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from __future__ import annotations | |
import re | |
from typing import Dict, List, Optional | |
from pydantic import BaseModel | |
from langchain.schema import BaseOutputParser | |
class RegexParser(BaseOutputParser, BaseModel): | |
"""Class to parse the output into a dictionary.""" | |
regex: str | |
output_keys: List[str] | |
default_output_key: Optional[str] = None | |
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) | |
if match: | |
return {key: match.group(i + 1) for i, key in enumerate(self.output_keys)} | |
else: | |
if self.default_output_key is None: | |
raise ValueError(f"Could not parse output: {text}") | |
else: | |
return { | |
key: text if key == self.default_output_key else "" | |
for key in self.output_keys | |
} | |