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_338327_weight_decay_0.003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.053152561187744
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
Inter Cos: 0.0017584916204214096
Norm Quadratic Average: 4.001680850982666
Nearest Class Center Accuracy: 0.948875

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.031940460205078
Linear Weight Rank: 180
Intra Cos: 0.09830920398235321
Inter Cos: 0.0033978193532675505
Norm Quadratic Average: 12.090980529785156
Nearest Class Center Accuracy: 0.90875

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.0058858394622803
Linear Weight Rank: 4
Intra Cos: 0.27597707509994507
Inter Cos: -0.008888909593224525
Norm Quadratic Average: 12.398038864135742
Nearest Class Center Accuracy: 0.995875

Output Layer:
Intra Cos: 0.8316205739974976
Inter Cos: 0.008230404928326607
Norm Quadratic Average: 14.585822105407715
Nearest Class Center Accuracy: 0.9975

Test Set:
Average Loss: 0.10768753480911254
Accuracy: 0.959
NC1 Within Class Collapse: 1.794459581375122
NC2 Equinorm: Features: 0.053114015609025955, Weights: 0.01563647761940956
NC2 Equiangle: Features: 0.37305442492167157, Weights: 0.26077431440353394
NC3 Self-Duality: 0.152276411652565
NC4 NCC Mismatch: 0.03849999999999998

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.053152561187744
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
Inter Cos: 0.0033128950744867325
Norm Quadratic Average: 3.988335609436035
Nearest Class Center Accuracy: 0.9165

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.031940460205078
Linear Weight Rank: 180
Intra Cos: 0.10061582922935486
Inter Cos: 0.0034976396709680557
Norm Quadratic Average: 12.097784996032715
Nearest Class Center Accuracy: 0.8985

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.0058858394622803
Linear Weight Rank: 4
Intra Cos: 0.2606593370437622
Inter Cos: 0.002706987550482154
Norm Quadratic Average: 12.432180404663086
Nearest Class Center Accuracy: 0.957

Output Layer:
Intra Cos: 0.7961788773536682
Inter Cos: 0.04073825478553772
Norm Quadratic Average: 14.686941146850586
Nearest Class Center Accuracy: 0.958

