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_338327_weight_decay_0.0005.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.018087387084961
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
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: 7.994283676147461
Linear Weight Rank: 180
Intra Cos: 0.09490934014320374
Inter Cos: 0.0025446137879043818
Norm Quadratic Average: 13.74850082397461
Nearest Class Center Accuracy: 0.90375

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.15885066986084
Linear Weight Rank: 4
Intra Cos: 0.25305235385894775
Inter Cos: -0.006882260553538799
Norm Quadratic Average: 14.03895092010498
Nearest Class Center Accuracy: 0.99475

Output Layer:
Intra Cos: 0.8283249139785767
Inter Cos: 0.01307259127497673
Norm Quadratic Average: 16.75225067138672
Nearest Class Center Accuracy: 0.997125

Test Set:
Average Loss: 0.10780739855766297
Accuracy: 0.9565
NC1 Within Class Collapse: 1.89998197555542
NC2 Equinorm: Features: 0.05373039469122887, Weights: 0.014789605513215065
NC2 Equiangle: Features: 0.377753218015035, Weights: 0.26382001241048175
NC3 Self-Duality: 0.16685298085212708
NC4 NCC Mismatch: 0.04049999999999998

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.018087387084961
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
Inter Cos: 0.0033128950744867325
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: 7.994283676147461
Linear Weight Rank: 180
Intra Cos: 0.09715475142002106
Inter Cos: 0.0032729501836001873
Norm Quadratic Average: 13.753021240234375
Nearest Class Center Accuracy: 0.894

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.15885066986084
Linear Weight Rank: 4
Intra Cos: 0.23922909796237946
Inter Cos: 0.004017602652311325
Norm Quadratic Average: 14.071669578552246
Nearest Class Center Accuracy: 0.954

Output Layer:
Intra Cos: 0.790987491607666
Inter Cos: 0.04587475210428238
Norm Quadratic Average: 16.875471115112305
Nearest Class Center Accuracy: 0.9565

