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_0.0001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.138409614562988
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: 8.164769172668457
Linear Weight Rank: 179
Intra Cos: 0.09955239295959473
Inter Cos: 0.008396252058446407
Norm Quadratic Average: 14.12458610534668
Nearest Class Center Accuracy: 0.90675

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.158210039138794
Linear Weight Rank: 4
Intra Cos: 0.2496597021818161
Inter Cos: -0.007107787765562534
Norm Quadratic Average: 14.352060317993164
Nearest Class Center Accuracy: 0.997

Output Layer:
Intra Cos: 0.8316199779510498
Inter Cos: 0.0011525452136993408
Norm Quadratic Average: 16.447832107543945
Nearest Class Center Accuracy: 0.998125

Test Set:
Average Loss: 0.10601042246818543
Accuracy: 0.96
NC1 Within Class Collapse: 1.8226892948150635
NC2 Equinorm: Features: 0.024628164246678352, Weights: 0.02027159370481968
NC2 Equiangle: Features: 0.36677948633829754, Weights: 0.23868254820505777
NC3 Self-Duality: 0.1756046861410141
NC4 NCC Mismatch: 0.029000000000000026

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.138409614562988
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: 8.164769172668457
Linear Weight Rank: 179
Intra Cos: 0.10034767538309097
Inter Cos: 0.009684139862656593
Norm Quadratic Average: 14.110787391662598
Nearest Class Center Accuracy: 0.9035

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.158210039138794
Linear Weight Rank: 4
Intra Cos: 0.24186182022094727
Inter Cos: -0.00238249939866364
Norm Quadratic Average: 14.401888847351074
Nearest Class Center Accuracy: 0.963

Output Layer:
Intra Cos: 0.7913833260536194
Inter Cos: 0.027968186885118484
Norm Quadratic Average: 16.638824462890625
Nearest Class Center Accuracy: 0.9645

