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_0.0003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.187433242797852
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: 8.22026252746582
Linear Weight Rank: 179
Intra Cos: 0.011964105069637299
Inter Cos: 0.0025902679190039635
Norm Quadratic Average: 13.912701606750488
Nearest Class Center Accuracy: 0.465625

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.84440016746521
Linear Weight Rank: 4
Intra Cos: 0.015024048276245594
Inter Cos: 0.0007080580689944327
Norm Quadratic Average: 14.380172729492188
Nearest Class Center Accuracy: 0.60725

Output Layer:
Intra Cos: 0.5358745455741882
Inter Cos: -0.030241765081882477
Norm Quadratic Average: 4.321396350860596
Nearest Class Center Accuracy: 0.927625

Test Set:
Average Loss: 1.181164852142334
Accuracy: 0.554
NC1 Within Class Collapse: 15.347742080688477
NC2 Equinorm: Features: 0.018443068489432335, Weights: 0.022808637470006943
NC2 Equiangle: Features: 0.25940316915512085, Weights: 0.03823771079381307
NC3 Self-Duality: 1.0331244468688965
NC4 NCC Mismatch: 0.404

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.187433242797852
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: 8.22026252746582
Linear Weight Rank: 179
Intra Cos: 0.012838312424719334
Inter Cos: 0.0027947784401476383
Norm Quadratic Average: 13.883402824401855
Nearest Class Center Accuracy: 0.475

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.84440016746521
Linear Weight Rank: 4
Intra Cos: 0.010489010252058506
Inter Cos: 0.0015990074025467038
Norm Quadratic Average: 14.380340576171875
Nearest Class Center Accuracy: 0.524

Output Layer:
Intra Cos: 0.15632961690425873
Inter Cos: 0.01894748955965042
Norm Quadratic Average: 4.129940032958984
Nearest Class Center Accuracy: 0.5545

