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_314159_weight_decay_0.05.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 2.2789499759674072
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: 2.5745630264282227
Linear Weight Rank: 174
Intra Cos: 0.6632893085479736
Inter Cos: 0.01867225021123886
Norm Quadratic Average: 1.7129623889923096
Nearest Class Center Accuracy: 0.980375

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.5601418018341064
Linear Weight Rank: 4
Intra Cos: 0.7602986693382263
Inter Cos: 0.021663065999746323
Norm Quadratic Average: 2.2707626819610596
Nearest Class Center Accuracy: 0.985625

Output Layer:
Intra Cos: 0.8431617021560669
Inter Cos: 0.019964657723903656
Norm Quadratic Average: 3.912010908126831
Nearest Class Center Accuracy: 0.98525

Test Set:
Average Loss: 0.30971876430511475
Accuracy: 0.9875
NC1 Within Class Collapse: 4.088781356811523
NC2 Equinorm: Features: 0.03955138847231865, Weights: 0.015558627434074879
NC2 Equiangle: Features: 0.4392186800638835, Weights: 0.42680108547210693
NC3 Self-Duality: 0.006705718580633402
NC4 NCC Mismatch: 0.025000000000000022

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 2.2789499759674072
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: 2.5745630264282227
Linear Weight Rank: 174
Intra Cos: 0.6719540357589722
Inter Cos: 0.0427611842751503
Norm Quadratic Average: 1.7281808853149414
Nearest Class Center Accuracy: 0.9725

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.5601418018341064
Linear Weight Rank: 4
Intra Cos: 0.7567685842514038
Inter Cos: 0.04620421677827835
Norm Quadratic Average: 2.2887794971466064
Nearest Class Center Accuracy: 0.9785

Output Layer:
Intra Cos: 0.8378070592880249
Inter Cos: 0.04585731029510498
Norm Quadratic Average: 3.936933994293213
Nearest Class Center Accuracy: 0.9805

