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_265358_weight_decay_0.007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.7872138023376465
Linear Weight Rank: 16
Intra Cos: 0.07988916337490082
Inter Cos: 0.0017584804445505142
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: 5.723406791687012
Linear Weight Rank: 180
Intra Cos: 0.1043224185705185
Inter Cos: 0.002634711330756545
Norm Quadratic Average: 9.754060745239258
Nearest Class Center Accuracy: 0.920375

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.7827281951904297
Linear Weight Rank: 4
Intra Cos: 0.3298001289367676
Inter Cos: -0.01224369928240776
Norm Quadratic Average: 10.116548538208008
Nearest Class Center Accuracy: 0.99475

Output Layer:
Intra Cos: 0.8354470133781433
Inter Cos: -0.0033225752413272858
Norm Quadratic Average: 11.917794227600098
Nearest Class Center Accuracy: 0.995875

Test Set:
Average Loss: 0.11770677471160888
Accuracy: 0.961
NC1 Within Class Collapse: 1.6884498596191406
NC2 Equinorm: Features: 0.02428024634718895, Weights: 0.039767634123563766
NC2 Equiangle: Features: 0.3590695858001709, Weights: 0.25121206045150757
NC3 Self-Duality: 0.11889587342739105
NC4 NCC Mismatch: 0.03500000000000003

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.7872138023376465
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
Inter Cos: 0.0033129025250673294
Norm Quadratic Average: 3.9883358478546143
Nearest Class Center Accuracy: 0.9165

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.723406791687012
Linear Weight Rank: 180
Intra Cos: 0.10569677501916885
Inter Cos: 0.004526996053755283
Norm Quadratic Average: 9.748124122619629
Nearest Class Center Accuracy: 0.9175

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.7827281951904297
Linear Weight Rank: 4
Intra Cos: 0.31949588656425476
Inter Cos: 0.00018617618479765952
Norm Quadratic Average: 10.178682327270508
Nearest Class Center Accuracy: 0.953

Output Layer:
Intra Cos: 0.8004273176193237
Inter Cos: 0.024501921609044075
Norm Quadratic Average: 12.019944190979004
Nearest Class Center Accuracy: 0.959

