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@ -7,21 +7,28 @@ from torch.nn.modules.transformer import _get_activation_fn
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def add_ml_decoder_head(model):
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def add_ml_decoder_head(model):
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if hasattr(model, 'global_pool') and hasattr(model, 'fc'): # resnet50
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if hasattr(model, 'global_pool') and hasattr(model, 'fc'): # most CNN models, like Resnet50
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model.global_pool = nn.Identity()
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model.global_pool = nn.Identity()
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del model.fc
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del model.fc
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num_classes = model.num_classes
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num_classes = model.num_classes
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num_features = model.num_features
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num_features = model.num_features
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model.fc = MLDecoder(num_classes=num_classes, initial_num_features=num_features)
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model.fc = MLDecoder(num_classes=num_classes, initial_num_features=num_features)
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elif hasattr(model, 'head'): # tresnet
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elif hasattr(model, 'global_pool') and hasattr(model, 'classifier'): # EfficientNet
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model.global_pool = nn.Identity()
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del model.classifier
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num_classes = model.num_classes
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num_features = model.num_features
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model.classifier = MLDecoder(num_classes=num_classes, initial_num_features=num_features)
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elif 'RegNet' in model._get_name() or 'TResNet' in model._get_name(): # hasattr(model, 'head')
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del model.head
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del model.head
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num_classes = model.num_classes
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num_classes = model.num_classes
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num_features = model.num_features
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num_features = model.num_features
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model.head = MLDecoder(num_classes=num_classes, initial_num_features=num_features)
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model.head = MLDecoder(num_classes=num_classes, initial_num_features=num_features)
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else:
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else:
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print("model is not suited for ml-decoder")
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print("Model code-writing is not aligned currently with ml-decoder")
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exit(-1)
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exit(-1)
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if hasattr(model, 'drop_rate'): # Ml-Decoder has inner dropout
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model.drop_rate = 0
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return model
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return model
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