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_0.0007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.971219539642334
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: 8.041290283203125
Linear Weight Rank: 179
Intra Cos: 0.0733807235956192
Inter Cos: 0.005890089087188244
Norm Quadratic Average: 13.664443969726562
Nearest Class Center Accuracy: 0.876875

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.972280979156494
Linear Weight Rank: 179
Intra Cos: 0.10525713115930557
Inter Cos: 0.003198170568794012
Norm Quadratic Average: 13.629016876220703
Nearest Class Center Accuracy: 0.9195

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.985227584838867
Linear Weight Rank: 180
Intra Cos: 0.1370311677455902
Inter Cos: 0.009478911757469177
Norm Quadratic Average: 13.575630187988281
Nearest Class Center Accuracy: 0.94725

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.923579216003418
Linear Weight Rank: 179
Intra Cos: 0.16168852150440216
Inter Cos: -0.004138038493692875
Norm Quadratic Average: 13.54978084564209
Nearest Class Center Accuracy: 0.95925

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.910384178161621
Linear Weight Rank: 180
Intra Cos: 0.17267827689647675
Inter Cos: -0.003269095439463854
Norm Quadratic Average: 13.49215316772461
Nearest Class Center Accuracy: 0.9825

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.926364421844482
Linear Weight Rank: 180
Intra Cos: 0.19903068244457245
Inter Cos: -0.002258625579997897
Norm Quadratic Average: 13.469182968139648
Nearest Class Center Accuracy: 0.992375

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.897010803222656
Linear Weight Rank: 179
Intra Cos: 0.22988253831863403
Inter Cos: -0.003532977541908622
Norm Quadratic Average: 13.469307899475098
Nearest Class Center Accuracy: 0.997375

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.912565231323242
Linear Weight Rank: 179
Intra Cos: 0.3012872338294983
Inter Cos: -0.003807034343481064
Norm Quadratic Average: 13.40566349029541
Nearest Class Center Accuracy: 0.999625

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.858402729034424
Linear Weight Rank: 180
Intra Cos: 0.3384835720062256
Inter Cos: -0.018617792055010796
Norm Quadratic Average: 13.397059440612793
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.899029731750488
Linear Weight Rank: 180
Intra Cos: 0.4508097171783447
Inter Cos: -0.052381403744220734
Norm Quadratic Average: 13.401505470275879
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8271758556365967
Linear Weight Rank: 4
Intra Cos: 0.5297120809555054
Inter Cos: -0.12650780379772186
Norm Quadratic Average: 13.510000228881836
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9776345491409302
Inter Cos: -0.13878417015075684
Norm Quadratic Average: 9.786757469177246
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.38452768993377684
Accuracy: 0.886
NC1 Within Class Collapse: 1.0702656507492065
NC2 Equinorm: Features: 0.007924946025013924, Weights: 0.006112426985055208
NC2 Equiangle: Features: 0.2135868469874064, Weights: 0.15857765078544617
NC3 Self-Duality: 0.2456485629081726
NC4 NCC Mismatch: 0.009499999999999953

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.971219539642334
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: 8.041290283203125
Linear Weight Rank: 179
Intra Cos: 0.07167860120534897
Inter Cos: 0.0062374332919716835
Norm Quadratic Average: 13.65292739868164
Nearest Class Center Accuracy: 0.882

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.972280979156494
Linear Weight Rank: 179
Intra Cos: 0.10088818520307541
Inter Cos: 0.0020471971947699785
Norm Quadratic Average: 13.630208969116211
Nearest Class Center Accuracy: 0.907

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.985227584838867
Linear Weight Rank: 180
Intra Cos: 0.12772244215011597
Inter Cos: 0.0017179737333208323
Norm Quadratic Average: 13.576751708984375
Nearest Class Center Accuracy: 0.9005

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.923579216003418
Linear Weight Rank: 179
Intra Cos: 0.14797939360141754
Inter Cos: -0.0053847478702664375
Norm Quadratic Average: 13.525226593017578
Nearest Class Center Accuracy: 0.9

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.910384178161621
Linear Weight Rank: 180
Intra Cos: 0.16185806691646576
Inter Cos: 0.003988571930676699
Norm Quadratic Average: 13.420595169067383
Nearest Class Center Accuracy: 0.8985

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.926364421844482
Linear Weight Rank: 180
Intra Cos: 0.16849985718727112
Inter Cos: 0.007103797048330307
Norm Quadratic Average: 13.347628593444824
Nearest Class Center Accuracy: 0.892

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.897010803222656
Linear Weight Rank: 179
Intra Cos: 0.1833685040473938
Inter Cos: 0.011119495145976543
Norm Quadratic Average: 13.25423526763916
Nearest Class Center Accuracy: 0.8845

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.912565231323242
Linear Weight Rank: 179
Intra Cos: 0.21720847487449646
Inter Cos: 0.0139961251989007
Norm Quadratic Average: 13.10515308380127
Nearest Class Center Accuracy: 0.8845

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.858402729034424
Linear Weight Rank: 180
Intra Cos: 0.24299979209899902
Inter Cos: 0.0056424690410494804
Norm Quadratic Average: 12.941272735595703
Nearest Class Center Accuracy: 0.891

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.899029731750488
Linear Weight Rank: 180
Intra Cos: 0.29911142587661743
Inter Cos: -0.017593711614608765
Norm Quadratic Average: 12.792757034301758
Nearest Class Center Accuracy: 0.8915

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8271758556365967
Linear Weight Rank: 4
Intra Cos: 0.37636443972587585
Inter Cos: -0.04620946943759918
Norm Quadratic Average: 12.662398338317871
Nearest Class Center Accuracy: 0.888

Output Layer:
Intra Cos: 0.7265505194664001
Inter Cos: -0.037117764353752136
Norm Quadratic Average: 8.83420467376709
Nearest Class Center Accuracy: 0.8865

