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_0.1.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.318852961063385
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: 0.8290849924087524
Linear Weight Rank: 146
Intra Cos: 0.6260390281677246
Inter Cos: 0.026145530864596367
Norm Quadratic Average: 0.8010566234588623
Nearest Class Center Accuracy: 0.976375

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.087022542953491
Linear Weight Rank: 3
Intra Cos: 0.9065206050872803
Inter Cos: -0.14262601733207703
Norm Quadratic Average: 1.8918639421463013
Nearest Class Center Accuracy: 0.994125

Output Layer:
Intra Cos: 0.9177429676055908
Inter Cos: -0.09692860394716263
Norm Quadratic Average: 2.329772472381592
Nearest Class Center Accuracy: 0.994625

Test Set:
Average Loss: 0.272534743309021
Accuracy: 0.9885
NC1 Within Class Collapse: 0.30787116289138794
NC2 Equinorm: Features: 0.004800267983227968, Weights: 0.019669415429234505
NC2 Equiangle: Features: 0.20575028657913208, Weights: 0.1086599628130595
NC3 Self-Duality: 0.009558715857565403
NC4 NCC Mismatch: 0.006000000000000005

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.318852961063385
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: 0.8290849924087524
Linear Weight Rank: 146
Intra Cos: 0.6208438873291016
Inter Cos: 0.04318825155496597
Norm Quadratic Average: 0.8107701539993286
Nearest Class Center Accuracy: 0.9715

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.087022542953491
Linear Weight Rank: 3
Intra Cos: 0.903761088848114
Inter Cos: -0.1315799355506897
Norm Quadratic Average: 1.8964561223983765
Nearest Class Center Accuracy: 0.9875

Output Layer:
Intra Cos: 0.9184596538543701
Inter Cos: -0.08512712270021439
Norm Quadratic Average: 2.3332607746124268
Nearest Class Center Accuracy: 0.9875

