedError
|
||||
|
||||
def dict(self, **kwargs: Any) -> Dict:
|
||||
"""Return dictionary representation of output parser."""
|
||||
output_parser_dict = super().dict()
|
||||
output_parser_dict["_type"] = self._type
|
||||
return output_parser_dict
|
||||
|
||||
|
||||
class ListOutputParser(BaseOutputParser):
|
||||
"""Class to parse the output of an LLM call to a list."""
|
||||
@ -79,6 +90,11 @@ class RegexParser(BaseOutputParser, BaseModel):
|
||||
output_keys: List[str]
|
||||
default_output_key: Optional[str] = None
|
||||
|
||||
@property
|
||||
def _type(self) -> str:
|
||||
"""Return the type key."""
|
||||
return "regex_parser"
|
||||
|
||||
def parse(self, text: str) -> Dict[str, str]:
|
||||
"""Parse the output of an LLM call."""
|
||||
match = re.search(self.regex, text)
|
||||
@ -142,7 +158,7 @@ class BasePromptTemplate(BaseModel, ABC):
|
||||
|
||||
def dict(self, **kwargs: Any) -> Dict:
|
||||
"""Return dictionary representation of prompt."""
|
||||
prompt_dict = super().dict()
|
||||
prompt_dict = super().dict(**kwargs)
|
||||
prompt_dict["_type"] = self._prompt_type
|
||||
return prompt_dict
|
||||
|
||||
|
@ -9,7 +9,7 @@ from typing import Union
|
||||
import requests
|
||||
import yaml
|
||||
|
||||
from langchain.prompts.base import BasePromptTemplate
|
||||
from langchain.prompts.base import BasePromptTemplate, RegexParser
|
||||
from langchain.prompts.few_shot import FewShotPromptTemplate
|
||||
from langchain.prompts.prompt import PromptTemplate
|
||||
|
||||
@ -69,6 +69,20 @@ def _load_examples(config: dict) -> dict:
|
||||
return config
|
||||
|
||||
|
||||
def _load_output_parser(config: dict) -> dict:
|
||||
"""Load output parser."""
|
||||
if "output_parser" in config:
|
||||
if config["output_parser"] is not None:
|
||||
_config = config["output_parser"]
|
||||
output_parser_type = _config["_type"]
|
||||
if output_parser_type == "regex_parser":
|
||||
output_parser = RegexParser(**_config)
|
||||
else:
|
||||
raise ValueError(f"Unsupported output parser {output_parser_type}")
|
||||
config["output_parser"] = output_parser
|
||||
return config
|
||||
|
||||
|
||||
def _load_few_shot_prompt(config: dict) -> FewShotPromptTemplate:
|
||||
"""Load the few shot prompt from the config."""
|
||||
# Load the suffix and prefix templates.
|
||||
@ -86,6 +100,7 @@ def _load_few_shot_prompt(config: dict) -> FewShotPromptTemplate:
|
||||
config["example_prompt"] = load_prompt_from_config(config["example_prompt"])
|
||||
# Load the examples.
|
||||
config = _load_examples(config)
|
||||
config = _load_output_parser(config)
|
||||
return FewShotPromptTemplate(**config)
|
||||
|
||||
|
||||
@ -93,6 +108,7 @@ def _load_prompt(config: dict) -> PromptTemplate:
|
||||
"""Load the prompt template from config."""
|
||||
# Load the template from disk if necessary.
|
||||
config = _load_template("template", config)
|
||||
config = _load_output_parser(config)
|
||||
return PromptTemplate(**config)
|
||||
|
||||
|
||||
|
Loading…
Reference in New Issue
Block a user