from abc import ABC from dataclasses import field from typing import Any, Dict, Optional from datasets import Features, Sequence, Value from .operator import StreamInstanceOperator class Validator(ABC): pass class ValidateSchema(Validator, StreamInstanceOperator): schema: Features = None def verify(self): assert isinstance( self.schema, Features ), "Schema must be an instance of Features" assert self.schema is not None, "Schema must be specified" def verify_first_instance(self, instance): for std_field in self.standart_fields: assert ( std_field in instance ), f'Field "{std_field}" is missing in the first instance' def process( self, instance: Dict[str, Any], stream_name: Optional[str] = None ) -> Dict[str, Any]: return instance class StandardSchema(Features): def __init__(self): super().__init__( { "source": Value("string"), "target": Value("string"), "references": Sequence(Value("string")), "metrics": Sequence(Value("string")), "parser": Value("string"), # 'group': Value('string'), # 'guidance': Value('string'), } ) class ValidateStandartSchema: schema: Features = field(default_factory=StandardSchema)