wehub-resource-sync
46 lines
1.8 KiB
Python
46 lines
1.8 KiB
Python
def test_model_arch():
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import random
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from transformers import PretrainedConfig
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from swift.model import MODEL_MAPPING
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from swift.utils import JsonlWriter, safe_snapshot_download
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jsonl_writer = JsonlWriter('model_arch.jsonl')
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for i, (model_type, model_meta) in enumerate(MODEL_MAPPING.items()):
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if i < 0:
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continue
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arch_list = model_meta.architectures
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for model_group in model_meta.model_groups:
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model = random.choice(model_group.models).ms_model_id
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config_dict = None
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try:
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model_dir = safe_snapshot_download(model, download_model=False)
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config_dict = PretrainedConfig.get_config_dict(model_dir)[0]
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except Exception:
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pass
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finally:
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msg = None
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if config_dict:
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arch = config_dict.get('architectures')
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if arch and arch[0] not in arch_list:
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msg = {
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'model_type': model_type,
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'model': model,
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'config_arch': arch,
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'architectures': arch_list
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}
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elif not arch and arch_list:
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msg = {
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'model_type': model_type,
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'model': model,
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'config_arch': arch,
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'architectures': arch_list
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}
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else:
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msg = {'msg': 'error', 'model_type': model_type, 'model': model, 'arch_list': arch_list}
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if msg:
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jsonl_writer.append(msg)
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if __name__ == '__main__':
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test_model_arch()
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