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_979323_weight_decay_0.02.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 4.012727737426758
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
Inter Cos: 0.001758486032485962
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: 4.199158668518066
Linear Weight Rank: 178
Intra Cos: 0.3522214889526367
Inter Cos: 0.00894864834845066
Norm Quadratic Average: 2.726792812347412
Nearest Class Center Accuracy: 0.95975

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.0807390213012695
Linear Weight Rank: 4
Intra Cos: 0.6924263834953308
Inter Cos: 0.029763534665107727
Norm Quadratic Average: 3.4086873531341553
Nearest Class Center Accuracy: 0.965375

Output Layer:
Intra Cos: 0.7986282706260681
Inter Cos: 0.026766911149024963
Norm Quadratic Average: 6.877630710601807
Nearest Class Center Accuracy: 0.97225

Test Set:
Average Loss: 0.18169812679290773
Accuracy: 0.987
NC1 Within Class Collapse: 2.9637582302093506
NC2 Equinorm: Features: 0.03185275197029114, Weights: 0.01028465200215578
NC2 Equiangle: Features: 0.4329206943511963, Weights: 0.4094797372817993
NC3 Self-Duality: 0.022301582619547844
NC4 NCC Mismatch: 0.03700000000000003

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 4.012727737426758
Linear Weight Rank: 16
Intra Cos: 0.08033028244972229
Inter Cos: 0.003312898799777031
Norm Quadratic Average: 3.9883358478546143
Nearest Class Center Accuracy: 0.9165

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 4.199158668518066
Linear Weight Rank: 178
Intra Cos: 0.34820395708084106
Inter Cos: 0.005176711827516556
Norm Quadratic Average: 2.7370998859405518
Nearest Class Center Accuracy: 0.9585

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.0807390213012695
Linear Weight Rank: 4
Intra Cos: 0.6795106530189514
Inter Cos: 0.01865219883620739
Norm Quadratic Average: 3.4322779178619385
Nearest Class Center Accuracy: 0.963

Output Layer:
Intra Cos: 0.7962276339530945
Inter Cos: 0.008124534040689468
Norm Quadratic Average: 6.918333053588867
Nearest Class Center Accuracy: 0.9695

