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38 lines
1.2 KiB
Python
38 lines
1.2 KiB
Python
import os.path as osp
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import torch
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from swift import LoRAConfig, Swift
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from modelscope import Model, pipeline, read_config
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from modelscope.metainfo import Models
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from modelscope.utils.config import ConfigDict
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lora_config = LoRAConfig(
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target_modules=['attention.query_key_value'],
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r=32,
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lora_alpha=32,
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lora_dropout=0.05)
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model_dir = 'ZhipuAI/ChatGLM-6B'
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model_config = read_config(model_dir)
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model_config['model'] = ConfigDict({
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'type': Models.chatglm_6b,
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})
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model = Model.from_pretrained(model_dir, cfg_dict=model_config)
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model = model.bfloat16()
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model = Swift.prepare_model(model, lora_config)
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work_dir = './tmp'
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state_dict = torch.load(osp.join(work_dir, 'iter_600.pth'))
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model = Swift.from_pretrained(
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model, osp.join(work_dir, 'output_best'), device_map='auto')
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model.load_state_dict(state_dict)
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pipe = pipeline('chat', model, pipeline_name='chatglm6b-text-generation')
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print(
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pipe({
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'text':
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'纵使进入21世纪后，我国教育水平有了明显进步，高考的难度却依旧不容小觑，高考被中国学生和家长定义为改变命运、改写人生脑重要考试，为了这场考试，学生和家长都付出了很多。',
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'history': []
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}))
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