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_846264_weight_decay_0.0005.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.050480842590332
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: 8.019513130187988
Linear Weight Rank: 179
Intra Cos: 0.08502843976020813
Inter Cos: 0.005048925057053566
Norm Quadratic Average: 13.818350791931152
Nearest Class Center Accuracy: 0.90975

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.176440715789795
Linear Weight Rank: 4
Intra Cos: 0.25022634863853455
Inter Cos: -0.00816978607326746
Norm Quadratic Average: 14.104011535644531
Nearest Class Center Accuracy: 0.995875

Output Layer:
Intra Cos: 0.8307016491889954
Inter Cos: 0.006652817130088806
Norm Quadratic Average: 17.173654556274414
Nearest Class Center Accuracy: 0.99825

Test Set:
Average Loss: 0.11444893169403077
Accuracy: 0.952
NC1 Within Class Collapse: 1.9665018320083618
NC2 Equinorm: Features: 0.042636387050151825, Weights: 0.00991145521402359
NC2 Equiangle: Features: 0.37949522336324054, Weights: 0.28159936269124347
NC3 Self-Duality: 0.14690043032169342
NC4 NCC Mismatch: 0.03849999999999998

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.050480842590332
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: 8.019513130187988
Linear Weight Rank: 179
Intra Cos: 0.08382142335176468
Inter Cos: 0.0018756674835458398
Norm Quadratic Average: 13.812918663024902
Nearest Class Center Accuracy: 0.9035

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.176440715789795
Linear Weight Rank: 4
Intra Cos: 0.23778469860553741
Inter Cos: 0.0014736844459548593
Norm Quadratic Average: 14.164097785949707
Nearest Class Center Accuracy: 0.9535

Output Layer:
Intra Cos: 0.7869300842285156
Inter Cos: 0.036886684596538544
Norm Quadratic Average: 17.336454391479492
Nearest Class Center Accuracy: 0.958

