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_0.01.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 4.960830211639404
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: 4.9069437980651855
Linear Weight Rank: 180
Intra Cos: 0.11174082010984421
Inter Cos: 0.0018282674718648195
Norm Quadratic Average: 8.356979370117188
Nearest Class Center Accuracy: 0.92825

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.6582930088043213
Linear Weight Rank: 4
Intra Cos: 0.3685254752635956
Inter Cos: -0.016814246773719788
Norm Quadratic Average: 8.749073028564453
Nearest Class Center Accuracy: 0.994875

Output Layer:
Intra Cos: 0.844275951385498
Inter Cos: -0.007185228168964386
Norm Quadratic Average: 10.23492431640625
Nearest Class Center Accuracy: 0.995875

Test Set:
Average Loss: 0.11881654739379882
Accuracy: 0.9655
NC1 Within Class Collapse: 1.5107989311218262
NC2 Equinorm: Features: 0.024690575897693634, Weights: 0.04009716585278511
NC2 Equiangle: Features: 0.34696634610493976, Weights: 0.2417755921681722
NC3 Self-Duality: 0.1083199605345726
NC4 NCC Mismatch: 0.027000000000000024

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 4.960830211639404
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: 4.9069437980651855
Linear Weight Rank: 180
Intra Cos: 0.11329426616430283
Inter Cos: 0.005395467393100262
Norm Quadratic Average: 8.35413932800293
Nearest Class Center Accuracy: 0.9225

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.6582930088043213
Linear Weight Rank: 4
Intra Cos: 0.357236385345459
Inter Cos: -0.003659206675365567
Norm Quadratic Average: 8.802693367004395
Nearest Class Center Accuracy: 0.955

Output Layer:
Intra Cos: 0.8081297874450684
Inter Cos: 0.020504847168922424
Norm Quadratic Average: 10.30882740020752
Nearest Class Center Accuracy: 0.9625

