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_846264_weight_decay_0.03.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 3.0429232120513916
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: 3.3034772872924805
Linear Weight Rank: 178
Intra Cos: 0.49951818585395813
Inter Cos: 0.008634224534034729
Norm Quadratic Average: 2.169497489929199
Nearest Class Center Accuracy: 0.98025

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.8488926887512207
Linear Weight Rank: 4
Intra Cos: 0.7350233793258667
Inter Cos: 0.027104584500193596
Norm Quadratic Average: 2.846440076828003
Nearest Class Center Accuracy: 0.983

Output Layer:
Intra Cos: 0.8256426453590393
Inter Cos: 0.028611067682504654
Norm Quadratic Average: 5.396353721618652
Nearest Class Center Accuracy: 0.9845

Test Set:
Average Loss: 0.22373550128936767
Accuracy: 0.9875
NC1 Within Class Collapse: 2.8270814418792725
NC2 Equinorm: Features: 0.040855005383491516, Weights: 0.01677538827061653
NC2 Equiangle: Features: 0.4364616473515828, Weights: 0.42038575808207196
NC3 Self-Duality: 0.012057269923388958
NC4 NCC Mismatch: 0.025499999999999967

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 3.0429232120513916
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: 3.3034772872924805
Linear Weight Rank: 178
Intra Cos: 0.4940890371799469
Inter Cos: 0.02439666911959648
Norm Quadratic Average: 2.1850357055664062
Nearest Class Center Accuracy: 0.9725

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.8488926887512207
Linear Weight Rank: 4
Intra Cos: 0.7288906574249268
Inter Cos: 0.051477789878845215
Norm Quadratic Average: 2.870194673538208
Nearest Class Center Accuracy: 0.976

Output Layer:
Intra Cos: 0.8192833662033081
Inter Cos: 0.055575642734766006
Norm Quadratic Average: 5.4328436851501465
Nearest Class Center Accuracy: 0.978

