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65 lines
2.0 KiB
Python
65 lines
2.0 KiB
Python
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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 ChatInferencer, GenInferencer
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from opencompass.openicl.icl_evaluator import LMEvaluator
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from opencompass.datasets import MTBenchDataset
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subjective_reader_cfg = dict(
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input_columns=['dialogue', 'capability', 'system_prompt', 'prompt_template'],
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output_column='judge',
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)
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subjective_all_sets = [
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"mtbench_0.0","mtbench_0.1","mtbench_0.7"
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]
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data_path ="data/subjective/mtbench"
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subjective_datasets = []
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for _name in subjective_all_sets:
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temperature = float(_name.split('_')[1])
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do_sample = False if temperature == 0.0 else True
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subjective_infer_cfg = dict(
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prompt_template=dict(
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type=PromptTemplate,
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template="""{dialogue}""",
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),
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retriever=dict(type=ZeroRetriever),
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inferencer=dict(type=ChatInferencer, max_seq_len=4096, max_out_len=512, temperature=temperature, do_sample=do_sample,infer_mode='every'),
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)
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subjective_eval_cfg = dict(
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evaluator=dict(
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type=LMEvaluator,
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prompt_template=dict(
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type=PromptTemplate,
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template=dict(
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begin=[
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dict(
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role='SYSTEM',
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fallback_role='HUMAN',
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prompt="{system_prompt}")
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],
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round=[
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dict(
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role='HUMAN',
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prompt = "{prompt_template}"
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),
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]),
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),
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),
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pred_role="BOT",
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)
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subjective_datasets.append(
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dict(
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abbr=f"{_name}",
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type=MTBenchDataset,
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path=data_path,
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name=_name,
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reader_cfg=subjective_reader_cfg,
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infer_cfg=subjective_infer_cfg,
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eval_cfg=subjective_eval_cfg
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))
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