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_846264_weight_decay_0.02.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 2.9711177349090576
Linear Weight Rank: 16
Intra Cos: 0.07988917082548141
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: 2.9466264247894287
Linear Weight Rank: 177
Intra Cos: 0.13812251389026642
Inter Cos: -3.616092726588249e-05
Norm Quadratic Average: 5.062859535217285
Nearest Class Center Accuracy: 0.948625

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.3571760654449463
Linear Weight Rank: 4
Intra Cos: 0.48700886964797974
Inter Cos: -0.04855647683143616
Norm Quadratic Average: 5.493826389312744
Nearest Class Center Accuracy: 0.999

Output Layer:
Intra Cos: 0.9038025736808777
Inter Cos: -0.014090750366449356
Norm Quadratic Average: 5.888225078582764
Nearest Class Center Accuracy: 0.999125

Test Set:
Average Loss: 0.09601154136657715
Accuracy: 0.9735
NC1 Within Class Collapse: 0.715691089630127
NC2 Equinorm: Features: 0.013023514300584793, Weights: 0.01298594381660223
NC2 Equiangle: Features: 0.30880206823349, Weights: 0.22828678290049234
NC3 Self-Duality: 0.110292449593544
NC4 NCC Mismatch: 0.010499999999999954

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 2.9711177349090576
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: 2.9466264247894287
Linear Weight Rank: 177
Intra Cos: 0.13562268018722534
Inter Cos: 0.0061926222406327724
Norm Quadratic Average: 5.069889068603516
Nearest Class Center Accuracy: 0.946

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.3571760654449463
Linear Weight Rank: 4
Intra Cos: 0.46498167514801025
Inter Cos: -0.03286448121070862
Norm Quadratic Average: 5.501509666442871
Nearest Class Center Accuracy: 0.975

Output Layer:
Intra Cos: 0.880561113357544
Inter Cos: 0.005555186420679092
Norm Quadratic Average: 5.883016586303711
Nearest Class Center Accuracy: 0.976

