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_0.03.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 1.8047683238983154
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: 1.8068578243255615
Linear Weight Rank: 175
Intra Cos: 0.1959303766489029
Inter Cos: 0.006114304065704346
Norm Quadratic Average: 3.018467903137207
Nearest Class Center Accuracy: 0.949

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2277920246124268
Linear Weight Rank: 4
Intra Cos: 0.7660672664642334
Inter Cos: -0.0960121750831604
Norm Quadratic Average: 3.5528790950775146
Nearest Class Center Accuracy: 0.999375

Output Layer:
Intra Cos: 0.9512752890586853
Inter Cos: -0.06348127871751785
Norm Quadratic Average: 4.251042366027832
Nearest Class Center Accuracy: 0.9995

Test Set:
Average Loss: 0.09175460791587829
Accuracy: 0.9855
NC1 Within Class Collapse: 0.3127250671386719
NC2 Equinorm: Features: 0.005599949974566698, Weights: 0.016621431335806847
NC2 Equiangle: Features: 0.25975219408671063, Weights: 0.1714223027229309
NC3 Self-Duality: 0.0626474916934967
NC4 NCC Mismatch: 0.0024999999999999467

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 1.8047683238983154
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: 1.8068578243255615
Linear Weight Rank: 175
Intra Cos: 0.19965659081935883
Inter Cos: 0.005203857086598873
Norm Quadratic Average: 3.0271480083465576
Nearest Class Center Accuracy: 0.9445

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2277920246124268
Linear Weight Rank: 4
Intra Cos: 0.745552659034729
Inter Cos: -0.09116946160793304
Norm Quadratic Average: 3.5381393432617188
Nearest Class Center Accuracy: 0.984

Output Layer:
Intra Cos: 0.9352105259895325
Inter Cos: -0.04976706951856613
Norm Quadratic Average: 4.2188005447387695
Nearest Class Center Accuracy: 0.9855

