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_314159_weight_decay_0.04.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 1.145573616027832
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
Inter Cos: 0.0017584841698408127
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: 1.2730679512023926
Linear Weight Rank: 170
Intra Cos: 0.24098266661167145
Inter Cos: 0.012732915580272675
Norm Quadratic Average: 1.9083610773086548
Nearest Class Center Accuracy: 0.9455

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2838075160980225
Linear Weight Rank: 4
Intra Cos: 0.8952035903930664
Inter Cos: -0.1426517367362976
Norm Quadratic Average: 2.6357338428497314
Nearest Class Center Accuracy: 0.999125

Output Layer:
Intra Cos: 0.9493368864059448
Inter Cos: -0.10119931399822235
Norm Quadratic Average: 3.434157133102417
Nearest Class Center Accuracy: 0.999125

Test Set:
Average Loss: 0.11985910320281982
Accuracy: 0.982
NC1 Within Class Collapse: 0.23735235631465912
NC2 Equinorm: Features: 0.013415930792689323, Weights: 0.01781407557427883
NC2 Equiangle: Features: 0.204646627108256, Weights: 0.10406717658042908
NC3 Self-Duality: 0.032120805233716965
NC4 NCC Mismatch: 0.0024999999999999467

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 1.145573616027832
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: 1.2730679512023926
Linear Weight Rank: 170
Intra Cos: 0.23679198324680328
Inter Cos: 0.017198510468006134
Norm Quadratic Average: 1.9159449338912964
Nearest Class Center Accuracy: 0.94

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2838075160980225
Linear Weight Rank: 4
Intra Cos: 0.8756821751594543
Inter Cos: -0.12423596531152725
Norm Quadratic Average: 2.63289213180542
Nearest Class Center Accuracy: 0.9835

Output Layer:
Intra Cos: 0.9336047172546387
Inter Cos: -0.08363329619169235
Norm Quadratic Average: 3.42563796043396
Nearest Class Center Accuracy: 0.983

