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_265358_weight_decay_0.0005.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.07793140411377
Linear Weight Rank: 16
Intra Cos: 0.07988916337490082
Inter Cos: 0.0017584804445505142
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: 7.988462448120117
Linear Weight Rank: 180
Intra Cos: 0.09459862112998962
Inter Cos: 0.003362551797181368
Norm Quadratic Average: 13.628920555114746
Nearest Class Center Accuracy: 0.90475

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.126373052597046
Linear Weight Rank: 4
Intra Cos: 0.26290181279182434
Inter Cos: -0.007323632948100567
Norm Quadratic Average: 13.937980651855469
Nearest Class Center Accuracy: 0.99275

Output Layer:
Intra Cos: 0.8242415189743042
Inter Cos: 0.0009233970195055008
Norm Quadratic Average: 16.732769012451172
Nearest Class Center Accuracy: 0.99575

Test Set:
Average Loss: 0.11458498096466065
Accuracy: 0.952
NC1 Within Class Collapse: 1.9668986797332764
NC2 Equinorm: Features: 0.02318052016198635, Weights: 0.03609878197312355
NC2 Equiangle: Features: 0.37619296709696454, Weights: 0.265674352645874
NC3 Self-Duality: 0.1518196165561676
NC4 NCC Mismatch: 0.04049999999999998

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.07793140411377
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
Inter Cos: 0.0033129025250673294
Norm Quadratic Average: 3.9883358478546143
Nearest Class Center Accuracy: 0.9165

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.988462448120117
Linear Weight Rank: 180
Intra Cos: 0.09578533470630646
Inter Cos: 0.0036583137698471546
Norm Quadratic Average: 13.615022659301758
Nearest Class Center Accuracy: 0.9035

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.126373052597046
Linear Weight Rank: 4
Intra Cos: 0.2546514570713043
Inter Cos: 0.004086144734174013
Norm Quadratic Average: 14.010944366455078
Nearest Class Center Accuracy: 0.944

Output Layer:
Intra Cos: 0.7834873199462891
Inter Cos: 0.029853932559490204
Norm Quadratic Average: 16.905216217041016
Nearest Class Center Accuracy: 0.955

