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_314159_weight_decay_0.001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.771420955657959
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: 7.7964959144592285
Linear Weight Rank: 179
Intra Cos: 0.10083802044391632
Inter Cos: 0.008554374799132347
Norm Quadratic Average: 13.48622989654541
Nearest Class Center Accuracy: 0.908625

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.099561929702759
Linear Weight Rank: 4
Intra Cos: 0.2582056522369385
Inter Cos: -0.007800163701176643
Norm Quadratic Average: 13.720621109008789
Nearest Class Center Accuracy: 0.997125

Output Layer:
Intra Cos: 0.8329254388809204
Inter Cos: 0.0004130825400352478
Norm Quadratic Average: 15.64173412322998
Nearest Class Center Accuracy: 0.99825

Test Set:
Average Loss: 0.10665616798400879
Accuracy: 0.9595
NC1 Within Class Collapse: 1.7883851528167725
NC2 Equinorm: Features: 0.023553945124149323, Weights: 0.020347759127616882
NC2 Equiangle: Features: 0.364393671353658, Weights: 0.23695997397104898
NC3 Self-Duality: 0.16988247632980347
NC4 NCC Mismatch: 0.02849999999999997

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.771420955657959
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: 7.7964959144592285
Linear Weight Rank: 179
Intra Cos: 0.10154049098491669
Inter Cos: 0.00984188262373209
Norm Quadratic Average: 13.473572731018066
Nearest Class Center Accuracy: 0.904

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.099561929702759
Linear Weight Rank: 4
Intra Cos: 0.25000011920928955
Inter Cos: -0.002941112034022808
Norm Quadratic Average: 13.770282745361328
Nearest Class Center Accuracy: 0.963

Output Layer:
Intra Cos: 0.7934126257896423
Inter Cos: 0.026920637115836143
Norm Quadratic Average: 15.818838119506836
Nearest Class Center Accuracy: 0.9655

