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_314159_weight_decay_0.005.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.131848335266113
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: 7.273642539978027
Linear Weight Rank: 179
Intra Cos: 0.20342934131622314
Inter Cos: 0.010421602055430412
Norm Quadratic Average: 4.533479690551758
Nearest Class Center Accuracy: 0.964375

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.713780403137207
Linear Weight Rank: 4
Intra Cos: 0.6501405835151672
Inter Cos: 0.029318084940314293
Norm Quadratic Average: 5.459568977355957
Nearest Class Center Accuracy: 0.978

Output Layer:
Intra Cos: 0.8057239651679993
Inter Cos: 0.03560011833906174
Norm Quadratic Average: 12.860777854919434
Nearest Class Center Accuracy: 0.97875

Test Set:
Average Loss: 0.10348761749267578
Accuracy: 0.9775
NC1 Within Class Collapse: 2.8007254600524902
NC2 Equinorm: Features: 0.04313940927386284, Weights: 0.013293879106640816
NC2 Equiangle: Features: 0.43352754910786945, Weights: 0.3938560088475545
NC3 Self-Duality: 0.048672281205654144
NC4 NCC Mismatch: 0.025000000000000022

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.131848335266113
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: 7.273642539978027
Linear Weight Rank: 179
Intra Cos: 0.2002718448638916
Inter Cos: 0.009351445361971855
Norm Quadratic Average: 4.542971134185791
Nearest Class Center Accuracy: 0.958

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.713780403137207
Linear Weight Rank: 4
Intra Cos: 0.6434438228607178
Inter Cos: 0.027948126196861267
Norm Quadratic Average: 5.512481689453125
Nearest Class Center Accuracy: 0.9735

Output Layer:
Intra Cos: 0.7941173911094666
Inter Cos: 0.029329728335142136
Norm Quadratic Average: 12.968949317932129
Nearest Class Center Accuracy: 0.9765

