# ruff: noqa: E501 import json from pydantic import BaseModel STRUCTURED_OUTPUT_FORMAT_INSTRUCTIONS = """The output should be formatted as a JSON instance that conforms to the JSON schema below. As an example, for the schema {{"properties": {{"foo": {{"title": "Foo", "description": "a list of strings", "type": "array", "items": {{"type": "string"}}}}}}, "required": ["foo"]}} the object {{"foo": ["bar", "baz"]}} is a well-formatted instance of the schema. The object {{"properties": {{"foo": ["bar", "baz"]}}}} is not well-formatted. Here is the output schema: ``` {schema} ```""" class StructuredOutputParser(BaseModel): pydantic_class: type[BaseModel] def get_schema(self, indent: int = 2) -> str: # Copy schema to avoid altering original Pydantic schema. schema = self.pydantic_class.model_json_schema() # Iterate over fields to remove from the schema for field_name in ["title", "type"]: if field_name in schema: schema.pop(field_name) return json.dumps(schema, indent=indent, ensure_ascii=False) def get_format_instructions(self) -> str: schema_str = self.get_schema() # Ensure json in context is well-formed with double quotes. return STRUCTURED_OUTPUT_FORMAT_INSTRUCTIONS.format(schema=schema_str) def parse(self, json_string: str) -> BaseModel: return self.pydantic_class.model_validate_json(json_string)