Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_314159_weight_decay_0.007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 6.540846824645996
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: 6.687737464904785
Linear Weight Rank: 179
Intra Cos: 0.21847285330295563
Inter Cos: 0.01052451878786087
Norm Quadratic Average: 4.185518741607666
Nearest Class Center Accuracy: 0.966

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.592121124267578
Linear Weight Rank: 4
Intra Cos: 0.6627883315086365
Inter Cos: 0.029916103929281235
Norm Quadratic Average: 5.000269889831543
Nearest Class Center Accuracy: 0.978875

Output Layer:
Intra Cos: 0.8080869913101196
Inter Cos: 0.034791041165590286
Norm Quadratic Average: 11.469325065612793
Nearest Class Center Accuracy: 0.97975

Test Set:
Average Loss: 0.11361055421829223
Accuracy: 0.9785
NC1 Within Class Collapse: 2.766055107116699
NC2 Equinorm: Features: 0.04280766472220421, Weights: 0.013583685271441936
NC2 Equiangle: Features: 0.43345844745635986, Weights: 0.39678887526194256
NC3 Self-Duality: 0.04357147589325905
NC4 NCC Mismatch: 0.02200000000000002

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 6.540846824645996
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: 6.687737464904785
Linear Weight Rank: 179
Intra Cos: 0.2151249498128891
Inter Cos: 0.00920114666223526
Norm Quadratic Average: 4.195655345916748
Nearest Class Center Accuracy: 0.959

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.592121124267578
Linear Weight Rank: 4
Intra Cos: 0.6559269428253174
Inter Cos: 0.029301516711711884
Norm Quadratic Average: 5.049090385437012
Nearest Class Center Accuracy: 0.9765

Output Layer:
Intra Cos: 0.7965610027313232
Inter Cos: 0.029600517824292183
Norm Quadratic Average: 11.564809799194336
Nearest Class Center Accuracy: 0.976

