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_0.03.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 1.8131431341171265
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: 1.8055685758590698
Linear Weight Rank: 175
Intra Cos: 0.195318803191185
Inter Cos: 0.0026000591460615396
Norm Quadratic Average: 2.9802486896514893
Nearest Class Center Accuracy: 0.965125

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2165472507476807
Linear Weight Rank: 4
Intra Cos: 0.7591285705566406
Inter Cos: -0.10586860030889511
Norm Quadratic Average: 3.5469706058502197
Nearest Class Center Accuracy: 0.999375

Output Layer:
Intra Cos: 0.9480206966400146
Inter Cos: -0.07219293713569641
Norm Quadratic Average: 4.188113689422607
Nearest Class Center Accuracy: 0.9995

Test Set:
Average Loss: 0.09173903512954712
Accuracy: 0.9835
NC1 Within Class Collapse: 0.31077030301094055
NC2 Equinorm: Features: 0.017012327909469604, Weights: 0.024679208174347878
NC2 Equiangle: Features: 0.22811996936798096, Weights: 0.14824622869491577
NC3 Self-Duality: 0.06190826743841171
NC4 NCC Mismatch: 0.0010000000000000009

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 1.8131431341171265
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: 1.8055685758590698
Linear Weight Rank: 175
Intra Cos: 0.19093045592308044
Inter Cos: 0.010595042258501053
Norm Quadratic Average: 2.9883339405059814
Nearest Class Center Accuracy: 0.955

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2165472507476807
Linear Weight Rank: 4
Intra Cos: 0.7430643439292908
Inter Cos: -0.08837927877902985
Norm Quadratic Average: 3.5375778675079346
Nearest Class Center Accuracy: 0.9825

Output Layer:
Intra Cos: 0.9303745031356812
Inter Cos: -0.054802730679512024
Norm Quadratic Average: 4.161458969116211
Nearest Class Center Accuracy: 0.984

