Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_12_model_type_MLP_rand_seed_265358_weight_decay_0.0005.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.068782806396484
Linear Weight Rank: 16
Intra Cos: 0.07988915592432022
Inter Cos: 0.001758486032485962
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: 7.964885711669922
Linear Weight Rank: 179
Intra Cos: 0.05899090692400932
Inter Cos: 0.005246593616902828
Norm Quadratic Average: 4.731560707092285
Nearest Class Center Accuracy: 0.80725

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.94656229019165
Linear Weight Rank: 179
Intra Cos: 0.05655815452337265
Inter Cos: 0.005684366449713707
Norm Quadratic Average: 1.7391477823257446
Nearest Class Center Accuracy: 0.724375

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.971207618713379
Linear Weight Rank: 180
Intra Cos: 0.05844573676586151
Inter Cos: 0.008333738893270493
Norm Quadratic Average: 0.640869677066803
Nearest Class Center Accuracy: 0.662625

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.943593978881836
Linear Weight Rank: 180
Intra Cos: 0.05799634009599686
Inter Cos: 0.011317445896565914
Norm Quadratic Average: 0.24076306819915771
Nearest Class Center Accuracy: 0.6645

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.964856147766113
Linear Weight Rank: 180
Intra Cos: 0.055278584361076355
Inter Cos: 0.005586500279605389
Norm Quadratic Average: 0.09503665566444397
Nearest Class Center Accuracy: 0.621375

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.944611072540283
Linear Weight Rank: 180
Intra Cos: 0.05616562068462372
Inter Cos: 0.018500473350286484
Norm Quadratic Average: 0.03648396581411362
Nearest Class Center Accuracy: 0.60925

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.943691253662109
Linear Weight Rank: 180
Intra Cos: 0.05189613625407219
Inter Cos: 0.01693153753876686
Norm Quadratic Average: 0.013539467006921768
Nearest Class Center Accuracy: 0.5765

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.955788612365723
Linear Weight Rank: 179
Intra Cos: 0.056088194251060486
Inter Cos: 0.015152165666222572
Norm Quadratic Average: 0.005588144063949585
Nearest Class Center Accuracy: 0.574375

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.968353748321533
Linear Weight Rank: 179
Intra Cos: 0.05970142409205437
Inter Cos: 0.016945315524935722
Norm Quadratic Average: 0.0022372223902493715
Nearest Class Center Accuracy: 0.5765

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.974490642547607
Linear Weight Rank: 179
Intra Cos: 0.03790571913123131
Inter Cos: 0.004922650754451752
Norm Quadratic Average: 0.0008697150624357164
Nearest Class Center Accuracy: 0.544375

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.127617597579956
Linear Weight Rank: 4
Intra Cos: 0.029051410034298897
Inter Cos: 0.007526476867496967
Norm Quadratic Average: 0.0003560804470907897
Nearest Class Center Accuracy: 0.522

Output Layer:
Intra Cos: 0.018876053392887115
Inter Cos: 0.06385825574398041
Norm Quadratic Average: 2.992285772052128e-05
Nearest Class Center Accuracy: 0.407375

Test Set:
Average Loss: 1.3874998092651367
Accuracy: 0.257
NC1 Within Class Collapse: 56.47758102416992
NC2 Equinorm: Features: 0.41903772950172424, Weights: 0.0361548475921154
NC2 Equiangle: Features: 0.41931724548339844, Weights: 0.2993866999944051
NC3 Self-Duality: 1.8288815021514893
NC4 NCC Mismatch: 0.6785

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.068782806396484
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
Inter Cos: 0.003312898799777031
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: 7.964885711669922
Linear Weight Rank: 179
Intra Cos: 0.06061919033527374
Inter Cos: 0.002663068240508437
Norm Quadratic Average: 4.722477912902832
Nearest Class Center Accuracy: 0.811

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.94656229019165
Linear Weight Rank: 179
Intra Cos: 0.05574732646346092
Inter Cos: 0.004789250902831554
Norm Quadratic Average: 1.73463773727417
Nearest Class Center Accuracy: 0.7375

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.971207618713379
Linear Weight Rank: 180
Intra Cos: 0.059780143201351166
Inter Cos: 0.009475347585976124
Norm Quadratic Average: 0.6399280428886414
Nearest Class Center Accuracy: 0.69

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.943593978881836
Linear Weight Rank: 180
Intra Cos: 0.05815370753407478
Inter Cos: 0.009018920361995697
Norm Quadratic Average: 0.24019385874271393
Nearest Class Center Accuracy: 0.688

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.964856147766113
Linear Weight Rank: 180
Intra Cos: 0.05439037084579468
Inter Cos: 0.011317155323922634
Norm Quadratic Average: 0.0948876142501831
Nearest Class Center Accuracy: 0.6355

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.944611072540283
Linear Weight Rank: 180
Intra Cos: 0.055321190506219864
Inter Cos: 0.027142196893692017
Norm Quadratic Average: 0.0365886352956295
Nearest Class Center Accuracy: 0.6195

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.943691253662109
Linear Weight Rank: 180
Intra Cos: 0.05057115852832794
Inter Cos: 0.026224536821246147
Norm Quadratic Average: 0.013567255809903145
Nearest Class Center Accuracy: 0.592

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.955788612365723
Linear Weight Rank: 179
Intra Cos: 0.05487425625324249
Inter Cos: 0.02773430198431015
Norm Quadratic Average: 0.005594163667410612
Nearest Class Center Accuracy: 0.597

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.968353748321533
Linear Weight Rank: 179
Intra Cos: 0.059332285076379776
Inter Cos: 0.032166048884391785
Norm Quadratic Average: 0.00224696914665401
Nearest Class Center Accuracy: 0.5985

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.974490642547607
Linear Weight Rank: 179
Intra Cos: 0.03407735005021095
Inter Cos: 0.013206499628722668
Norm Quadratic Average: 0.0008741850033402443
Nearest Class Center Accuracy: 0.567

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.127617597579956
Linear Weight Rank: 4
Intra Cos: 0.025635460391640663
Inter Cos: 0.019484758377075195
Norm Quadratic Average: 0.00035784492501989007
Nearest Class Center Accuracy: 0.5385

Output Layer:
Intra Cos: 0.01757996529340744
Inter Cos: 0.07618153095245361
Norm Quadratic Average: 3.0214547223295085e-05
Nearest Class Center Accuracy: 0.409

