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_338327_weight_decay_0.0001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.96318531036377
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: 9.035245895385742
Linear Weight Rank: 180
Intra Cos: 0.1756962090730667
Inter Cos: 0.002535849343985319
Norm Quadratic Average: 5.5409345626831055
Nearest Class Center Accuracy: 0.956625

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 4.1159162521362305
Linear Weight Rank: 4
Intra Cos: 0.6319876313209534
Inter Cos: 0.02412586100399494
Norm Quadratic Average: 7.0072712898254395
Nearest Class Center Accuracy: 0.98225

Output Layer:
Intra Cos: 0.8161746859550476
Inter Cos: 0.03576766699552536
Norm Quadratic Average: 17.981998443603516
Nearest Class Center Accuracy: 0.98225

Test Set:
Average Loss: 0.08425180244445801
Accuracy: 0.983
NC1 Within Class Collapse: 2.79656982421875
NC2 Equinorm: Features: 0.04488114267587662, Weights: 0.01709567755460739
NC2 Equiangle: Features: 0.434481143951416, Weights: 0.3875410556793213
NC3 Self-Duality: 0.06139327958226204
NC4 NCC Mismatch: 0.03049999999999997

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.96318531036377
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: 9.035245895385742
Linear Weight Rank: 180
Intra Cos: 0.17309479415416718
Inter Cos: 0.0072236075066030025
Norm Quadratic Average: 5.546635627746582
Nearest Class Center Accuracy: 0.951

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 4.1159162521362305
Linear Weight Rank: 4
Intra Cos: 0.626011312007904
Inter Cos: 0.04802345484495163
Norm Quadratic Average: 7.0795769691467285
Nearest Class Center Accuracy: 0.9715

Output Layer:
Intra Cos: 0.804547905921936
Inter Cos: 0.06470825523138046
Norm Quadratic Average: 18.163944244384766
Nearest Class Center Accuracy: 0.9755

