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_0.007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.766974449157715
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: 5.745377540588379
Linear Weight Rank: 179
Intra Cos: 0.0951138362288475
Inter Cos: 0.003927974030375481
Norm Quadratic Average: 9.894837379455566
Nearest Class Center Accuracy: 0.922125

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.8248560428619385
Linear Weight Rank: 4
Intra Cos: 0.3197195529937744
Inter Cos: -0.014970341697335243
Norm Quadratic Average: 10.229703903198242
Nearest Class Center Accuracy: 0.998375

Output Layer:
Intra Cos: 0.8383156657218933
Inter Cos: 0.0014388523995876312
Norm Quadratic Average: 12.174537658691406
Nearest Class Center Accuracy: 0.998125

Test Set:
Average Loss: 0.1176719536781311
Accuracy: 0.958
NC1 Within Class Collapse: 1.6796777248382568
NC2 Equinorm: Features: 0.030889587476849556, Weights: 0.013055206276476383
NC2 Equiangle: Features: 0.36549194653828937, Weights: 0.26904404163360596
NC3 Self-Duality: 0.11454827338457108
NC4 NCC Mismatch: 0.02849999999999997

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.766974449157715
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: 5.745377540588379
Linear Weight Rank: 179
Intra Cos: 0.0937478244304657
Inter Cos: 0.002892926800996065
Norm Quadratic Average: 9.895428657531738
Nearest Class Center Accuracy: 0.914

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.8248560428619385
Linear Weight Rank: 4
Intra Cos: 0.3036012351512909
Inter Cos: -0.0015837893588468432
Norm Quadratic Average: 10.283095359802246
Nearest Class Center Accuracy: 0.9585

Output Layer:
Intra Cos: 0.8011296391487122
Inter Cos: 0.03073856793344021
Norm Quadratic Average: 12.27051067352295
Nearest Class Center Accuracy: 0.9575

