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_314159_weight_decay_0.0005.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.973260879516602
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
Inter Cos: 0.0017584841698408127
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: 7.999000549316406
Linear Weight Rank: 179
Intra Cos: 0.10009843111038208
Inter Cos: 0.008475620299577713
Norm Quadratic Average: 13.837251663208008
Nearest Class Center Accuracy: 0.907625

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.131894588470459
Linear Weight Rank: 4
Intra Cos: 0.2533281147480011
Inter Cos: -0.0074224513955414295
Norm Quadratic Average: 14.06761646270752
Nearest Class Center Accuracy: 0.99725

Output Layer:
Intra Cos: 0.8322036862373352
Inter Cos: 0.0007355548441410065
Norm Quadratic Average: 16.08334732055664
Nearest Class Center Accuracy: 0.998125

Test Set:
Average Loss: 0.10626656317710877
Accuracy: 0.96
NC1 Within Class Collapse: 1.8077938556671143
NC2 Equinorm: Features: 0.024135174229741096, Weights: 0.020421840250492096
NC2 Equiangle: Features: 0.3658056656519572, Weights: 0.23798211415608725
NC3 Self-Duality: 0.17294301092624664
NC4 NCC Mismatch: 0.02849999999999997

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.973260879516602
Linear Weight Rank: 16
Intra Cos: 0.08033028990030289
Inter Cos: 0.003312898799777031
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: 7.999000549316406
Linear Weight Rank: 179
Intra Cos: 0.1008707582950592
Inter Cos: 0.009767049923539162
Norm Quadratic Average: 13.823809623718262
Nearest Class Center Accuracy: 0.904

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.131894588470459
Linear Weight Rank: 4
Intra Cos: 0.24536409974098206
Inter Cos: -0.0025483339559286833
Norm Quadratic Average: 14.11719036102295
Nearest Class Center Accuracy: 0.9635

Output Layer:
Intra Cos: 0.7921709418296814
Inter Cos: 0.027573293074965477
Norm Quadratic Average: 16.268054962158203
Nearest Class Center Accuracy: 0.965

