Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_mlp6_epochs_100_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_979323_weight_decay_0.007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.91413688659668
Linear Weight Rank: 16
Intra Cos: 0.014583897776901722
Inter Cos: 0.004829857032746077
Norm Quadratic Average: 3.9931399822235107
Nearest Class Center Accuracy: 0.447

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 6.006852149963379
Linear Weight Rank: 179
Intra Cos: 0.012640239670872688
Inter Cos: 0.004871387034654617
Norm Quadratic Average: 10.111115455627441
Nearest Class Center Accuracy: 0.467125

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.5602035522460938
Linear Weight Rank: 4
Intra Cos: 0.020826974883675575
Inter Cos: -0.001121119479648769
Norm Quadratic Average: 10.62218189239502
Nearest Class Center Accuracy: 0.711

Output Layer:
Intra Cos: 0.5863229632377625
Inter Cos: -0.018655918538570404
Norm Quadratic Average: 3.766437530517578
Nearest Class Center Accuracy: 0.930625

Test Set:
Average Loss: 1.1310892753601074
Accuracy: 0.544
NC1 Within Class Collapse: 12.622249603271484
NC2 Equinorm: Features: 0.06079060211777687, Weights: 0.01075026299804449
NC2 Equiangle: Features: 0.2263630429903666, Weights: 0.04339931905269623
NC3 Self-Duality: 0.7700414061546326
NC4 NCC Mismatch: 0.3425

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.91413688659668
Linear Weight Rank: 16
Intra Cos: 0.014108890667557716
Inter Cos: 0.005012288689613342
Norm Quadratic Average: 3.9761204719543457
Nearest Class Center Accuracy: 0.4485

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 6.006852149963379
Linear Weight Rank: 179
Intra Cos: 0.0123372133821249
Inter Cos: 0.004173256456851959
Norm Quadratic Average: 10.062365531921387
Nearest Class Center Accuracy: 0.472

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.5602035522460938
Linear Weight Rank: 4
Intra Cos: 0.011590753681957722
Inter Cos: 0.0006875325343571603
Norm Quadratic Average: 10.625770568847656
Nearest Class Center Accuracy: 0.5445

Output Layer:
Intra Cos: 0.17123641073703766
Inter Cos: 0.03915784880518913
Norm Quadratic Average: 3.64558482170105
Nearest Class Center Accuracy: 0.542

