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_0.05.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.7733721733093262
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: 1.0654914379119873
Linear Weight Rank: 168
Intra Cos: 0.32519400119781494
Inter Cos: 0.013299170881509781
Norm Quadratic Average: 1.346526861190796
Nearest Class Center Accuracy: 0.958125

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.3248002529144287
Linear Weight Rank: 4
Intra Cos: 0.9214044213294983
Inter Cos: -0.14661431312561035
Norm Quadratic Average: 2.2973804473876953
Nearest Class Center Accuracy: 0.9985

Output Layer:
Intra Cos: 0.9430241584777832
Inter Cos: -0.10568145662546158
Norm Quadratic Average: 3.109891653060913
Nearest Class Center Accuracy: 0.998375

Test Set:
Average Loss: 0.14710985517501832
Accuracy: 0.987
NC1 Within Class Collapse: 0.23947373032569885
NC2 Equinorm: Features: 0.013524244539439678, Weights: 0.01772388629615307
NC2 Equiangle: Features: 0.19976021846135458, Weights: 0.09350387255350749
NC3 Self-Duality: 0.017334815114736557
NC4 NCC Mismatch: 0.0024999999999999467

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.7733721733093262
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: 1.0654914379119873
Linear Weight Rank: 168
Intra Cos: 0.3209376633167267
Inter Cos: 0.029456952586770058
Norm Quadratic Average: 1.355040192604065
Nearest Class Center Accuracy: 0.953

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.3248002529144287
Linear Weight Rank: 4
Intra Cos: 0.9068995714187622
Inter Cos: -0.1296355128288269
Norm Quadratic Average: 2.2982370853424072
Nearest Class Center Accuracy: 0.9865

Output Layer:
Intra Cos: 0.9322230219841003
Inter Cos: -0.08945692330598831
Norm Quadratic Average: 3.1077773571014404
Nearest Class Center Accuracy: 0.9885

