Source code for eval_framework.tasks.benchmarks.piqa_ellamind
"""German PIQA (EllaMind) tasks.
https://huggingface.co/datasets/ellamind/piqa-multilingual
PIQA supplies separate easy and hard distractors. Each base class uses a
``_DISTRACTOR_LEVEL`` class attribute (``"easy"`` or ``"hard"``) that the registered
subclass overrides.
"""
from typing import Any, Literal
from eval_framework.tasks.base import BaseTask, Language
from eval_framework.tasks.dataset_revisions import HF_REVISIONS_LOCKFILE
from eval_framework.tasks.task_style import BPBStyle, ClozeStyle, MCStyle, shuffle_correct_with_distractors
class _PIQA_ELLAMIND_DE_Base(BaseTask[str]):
"""Non-registered base for German PIQA (EllaMind) variants.
Dataset: https://huggingface.co/datasets/ellamind/piqa-multilingual
Set ``_DISTRACTOR_LEVEL = "easy"`` or ``"hard"`` on the task class, defaults to "easy".
"""
DATASET_PATH = "ellamind/piqa-multilingual"
SAMPLE_SPLIT = "validation"
FEWSHOT_SPLIT = "validation"
SUBJECTS = ["deu"]
LANGUAGE = Language.DEU
_DISTRACTOR_LEVEL: Literal["easy", "hard"] = "easy"
def _shuffled(self, item: dict[str, Any]) -> tuple[list[str], int]:
"""Return (shuffled_solutions, correct_index) for the selected distractor level."""
distractor = item["easy_distractor"] if self._DISTRACTOR_LEVEL == "easy" else item["hard_distractor"]
return shuffle_correct_with_distractors(
correct=item["correct_solution"],
distractors=[distractor],
seed_text=item["goal"] + item["correct_solution"],
)
def _get_raw_question(self, item: dict[str, Any]) -> str:
return item["goal"]
def _get_choices(self, item: dict[str, Any]) -> list[str]:
return self._shuffled(item)[0]
def _get_correct_index(self, item: dict[str, Any]) -> int:
return self._shuffled(item)[1]
[docs]
class PIQA_ELLAMIND_CLOZE_EASY_DE(_PIQA_ELLAMIND_DE_Base):
"""German PIQA - Cloze format with easy distractor."""
REVISION_LOCKFILE = HF_REVISIONS_LOCKFILE
NAME = "PIQA_ELLAMIND_CLOZE_EASY_DE"
TASK_STYLER = ClozeStyle(question_prefix="Ziel: ", cue_text="Antwort:")
[docs]
class PIQA_ELLAMIND_CLOZE_HARD_DE(_PIQA_ELLAMIND_DE_Base):
"""German PIQA - Cloze format with hard distractor."""
REVISION_LOCKFILE = HF_REVISIONS_LOCKFILE
NAME = "PIQA_ELLAMIND_CLOZE_HARD_DE"
_DISTRACTOR_LEVEL = "hard"
TASK_STYLER = ClozeStyle(question_prefix="Ziel: ", cue_text="Antwort:")
[docs]
class PIQA_ELLAMIND_MC_EASY_DE(_PIQA_ELLAMIND_DE_Base):
"""German PIQA - MC format with easy distractor."""
REVISION_LOCKFILE = HF_REVISIONS_LOCKFILE
NAME = "PIQA_ELLAMIND_MC_EASY_DE"
TASK_STYLER = MCStyle(question_prefix="Ziel: ", cue_text="Antwort:")
[docs]
class PIQA_ELLAMIND_MC_HARD_DE(_PIQA_ELLAMIND_DE_Base):
"""German PIQA - MC format with hard distractor."""
REVISION_LOCKFILE = HF_REVISIONS_LOCKFILE
NAME = "PIQA_ELLAMIND_MC_HARD_DE"
_DISTRACTOR_LEVEL = "hard"
TASK_STYLER = MCStyle(question_prefix="Ziel: ", cue_text="Antwort:")
[docs]
class PIQA_ELLAMIND_BPB_DE(_PIQA_ELLAMIND_DE_Base):
"""German PIQA - BPB format (distractor set is irrelevant for BPB)."""
REVISION_LOCKFILE = HF_REVISIONS_LOCKFILE
NAME = "PIQA_ELLAMIND_BPB_DE"
TASK_STYLER = BPBStyle(question_prefix="Ziel: ", cue_text="Antwort:")