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_0.001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.823379993438721
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: 7.763166427612305
Linear Weight Rank: 179
Intra Cos: 0.09452129155397415
Inter Cos: 0.004856701474636793
Norm Quadratic Average: 13.437170028686523
Nearest Class Center Accuracy: 0.914625

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.1111531257629395
Linear Weight Rank: 4
Intra Cos: 0.2599008083343506
Inter Cos: -0.007982348091900349
Norm Quadratic Average: 13.666211128234863
Nearest Class Center Accuracy: 0.995875

Output Layer:
Intra Cos: 0.8237382173538208
Inter Cos: 0.003098476678133011
Norm Quadratic Average: 16.43614387512207
Nearest Class Center Accuracy: 0.998125

Test Set:
Average Loss: 0.10846455574035645
Accuracy: 0.9525
NC1 Within Class Collapse: 1.9113600254058838
NC2 Equinorm: Features: 0.04120197519659996, Weights: 0.019802607595920563
NC2 Equiangle: Features: 0.37817760308583576, Weights: 0.272602637608846
NC3 Self-Duality: 0.13764174282550812
NC4 NCC Mismatch: 0.03149999999999997

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.823379993438721
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: 7.763166427612305
Linear Weight Rank: 179
Intra Cos: 0.09259893000125885
Inter Cos: 0.004233526531606913
Norm Quadratic Average: 13.43335247039795
Nearest Class Center Accuracy: 0.916

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.1111531257629395
Linear Weight Rank: 4
Intra Cos: 0.24739116430282593
Inter Cos: 0.004621786996722221
Norm Quadratic Average: 13.68766975402832
Nearest Class Center Accuracy: 0.956

Output Layer:
Intra Cos: 0.7706104516983032
Inter Cos: 0.04193837195634842
Norm Quadratic Average: 16.540512084960938
Nearest Class Center Accuracy: 0.954

