Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_846264_weight_decay_0.001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.59685230255127
Linear Weight Rank: 16
Intra Cos: 0.07988917082548141
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: 8.693521499633789
Linear Weight Rank: 179
Intra Cos: 0.17565037310123444
Inter Cos: 0.006025905720889568
Norm Quadratic Average: 5.379222393035889
Nearest Class Center Accuracy: 0.95975

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 4.0187602043151855
Linear Weight Rank: 4
Intra Cos: 0.6152145266532898
Inter Cos: 0.028004076331853867
Norm Quadratic Average: 6.738625526428223
Nearest Class Center Accuracy: 0.97325

Output Layer:
Intra Cos: 0.7906749844551086
Inter Cos: 0.04051937907934189
Norm Quadratic Average: 16.99983787536621
Nearest Class Center Accuracy: 0.9735

Test Set:
Average Loss: 0.08850437593460082
Accuracy: 0.9795
NC1 Within Class Collapse: 2.9561731815338135
NC2 Equinorm: Features: 0.038519877940416336, Weights: 0.016645090654492378
NC2 Equiangle: Features: 0.43446151415507, Weights: 0.3950366973876953
NC3 Self-Duality: 0.05410395935177803
NC4 NCC Mismatch: 0.02949999999999997

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.59685230255127
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: 8.693521499633789
Linear Weight Rank: 179
Intra Cos: 0.172930508852005
Inter Cos: 0.00685915257781744
Norm Quadratic Average: 5.387251853942871
Nearest Class Center Accuracy: 0.953

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 4.0187602043151855
Linear Weight Rank: 4
Intra Cos: 0.6076540946960449
Inter Cos: 0.0504148043692112
Norm Quadratic Average: 6.80551815032959
Nearest Class Center Accuracy: 0.964

Output Layer:
Intra Cos: 0.7808911800384521
Inter Cos: 0.06747148931026459
Norm Quadratic Average: 17.16746711730957
Nearest Class Center Accuracy: 0.9675

