Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_12_model_type_MLP_rand_seed_314159_weight_decay_0.001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.758264541625977
Linear Weight Rank: 16
Intra Cos: 0.07988915592432022
Inter Cos: 0.0017584841698408127
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: 7.771447658538818
Linear Weight Rank: 179
Intra Cos: 0.06346489489078522
Inter Cos: 0.007469834294170141
Norm Quadratic Average: 4.622518539428711
Nearest Class Center Accuracy: 0.822125

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.7899489402771
Linear Weight Rank: 179
Intra Cos: 0.047031085938215256
Inter Cos: 0.004576976876705885
Norm Quadratic Average: 1.549500823020935
Nearest Class Center Accuracy: 0.742375

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.734076023101807
Linear Weight Rank: 179
Intra Cos: 0.03614898771047592
Inter Cos: 0.0025851279497146606
Norm Quadratic Average: 0.5413475036621094
Nearest Class Center Accuracy: 0.646375

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.743010520935059
Linear Weight Rank: 180
Intra Cos: 0.03244071453809738
Inter Cos: 0.006344509311020374
Norm Quadratic Average: 0.19836340844631195
Nearest Class Center Accuracy: 0.59925

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.763622283935547
Linear Weight Rank: 179
Intra Cos: 0.025287741795182228
Inter Cos: 0.008259972557425499
Norm Quadratic Average: 0.07502184063196182
Nearest Class Center Accuracy: 0.549875

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.743563175201416
Linear Weight Rank: 180
Intra Cos: 0.025086019188165665
Inter Cos: 0.006520306691527367
Norm Quadratic Average: 0.026089947670698166
Nearest Class Center Accuracy: 0.533375

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.738243579864502
Linear Weight Rank: 179
Intra Cos: 0.022074144333600998
Inter Cos: 0.006929074879735708
Norm Quadratic Average: 0.01040008943527937
Nearest Class Center Accuracy: 0.503625

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.754539966583252
Linear Weight Rank: 179
Intra Cos: 0.027762537822127342
Inter Cos: 0.011768894270062447
Norm Quadratic Average: 0.0041106571443378925
Nearest Class Center Accuracy: 0.4915

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.760029315948486
Linear Weight Rank: 180
Intra Cos: 0.028111444786190987
Inter Cos: 0.008947019465267658
Norm Quadratic Average: 0.0014886106364428997
Nearest Class Center Accuracy: 0.481125

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.722842693328857
Linear Weight Rank: 180
Intra Cos: 0.023687386885285378
Inter Cos: 0.006051359232515097
Norm Quadratic Average: 0.0005707588279619813
Nearest Class Center Accuracy: 0.450375

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.0923477411270142
Linear Weight Rank: 4
Intra Cos: 0.02174334228038788
Inter Cos: 0.00403487216681242
Norm Quadratic Average: 0.00020733407291118056
Nearest Class Center Accuracy: 0.45425

Output Layer:
Intra Cos: 0.005656139925122261
Inter Cos: 0.007781993597745895
Norm Quadratic Average: 1.4165626453177538e-05
Nearest Class Center Accuracy: 0.33

Test Set:
Average Loss: 1.3874954376220703
Accuracy: 0.257
NC1 Within Class Collapse: 79.25717163085938
NC2 Equinorm: Features: 0.0900762602686882, Weights: 0.022172147408127785
NC2 Equiangle: Features: 0.3785547415415446, Weights: 0.28558385372161865
NC3 Self-Duality: 2.006457567214966
NC4 NCC Mismatch: 0.7150000000000001

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.758264541625977
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: 7.771447658538818
Linear Weight Rank: 179
Intra Cos: 0.06325874477624893
Inter Cos: 0.00923268124461174
Norm Quadratic Average: 4.616250038146973
Nearest Class Center Accuracy: 0.8235

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.7899489402771
Linear Weight Rank: 179
Intra Cos: 0.04612147808074951
Inter Cos: 0.0059224944561719894
Norm Quadratic Average: 1.5496293306350708
Nearest Class Center Accuracy: 0.7515

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.734076023101807
Linear Weight Rank: 179
Intra Cos: 0.039328038692474365
Inter Cos: 0.0027832817286252975
Norm Quadratic Average: 0.5407391786575317
Nearest Class Center Accuracy: 0.6585

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.743010520935059
Linear Weight Rank: 180
Intra Cos: 0.03543151915073395
Inter Cos: 0.007527999579906464
Norm Quadratic Average: 0.19871193170547485
Nearest Class Center Accuracy: 0.619

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.763622283935547
Linear Weight Rank: 179
Intra Cos: 0.031633101403713226
Inter Cos: 0.011083067394793034
Norm Quadratic Average: 0.07508184015750885
Nearest Class Center Accuracy: 0.557

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.743563175201416
Linear Weight Rank: 180
Intra Cos: 0.028108444064855576
Inter Cos: 0.008801018819212914
Norm Quadratic Average: 0.0261576846241951
Nearest Class Center Accuracy: 0.542

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.738243579864502
Linear Weight Rank: 179
Intra Cos: 0.026243846863508224
Inter Cos: 0.0065517607145011425
Norm Quadratic Average: 0.010427924804389477
Nearest Class Center Accuracy: 0.5205

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.754539966583252
Linear Weight Rank: 179
Intra Cos: 0.02706543356180191
Inter Cos: 0.009218480437994003
Norm Quadratic Average: 0.004122638143599033
Nearest Class Center Accuracy: 0.5085

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.760029315948486
Linear Weight Rank: 180
Intra Cos: 0.028796102851629257
Inter Cos: 0.006659997161477804
Norm Quadratic Average: 0.0014932218473404646
Nearest Class Center Accuracy: 0.505

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.722842693328857
Linear Weight Rank: 180
Intra Cos: 0.02309613674879074
Inter Cos: 0.008271646685898304
Norm Quadratic Average: 0.0005727236857637763
Nearest Class Center Accuracy: 0.4735

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.0923477411270142
Linear Weight Rank: 4
Intra Cos: 0.022375717759132385
Inter Cos: 0.007916867733001709
Norm Quadratic Average: 0.00020824017701670527
Nearest Class Center Accuracy: 0.47

Output Layer:
Intra Cos: 0.012008724734187126
Inter Cos: 0.014644516631960869
Norm Quadratic Average: 1.4087272575125098e-05
Nearest Class Center Accuracy: 0.3395

