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_0.03.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 1.812117576599121
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: 1.812402606010437
Linear Weight Rank: 174
Intra Cos: 0.1922045201063156
Inter Cos: 0.002711204346269369
Norm Quadratic Average: 3.037616014480591
Nearest Class Center Accuracy: 0.961375

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2237820625305176
Linear Weight Rank: 4
Intra Cos: 0.7695963382720947
Inter Cos: -0.09556110203266144
Norm Quadratic Average: 3.5605504512786865
Nearest Class Center Accuracy: 0.999

Output Layer:
Intra Cos: 0.9492745399475098
Inter Cos: -0.06062687188386917
Norm Quadratic Average: 4.261299133300781
Nearest Class Center Accuracy: 0.99925

Test Set:
Average Loss: 0.09135460281372071
Accuracy: 0.982
NC1 Within Class Collapse: 0.30692780017852783
NC2 Equinorm: Features: 0.0031320122070610523, Weights: 0.015164044685661793
NC2 Equiangle: Features: 0.25980814297993976, Weights: 0.17318143447240195
NC3 Self-Duality: 0.06087272986769676
NC4 NCC Mismatch: 0.0010000000000000009

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 1.812117576599121
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: 1.812402606010437
Linear Weight Rank: 174
Intra Cos: 0.18916338682174683
Inter Cos: 0.01246531680226326
Norm Quadratic Average: 3.0457444190979004
Nearest Class Center Accuracy: 0.958

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2237820625305176
Linear Weight Rank: 4
Intra Cos: 0.7512549757957458
Inter Cos: -0.09066059440374374
Norm Quadratic Average: 3.54860258102417
Nearest Class Center Accuracy: 0.982

Output Layer:
Intra Cos: 0.9331075549125671
Inter Cos: -0.044899843633174896
Norm Quadratic Average: 4.237624645233154
Nearest Class Center Accuracy: 0.983

