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_0.003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.080859184265137
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: 7.054250717163086
Linear Weight Rank: 179
Intra Cos: 0.08822447806596756
Inter Cos: 0.004756066016852856
Norm Quadratic Average: 12.153059005737305
Nearest Class Center Accuracy: 0.914

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.026397943496704
Linear Weight Rank: 4
Intra Cos: 0.2735259532928467
Inter Cos: -0.010157965123653412
Norm Quadratic Average: 12.456066131591797
Nearest Class Center Accuracy: 0.996625

Output Layer:
Intra Cos: 0.8330390453338623
Inter Cos: 0.0050569940358400345
Norm Quadratic Average: 14.996797561645508
Nearest Class Center Accuracy: 0.998

Test Set:
Average Loss: 0.1151852707862854
Accuracy: 0.9535
NC1 Within Class Collapse: 1.8646998405456543
NC2 Equinorm: Features: 0.03891599550843239, Weights: 0.011044378392398357
NC2 Equiangle: Features: 0.3750160535176595, Weights: 0.27748696009318036
NC3 Self-Duality: 0.13338343799114227
NC4 NCC Mismatch: 0.034499999999999975

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.080859184265137
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: 7.054250717163086
Linear Weight Rank: 179
Intra Cos: 0.08695311099290848
Inter Cos: 0.0022298989351838827
Norm Quadratic Average: 12.150178909301758
Nearest Class Center Accuracy: 0.907

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.026397943496704
Linear Weight Rank: 4
Intra Cos: 0.2598264813423157
Inter Cos: 0.0005868695443496108
Norm Quadratic Average: 12.514245986938477
Nearest Class Center Accuracy: 0.957

Output Layer:
Intra Cos: 0.7914512753486633
Inter Cos: 0.034750379621982574
Norm Quadratic Average: 15.129364967346191
Nearest Class Center Accuracy: 0.96

