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_979323_weight_decay_0.001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.870749473571777
Linear Weight Rank: 16
Intra Cos: 0.014583897776901722
Inter Cos: 0.004829857032746077
Norm Quadratic Average: 3.9931399822235107
Nearest Class Center Accuracy: 0.447

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.9229536056518555
Linear Weight Rank: 179
Intra Cos: 0.012526902370154858
Inter Cos: 0.004836565814912319
Norm Quadratic Average: 13.50063419342041
Nearest Class Center Accuracy: 0.467

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.8287103176116943
Linear Weight Rank: 4
Intra Cos: 0.016393687576055527
Inter Cos: 0.00026604399317875504
Norm Quadratic Average: 13.919290542602539
Nearest Class Center Accuracy: 0.626375

Output Layer:
Intra Cos: 0.5620196461677551
Inter Cos: -0.019775941967964172
Norm Quadratic Average: 4.227234840393066
Nearest Class Center Accuracy: 0.9305

Test Set:
Average Loss: 1.192354248046875
Accuracy: 0.549
NC1 Within Class Collapse: 14.692581176757812
NC2 Equinorm: Features: 0.0600653812289238, Weights: 0.008984360843896866
NC2 Equiangle: Features: 0.22721097866694132, Weights: 0.046035329500834145
NC3 Self-Duality: 1.001004695892334
NC4 NCC Mismatch: 0.39449999999999996

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.870749473571777
Linear Weight Rank: 16
Intra Cos: 0.014108890667557716
Inter Cos: 0.005012288689613342
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: 7.9229536056518555
Linear Weight Rank: 179
Intra Cos: 0.012248029001057148
Inter Cos: 0.004146307706832886
Norm Quadratic Average: 13.439157485961914
Nearest Class Center Accuracy: 0.4685

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.8287103176116943
Linear Weight Rank: 4
Intra Cos: 0.010546203702688217
Inter Cos: 0.0010140230879187584
Norm Quadratic Average: 13.888591766357422
Nearest Class Center Accuracy: 0.529

Output Layer:
Intra Cos: 0.16256052255630493
Inter Cos: 0.03339768573641777
Norm Quadratic Average: 4.1039299964904785
Nearest Class Center Accuracy: 0.5425

