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_0.0001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.18442153930664
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: 8.160021781921387
Linear Weight Rank: 180
Intra Cos: 0.09442522376775742
Inter Cos: 0.0024318343494087458
Norm Quadratic Average: 14.03394889831543
Nearest Class Center Accuracy: 0.90225

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.1853768825531006
Linear Weight Rank: 4
Intra Cos: 0.24967937171459198
Inter Cos: -0.006526349112391472
Norm Quadratic Average: 14.321949005126953
Nearest Class Center Accuracy: 0.994875

Output Layer:
Intra Cos: 0.8278238773345947
Inter Cos: 0.013908196240663528
Norm Quadratic Average: 17.136383056640625
Nearest Class Center Accuracy: 0.99725

Test Set:
Average Loss: 0.10779719281196594
Accuracy: 0.956
NC1 Within Class Collapse: 1.9178565740585327
NC2 Equinorm: Features: 0.05382572486996651, Weights: 0.014479885809123516
NC2 Equiangle: Features: 0.37847216924031574, Weights: 0.2642888029416402
NC3 Self-Duality: 0.16913123428821564
NC4 NCC Mismatch: 0.041000000000000036

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.18442153930664
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: 8.160021781921387
Linear Weight Rank: 180
Intra Cos: 0.09664951264858246
Inter Cos: 0.0033676577731966972
Norm Quadratic Average: 14.038293838500977
Nearest Class Center Accuracy: 0.894

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.1853768825531006
Linear Weight Rank: 4
Intra Cos: 0.23607787489891052
Inter Cos: 0.0042792316526174545
Norm Quadratic Average: 14.354744911193848
Nearest Class Center Accuracy: 0.954

Output Layer:
Intra Cos: 0.790291965007782
Inter Cos: 0.046833306550979614
Norm Quadratic Average: 17.26402473449707
Nearest Class Center Accuracy: 0.9555

