from typing import List, Optional, Union | |
from .artifact import Artifact | |
from .collections import Collection | |
from .dataclass import OptionalField | |
from .loaders import Loader | |
from .operator import StreamingOperator | |
from .splitters import RandomSampler, Sampler | |
from .task import FormTask | |
class TaskCard(Artifact): | |
loader: Loader | |
task: FormTask | |
preprocess_steps: List[StreamingOperator] = None | |
templates: Collection = None | |
instructions: Collection = None | |
sampler: Sampler = OptionalField(default_factory=RandomSampler) | |
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 | |