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_979323_weight_decay_0.0007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.944841384887695
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
Inter Cos: 0.001758486032485962
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: 7.88352108001709
Linear Weight Rank: 179
Intra Cos: 0.09404115378856659
Inter Cos: 0.004845622926950455
Norm Quadratic Average: 13.646029472351074
Nearest Class Center Accuracy: 0.914125

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.1299655437469482
Linear Weight Rank: 4
Intra Cos: 0.25698402523994446
Inter Cos: -0.007742150686681271
Norm Quadratic Average: 13.87291431427002
Nearest Class Center Accuracy: 0.9955

Output Layer:
Intra Cos: 0.8233039975166321
Inter Cos: 0.0031261853873729706
Norm Quadratic Average: 16.70619010925293
Nearest Class Center Accuracy: 0.998125

Test Set:
Average Loss: 0.10819786834716796
Accuracy: 0.9515
NC1 Within Class Collapse: 1.923384666442871
NC2 Equinorm: Features: 0.04169322922825813, Weights: 0.019756464287638664
NC2 Equiangle: Features: 0.37864140669504803, Weights: 0.2729885975519816
NC3 Self-Duality: 0.13923324644565582
NC4 NCC Mismatch: 0.03149999999999997

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.944841384887695
Linear Weight Rank: 16
Intra Cos: 0.08033028244972229
Inter Cos: 0.003312898799777031
Norm Quadratic Average: 3.9883358478546143
Nearest Class Center Accuracy: 0.9165

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.88352108001709
Linear Weight Rank: 179
Intra Cos: 0.09210452437400818
Inter Cos: 0.004237049259245396
Norm Quadratic Average: 13.641946792602539
Nearest Class Center Accuracy: 0.9155

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.1299655437469482
Linear Weight Rank: 4
Intra Cos: 0.24467557668685913
Inter Cos: 0.004763281438499689
Norm Quadratic Average: 13.89448356628418
Nearest Class Center Accuracy: 0.956

Output Layer:
Intra Cos: 0.7697837948799133
Inter Cos: 0.04214329645037651
Norm Quadratic Average: 16.813228607177734
Nearest Class Center Accuracy: 0.9535

