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_0.001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.846362590789795
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: 7.816428184509277
Linear Weight Rank: 179
Intra Cos: 0.08562586456537247
Inter Cos: 0.0049782320857048035
Norm Quadratic Average: 13.46804428100586
Nearest Class Center Accuracy: 0.9105

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.144814968109131
Linear Weight Rank: 4
Intra Cos: 0.25466978549957275
Inter Cos: -0.008538121357560158
Norm Quadratic Average: 13.757122993469238
Nearest Class Center Accuracy: 0.996125

Output Layer:
Intra Cos: 0.8311166167259216
Inter Cos: 0.00625690259039402
Norm Quadratic Average: 16.71121597290039
Nearest Class Center Accuracy: 0.99825

Test Set:
Average Loss: 0.11449500799179077
Accuracy: 0.952
NC1 Within Class Collapse: 1.9465197324752808
NC2 Equinorm: Features: 0.041865166276693344, Weights: 0.010153545066714287
NC2 Equiangle: Features: 0.37868670622507733, Weights: 0.2808216412862142
NC3 Self-Duality: 0.14400450885295868
NC4 NCC Mismatch: 0.038000000000000034

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.846362590789795
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: 7.816428184509277
Linear Weight Rank: 179
Intra Cos: 0.08441373705863953
Inter Cos: 0.0019443584606051445
Norm Quadratic Average: 13.463065147399902
Nearest Class Center Accuracy: 0.904

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.144814968109131
Linear Weight Rank: 4
Intra Cos: 0.24199900031089783
Inter Cos: 0.0013192134210839868
Norm Quadratic Average: 13.816566467285156
Nearest Class Center Accuracy: 0.954

Output Layer:
Intra Cos: 0.78789883852005
Inter Cos: 0.03651861101388931
Norm Quadratic Average: 16.8671817779541
Nearest Class Center Accuracy: 0.9585

