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_338327_weight_decay_0.07.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 2.0043089389801025
Linear Weight Rank: 15
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: 2.2900819778442383
Linear Weight Rank: 168
Intra Cos: 0.7202486395835876
Inter Cos: 0.01777251437306404
Norm Quadratic Average: 1.5241304636001587
Nearest Class Center Accuracy: 0.9795

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.3539884090423584
Linear Weight Rank: 3
Intra Cos: 0.7718392610549927
Inter Cos: 0.0226873941719532
Norm Quadratic Average: 1.9283140897750854
Nearest Class Center Accuracy: 0.983625

Output Layer:
Intra Cos: 0.838769257068634
Inter Cos: 0.022748639807105064
Norm Quadratic Average: 3.081662178039551
Nearest Class Center Accuracy: 0.98275

Test Set:
Average Loss: 0.3970725440979004
Accuracy: 0.981
NC1 Within Class Collapse: 6.377283096313477
NC2 Equinorm: Features: 0.042518556118011475, Weights: 0.01693267561495304
NC2 Equiangle: Features: 0.4408206144968669, Weights: 0.433671236038208
NC3 Self-Duality: 0.0043069422245025635
NC4 NCC Mismatch: 0.03300000000000003

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 2.0043089389801025
Linear Weight Rank: 15
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: 2.2900819778442383
Linear Weight Rank: 168
Intra Cos: 0.7265571355819702
Inter Cos: 0.042759183794260025
Norm Quadratic Average: 1.5385019779205322
Nearest Class Center Accuracy: 0.9735

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.3539884090423584
Linear Weight Rank: 3
Intra Cos: 0.7677587270736694
Inter Cos: 0.04829379543662071
Norm Quadratic Average: 1.9420948028564453
Nearest Class Center Accuracy: 0.977

Output Layer:
Intra Cos: 0.8415358662605286
Inter Cos: 0.049889761954545975
Norm Quadratic Average: 3.0993075370788574
Nearest Class Center Accuracy: 0.9795

