Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_265358_weight_decay_0.07.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.4514211416244507
Linear Weight Rank: 16
Intra Cos: 0.07988916337490082
Inter Cos: 0.0017584804445505142
Norm Quadratic Average: 4.001680374145508
Nearest Class Center Accuracy: 0.948875

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.9240136742591858
Linear Weight Rank: 164
Intra Cos: 0.5156073570251465
Inter Cos: 0.020703675225377083
Norm Quadratic Average: 0.9361051917076111
Nearest Class Center Accuracy: 0.975625

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.25738263130188
Linear Weight Rank: 3
Intra Cos: 0.9197088479995728
Inter Cos: -0.1504315584897995
Norm Quadratic Average: 2.060574531555176
Nearest Class Center Accuracy: 0.99625

Output Layer:
Intra Cos: 0.9332055449485779
Inter Cos: -0.11292804032564163
Norm Quadratic Average: 2.7300407886505127
Nearest Class Center Accuracy: 0.99675

Test Set:
Average Loss: 0.1964774570465088
Accuracy: 0.988
NC1 Within Class Collapse: 0.26200422644615173
NC2 Equinorm: Features: 0.006718682590872049, Weights: 0.017685703933238983
NC2 Equiangle: Features: 0.2017226219177246, Weights: 0.09577163060506184
NC3 Self-Duality: 0.012055844068527222
NC4 NCC Mismatch: 0.0040000000000000036

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.4514211416244507
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
Inter Cos: 0.0033129025250673294
Norm Quadratic Average: 3.9883358478546143
Nearest Class Center Accuracy: 0.9165

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.9240136742591858
Linear Weight Rank: 164
Intra Cos: 0.5109125971794128
Inter Cos: 0.041904766112565994
Norm Quadratic Average: 0.9467878937721252
Nearest Class Center Accuracy: 0.9705

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.25738263130188
Linear Weight Rank: 3
Intra Cos: 0.9117816090583801
Inter Cos: -0.1417316049337387
Norm Quadratic Average: 2.0627248287200928
Nearest Class Center Accuracy: 0.988

Output Layer:
Intra Cos: 0.9293283820152283
Inter Cos: -0.100417360663414
Norm Quadratic Average: 2.7306196689605713
Nearest Class Center Accuracy: 0.988

