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Add aritch to mathbench (#607)
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liushz committed Nov 20, 2023
1 parent c9c5c5d commit dbacd36
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58 changes: 58 additions & 0 deletions configs/datasets/MathBench/mathbench_gen_ccd638.py
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@@ -0,0 +1,58 @@
from opencompass.openicl.icl_prompt_template import PromptTemplate
from opencompass.openicl.icl_retriever import ZeroRetriever
from opencompass.openicl.icl_inferencer import GenInferencer
from opencompass.openicl.icl_evaluator import AccEvaluator
from opencompass.datasets import MathBenchDataset, mathbench_postprocess

cloze_prompts ={
"cloze_arith_en": [
dict(role='HUMAN', prompt='Q: Calculate (341/11)/(9/(-6)*(-2)/3).'),
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'),
dict(role='HUMAN', prompt='Q: In base 14, what is 5 - 638d8d?'),
dict(role='BOT', prompt='A: 5 - 638d8d = -638d88. The answer is -638d88.\n'),
dict(role='HUMAN', prompt='Q: What is -491354 times -0.34?'),
dict(role='BOT', prompt='A: The product of -491354 and -0.34 is 167060.36. The answer is 167060.36.\n'),
dict(role='HUMAN', prompt='Q: What is the value of (-55)/(6930/(-382)) + (0 - 3)?.'),
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'),
dict(role='HUMAN', prompt='Q: {question}'),
dict(role='BOT', prompt='A: {answer}\n'),
]
}

mathbench_sets = {
'arithmetic': ['cloze_arith_en'],
}

mathbench_datasets = []

for _split in list(mathbench_sets.keys()):
for _name in mathbench_sets[_split]:
mathbench_infer_cfg = dict(
prompt_template=dict(
type=PromptTemplate,
template=dict(
round=cloze_prompts[_name],
),
),
retriever=dict(type=ZeroRetriever),
inferencer=dict(type=GenInferencer, max_out_len=512),
)

mathbench_eval_cfg = dict(
evaluator=dict(type=AccEvaluator),
pred_postprocessor=dict(type=mathbench_postprocess, name=_name))

mathbench_datasets.append(
dict(
type=MathBenchDataset,
path=f"./data/mathbench/{_split}",
name=_name,
with_circular=False,
abbr="mathbench-arithmetic" + _split + '-' + _name,
reader_cfg=dict(
input_columns=["question"],
output_column="answer"
),
infer_cfg=mathbench_infer_cfg,
eval_cfg=mathbench_eval_cfg,
))
5 changes: 4 additions & 1 deletion opencompass/datasets/mathbench.py
Original file line number Diff line number Diff line change
Expand Up @@ -87,17 +87,20 @@ def load(path: str, name: str, with_circular: bool = True):

@TEXT_POSTPROCESSORS.register_module()
def mathbench_postprocess(text: str, name: str) -> str:
split = False
ans = text
if '_cn' in name:
ans_line = ans.split('答案是')
else:
ans_line = ans.split('The answer is')
if len(ans_line) != 1:
ans = ans_line[1].strip()
split = True

output = re.sub(r'(\d),(\d)', r'\1\2', ans)
numbers = re.findall(r'-?\d*\.?/?\d+|\d+', output)

if numbers:
return numbers[-1]
return numbers[0] if split else numbers[-1]

return ans

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