Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_979323_weight_decay_0.0007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.703611373901367
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
Inter Cos: 0.001758486032485962
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: 8.75411319732666
Linear Weight Rank: 179
Intra Cos: 0.17206145823001862
Inter Cos: 0.004757944494485855
Norm Quadratic Average: 5.472177982330322
Nearest Class Center Accuracy: 0.944

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 4.032095909118652
Linear Weight Rank: 4
Intra Cos: 0.5998532772064209
Inter Cos: 0.02277718111872673
Norm Quadratic Average: 6.894805908203125
Nearest Class Center Accuracy: 0.959375

Output Layer:
Intra Cos: 0.7774472832679749
Inter Cos: 0.03138548880815506
Norm Quadratic Average: 17.398971557617188
Nearest Class Center Accuracy: 0.9655

Test Set:
Average Loss: 0.08613771367073059
Accuracy: 0.976
NC1 Within Class Collapse: 3.568121910095215
NC2 Equinorm: Features: 0.0384371317923069, Weights: 0.013717816211283207
NC2 Equiangle: Features: 0.43254288037618, Weights: 0.38925453027089435
NC3 Self-Duality: 0.05755818262696266
NC4 NCC Mismatch: 0.04349999999999998

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.703611373901367
Linear Weight Rank: 16
Intra Cos: 0.08033028244972229
Inter Cos: 0.003312898799777031
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: 8.75411319732666
Linear Weight Rank: 179
Intra Cos: 0.16985110938549042
Inter Cos: 0.002776029519736767
Norm Quadratic Average: 5.473238468170166
Nearest Class Center Accuracy: 0.949

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 4.032095909118652
Linear Weight Rank: 4
Intra Cos: 0.5866383910179138
Inter Cos: 0.013601751998066902
Norm Quadratic Average: 6.9392313957214355
Nearest Class Center Accuracy: 0.955

Output Layer:
Intra Cos: 0.7577322721481323
Inter Cos: 0.010069195181131363
Norm Quadratic Average: 17.508737564086914
Nearest Class Center Accuracy: 0.957

