Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_314159_weight_decay_0.07.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 2.003830671310425
Linear Weight Rank: 15
Intra Cos: 0.07988917827606201
Inter Cos: 0.0017584841698408127
Norm Quadratic Average: 4.001680374145508
Nearest Class Center Accuracy: 0.948875

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 2.2903480529785156
Linear Weight Rank: 167
Intra Cos: 0.7167374491691589
Inter Cos: 0.022225815802812576
Norm Quadratic Average: 1.5240435600280762
Nearest Class Center Accuracy: 0.980625

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.354278802871704
Linear Weight Rank: 3
Intra Cos: 0.7721428871154785
Inter Cos: 0.023387830704450607
Norm Quadratic Average: 1.9279803037643433
Nearest Class Center Accuracy: 0.985

Output Layer:
Intra Cos: 0.8428000211715698
Inter Cos: 0.02208639681339264
Norm Quadratic Average: 3.081670045852661
Nearest Class Center Accuracy: 0.984375

Test Set:
Average Loss: 0.39711785697937013
Accuracy: 0.983
NC1 Within Class Collapse: 7.030061721801758
NC2 Equinorm: Features: 0.04047020524740219, Weights: 0.016948072239756584
NC2 Equiangle: Features: 0.44103705883026123, Weights: 0.43388064702351886
NC3 Self-Duality: 0.0042487457394599915
NC4 NCC Mismatch: 0.03149999999999997

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 2.003830671310425
Linear Weight Rank: 15
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: 2.2903480529785156
Linear Weight Rank: 167
Intra Cos: 0.7248443365097046
Inter Cos: 0.047325681895017624
Norm Quadratic Average: 1.538415551185608
Nearest Class Center Accuracy: 0.9745

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.354278802871704
Linear Weight Rank: 3
Intra Cos: 0.7696236371994019
Inter Cos: 0.048585664480924606
Norm Quadratic Average: 1.9426127672195435
Nearest Class Center Accuracy: 0.9785

Output Layer:
Intra Cos: 0.8400442600250244
Inter Cos: 0.048359110951423645
Norm Quadratic Average: 3.100543975830078
Nearest Class Center Accuracy: 0.981

