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_314159_weight_decay_0.0007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.891849040985107
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
Inter Cos: 0.0017584841698408127
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: 7.917385101318359
Linear Weight Rank: 179
Intra Cos: 0.10040274262428284
Inter Cos: 0.008519473485648632
Norm Quadratic Average: 13.695833206176758
Nearest Class Center Accuracy: 0.908375

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.1191694736480713
Linear Weight Rank: 4
Intra Cos: 0.2550583779811859
Inter Cos: -0.007501439657062292
Norm Quadratic Average: 13.927970886230469
Nearest Class Center Accuracy: 0.99725

Output Layer:
Intra Cos: 0.8325470685958862
Inter Cos: 0.0007339194416999817
Norm Quadratic Average: 15.903066635131836
Nearest Class Center Accuracy: 0.99825

Test Set:
Average Loss: 0.10646500158309936
Accuracy: 0.96
NC1 Within Class Collapse: 1.800130844116211
NC2 Equinorm: Features: 0.02392638847231865, Weights: 0.020449277013540268
NC2 Equiangle: Features: 0.3652372360229492, Weights: 0.23757596810658774
NC3 Self-Duality: 0.17176245152950287
NC4 NCC Mismatch: 0.02949999999999997

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.891849040985107
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: 7.917385101318359
Linear Weight Rank: 179
Intra Cos: 0.1010962724685669
Inter Cos: 0.009811986237764359
Norm Quadratic Average: 13.682746887207031
Nearest Class Center Accuracy: 0.904

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.1191694736480713
Linear Weight Rank: 4
Intra Cos: 0.24701014161109924
Inter Cos: -0.0027892140205949545
Norm Quadratic Average: 13.977659225463867
Nearest Class Center Accuracy: 0.9635

Output Layer:
Intra Cos: 0.7924977540969849
Inter Cos: 0.02701922133564949
Norm Quadratic Average: 16.085071563720703
Nearest Class Center Accuracy: 0.9655

