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_0.05.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.767426073551178
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: 1.0615938901901245
Linear Weight Rank: 169
Intra Cos: 0.3388897478580475
Inter Cos: 0.011042715981602669
Norm Quadratic Average: 1.323104977607727
Nearest Class Center Accuracy: 0.978375

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.323873996734619
Linear Weight Rank: 4
Intra Cos: 0.9238889813423157
Inter Cos: -0.15343071520328522
Norm Quadratic Average: 2.300367832183838
Nearest Class Center Accuracy: 0.99825

Output Layer:
Intra Cos: 0.9447905421257019
Inter Cos: -0.11257726699113846
Norm Quadratic Average: 3.117642641067505
Nearest Class Center Accuracy: 0.99825

Test Set:
Average Loss: 0.14656517839431762
Accuracy: 0.986
NC1 Within Class Collapse: 0.23700720071792603
NC2 Equinorm: Features: 0.00887398049235344, Weights: 0.01768033765256405
NC2 Equiangle: Features: 0.20080860455830893, Weights: 0.09627953171730042
NC3 Self-Duality: 0.016930293291807175
NC4 NCC Mismatch: 0.0020000000000000018

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.767426073551178
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: 1.0615938901901245
Linear Weight Rank: 169
Intra Cos: 0.3339351415634155
Inter Cos: 0.025865565985441208
Norm Quadratic Average: 1.333228588104248
Nearest Class Center Accuracy: 0.9675

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.323873996734619
Linear Weight Rank: 4
Intra Cos: 0.9102364778518677
Inter Cos: -0.13948920369148254
Norm Quadratic Average: 2.298396587371826
Nearest Class Center Accuracy: 0.986

Output Layer:
Intra Cos: 0.9356812238693237
Inter Cos: -0.09947216510772705
Norm Quadratic Average: 3.1117355823516846
Nearest Class Center Accuracy: 0.986

