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_265358_weight_decay_0.0003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.153186798095703
Linear Weight Rank: 16
Intra Cos: 0.07988915592432022
Inter Cos: 0.001758486032485962
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: 8.04725170135498
Linear Weight Rank: 179
Intra Cos: 0.05899224430322647
Inter Cos: 0.005244553554803133
Norm Quadratic Average: 4.781062602996826
Nearest Class Center Accuracy: 0.807375

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.028762817382812
Linear Weight Rank: 179
Intra Cos: 0.05659634619951248
Inter Cos: 0.005703108385205269
Norm Quadratic Average: 1.7752439975738525
Nearest Class Center Accuracy: 0.72475

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.05363655090332
Linear Weight Rank: 180
Intra Cos: 0.0584133081138134
Inter Cos: 0.00833196472376585
Norm Quadratic Average: 0.6609278321266174
Nearest Class Center Accuracy: 0.66225

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.0257568359375
Linear Weight Rank: 180
Intra Cos: 0.05781658738851547
Inter Cos: 0.011282319203019142
Norm Quadratic Average: 0.25070852041244507
Nearest Class Center Accuracy: 0.663625

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.04721450805664
Linear Weight Rank: 180
Intra Cos: 0.05498149245977402
Inter Cos: 0.0056203450076282024
Norm Quadratic Average: 0.0998559221625328
Nearest Class Center Accuracy: 0.620625

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.026768684387207
Linear Weight Rank: 180
Intra Cos: 0.05572442710399628
Inter Cos: 0.018389640375971794
Norm Quadratic Average: 0.038762375712394714
Nearest Class Center Accuracy: 0.609875

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.025890350341797
Linear Weight Rank: 180
Intra Cos: 0.05212508514523506
Inter Cos: 0.016714967787265778
Norm Quadratic Average: 0.014538341201841831
Nearest Class Center Accuracy: 0.577

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.038105964660645
Linear Weight Rank: 179
Intra Cos: 0.056166067719459534
Inter Cos: 0.01484268344938755
Norm Quadratic Average: 0.006056709680706263
Nearest Class Center Accuracy: 0.57425

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.050753593444824
Linear Weight Rank: 179
Intra Cos: 0.059334173798561096
Inter Cos: 0.016777370125055313
Norm Quadratic Average: 0.002451043576002121
Nearest Class Center Accuracy: 0.576375

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.056917190551758
Linear Weight Rank: 179
Intra Cos: 0.03732103481888771
Inter Cos: 0.005074590910226107
Norm Quadratic Average: 0.0009638791088946164
Nearest Class Center Accuracy: 0.54475

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.1391834020614624
Linear Weight Rank: 4
Intra Cos: 0.028555937111377716
Inter Cos: 0.008086622692644596
Norm Quadratic Average: 0.0003987944801338017
Nearest Class Center Accuracy: 0.52225

Output Layer:
Intra Cos: 0.017838986590504646
Inter Cos: 0.06480686366558075
Norm Quadratic Average: 3.399764682399109e-05
Nearest Class Center Accuracy: 0.40725

Test Set:
Average Loss: 1.3875022621154784
Accuracy: 0.257
NC1 Within Class Collapse: 57.89395523071289
NC2 Equinorm: Features: 0.41643133759498596, Weights: 0.036139797419309616
NC2 Equiangle: Features: 0.41946883996327716, Weights: 0.2994217276573181
NC3 Self-Duality: 1.8248069286346436
NC4 NCC Mismatch: 0.675

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.153186798095703
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
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: 8.04725170135498
Linear Weight Rank: 179
Intra Cos: 0.06062071770429611
Inter Cos: 0.002660523634403944
Norm Quadratic Average: 4.771882057189941
Nearest Class Center Accuracy: 0.811

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.028762817382812
Linear Weight Rank: 179
Intra Cos: 0.0557829774916172
Inter Cos: 0.0047827912494540215
Norm Quadratic Average: 1.770634412765503
Nearest Class Center Accuracy: 0.738

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.05363655090332
Linear Weight Rank: 180
Intra Cos: 0.05973261967301369
Inter Cos: 0.009543261490762234
Norm Quadratic Average: 0.6599583625793457
Nearest Class Center Accuracy: 0.69

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.0257568359375
Linear Weight Rank: 180
Intra Cos: 0.05798353627324104
Inter Cos: 0.009031824767589569
Norm Quadratic Average: 0.25010448694229126
Nearest Class Center Accuracy: 0.687

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.04721450805664
Linear Weight Rank: 180
Intra Cos: 0.054048359394073486
Inter Cos: 0.011244910769164562
Norm Quadratic Average: 0.09968335181474686
Nearest Class Center Accuracy: 0.635

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.026768684387207
Linear Weight Rank: 180
Intra Cos: 0.05487718805670738
Inter Cos: 0.02685289829969406
Norm Quadratic Average: 0.03886181861162186
Nearest Class Center Accuracy: 0.6205

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.025890350341797
Linear Weight Rank: 180
Intra Cos: 0.050783559679985046
Inter Cos: 0.02573680318892002
Norm Quadratic Average: 0.014561819843947887
Nearest Class Center Accuracy: 0.588

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.038105964660645
Linear Weight Rank: 179
Intra Cos: 0.05496259406208992
Inter Cos: 0.027209414169192314
Norm Quadratic Average: 0.006060542073100805
Nearest Class Center Accuracy: 0.596

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.050753593444824
Linear Weight Rank: 179
Intra Cos: 0.0590512789785862
Inter Cos: 0.03164277225732803
Norm Quadratic Average: 0.0024609474930912256
Nearest Class Center Accuracy: 0.5975

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.056917190551758
Linear Weight Rank: 179
Intra Cos: 0.03365471214056015
Inter Cos: 0.012742443941533566
Norm Quadratic Average: 0.0009684172109700739
Nearest Class Center Accuracy: 0.5705

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.1391834020614624
Linear Weight Rank: 4
Intra Cos: 0.02535495162010193
Inter Cos: 0.01905803009867668
Norm Quadratic Average: 0.00040057237492874265
Nearest Class Center Accuracy: 0.5345

Output Layer:
Intra Cos: 0.016308102756738663
Inter Cos: 0.07761450856924057
Norm Quadratic Average: 3.431471486692317e-05
Nearest Class Center Accuracy: 0.4055

