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_0.04.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 1.141719102859497
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: 1.2650973796844482
Linear Weight Rank: 170
Intra Cos: 0.26095151901245117
Inter Cos: 0.009678782895207405
Norm Quadratic Average: 1.9010324478149414
Nearest Class Center Accuracy: 0.96025

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2853317260742188
Linear Weight Rank: 4
Intra Cos: 0.9075778126716614
Inter Cos: -0.13502323627471924
Norm Quadratic Average: 2.639195680618286
Nearest Class Center Accuracy: 0.999625

Output Layer:
Intra Cos: 0.9567131996154785
Inter Cos: -0.08247949928045273
Norm Quadratic Average: 3.4955480098724365
Nearest Class Center Accuracy: 0.999625

Test Set:
Average Loss: 0.11960139679908753
Accuracy: 0.9865
NC1 Within Class Collapse: 0.23691263794898987
NC2 Equinorm: Features: 0.006198890041559935, Weights: 0.017797645181417465
NC2 Equiangle: Features: 0.23514558871587118, Weights: 0.13102559248606363
NC3 Self-Duality: 0.0297821294516325
NC4 NCC Mismatch: 0.0020000000000000018

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 1.141719102859497
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: 1.2650973796844482
Linear Weight Rank: 170
Intra Cos: 0.2613693177700043
Inter Cos: 0.007985197938978672
Norm Quadratic Average: 1.9097295999526978
Nearest Class Center Accuracy: 0.953

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2853317260742188
Linear Weight Rank: 4
Intra Cos: 0.8916119337081909
Inter Cos: -0.12114160507917404
Norm Quadratic Average: 2.63227915763855
Nearest Class Center Accuracy: 0.9865

Output Layer:
Intra Cos: 0.9437915682792664
Inter Cos: -0.07048230618238449
Norm Quadratic Average: 3.4813497066497803
Nearest Class Center Accuracy: 0.987

