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_0.0007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.650474548339844
Linear Weight Rank: 16
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: 8.785720825195312
Linear Weight Rank: 179
Intra Cos: 0.17686204612255096
Inter Cos: 0.01009845919907093
Norm Quadratic Average: 5.433992385864258
Nearest Class Center Accuracy: 0.959125

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 4.035329341888428
Linear Weight Rank: 4
Intra Cos: 0.6186503767967224
Inter Cos: 0.027744688093662262
Norm Quadratic Average: 6.789351463317871
Nearest Class Center Accuracy: 0.977875

Output Layer:
Intra Cos: 0.8010671138763428
Inter Cos: 0.03705170750617981
Norm Quadratic Average: 17.076805114746094
Nearest Class Center Accuracy: 0.9785

Test Set:
Average Loss: 0.08320908522605897
Accuracy: 0.978
NC1 Within Class Collapse: 2.906843423843384
NC2 Equinorm: Features: 0.044401973485946655, Weights: 0.01263834536075592
NC2 Equiangle: Features: 0.43387556076049805, Weights: 0.38707415262858075
NC3 Self-Duality: 0.06140051782131195
NC4 NCC Mismatch: 0.026000000000000023

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.650474548339844
Linear Weight Rank: 16
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: 8.785720825195312
Linear Weight Rank: 179
Intra Cos: 0.17410233616828918
Inter Cos: 0.009495105594396591
Norm Quadratic Average: 5.442111492156982
Nearest Class Center Accuracy: 0.953

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 4.035329341888428
Linear Weight Rank: 4
Intra Cos: 0.6122049689292908
Inter Cos: 0.024945033714175224
Norm Quadratic Average: 6.85378885269165
Nearest Class Center Accuracy: 0.972

Output Layer:
Intra Cos: 0.789187490940094
Inter Cos: 0.029165977612137794
Norm Quadratic Average: 17.22417449951172
Nearest Class Center Accuracy: 0.9765

