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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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