Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_12_model_type_MLP_rand_seed_979323_weight_decay_0.0001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.219232559204102
Linear Weight Rank: 16
Intra Cos: 0.07988915592432022
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: 8.283641815185547
Linear Weight Rank: 179
Intra Cos: 0.07313617318868637
Inter Cos: 0.005202721804380417
Norm Quadratic Average: 14.094258308410645
Nearest Class Center Accuracy: 0.874375

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.215677261352539
Linear Weight Rank: 179
Intra Cos: 0.10219629108905792
Inter Cos: 0.0009533697739243507
Norm Quadratic Average: 14.071808815002441
Nearest Class Center Accuracy: 0.912625

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.232145309448242
Linear Weight Rank: 180
Intra Cos: 0.13034099340438843
Inter Cos: 0.005143376998603344
Norm Quadratic Average: 14.031124114990234
Nearest Class Center Accuracy: 0.944125

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.170354843139648
Linear Weight Rank: 180
Intra Cos: 0.15848563611507416
Inter Cos: -0.005297905765473843
Norm Quadratic Average: 13.981618881225586
Nearest Class Center Accuracy: 0.965375

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.157157897949219
Linear Weight Rank: 180
Intra Cos: 0.1746884435415268
Inter Cos: -0.00793011486530304
Norm Quadratic Average: 13.927511215209961
Nearest Class Center Accuracy: 0.981875

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.173314094543457
Linear Weight Rank: 180
Intra Cos: 0.2036053091287613
Inter Cos: -0.006064138375222683
Norm Quadratic Average: 13.881556510925293
Nearest Class Center Accuracy: 0.99225

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.143674850463867
Linear Weight Rank: 179
Intra Cos: 0.24186043441295624
Inter Cos: -0.014809702523052692
Norm Quadratic Average: 13.859149932861328
Nearest Class Center Accuracy: 0.997875

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.159923553466797
Linear Weight Rank: 179
Intra Cos: 0.2924429178237915
Inter Cos: -0.007444653660058975
Norm Quadratic Average: 13.838613510131836
Nearest Class Center Accuracy: 0.999875

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.10422134399414
Linear Weight Rank: 180
Intra Cos: 0.35599368810653687
Inter Cos: -0.012703285552561283
Norm Quadratic Average: 13.829255104064941
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.146276473999023
Linear Weight Rank: 180
Intra Cos: 0.43985098600387573
Inter Cos: -0.048576951026916504
Norm Quadratic Average: 13.860658645629883
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8586711883544922
Linear Weight Rank: 4
Intra Cos: 0.5271046757698059
Inter Cos: -0.122876837849617
Norm Quadratic Average: 13.96606159210205
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9772816896438599
Inter Cos: -0.1426476240158081
Norm Quadratic Average: 10.182842254638672
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.4003836536407471
Accuracy: 0.881
NC1 Within Class Collapse: 1.0692490339279175
NC2 Equinorm: Features: 0.01784934289753437, Weights: 0.008447625674307346
NC2 Equiangle: Features: 0.2132976253827413, Weights: 0.1632166306177775
NC3 Self-Duality: 0.25911715626716614
NC4 NCC Mismatch: 0.013499999999999956

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.219232559204102
Linear Weight Rank: 16
Intra Cos: 0.08033028244972229
Inter Cos: 0.00331290066242218
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: 8.283641815185547
Linear Weight Rank: 179
Intra Cos: 0.07154542952775955
Inter Cos: 0.005550897680222988
Norm Quadratic Average: 14.08240032196045
Nearest Class Center Accuracy: 0.877

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.215677261352539
Linear Weight Rank: 179
Intra Cos: 0.09830910712480545
Inter Cos: 0.0035378537140786648
Norm Quadratic Average: 14.065693855285645
Nearest Class Center Accuracy: 0.9005

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.232145309448242
Linear Weight Rank: 180
Intra Cos: 0.12387692928314209
Inter Cos: -0.0012508799554780126
Norm Quadratic Average: 14.034138679504395
Nearest Class Center Accuracy: 0.905

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.170354843139648
Linear Weight Rank: 180
Intra Cos: 0.1438104808330536
Inter Cos: -0.002387337852269411
Norm Quadratic Average: 13.926580429077148
Nearest Class Center Accuracy: 0.905

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.157157897949219
Linear Weight Rank: 180
Intra Cos: 0.1634630560874939
Inter Cos: -0.00022896123118698597
Norm Quadratic Average: 13.872905731201172
Nearest Class Center Accuracy: 0.9

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.173314094543457
Linear Weight Rank: 180
Intra Cos: 0.1701972782611847
Inter Cos: 0.006446621380746365
Norm Quadratic Average: 13.74511432647705
Nearest Class Center Accuracy: 0.895

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.143674850463867
Linear Weight Rank: 179
Intra Cos: 0.18913502991199493
Inter Cos: 0.0006367966998368502
Norm Quadratic Average: 13.62964916229248
Nearest Class Center Accuracy: 0.8865

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.159923553466797
Linear Weight Rank: 179
Intra Cos: 0.20793426036834717
Inter Cos: 0.012075135484337807
Norm Quadratic Average: 13.521624565124512
Nearest Class Center Accuracy: 0.888

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.10422134399414
Linear Weight Rank: 180
Intra Cos: 0.24234481155872345
Inter Cos: 0.009524551220238209
Norm Quadratic Average: 13.345569610595703
Nearest Class Center Accuracy: 0.889

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.146276473999023
Linear Weight Rank: 180
Intra Cos: 0.294207900762558
Inter Cos: -0.008899017237126827
Norm Quadratic Average: 13.21663761138916
Nearest Class Center Accuracy: 0.8855

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8586711883544922
Linear Weight Rank: 4
Intra Cos: 0.3688763678073883
Inter Cos: -0.04591459035873413
Norm Quadratic Average: 13.071928024291992
Nearest Class Center Accuracy: 0.8845

Output Layer:
Intra Cos: 0.7287048697471619
Inter Cos: -0.04058433324098587
Norm Quadratic Average: 9.188490867614746
Nearest Class Center Accuracy: 0.882

