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_0.1.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.3195228576660156
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: 0.825106143951416
Linear Weight Rank: 146
Intra Cos: 0.6041554808616638
Inter Cos: 0.0371529646217823
Norm Quadratic Average: 0.8207398653030396
Nearest Class Center Accuracy: 0.96675

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.0866141319274902
Linear Weight Rank: 3
Intra Cos: 0.9102627038955688
Inter Cos: -0.13033758103847504
Norm Quadratic Average: 1.8992865085601807
Nearest Class Center Accuracy: 0.9935

Output Layer:
Intra Cos: 0.9189950227737427
Inter Cos: -0.08172088861465454
Norm Quadratic Average: 2.346623182296753
Nearest Class Center Accuracy: 0.99375

Test Set:
Average Loss: 0.2700660171508789
Accuracy: 0.9855
NC1 Within Class Collapse: 0.2996636927127838
NC2 Equinorm: Features: 0.014934834092855453, Weights: 0.01961994729936123
NC2 Equiangle: Features: 0.2176980972290039, Weights: 0.11727989713350932
NC3 Self-Duality: 0.010913369245827198
NC4 NCC Mismatch: 0.0034999999999999476

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.3195228576660156
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: 0.825106143951416
Linear Weight Rank: 146
Intra Cos: 0.5981379747390747
Inter Cos: 0.031881723552942276
Norm Quadratic Average: 0.8298999667167664
Nearest Class Center Accuracy: 0.966

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.0866141319274902
Linear Weight Rank: 3
Intra Cos: 0.9099999070167542
Inter Cos: -0.11749794334173203
Norm Quadratic Average: 1.9056679010391235
Nearest Class Center Accuracy: 0.988

Output Layer:
Intra Cos: 0.9197906255722046
Inter Cos: -0.06846077740192413
Norm Quadratic Average: 2.3523144721984863
Nearest Class Center Accuracy: 0.989

