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def configs(model_name):
args = {
'swin_base_patch244_window877_kinetics400_1k':
{'pretrained': 'https://github.com/SwinTransformer/storage/releases/download/v1.0.4/swin_base_patch244_window877_kinetics400_1k.pth',
'num_classes': 400,
'labels_file_name': 'kinetics_400.json',
'embed_dim': 128,
'depths': [2, 2, 18, 2],
'num_heads': [4, 8, 16, 32],
'patch_size': (2, 4, 4),
'window_size': (8, 7, 7), 'drop_path_rate': 0.4, 'patch_norm': True},
'swin_small_patch244_window877_kinetics400_1k':
{
'pretrained': 'https://github.com/SwinTransformer/storage/releases/download/v1.0.4/swin_small_patch244_window877_kinetics400_1k.pth',
'num_classes': 400,
'labels_file_name': 'kinetics_400.json',
'embed_dim': 96,
'depths': [2, 2, 18, 2],
'num_heads': [3, 6, 12, 24],
'patch_size': (2, 4, 4),
'window_size': (8, 7, 7),
'drop_path_rate': 0.4,
'patch_norm': True},
'swin_tiny_patch244_window877_kinetics400_1k':
{
'pretrained': 'https://github.com/SwinTransformer/storage/releases/download/v1.0.4/swin_tiny_patch244_window877_kinetics400_1k.pth',
'num_classes': 400,
'labels_file_name': 'kinetics_400.json',
'embed_dim': 96,
'depths': [2, 2, 6, 2],
'num_heads': [3, 6, 12, 24],
'patch_size': (2, 4, 4),
'window_size': (8, 7, 7),
'drop_path_rate': 0.1,
'patch_norm': True},
'swin_base_patch244_window877_kinetics400_22k':
{
'pretrained': 'https://github.com/SwinTransformer/storage/releases/download/v1.0.4/swin_base_patch244_window877_kinetics400_22k.pth',
'num_classes': 400,
'labels_file_name': 'kinetics_400.json',
'embed_dim': 128,
'depths': [2, 2, 18, 2],
'num_heads': [4, 8, 16, 32],
'patch_size': (2, 4, 4),
'window_size': (8, 7, 7),
'drop_path_rate': 0.4,
'patch_norm': True},
'swin_base_patch244_window877_kinetics600_22k':
{
'pretrained': 'https://github.com/SwinTransformer/storage/releases/download/v1.0.4/swin_base_patch244_window877_kinetics600_22k.pth',
'num_classes': 600,
'labels_file_name': '',
'embed_dim': 128,
'depths': [2, 2, 18, 2],
'num_heads': [4, 8, 16, 32],
'patch_size': (2, 4, 4),
'window_size': (8, 7, 7), 'drop_path_rate': 0.4, 'patch_norm': True},
'swin_base_patch244_window1677_sthv2':
{
'pretrained': 'https://github.com/SwinTransformer/storage/releases/download/v1.0.4/swin_base_patch244_window1677_sthv2.pth',
'num_classes': 174,
'labels_file_name': '',
'embed_dim': 128,
'depths': [2, 2, 18, 2],
'num_heads': [4, 8, 16, 32],
'patch_size': (2, 4, 4),
'window_size': (16, 7, 7),
'drop_path_rate': 0.4,
'patch_norm': True},
}
return args[model_name]