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_338327_weight_decay_0.01.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.815399646759033
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
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: 5.938156604766846
Linear Weight Rank: 179
Intra Cos: 0.24951930344104767
Inter Cos: 0.004203870892524719
Norm Quadratic Average: 3.7222237586975098
Nearest Class Center Accuracy: 0.9705

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.458172559738159
Linear Weight Rank: 4
Intra Cos: 0.6950466632843018
Inter Cos: 0.02532736025750637
Norm Quadratic Average: 4.46599817276001
Nearest Class Center Accuracy: 0.984125

Output Layer:
Intra Cos: 0.8228403925895691
Inter Cos: 0.030875377357006073
Norm Quadratic Average: 9.968148231506348
Nearest Class Center Accuracy: 0.984375

Test Set:
Average Loss: 0.13235831212997437
Accuracy: 0.985
NC1 Within Class Collapse: 2.563943386077881
NC2 Equinorm: Features: 0.043517254292964935, Weights: 0.016791140660643578
NC2 Equiangle: Features: 0.43343448638916016, Weights: 0.40218575795491535
NC3 Self-Duality: 0.03589239716529846
NC4 NCC Mismatch: 0.022499999999999964

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.815399646759033
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
Inter Cos: 0.0033128950744867325
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: 5.938156604766846
Linear Weight Rank: 179
Intra Cos: 0.24562333524227142
Inter Cos: 0.009605281986296177
Norm Quadratic Average: 3.7314603328704834
Nearest Class Center Accuracy: 0.963

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.458172559738159
Linear Weight Rank: 4
Intra Cos: 0.6872038245201111
Inter Cos: 0.048867691308259964
Norm Quadratic Average: 4.510468482971191
Nearest Class Center Accuracy: 0.9755

Output Layer:
Intra Cos: 0.8134371042251587
Inter Cos: 0.057983286678791046
Norm Quadratic Average: 10.055289268493652
Nearest Class Center Accuracy: 0.9785

