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_265358_weight_decay_0.0003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.161327362060547
Linear Weight Rank: 16
Intra Cos: 0.07988916337490082
Inter Cos: 0.0017584804445505142
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: 8.070808410644531
Linear Weight Rank: 180
Intra Cos: 0.09435272216796875
Inter Cos: 0.003355455817654729
Norm Quadratic Average: 13.769853591918945
Nearest Class Center Accuracy: 0.904375

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.1391067504882812
Linear Weight Rank: 4
Intra Cos: 0.26121553778648376
Inter Cos: -0.007307039573788643
Norm Quadratic Average: 14.077444076538086
Nearest Class Center Accuracy: 0.9925

Output Layer:
Intra Cos: 0.8239580988883972
Inter Cos: 0.0010950826108455658
Norm Quadratic Average: 16.916975021362305
Nearest Class Center Accuracy: 0.99575

Test Set:
Average Loss: 0.11446522045135497
Accuracy: 0.952
NC1 Within Class Collapse: 1.9742451906204224
NC2 Equinorm: Features: 0.023191483691334724, Weights: 0.03603493794798851
NC2 Equiangle: Features: 0.37656505902608234, Weights: 0.26601652304331463
NC3 Self-Duality: 0.1530303806066513
NC4 NCC Mismatch: 0.041000000000000036

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.161327362060547
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
Inter Cos: 0.0033129025250673294
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: 8.070808410644531
Linear Weight Rank: 180
Intra Cos: 0.0955415815114975
Inter Cos: 0.003646556055173278
Norm Quadratic Average: 13.755753517150879
Nearest Class Center Accuracy: 0.903

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.1391067504882812
Linear Weight Rank: 4
Intra Cos: 0.2530418038368225
Inter Cos: 0.004068978596478701
Norm Quadratic Average: 14.150552749633789
Nearest Class Center Accuracy: 0.9435

Output Layer:
Intra Cos: 0.783069372177124
Inter Cos: 0.029824471101164818
Norm Quadratic Average: 17.091882705688477
Nearest Class Center Accuracy: 0.9555

