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# MIT License | ||
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# Copyright (c) 2024 The HuggingFace Team | ||
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# Permission is hereby granted, free of charge, to any person obtaining a copy | ||
# of this software and associated documentation files (the "Software"), to deal | ||
# in the Software without restriction, including without limitation the rights | ||
# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
# copies of the Software, and to permit persons to whom the Software is | ||
# furnished to do so, subject to the following conditions: | ||
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# The above copyright notice and this permission notice shall be included in all | ||
# copies or substantial portions of the Software. | ||
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# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
# SOFTWARE. | ||
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from lighteval.metrics.dynamic_metrics import ( | ||
ExprExtractionConfig, | ||
LatexExtractionConfig, | ||
multilingual_extractive_match_metric, | ||
) | ||
from lighteval.tasks.lighteval_task import LightevalTaskConfig | ||
from lighteval.tasks.requests import Doc | ||
from lighteval.utils.language import Language | ||
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# Very specific task where there are no precise outputs but instead we test if the format obeys rules | ||
def olympiad_bench_prompt(line, task_name: str = None): | ||
return Doc( | ||
task_name=task_name, | ||
query=line["question"], | ||
choices=[line["final_answer"]], | ||
gold_index=0, | ||
instruction="", | ||
specific={}, | ||
) | ||
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# * OE: Open-ended questions | ||
# * TP: Theorem proof problems | ||
# * MM: Multimodal | ||
# * TO: Text-only | ||
# * physics: Physics problems | ||
# * maths: Math problems | ||
# * en: English | ||
# * zh: Chinese | ||
# * COMP: Competition problems | ||
# * CEE: Chinese College Entrance Exam problems | ||
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question_type = ["OE", "TP"] | ||
multimodality = ["TO"] # MM | ||
subject = ["physics", "maths"] | ||
language = ["en"] # "zh"] | ||
source = ["COMP", "CEE"] | ||
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olympiad_bench_subsets = [] | ||
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for qt in question_type: | ||
for mm in multimodality: | ||
for sub in subject: | ||
for lang in language: | ||
for src in source: | ||
olympiad_bench_subsets.append(f"{qt}_{mm}_{sub}_{lang}_{src}") | ||
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extraction_targets = [ExprExtractionConfig(), LatexExtractionConfig()] | ||
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metric = multilingual_extractive_match_metric( | ||
language=Language.ENGLISH, | ||
gold_extraction_target=extraction_targets, | ||
pred_extraction_target=extraction_targets, | ||
precision=6, | ||
) | ||
# We create the task config | ||
olympiad_bench = LightevalTaskConfig( | ||
name="olympiad_bench", | ||
prompt_function=olympiad_bench_prompt, | ||
suite=["extended"], | ||
hf_repo="Hothan/OlympiadBench", | ||
hf_subset=olympiad_bench_subsets[0], | ||
metric=[metric], | ||
hf_avail_splits=["train"], | ||
evaluation_splits=["train"], | ||
few_shots_split="train", | ||
few_shots_select="random_sampling", | ||
generation_size=2048, | ||
stop_sequence=[], # no stop sequence, will use eot token | ||
version="1.0", | ||
) | ||
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# print(olympiad_bench) | ||
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TASKS_TABLE = [olympiad_bench] |