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from dataclasses import dataclass, field
from typing import Literal, Optional, Tuple
OutputType = Literal[
"loglikelihood", "loglikelihood_rolling", "generate_until", "multiple_choice"
]
@dataclass
class Instance:
request_type: OutputType
doc: dict
arguments: tuple
idx: int
metadata: Tuple[Optional[str], Optional[int], Optional[int]] = field(
default_factory=lambda: (None, None, None)
)
resps: list = field(default_factory=list)
filtered_resps: dict = field(default_factory=dict)
# initialized after init
task_name: Optional[str] = None
doc_id: Optional[int] = None
repeats: Optional[int] = None
def __post_init__(self) -> None:
# unpack metadata field
self.task_name, self.doc_id, self.repeats = self.metadata
@property
def args(self):
"""
Returns (string,) where `string` is the string to calculate loglikelihood over
"""
return (
self.arguments if isinstance(self.arguments, tuple) else (self.arguments,)
)
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