Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_6_model_type_MLP_rand_seed_979323_weight_decay_0.05.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.624076247215271
Linear Weight Rank: 16
Intra Cos: 0.07988917082548141
Inter Cos: 0.0017584897577762604
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: 0.6175264120101929
Linear Weight Rank: 180
Intra Cos: 0.06022535637021065
Inter Cos: 0.0073726586997509
Norm Quadratic Average: 0.3728427588939667
Nearest Class Center Accuracy: 0.830625

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.6169340014457703
Linear Weight Rank: 180
Intra Cos: 0.04775462672114372
Inter Cos: 0.017423298209905624
Norm Quadratic Average: 0.011334625072777271
Nearest Class Center Accuracy: 0.729

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.6210005879402161
Linear Weight Rank: 179
Intra Cos: 0.04531471058726311
Inter Cos: 0.018924716860055923
Norm Quadratic Average: 0.0003471833770163357
Nearest Class Center Accuracy: 0.677625

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.6181504130363464
Linear Weight Rank: 180
Intra Cos: 0.049193114042282104
Inter Cos: 0.01997864991426468
Norm Quadratic Average: 1.1195173101441469e-05
Nearest Class Center Accuracy: 0.653375

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 0.09272401034832001
Linear Weight Rank: 4
Intra Cos: 0.05977680906653404
Inter Cos: 0.027215270325541496
Norm Quadratic Average: 3.426151806706912e-07
Nearest Class Center Accuracy: 0.632625

Output Layer:
Intra Cos: 0.9479489922523499
Inter Cos: 0.9592815637588501
Norm Quadratic Average: 2.1961842122664166e-08
Nearest Class Center Accuracy: 0.210875

Test Set:
Average Loss: 1.386979591369629
Accuracy: 0.257
NC1 Within Class Collapse: 62.81929397583008
NC2 Equinorm: Features: 0.13681381940841675, Weights: 0.03645970672369003
NC2 Equiangle: Features: 0.43314727147420246, Weights: 0.3065536419550578
NC3 Self-Duality: 1.632581114768982
NC4 NCC Mismatch: 0.7424999999999999

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.624076247215271
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: 0.6175264120101929
Linear Weight Rank: 180
Intra Cos: 0.0581861175596714
Inter Cos: 0.0071746911853551865
Norm Quadratic Average: 0.3718932867050171
Nearest Class Center Accuracy: 0.841

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.6169340014457703
Linear Weight Rank: 180
Intra Cos: 0.0447814017534256
Inter Cos: 0.015880774706602097
Norm Quadratic Average: 0.011286990717053413
Nearest Class Center Accuracy: 0.757

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.6210005879402161
Linear Weight Rank: 179
Intra Cos: 0.04437727481126785
Inter Cos: 0.020329881459474564
Norm Quadratic Average: 0.00034569023409858346
Nearest Class Center Accuracy: 0.692

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.6181504130363464
Linear Weight Rank: 180
Intra Cos: 0.0474528893828392
Inter Cos: 0.022385645657777786
Norm Quadratic Average: 1.1167073353135493e-05
Nearest Class Center Accuracy: 0.661

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 0.09272401034832001
Linear Weight Rank: 4
Intra Cos: 0.059098441153764725
Inter Cos: 0.030281545594334602
Norm Quadratic Average: 3.415018454688834e-07
Nearest Class Center Accuracy: 0.644

Output Layer:
Intra Cos: 0.949796199798584
Inter Cos: 0.9586883783340454
Norm Quadratic Average: 2.2789979681192563e-08
Nearest Class Center Accuracy: 0.2015

