Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_12_model_type_MLP_rand_seed_846264_weight_decay_0.0007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.981760025024414
Linear Weight Rank: 16
Intra Cos: 0.07988917082548141
Inter Cos: 0.0017584841698408127
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: 8.09853744506836
Linear Weight Rank: 179
Intra Cos: 0.06522374600172043
Inter Cos: 0.003898534458130598
Norm Quadratic Average: 13.580209732055664
Nearest Class Center Accuracy: 0.86375

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.016935348510742
Linear Weight Rank: 179
Intra Cos: 0.09823471307754517
Inter Cos: 0.0050729732029139996
Norm Quadratic Average: 13.522712707519531
Nearest Class Center Accuracy: 0.89775

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.956313133239746
Linear Weight Rank: 179
Intra Cos: 0.1165500208735466
Inter Cos: 0.0006414400413632393
Norm Quadratic Average: 13.510491371154785
Nearest Class Center Accuracy: 0.93425

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.945724010467529
Linear Weight Rank: 180
Intra Cos: 0.1385064572095871
Inter Cos: -0.003132749116048217
Norm Quadratic Average: 13.491915702819824
Nearest Class Center Accuracy: 0.955625

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.918061256408691
Linear Weight Rank: 179
Intra Cos: 0.165594220161438
Inter Cos: -0.009449559263885021
Norm Quadratic Average: 13.464595794677734
Nearest Class Center Accuracy: 0.98125

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.911214828491211
Linear Weight Rank: 180
Intra Cos: 0.1933099776506424
Inter Cos: -0.01263110339641571
Norm Quadratic Average: 13.4609956741333
Nearest Class Center Accuracy: 0.99575

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.8911213874816895
Linear Weight Rank: 179
Intra Cos: 0.23296067118644714
Inter Cos: -0.01871815137565136
Norm Quadratic Average: 13.444698333740234
Nearest Class Center Accuracy: 0.99925

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.902242660522461
Linear Weight Rank: 179
Intra Cos: 0.2574363052845001
Inter Cos: -0.023479439318180084
Norm Quadratic Average: 13.458695411682129
Nearest Class Center Accuracy: 1.0

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.888465404510498
Linear Weight Rank: 180
Intra Cos: 0.32824674248695374
Inter Cos: -0.03810691088438034
Norm Quadratic Average: 13.44413948059082
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.884549140930176
Linear Weight Rank: 180
Intra Cos: 0.4372430145740509
Inter Cos: -0.07099442183971405
Norm Quadratic Average: 13.461134910583496
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.813052773475647
Linear Weight Rank: 4
Intra Cos: 0.5639989972114563
Inter Cos: -0.12651418149471283
Norm Quadratic Average: 13.584233283996582
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9752606749534607
Inter Cos: -0.17409145832061768
Norm Quadratic Average: 9.774435997009277
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.41221385765075685
Accuracy: 0.882
NC1 Within Class Collapse: 1.0861012935638428
NC2 Equinorm: Features: 0.051960743963718414, Weights: 0.022502942010760307
NC2 Equiangle: Features: 0.20330812533696493, Weights: 0.12135664621988933
NC3 Self-Duality: 0.2515210211277008
NC4 NCC Mismatch: 0.019000000000000017

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.981760025024414
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
Inter Cos: 0.00331290066242218
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: 8.09853744506836
Linear Weight Rank: 179
Intra Cos: 0.06361806392669678
Inter Cos: 0.003146484959870577
Norm Quadratic Average: 13.565980911254883
Nearest Class Center Accuracy: 0.8645

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.016935348510742
Linear Weight Rank: 179
Intra Cos: 0.09331098943948746
Inter Cos: 0.004720246884971857
Norm Quadratic Average: 13.49407958984375
Nearest Class Center Accuracy: 0.889

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.956313133239746
Linear Weight Rank: 179
Intra Cos: 0.10906241089105606
Inter Cos: 0.001173974946141243
Norm Quadratic Average: 13.516655921936035
Nearest Class Center Accuracy: 0.896

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.945724010467529
Linear Weight Rank: 180
Intra Cos: 0.1263049840927124
Inter Cos: 0.0011026621796190739
Norm Quadratic Average: 13.44729995727539
Nearest Class Center Accuracy: 0.893

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.918061256408691
Linear Weight Rank: 179
Intra Cos: 0.14434823393821716
Inter Cos: 0.0009021403966471553
Norm Quadratic Average: 13.404786109924316
Nearest Class Center Accuracy: 0.8935

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.911214828491211
Linear Weight Rank: 180
Intra Cos: 0.16174879670143127
Inter Cos: -0.006477380637079477
Norm Quadratic Average: 13.325357437133789
Nearest Class Center Accuracy: 0.8875

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.8911213874816895
Linear Weight Rank: 179
Intra Cos: 0.1820790320634842
Inter Cos: -0.007922119460999966
Norm Quadratic Average: 13.227165222167969
Nearest Class Center Accuracy: 0.887

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.902242660522461
Linear Weight Rank: 179
Intra Cos: 0.20649924874305725
Inter Cos: -0.0013483818620443344
Norm Quadratic Average: 13.130854606628418
Nearest Class Center Accuracy: 0.8815

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.888465404510498
Linear Weight Rank: 180
Intra Cos: 0.2500985264778137
Inter Cos: -0.0030549869406968355
Norm Quadratic Average: 12.973810195922852
Nearest Class Center Accuracy: 0.8835

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.884549140930176
Linear Weight Rank: 180
Intra Cos: 0.29532086849212646
Inter Cos: -0.01943255588412285
Norm Quadratic Average: 12.815849304199219
Nearest Class Center Accuracy: 0.8875

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.813052773475647
Linear Weight Rank: 4
Intra Cos: 0.3554035723209381
Inter Cos: -0.04813075065612793
Norm Quadratic Average: 12.638345718383789
Nearest Class Center Accuracy: 0.8805

Output Layer:
Intra Cos: 0.7022333145141602
Inter Cos: -0.059384968131780624
Norm Quadratic Average: 8.719536781311035
Nearest Class Center Accuracy: 0.8855

