humaneval_gen_6d1cc2.py 1.36 KB
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from opencompass.openicl.icl_prompt_template import PromptTemplate
from opencompass.openicl.icl_retriever import ZeroRetriever
from opencompass.openicl.icl_inferencer import GenInferencer
from opencompass.datasets import HumanevalDataset, HumanEvaluator, humaneval_postprocess

humaneval_reader_cfg = dict(
    input_columns=['prompt'], output_column='task_id', train_split='test')

# TODO: allow empty output-column
humaneval_infer_cfg = dict(
    prompt_template=dict(
        type=PromptTemplate,
        template=dict(round=[
            dict(
                role='HUMAN',
                prompt='Below is an instruction that describes a task. Write a response that appropriately completes the request.\n\n### Instruction:\nComplete the following python function.:\n{prompt}\n\n### Response:\n'),
        ])),
    retriever=dict(type=ZeroRetriever),
    inferencer=dict(type=GenInferencer, max_out_len=512))

humaneval_eval_cfg = dict(
    evaluator=dict(type=HumanEvaluator),
    pred_role='BOT',
    k=[1, 10, 100],  # the parameter only for humaneval
    pred_postprocessor=dict(type=humaneval_postprocess),
)

humaneval_datasets = [
    dict(
        abbr='openai_humaneval',
        type=HumanevalDataset,
        path='./data/humaneval/human-eval-v2-20210705.jsonl',
        reader_cfg=humaneval_reader_cfg,
        infer_cfg=humaneval_infer_cfg,
        eval_cfg=humaneval_eval_cfg)
]