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_0.003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.10554313659668
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: 7.027028560638428
Linear Weight Rank: 180
Intra Cos: 0.09786195307970047
Inter Cos: 0.003335804445669055
Norm Quadratic Average: 11.984333992004395
Nearest Class Center Accuracy: 0.9105

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.9786975383758545
Linear Weight Rank: 4
Intra Cos: 0.2860744595527649
Inter Cos: -0.009148327633738518
Norm Quadratic Average: 12.311014175415039
Nearest Class Center Accuracy: 0.993375

Output Layer:
Intra Cos: 0.8280913233757019
Inter Cos: 0.0010921359062194824
Norm Quadratic Average: 14.633153915405273
Nearest Class Center Accuracy: 0.995375

Test Set:
Average Loss: 0.11515679264068604
Accuracy: 0.955
NC1 Within Class Collapse: 1.868621587753296
NC2 Equinorm: Features: 0.02338864654302597, Weights: 0.0377713181078434
NC2 Equiangle: Features: 0.3706980546315511, Weights: 0.26078418890635174
NC3 Self-Duality: 0.13795669376850128
NC4 NCC Mismatch: 0.040000000000000036

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.10554313659668
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: 7.027028560638428
Linear Weight Rank: 180
Intra Cos: 0.09908299893140793
Inter Cos: 0.003713893238455057
Norm Quadratic Average: 11.973807334899902
Nearest Class Center Accuracy: 0.909

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.9786975383758545
Linear Weight Rank: 4
Intra Cos: 0.27709123492240906
Inter Cos: 0.002590506337583065
Norm Quadratic Average: 12.38161563873291
Nearest Class Center Accuracy: 0.948

Output Layer:
Intra Cos: 0.7895932197570801
Inter Cos: 0.026970386505126953
Norm Quadratic Average: 14.77719783782959
Nearest Class Center Accuracy: 0.9555

