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_846264_weight_decay_0.01.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 4.944793224334717
Linear Weight Rank: 16
Intra Cos: 0.07988917082548141
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: 4.925369739532471
Linear Weight Rank: 178
Intra Cos: 0.10218210518360138
Inter Cos: 0.0031135366298258305
Norm Quadratic Average: 8.479872703552246
Nearest Class Center Accuracy: 0.929375

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.6967761516571045
Linear Weight Rank: 4
Intra Cos: 0.35986292362213135
Inter Cos: -0.01818717084825039
Norm Quadratic Average: 8.839044570922852
Nearest Class Center Accuracy: 0.99825

Output Layer:
Intra Cos: 0.8440920114517212
Inter Cos: 0.0001065470278263092
Norm Quadratic Average: 10.423917770385742
Nearest Class Center Accuracy: 0.998375

Test Set:
Average Loss: 0.11854172039031982
Accuracy: 0.9595
NC1 Within Class Collapse: 1.5170270204544067
NC2 Equinorm: Features: 0.02404436655342579, Weights: 0.013503964059054852
NC2 Equiangle: Features: 0.356414000193278, Weights: 0.2613184452056885
NC3 Self-Duality: 0.10413940250873566
NC4 NCC Mismatch: 0.022499999999999964

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 4.944793224334717
Linear Weight Rank: 16
Intra Cos: 0.08033028990030289
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: 4.925369739532471
Linear Weight Rank: 178
Intra Cos: 0.10067485272884369
Inter Cos: 0.003559462958946824
Norm Quadratic Average: 8.48263931274414
Nearest Class Center Accuracy: 0.9205

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.6967761516571045
Linear Weight Rank: 4
Intra Cos: 0.3419879376888275
Inter Cos: -0.0035562904085963964
Norm Quadratic Average: 8.887043952941895
Nearest Class Center Accuracy: 0.9575

Output Layer:
Intra Cos: 0.8126441836357117
Inter Cos: 0.02857787534594536
Norm Quadratic Average: 10.497895240783691
Nearest Class Center Accuracy: 0.9605

