Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_mlp6_epochs_100_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: 7.802164554595947
Linear Weight Rank: 16
Intra Cos: 0.014583898708224297
Inter Cos: 0.004829856567084789
Norm Quadratic Average: 3.993140459060669
Nearest Class Center Accuracy: 0.447

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.959987163543701
Linear Weight Rank: 179
Intra Cos: 0.01254266407340765
Inter Cos: 0.004489664454013109
Norm Quadratic Average: 13.518071174621582
Nearest Class Center Accuracy: 0.46375

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.8374197483062744
Linear Weight Rank: 4
Intra Cos: 0.015118587762117386
Inter Cos: -0.0006526209763251245
Norm Quadratic Average: 13.973718643188477
Nearest Class Center Accuracy: 0.631375

Output Layer:
Intra Cos: 0.5507276058197021
Inter Cos: -0.030229628086090088
Norm Quadratic Average: 4.291053295135498
Nearest Class Center Accuracy: 0.9335

Test Set:
Average Loss: 1.2082711372375488
Accuracy: 0.5345
NC1 Within Class Collapse: 15.649435043334961
NC2 Equinorm: Features: 0.04867619648575783, Weights: 0.02812153287231922
NC2 Equiangle: Features: 0.2034174601236979, Weights: 0.0363465150197347
NC3 Self-Duality: 0.966589093208313
NC4 NCC Mismatch: 0.42300000000000004

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.802164554595947
Linear Weight Rank: 16
Intra Cos: 0.014108894392848015
Inter Cos: 0.005012289620935917
Norm Quadratic Average: 3.9761204719543457
Nearest Class Center Accuracy: 0.4485

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.959987163543701
Linear Weight Rank: 179
Intra Cos: 0.013699385337531567
Inter Cos: 0.004411139525473118
Norm Quadratic Average: 13.464017868041992
Nearest Class Center Accuracy: 0.4655

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.8374197483062744
Linear Weight Rank: 4
Intra Cos: 0.008884914219379425
Inter Cos: 0.0004441809142008424
Norm Quadratic Average: 13.991726875305176
Nearest Class Center Accuracy: 0.522

Output Layer:
Intra Cos: 0.15655550360679626
Inter Cos: 0.026415947824716568
Norm Quadratic Average: 4.119435787200928
Nearest Class Center Accuracy: 0.535

