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import importlib |
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import torch |
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def find_model_using_name(model_name): |
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model_filename = "models." + model_name + "_model" |
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modellib = importlib.import_module(model_filename) |
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model = None |
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target_model_name = model_name.replace('_', '') + 'model' |
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for name, cls in modellib.__dict__.items(): |
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if name.lower() == target_model_name.lower() \ |
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and issubclass(cls, torch.nn.Module): |
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model = cls |
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if model is None: |
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print("In %s.py, there should be a subclass of torch.nn.Module with class name that matches %s in lowercase." % (model_filename, target_model_name)) |
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exit(0) |
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return model |
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def get_option_setter(model_name): |
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model_class = find_model_using_name(model_name) |
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return model_class.modify_commandline_options |
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def create_model(opt): |
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model = find_model_using_name(opt.model) |
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instance = model(opt) |
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print("model [%s] was created" % (type(instance).__name__)) |
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return instance |
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