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_314159_weight_decay_0.0003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.055418968200684
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
Inter Cos: 0.0017584841698408127
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: 8.081451416015625
Linear Weight Rank: 179
Intra Cos: 0.09985831379890442
Inter Cos: 0.008456364274024963
Norm Quadratic Average: 13.980186462402344
Nearest Class Center Accuracy: 0.907125

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.1450657844543457
Linear Weight Rank: 4
Intra Cos: 0.25143569707870483
Inter Cos: -0.007166039198637009
Norm Quadratic Average: 14.209149360656738
Nearest Class Center Accuracy: 0.99725

Output Layer:
Intra Cos: 0.8320017457008362
Inter Cos: 0.0011699274182319641
Norm Quadratic Average: 16.26436424255371
Nearest Class Center Accuracy: 0.998125

Test Set:
Average Loss: 0.106036696434021
Accuracy: 0.96
NC1 Within Class Collapse: 1.8151730298995972
NC2 Equinorm: Features: 0.024360252544283867, Weights: 0.02037178725004196
NC2 Equiangle: Features: 0.36625369389851886, Weights: 0.23827268679936728
NC3 Self-Duality: 0.17424513399600983
NC4 NCC Mismatch: 0.02849999999999997

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.055418968200684
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: 8.081451416015625
Linear Weight Rank: 179
Intra Cos: 0.10059714317321777
Inter Cos: 0.009743968024849892
Norm Quadratic Average: 13.966485023498535
Nearest Class Center Accuracy: 0.9045

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.1450657844543457
Linear Weight Rank: 4
Intra Cos: 0.2435631901025772
Inter Cos: -0.0025938409380614758
Norm Quadratic Average: 14.25867748260498
Nearest Class Center Accuracy: 0.9635

Output Layer:
Intra Cos: 0.7917109131813049
Inter Cos: 0.02746998332440853
Norm Quadratic Average: 16.451919555664062
Nearest Class Center Accuracy: 0.965

