Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_mlp6_epochs_100_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_265358_weight_decay_0.003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.197662830352783
Linear Weight Rank: 16
Intra Cos: 0.014583894982933998
Inter Cos: 0.004829855635762215
Norm Quadratic Average: 3.9931397438049316
Nearest Class Center Accuracy: 0.447

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.24867057800293
Linear Weight Rank: 179
Intra Cos: 0.011988970451056957
Inter Cos: 0.002602927852421999
Norm Quadratic Average: 12.217453956604004
Nearest Class Center Accuracy: 0.465875

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.7177512645721436
Linear Weight Rank: 4
Intra Cos: 0.016592856496572495
Inter Cos: 0.0004773000255227089
Norm Quadratic Average: 12.71838092803955
Nearest Class Center Accuracy: 0.648

Output Layer:
Intra Cos: 0.5482202172279358
Inter Cos: -0.03368990868330002
Norm Quadratic Average: 4.084701061248779
Nearest Class Center Accuracy: 0.92825

Test Set:
Average Loss: 1.1503656387329102
Accuracy: 0.556
NC1 Within Class Collapse: 14.324591636657715
NC2 Equinorm: Features: 0.003960718866437674, Weights: 0.023958425968885422
NC2 Equiangle: Features: 0.2526640097300212, Weights: 0.03447070221106211
NC3 Self-Duality: 0.9319759607315063
NC4 NCC Mismatch: 0.38549999999999995

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.197662830352783
Linear Weight Rank: 16
Intra Cos: 0.014108894392848015
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: 7.24867057800293
Linear Weight Rank: 179
Intra Cos: 0.012844310142099857
Inter Cos: 0.0027865287847816944
Norm Quadratic Average: 12.190933227539062
Nearest Class Center Accuracy: 0.4745

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.7177512645721436
Linear Weight Rank: 4
Intra Cos: 0.010509055107831955
Inter Cos: 0.0015257245395332575
Norm Quadratic Average: 12.732712745666504
Nearest Class Center Accuracy: 0.5355

Output Layer:
Intra Cos: 0.15908274054527283
Inter Cos: 0.020334776490926743
Norm Quadratic Average: 3.891998052597046
Nearest Class Center Accuracy: 0.564

