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_979323_weight_decay_0.04.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 1.1444023847579956
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
Inter Cos: 0.001758486032485962
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: 1.260329008102417
Linear Weight Rank: 171
Intra Cos: 0.25544029474258423
Inter Cos: 0.011294462718069553
Norm Quadratic Average: 1.9001479148864746
Nearest Class Center Accuracy: 0.964

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2798991203308105
Linear Weight Rank: 4
Intra Cos: 0.9059658646583557
Inter Cos: -0.1343238204717636
Norm Quadratic Average: 2.642953872680664
Nearest Class Center Accuracy: 0.99925

Output Layer:
Intra Cos: 0.9503205418586731
Inter Cos: -0.08766240626573563
Norm Quadratic Average: 3.48573637008667
Nearest Class Center Accuracy: 0.99925

Test Set:
Average Loss: 0.12100383520126343
Accuracy: 0.983
NC1 Within Class Collapse: 0.2376030683517456
NC2 Equinorm: Features: 0.006900392938405275, Weights: 0.0194799043238163
NC2 Equiangle: Features: 0.22806203365325928, Weights: 0.12484606107076009
NC3 Self-Duality: 0.027943573892116547
NC4 NCC Mismatch: 0.0014999999999999458

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 1.1444023847579956
Linear Weight Rank: 16
Intra Cos: 0.08033028244972229
Inter Cos: 0.003312898799777031
Norm Quadratic Average: 3.9883358478546143
Nearest Class Center Accuracy: 0.9165

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 1.260329008102417
Linear Weight Rank: 171
Intra Cos: 0.25587815046310425
Inter Cos: 0.004741336219012737
Norm Quadratic Average: 1.9075320959091187
Nearest Class Center Accuracy: 0.96

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2798991203308105
Linear Weight Rank: 4
Intra Cos: 0.8842004537582397
Inter Cos: -0.1134050115942955
Norm Quadratic Average: 2.6336734294891357
Nearest Class Center Accuracy: 0.9835

Output Layer:
Intra Cos: 0.9341275691986084
Inter Cos: -0.06735091656446457
Norm Quadratic Average: 3.468196153640747
Nearest Class Center Accuracy: 0.985

