Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_9_model_type_MLP_rand_seed_979323_weight_decay_0.003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.068569183349609
Linear Weight Rank: 16
Intra Cos: 0.07988918572664261
Inter Cos: 0.001758478581905365
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: 7.070358753204346
Linear Weight Rank: 180
Intra Cos: 0.07238059490919113
Inter Cos: 0.005487768445163965
Norm Quadratic Average: 12.120356559753418
Nearest Class Center Accuracy: 0.87075

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.0300984382629395
Linear Weight Rank: 179
Intra Cos: 0.10137038677930832
Inter Cos: 0.0035042031668126583
Norm Quadratic Average: 12.087137222290039
Nearest Class Center Accuracy: 0.9125

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.055992126464844
Linear Weight Rank: 179
Intra Cos: 0.12829938530921936
Inter Cos: 0.006208851933479309
Norm Quadratic Average: 12.053845405578613
Nearest Class Center Accuracy: 0.94325

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.009727954864502
Linear Weight Rank: 179
Intra Cos: 0.16669529676437378
Inter Cos: -0.007003565318882465
Norm Quadratic Average: 12.036019325256348
Nearest Class Center Accuracy: 0.980375

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.006564140319824
Linear Weight Rank: 179
Intra Cos: 0.19588124752044678
Inter Cos: 0.00033237552270293236
Norm Quadratic Average: 11.995285987854004
Nearest Class Center Accuracy: 0.992625

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.027667999267578
Linear Weight Rank: 180
Intra Cos: 0.23886734247207642
Inter Cos: -0.014594881795346737
Norm Quadratic Average: 12.015233993530273
Nearest Class Center Accuracy: 0.99875

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.007133483886719
Linear Weight Rank: 179
Intra Cos: 0.3323317766189575
Inter Cos: -0.04215145856142044
Norm Quadratic Average: 12.022421836853027
Nearest Class Center Accuracy: 1.0

Layer 8: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.9226138591766357
Linear Weight Rank: 4
Intra Cos: 0.5100514888763428
Inter Cos: -0.11464094370603561
Norm Quadratic Average: 12.137001991271973
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.967596709728241
Inter Cos: -0.16731557250022888
Norm Quadratic Average: 9.24509048461914
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.3343113174438477
Accuracy: 0.8955
NC1 Within Class Collapse: 1.1347236633300781
NC2 Equinorm: Features: 0.0208088681101799, Weights: 0.01577448844909668
NC2 Equiangle: Features: 0.21882458527882895, Weights: 0.08457796772321065
NC3 Self-Duality: 0.22303780913352966
NC4 NCC Mismatch: 0.015000000000000013

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.068569183349609
Linear Weight Rank: 16
Intra Cos: 0.08033028244972229
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: 7.070358753204346
Linear Weight Rank: 180
Intra Cos: 0.07091216742992401
Inter Cos: 0.004866674076765776
Norm Quadratic Average: 12.10766315460205
Nearest Class Center Accuracy: 0.878

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.0300984382629395
Linear Weight Rank: 179
Intra Cos: 0.09936580061912537
Inter Cos: 0.0034756227396428585
Norm Quadratic Average: 12.073232650756836
Nearest Class Center Accuracy: 0.8985

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.055992126464844
Linear Weight Rank: 179
Intra Cos: 0.11674196273088455
Inter Cos: -0.002009609481319785
Norm Quadratic Average: 12.046831130981445
Nearest Class Center Accuracy: 0.9015

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.009727954864502
Linear Weight Rank: 179
Intra Cos: 0.1499261111021042
Inter Cos: -0.004281213507056236
Norm Quadratic Average: 12.028153419494629
Nearest Class Center Accuracy: 0.904

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.006564140319824
Linear Weight Rank: 179
Intra Cos: 0.16281789541244507
Inter Cos: 0.007257513701915741
Norm Quadratic Average: 11.958789825439453
Nearest Class Center Accuracy: 0.906

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.027667999267578
Linear Weight Rank: 180
Intra Cos: 0.184599831700325
Inter Cos: -0.000377860851585865
Norm Quadratic Average: 11.894970893859863
Nearest Class Center Accuracy: 0.905

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.007133483886719
Linear Weight Rank: 179
Intra Cos: 0.2373373806476593
Inter Cos: -0.02285981923341751
Norm Quadratic Average: 11.757868766784668
Nearest Class Center Accuracy: 0.9075

Layer 8: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.9226138591766357
Linear Weight Rank: 4
Intra Cos: 0.35158413648605347
Inter Cos: -0.04628770425915718
Norm Quadratic Average: 11.539044380187988
Nearest Class Center Accuracy: 0.895

Output Layer:
Intra Cos: 0.7040902376174927
Inter Cos: -0.0624338760972023
Norm Quadratic Average: 8.414872169494629
Nearest Class Center Accuracy: 0.8945

