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_0.07.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.456074595451355
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: 0.9236340522766113
Linear Weight Rank: 163
Intra Cos: 0.4975161850452423
Inter Cos: 0.02857917919754982
Norm Quadratic Average: 0.950770378112793
Nearest Class Center Accuracy: 0.9655

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2568907737731934
Linear Weight Rank: 3
Intra Cos: 0.9196624755859375
Inter Cos: -0.1478264480829239
Norm Quadratic Average: 2.0617010593414307
Nearest Class Center Accuracy: 0.996375

Output Layer:
Intra Cos: 0.9311619997024536
Inter Cos: -0.10581466555595398
Norm Quadratic Average: 2.7286226749420166
Nearest Class Center Accuracy: 0.996

Test Set:
Average Loss: 0.19593225908279419
Accuracy: 0.9885
NC1 Within Class Collapse: 0.2626519501209259
NC2 Equinorm: Features: 0.012441669590771198, Weights: 0.01825120858848095
NC2 Equiangle: Features: 0.19929601748784384, Weights: 0.09509401520093282
NC3 Self-Duality: 0.011721340008080006
NC4 NCC Mismatch: 0.0024999999999999467

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.456074595451355
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: 0.9236340522766113
Linear Weight Rank: 163
Intra Cos: 0.49838531017303467
Inter Cos: 0.04982727766036987
Norm Quadratic Average: 0.9613922238349915
Nearest Class Center Accuracy: 0.9665

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2568907737731934
Linear Weight Rank: 3
Intra Cos: 0.9120259881019592
Inter Cos: -0.1330396682024002
Norm Quadratic Average: 2.06598162651062
Nearest Class Center Accuracy: 0.988

Output Layer:
Intra Cos: 0.9263415932655334
Inter Cos: -0.09110984206199646
Norm Quadratic Average: 2.7317497730255127
Nearest Class Center Accuracy: 0.989

