Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_mlp6_epochs_100_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_979323_weight_decay_0.003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.442016124725342
Linear Weight Rank: 16
Intra Cos: 0.014583897776901722
Inter Cos: 0.004829857032746077
Norm Quadratic Average: 3.9931399822235107
Nearest Class Center Accuracy: 0.447

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.384284019470215
Linear Weight Rank: 179
Intra Cos: 0.015078537166118622
Inter Cos: 0.0068192072212696075
Norm Quadratic Average: 4.471868515014648
Nearest Class Center Accuracy: 0.46925

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.418476104736328
Linear Weight Rank: 4
Intra Cos: 0.0497528612613678
Inter Cos: 0.023367255926132202
Norm Quadratic Average: 2.07709002494812
Nearest Class Center Accuracy: 0.524625

Output Layer:
Intra Cos: 0.16723042726516724
Inter Cos: 0.0854036957025528
Norm Quadratic Average: 1.4890110492706299
Nearest Class Center Accuracy: 0.536

Test Set:
Average Loss: 1.1280615959167481
Accuracy: 0.511
NC1 Within Class Collapse: 17.3753662109375
NC2 Equinorm: Features: 0.1111670434474945, Weights: 0.023518649861216545
NC2 Equiangle: Features: 0.40428749720255536, Weights: 0.11157512664794922
NC3 Self-Duality: 0.3276282846927643
NC4 NCC Mismatch: 0.132

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.442016124725342
Linear Weight Rank: 16
Intra Cos: 0.014108890667557716
Inter Cos: 0.005012288689613342
Norm Quadratic Average: 3.9761204719543457
Nearest Class Center Accuracy: 0.4485

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.384284019470215
Linear Weight Rank: 179
Intra Cos: 0.014559387229382992
Inter Cos: 0.0064585283398628235
Norm Quadratic Average: 4.448908805847168
Nearest Class Center Accuracy: 0.4725

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.418476104736328
Linear Weight Rank: 4
Intra Cos: 0.04343245550990105
Inter Cos: 0.023501107469201088
Norm Quadratic Average: 2.0603365898132324
Nearest Class Center Accuracy: 0.5105

Output Layer:
Intra Cos: 0.14012539386749268
Inter Cos: 0.08391447365283966
Norm Quadratic Average: 1.4750596284866333
Nearest Class Center Accuracy: 0.5035

