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_338327_weight_decay_0.0003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.100767135620117
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
Inter Cos: 0.0017584916204214096
Norm Quadratic Average: 4.001680850982666
Nearest Class Center Accuracy: 0.948875

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.076730728149414
Linear Weight Rank: 180
Intra Cos: 0.0946546196937561
Inter Cos: 0.002486094366759062
Norm Quadratic Average: 13.890416145324707
Nearest Class Center Accuracy: 0.90325

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.1719892024993896
Linear Weight Rank: 4
Intra Cos: 0.25137755274772644
Inter Cos: -0.006755301728844643
Norm Quadratic Average: 14.179703712463379
Nearest Class Center Accuracy: 0.994875

Output Layer:
Intra Cos: 0.8281131982803345
Inter Cos: 0.013474918901920319
Norm Quadratic Average: 16.943004608154297
Nearest Class Center Accuracy: 0.997125

Test Set:
Average Loss: 0.10791913676261902
Accuracy: 0.9565
NC1 Within Class Collapse: 1.9088571071624756
NC2 Equinorm: Features: 0.0537605918943882, Weights: 0.014661259949207306
NC2 Equiangle: Features: 0.3781217734018962, Weights: 0.26412413517634076
NC3 Self-Duality: 0.16798269748687744
NC4 NCC Mismatch: 0.04149999999999998

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.100767135620117
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
Inter Cos: 0.0033128950744867325
Norm Quadratic Average: 3.988335609436035
Nearest Class Center Accuracy: 0.9165

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.076730728149414
Linear Weight Rank: 180
Intra Cos: 0.09688959270715714
Inter Cos: 0.0033261883072555065
Norm Quadratic Average: 13.894919395446777
Nearest Class Center Accuracy: 0.8945

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.1719892024993896
Linear Weight Rank: 4
Intra Cos: 0.23764336109161377
Inter Cos: 0.004095989279448986
Norm Quadratic Average: 14.212833404541016
Nearest Class Center Accuracy: 0.954

Output Layer:
Intra Cos: 0.7906473875045776
Inter Cos: 0.046281300485134125
Norm Quadratic Average: 17.067874908447266
Nearest Class Center Accuracy: 0.956

