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_0.003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.083353519439697
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: 7.164780616760254
Linear Weight Rank: 179
Intra Cos: 0.07495205104351044
Inter Cos: 0.005423409398645163
Norm Quadratic Average: 12.144248962402344
Nearest Class Center Accuracy: 0.879875

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.098101615905762
Linear Weight Rank: 179
Intra Cos: 0.10890521854162216
Inter Cos: 0.003676749300211668
Norm Quadratic Average: 12.115412712097168
Nearest Class Center Accuracy: 0.923125

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.1059794425964355
Linear Weight Rank: 180
Intra Cos: 0.1363489031791687
Inter Cos: 0.006067407783120871
Norm Quadratic Average: 12.078001976013184
Nearest Class Center Accuracy: 0.957875

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.0480546951293945
Linear Weight Rank: 179
Intra Cos: 0.16026468575000763
Inter Cos: -0.00038220820715650916
Norm Quadratic Average: 12.050154685974121
Nearest Class Center Accuracy: 0.96525

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.033074378967285
Linear Weight Rank: 179
Intra Cos: 0.1700158566236496
Inter Cos: -0.005100006237626076
Norm Quadratic Average: 12.005940437316895
Nearest Class Center Accuracy: 0.9845

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.045529365539551
Linear Weight Rank: 180
Intra Cos: 0.1923983246088028
Inter Cos: -0.01644280180335045
Norm Quadratic Average: 11.970474243164062
Nearest Class Center Accuracy: 0.99375

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.0179595947265625
Linear Weight Rank: 179
Intra Cos: 0.24342691898345947
Inter Cos: -0.020130900666117668
Norm Quadratic Average: 11.969598770141602
Nearest Class Center Accuracy: 0.998625

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.031033039093018
Linear Weight Rank: 179
Intra Cos: 0.30966418981552124
Inter Cos: -0.01527365855872631
Norm Quadratic Average: 11.949544906616211
Nearest Class Center Accuracy: 1.0

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 6.982679843902588
Linear Weight Rank: 180
Intra Cos: 0.3818408250808716
Inter Cos: -0.029914868995547295
Norm Quadratic Average: 11.947903633117676
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.018679618835449
Linear Weight Rank: 180
Intra Cos: 0.4790235757827759
Inter Cos: -0.06574054807424545
Norm Quadratic Average: 11.960782051086426
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.7157927751541138
Linear Weight Rank: 4
Intra Cos: 0.5773667097091675
Inter Cos: -0.14932279288768768
Norm Quadratic Average: 12.066119194030762
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9820418953895569
Inter Cos: -0.16258805990219116
Norm Quadratic Average: 8.62240982055664
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.3446890678405762
Accuracy: 0.8895
NC1 Within Class Collapse: 0.9753599762916565
NC2 Equinorm: Features: 0.011479553766548634, Weights: 0.004829013254493475
NC2 Equiangle: Features: 0.19136285781860352, Weights: 0.14237836996714273
NC3 Self-Duality: 0.22310790419578552
NC4 NCC Mismatch: 0.011499999999999955

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.083353519439697
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: 7.164780616760254
Linear Weight Rank: 179
Intra Cos: 0.0734982118010521
Inter Cos: 0.005562490783631802
Norm Quadratic Average: 12.132034301757812
Nearest Class Center Accuracy: 0.8825

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.098101615905762
Linear Weight Rank: 179
Intra Cos: 0.10589425265789032
Inter Cos: 0.002633563242852688
Norm Quadratic Average: 12.107431411743164
Nearest Class Center Accuracy: 0.9045

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.1059794425964355
Linear Weight Rank: 180
Intra Cos: 0.12801939249038696
Inter Cos: -2.9513146728277206e-05
Norm Quadratic Average: 12.051515579223633
Nearest Class Center Accuracy: 0.918

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.0480546951293945
Linear Weight Rank: 179
Intra Cos: 0.1465393751859665
Inter Cos: 0.00027213827706873417
Norm Quadratic Average: 12.000165939331055
Nearest Class Center Accuracy: 0.912

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.033074378967285
Linear Weight Rank: 179
Intra Cos: 0.1609589159488678
Inter Cos: 0.00048716977471485734
Norm Quadratic Average: 11.916655540466309
Nearest Class Center Accuracy: 0.905

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.045529365539551
Linear Weight Rank: 180
Intra Cos: 0.17065894603729248
Inter Cos: -0.003619110444560647
Norm Quadratic Average: 11.791669845581055
Nearest Class Center Accuracy: 0.9025

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.0179595947265625
Linear Weight Rank: 179
Intra Cos: 0.18847432732582092
Inter Cos: -0.0039471108466386795
Norm Quadratic Average: 11.713661193847656
Nearest Class Center Accuracy: 0.9055

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.031033039093018
Linear Weight Rank: 179
Intra Cos: 0.23505157232284546
Inter Cos: 0.005584542639553547
Norm Quadratic Average: 11.61037826538086
Nearest Class Center Accuracy: 0.899

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 6.982679843902588
Linear Weight Rank: 180
Intra Cos: 0.26874294877052307
Inter Cos: -0.005756343249231577
Norm Quadratic Average: 11.480583190917969
Nearest Class Center Accuracy: 0.894

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.018679618835449
Linear Weight Rank: 180
Intra Cos: 0.33562591671943665
Inter Cos: -0.030647234991192818
Norm Quadratic Average: 11.329241752624512
Nearest Class Center Accuracy: 0.899

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.7157927751541138
Linear Weight Rank: 4
Intra Cos: 0.41495370864868164
Inter Cos: -0.06673453748226166
Norm Quadratic Average: 11.209283828735352
Nearest Class Center Accuracy: 0.894

Output Layer:
Intra Cos: 0.7186968922615051
Inter Cos: -0.07188155502080917
Norm Quadratic Average: 7.725709438323975
Nearest Class Center Accuracy: 0.893

