from dataclasses import dataclass from typing import Dict, List, Optional, Union from .artifact import Artifact from .instructions import InstructionsDict, InstructionsList from .loaders import Loader from .normalizers import NormalizeListFields from .operator import StreamingOperator from .operators import AddFields, MapInstanceValues from .task import FormTask from .templates import TemplatesDict, TemplatesList class TaskCard(Artifact): loader: Loader task: FormTask preprocess_steps: Optional[List[Union[StreamingOperator, str]]] = None templates: Union[TemplatesList, TemplatesDict] = None instructions: Union[InstructionsList, InstructionsDict] = None class ICLCard(Artifact): demos_pool_name: str = "demos_pool" demos_pool_size: int = None demos_field: str = "demos" num_demos: int = None sampler_type: str = "random" instruction_item: Union[str, int] = None template_item: Union[str, int] = None