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_979323_weight_decay_0.0005.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.026844024658203
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
Inter Cos: 0.001758486032485962
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: 7.964794635772705
Linear Weight Rank: 179
Intra Cos: 0.09375996142625809
Inter Cos: 0.004824745934456587
Norm Quadratic Average: 13.787046432495117
Nearest Class Center Accuracy: 0.913625

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.1426374912261963
Linear Weight Rank: 4
Intra Cos: 0.25509047508239746
Inter Cos: -0.007651993073523045
Norm Quadratic Average: 14.01219367980957
Nearest Class Center Accuracy: 0.99525

Output Layer:
Intra Cos: 0.8230851292610168
Inter Cos: 0.003194674849510193
Norm Quadratic Average: 16.889423370361328
Nearest Class Center Accuracy: 0.998

Test Set:
Average Loss: 0.1081101975440979
Accuracy: 0.9515
NC1 Within Class Collapse: 1.9325971603393555
NC2 Equinorm: Features: 0.042021121829748154, Weights: 0.01979607343673706
NC2 Equiangle: Features: 0.37892504533131915, Weights: 0.2732629378636678
NC3 Self-Duality: 0.14026764035224915
NC4 NCC Mismatch: 0.033499999999999974

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.026844024658203
Linear Weight Rank: 16
Intra Cos: 0.08033028244972229
Inter Cos: 0.003312898799777031
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: 7.964794635772705
Linear Weight Rank: 179
Intra Cos: 0.09182430058717728
Inter Cos: 0.004221527837216854
Norm Quadratic Average: 13.782857894897461
Nearest Class Center Accuracy: 0.9155

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.1426374912261963
Linear Weight Rank: 4
Intra Cos: 0.24288061261177063
Inter Cos: 0.0047681876458227634
Norm Quadratic Average: 14.033985137939453
Nearest Class Center Accuracy: 0.956

Output Layer:
Intra Cos: 0.7692707777023315
Inter Cos: 0.04227997362613678
Norm Quadratic Average: 16.998516082763672
Nearest Class Center Accuracy: 0.954

