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_338327_weight_decay_0.005.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 6.365410804748535
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: 6.346022605895996
Linear Weight Rank: 180
Intra Cos: 0.10152028501033783
Inter Cos: 0.0037159044295549393
Norm Quadratic Average: 10.909497261047363
Nearest Class Center Accuracy: 0.912625

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.898456573486328
Linear Weight Rank: 4
Intra Cos: 0.2973916232585907
Inter Cos: -0.010053995065391064
Norm Quadratic Average: 11.230781555175781
Nearest Class Center Accuracy: 0.997125

Output Layer:
Intra Cos: 0.8355708122253418
Inter Cos: 0.007665470242500305
Norm Quadratic Average: 13.09533977508545
Nearest Class Center Accuracy: 0.998

Test Set:
Average Loss: 0.10822133541107178
Accuracy: 0.96
NC1 Within Class Collapse: 1.7061508893966675
NC2 Equinorm: Features: 0.05063603073358536, Weights: 0.015592915937304497
NC2 Equiangle: Features: 0.3687233130137126, Weights: 0.25787945588429767
NC3 Self-Duality: 0.14127621054649353
NC4 NCC Mismatch: 0.03400000000000003

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 6.365410804748535
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: 6.346022605895996
Linear Weight Rank: 180
Intra Cos: 0.10388248413801193
Inter Cos: 0.003843620652332902
Norm Quadratic Average: 10.917559623718262
Nearest Class Center Accuracy: 0.9015

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.898456573486328
Linear Weight Rank: 4
Intra Cos: 0.28073301911354065
Inter Cos: 0.0023138883989304304
Norm Quadratic Average: 11.264254570007324
Nearest Class Center Accuracy: 0.9615

Output Layer:
Intra Cos: 0.8015114068984985
Inter Cos: 0.039991594851017
Norm Quadratic Average: 13.179797172546387
Nearest Class Center Accuracy: 0.96

