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_0.0001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.193269729614258
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: 8.129842758178711
Linear Weight Rank: 179
Intra Cos: 0.09317416697740555
Inter Cos: 0.004803935065865517
Norm Quadratic Average: 14.073343276977539
Nearest Class Center Accuracy: 0.912125

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.168607234954834
Linear Weight Rank: 4
Intra Cos: 0.25137028098106384
Inter Cos: -0.0073148347437381744
Norm Quadratic Average: 14.295591354370117
Nearest Class Center Accuracy: 0.99525

Output Layer:
Intra Cos: 0.8225394487380981
Inter Cos: 0.0034657493233680725
Norm Quadratic Average: 17.265621185302734
Nearest Class Center Accuracy: 0.997875

Test Set:
Average Loss: 0.10786077404022217
Accuracy: 0.951
NC1 Within Class Collapse: 1.9501988887786865
NC2 Equinorm: Features: 0.04267284646630287, Weights: 0.019828304648399353
NC2 Equiangle: Features: 0.37958280245463055, Weights: 0.2737608353296916
NC3 Self-Duality: 0.1425132304430008
NC4 NCC Mismatch: 0.03400000000000003

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.193269729614258
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: 8.129842758178711
Linear Weight Rank: 179
Intra Cos: 0.09123577177524567
Inter Cos: 0.004229404963552952
Norm Quadratic Average: 14.068829536437988
Nearest Class Center Accuracy: 0.914

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.168607234954834
Linear Weight Rank: 4
Intra Cos: 0.2393847107887268
Inter Cos: 0.004942410625517368
Norm Quadratic Average: 14.317173957824707
Nearest Class Center Accuracy: 0.956

Output Layer:
Intra Cos: 0.7684131264686584
Inter Cos: 0.04266558960080147
Norm Quadratic Average: 17.378625869750977
Nearest Class Center Accuracy: 0.953

