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_338327_weight_decay_0.07.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.4539566934108734
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
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: 0.9201341271400452
Linear Weight Rank: 163
Intra Cos: 0.5003792643547058
Inter Cos: 0.02276364155113697
Norm Quadratic Average: 0.947860836982727
Nearest Class Center Accuracy: 0.961

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2565996646881104
Linear Weight Rank: 3
Intra Cos: 0.9257550239562988
Inter Cos: -0.12909197807312012
Norm Quadratic Average: 2.0600228309631348
Nearest Class Center Accuracy: 0.996375

Output Layer:
Intra Cos: 0.936077356338501
Inter Cos: -0.08361390978097916
Norm Quadratic Average: 2.741394281387329
Nearest Class Center Accuracy: 0.99675

Test Set:
Average Loss: 0.19597431135177612
Accuracy: 0.989
NC1 Within Class Collapse: 0.2566494345664978
NC2 Equinorm: Features: 0.01298619993031025, Weights: 0.017915772274136543
NC2 Equiangle: Features: 0.21590963999430338, Weights: 0.10522111256917317
NC3 Self-Duality: 0.013151922263205051
NC4 NCC Mismatch: 0.0014999999999999458

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.4539566934108734
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
Inter Cos: 0.0033128950744867325
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: 0.9201341271400452
Linear Weight Rank: 163
Intra Cos: 0.4959782063961029
Inter Cos: 0.023841943591833115
Norm Quadratic Average: 0.9574881792068481
Nearest Class Center Accuracy: 0.96

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2565996646881104
Linear Weight Rank: 3
Intra Cos: 0.9202958345413208
Inter Cos: -0.11649324744939804
Norm Quadratic Average: 2.0633904933929443
Nearest Class Center Accuracy: 0.9885

Output Layer:
Intra Cos: 0.9324191808700562
Inter Cos: -0.07161176204681396
Norm Quadratic Average: 2.743479013442993
Nearest Class Center Accuracy: 0.99

