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_338327_weight_decay_0.005.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.188780307769775
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: 7.283342361450195
Linear Weight Rank: 180
Intra Cos: 0.20692364871501923
Inter Cos: 0.0032755862921476364
Norm Quadratic Average: 4.510313510894775
Nearest Class Center Accuracy: 0.964125

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.7405121326446533
Linear Weight Rank: 4
Intra Cos: 0.6680666208267212
Inter Cos: 0.025364236906170845
Norm Quadratic Average: 5.469968318939209
Nearest Class Center Accuracy: 0.982875

Output Layer:
Intra Cos: 0.8203970789909363
Inter Cos: 0.03386909142136574
Norm Quadratic Average: 13.016489028930664
Nearest Class Center Accuracy: 0.982125

Test Set:
Average Loss: 0.10740301871299744
Accuracy: 0.9855
NC1 Within Class Collapse: 2.665241241455078
NC2 Equinorm: Features: 0.043898582458496094, Weights: 0.017106972634792328
NC2 Equiangle: Features: 0.43383586406707764, Weights: 0.39538121223449707
NC3 Self-Duality: 0.047317638993263245
NC4 NCC Mismatch: 0.025499999999999967

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.188780307769775
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: 7.283342361450195
Linear Weight Rank: 180
Intra Cos: 0.20373333990573883
Inter Cos: 0.008037772960960865
Norm Quadratic Average: 4.517824172973633
Nearest Class Center Accuracy: 0.9575

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.7405121326446533
Linear Weight Rank: 4
Intra Cos: 0.6607785820960999
Inter Cos: 0.049322739243507385
Norm Quadratic Average: 5.525919437408447
Nearest Class Center Accuracy: 0.972

Output Layer:
Intra Cos: 0.809307873249054
Inter Cos: 0.06265188753604889
Norm Quadratic Average: 13.139209747314453
Nearest Class Center Accuracy: 0.9765

