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59 lines
2.6 KiB
Python
59 lines
2.6 KiB
Python
from opencompass.openicl.icl_prompt_template import PromptTemplate
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from opencompass.openicl.icl_retriever import ZeroRetriever
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from opencompass.openicl.icl_inferencer import GenInferencer
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from opencompass.openicl.icl_evaluator import AccEvaluator
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from opencompass.datasets import MathBenchDataset, mathbench_postprocess
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cloze_prompts ={
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'cloze_arith_en': [
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dict(role='HUMAN', prompt='Q: Calculate (341/11)/(9/(-6)*(-2)/3).'),
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dict(role='BOT', prompt='A: First, (9/(-6)*(-2)/3) can be simplified by : 9/(-6) = -1.5, -1.5 * (-2) = 3, 3 / 3 = 1. So, (9/(-6)*(-2)/3) is equal to 1. Now, we have `(341/11)/1` equals `341/11`. Finally, calculate `341/11 = 31`. The answer is 31.\n'),
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dict(role='HUMAN', prompt='Q: In base 14, what is 5 - 638d8d?'),
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dict(role='BOT', prompt='A: 5 - 638d8d = -638d88. The answer is -638d88.\n'),
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dict(role='HUMAN', prompt='Q: What is -491354 times -0.34?'),
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dict(role='BOT', prompt='A: The product of -491354 and -0.34 is 167060.36. The answer is 167060.36.\n'),
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dict(role='HUMAN', prompt='Q: What is the value of (-55)/(6930/(-382)) + (0 - 3)?.'),
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dict(role='BOT', prompt='A: First, (-55)/(6930/(-382)) = (-55)/(-(6930/382)) = 55*382/6930 = 21010/6930 = 2101/693. Then, 2101/693 + (0 - 3) = 2101/693 - 3 = 2101/693 - 3*693/693 = (2101-2079)/693 = 22/693 = 2/63. The answer is 2/63.\n'),
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dict(role='HUMAN', prompt='Q: {question}'),
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dict(role='BOT', prompt='A: {answer}\n'),
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]
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}
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mathbench_sets = {
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'arithmetic': ['cloze_arith_en'],
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}
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mathbench_datasets = []
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for _split in list(mathbench_sets.keys()):
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for _name in mathbench_sets[_split]:
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mathbench_infer_cfg = dict(
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prompt_template=dict(
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type=PromptTemplate,
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template=dict(
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round=cloze_prompts[_name],
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),
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),
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retriever=dict(type=ZeroRetriever),
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inferencer=dict(type=GenInferencer, max_out_len=512),
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)
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mathbench_eval_cfg = dict(
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evaluator=dict(type=AccEvaluator),
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pred_postprocessor=dict(type=mathbench_postprocess, name=_name))
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mathbench_datasets.append(
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dict(
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type=MathBenchDataset,
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path=f'./data/mathbench/{_split}',
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name=_name,
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with_circular=False,
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abbr='mathbench-arithmetic' + _split + '-' + _name,
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reader_cfg=dict(
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input_columns=['question'],
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output_column='answer'
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),
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infer_cfg=mathbench_infer_cfg,
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eval_cfg=mathbench_eval_cfg,
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))
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