import abc from typing import Any, Dict, Optional from pydantic import BaseModel, validator from projects.models import Project from label_types.models import LabelType, CategoryType, SpanType from labels.models import Category, Span, TextLabel as TL class Label(BaseModel, abc.ABC): @abc.abstractmethod def has_name(self) -> bool: raise NotImplementedError() @property @abc.abstractmethod def name(self) -> str: raise NotImplementedError() @classmethod def parse(cls, obj: Any): raise NotImplementedError() @abc.abstractmethod def create(self, project: Project) -> Optional[LabelType]: raise NotImplementedError() @abc.abstractmethod def create_annotation(self, user, example, mapping): raise NotImplementedError def __hash__(self): return hash(tuple(self.dict())) class CategoryLabel(Label): label: str @validator("label") def label_is_not_empty(cls, value: str): if value: return value else: raise ValueError("is not empty.") def has_name(self) -> bool: return True @property def name(self) -> str: return self.label @classmethod def parse(cls, obj: Any): if isinstance(obj, str): return cls(label=obj) elif isinstance(obj, int): return cls(label=str(obj)) else: raise TypeError(f"{obj} is not str.") def create(self, project: Project) -> Optional[LabelType]: return CategoryType(text=self.label, project=project) def create_annotation(self, user, example, mapping: Dict[str, LabelType]): return Category(user=user, example=example, label=mapping[self.label]) class SpanLabel(Label): label: str start_offset: int end_offset: int def has_name(self) -> bool: return True @property def name(self) -> str: return self.label @classmethod def parse(cls, obj: Any): if isinstance(obj, list) or isinstance(obj, tuple): columns = ["start_offset", "end_offset", "label"] obj = zip(columns, obj) return cls.parse_obj(obj) elif isinstance(obj, dict): return cls.parse_obj(obj) else: raise TypeError(f"{obj} is invalid type.") def create(self, project: Project) -> Optional[LabelType]: return SpanType(text=self.label, project=project) def create_annotation(self, user, example, mapping: Dict[str, LabelType]): return Span( user=user, example=example, start_offset=self.start_offset, end_offset=self.end_offset, label=mapping[self.label], ) class TextLabel(Label): text: str def has_name(self) -> bool: return False @property def name(self) -> str: return self.text @classmethod def parse(cls, obj: Any): if isinstance(obj, str) and obj: return cls(text=obj) else: raise TypeError(f"{obj} is not str or empty.") def create(self, project: Project) -> Optional[LabelType]: return None def create_annotation(self, user, example, mapping): return TL(user=user, example=example, text=self.text)