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52 lines
1.7 KiB
Python
52 lines
1.7 KiB
Python
# Copyright (c) Alibaba, Inc. and its affiliates.
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import argparse
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import os
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import shutil
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import tempfile
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import unittest
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from modelscope.hub.snapshot_download import snapshot_download
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from modelscope.metainfo import Trainers
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from modelscope.msdatasets import MsDataset
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from modelscope.trainers import build_trainer
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from modelscope.utils.constant import ModelFile
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from modelscope.utils.test_utils import test_level
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def test_trainer_with_model_and_args():
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def concat_answer_context(dataset):
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dataset['src_txt'] = dataset['answers']['text'][0] + '[SEP]' + dataset[
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'context']
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return dataset
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from datasets import load_dataset
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dataset_dict = load_dataset('luozhouyang/dureader', 'robust')
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train_dataset = dataset_dict['train'].map(concat_answer_context) \
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.rename_columns({'question': 'tgt_txt'}).remove_columns('context') \
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.remove_columns('id').remove_columns('answers')
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eval_dataset = dataset_dict['validation'].map(concat_answer_context) \
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.rename_columns({'question': 'tgt_txt'}).remove_columns('context') \
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.remove_columns('id').remove_columns('answers')
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tmp_dir = tempfile.TemporaryDirectory().name
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if not os.path.exists(tmp_dir):
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os.makedirs(tmp_dir)
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model_id = 'damo/nlp_plug_text-generation_27B'
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kwargs = dict(model=model_id,
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train_dataset=train_dataset,
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eval_dataset=eval_dataset,
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work_dir=tmp_dir)
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trainer = build_trainer(name=Trainers.nlp_plug_trainer,
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default_args=kwargs)
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trainer.train()
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if __name__ == '__main__':
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parser = argparse.ArgumentParser()
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parser.add_argument('--local_rank')
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test_trainer_with_model_and_args()
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