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_338327_weight_decay_0.0007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.952448844909668
Linear Weight Rank: 16
Intra Cos: 0.07988918572664261
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: 8.067627906799316
Linear Weight Rank: 180
Intra Cos: 0.07431089133024216
Inter Cos: 0.0016429213574156165
Norm Quadratic Average: 13.606731414794922
Nearest Class Center Accuracy: 0.862875

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.9846038818359375
Linear Weight Rank: 179
Intra Cos: 0.10996262729167938
Inter Cos: 0.0024560934398323298
Norm Quadratic Average: 13.606987953186035
Nearest Class Center Accuracy: 0.921375

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.937338829040527
Linear Weight Rank: 180
Intra Cos: 0.13186830282211304
Inter Cos: 0.006029229611158371
Norm Quadratic Average: 13.576419830322266
Nearest Class Center Accuracy: 0.94025

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.934269428253174
Linear Weight Rank: 180
Intra Cos: 0.16581577062606812
Inter Cos: 0.008423896506428719
Norm Quadratic Average: 13.535720825195312
Nearest Class Center Accuracy: 0.9635

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.924874782562256
Linear Weight Rank: 179
Intra Cos: 0.1778683215379715
Inter Cos: 0.00688357837498188
Norm Quadratic Average: 13.53966236114502
Nearest Class Center Accuracy: 0.976

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.8947601318359375
Linear Weight Rank: 180
Intra Cos: 0.21587035059928894
Inter Cos: -0.004889539908617735
Norm Quadratic Average: 13.484231948852539
Nearest Class Center Accuracy: 0.9915

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.907038688659668
Linear Weight Rank: 179
Intra Cos: 0.24956285953521729
Inter Cos: -0.022909974679350853
Norm Quadratic Average: 13.471040725708008
Nearest Class Center Accuracy: 0.997875

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.897885322570801
Linear Weight Rank: 179
Intra Cos: 0.2983520030975342
Inter Cos: -0.03111109510064125
Norm Quadratic Average: 13.433446884155273
Nearest Class Center Accuracy: 1.0

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.8763017654418945
Linear Weight Rank: 180
Intra Cos: 0.35173237323760986
Inter Cos: -0.05419069901108742
Norm Quadratic Average: 13.420190811157227
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.887286186218262
Linear Weight Rank: 180
Intra Cos: 0.4437222182750702
Inter Cos: -0.06503109633922577
Norm Quadratic Average: 13.423253059387207
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.7896089553833008
Linear Weight Rank: 4
Intra Cos: 0.5525183081626892
Inter Cos: -0.12605804204940796
Norm Quadratic Average: 13.57365894317627
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9751781821250916
Inter Cos: -0.1461896002292633
Norm Quadratic Average: 9.759706497192383
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.4346859302520752
Accuracy: 0.8765
NC1 Within Class Collapse: 1.125044822692871
NC2 Equinorm: Features: 0.02846386842429638, Weights: 0.015433639287948608
NC2 Equiangle: Features: 0.2073345979054769, Weights: 0.1265962819258372
NC3 Self-Duality: 0.24446046352386475
NC4 NCC Mismatch: 0.015000000000000013

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.952448844909668
Linear Weight Rank: 16
Intra Cos: 0.08033028990030289
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: 8.067627906799316
Linear Weight Rank: 180
Intra Cos: 0.07674656808376312
Inter Cos: 0.004550429992377758
Norm Quadratic Average: 13.59968090057373
Nearest Class Center Accuracy: 0.8605

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.9846038818359375
Linear Weight Rank: 179
Intra Cos: 0.10854535549879074
Inter Cos: 0.006994449067860842
Norm Quadratic Average: 13.614376068115234
Nearest Class Center Accuracy: 0.9115

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.937338829040527
Linear Weight Rank: 180
Intra Cos: 0.12683816254138947
Inter Cos: 0.013253073208034039
Norm Quadratic Average: 13.566084861755371
Nearest Class Center Accuracy: 0.9055

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.934269428253174
Linear Weight Rank: 180
Intra Cos: 0.15399165451526642
Inter Cos: 0.01495257019996643
Norm Quadratic Average: 13.486745834350586
Nearest Class Center Accuracy: 0.9095

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.924874782562256
Linear Weight Rank: 179
Intra Cos: 0.15643860399723053
Inter Cos: 0.011503180488944054
Norm Quadratic Average: 13.464606285095215
Nearest Class Center Accuracy: 0.895

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.8947601318359375
Linear Weight Rank: 180
Intra Cos: 0.18332552909851074
Inter Cos: 0.0037011196836829185
Norm Quadratic Average: 13.381587028503418
Nearest Class Center Accuracy: 0.8945

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.907038688659668
Linear Weight Rank: 179
Intra Cos: 0.19949129223823547
Inter Cos: -0.004754643887281418
Norm Quadratic Average: 13.30551815032959
Nearest Class Center Accuracy: 0.8875

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.897885322570801
Linear Weight Rank: 179
Intra Cos: 0.22435495257377625
Inter Cos: -0.019632019102573395
Norm Quadratic Average: 13.129474639892578
Nearest Class Center Accuracy: 0.888

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.8763017654418945
Linear Weight Rank: 180
Intra Cos: 0.24830105900764465
Inter Cos: -0.02435324154794216
Norm Quadratic Average: 12.987663269042969
Nearest Class Center Accuracy: 0.882

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.887286186218262
Linear Weight Rank: 180
Intra Cos: 0.3044773042201996
Inter Cos: -0.025230538100004196
Norm Quadratic Average: 12.84128475189209
Nearest Class Center Accuracy: 0.878

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.7896089553833008
Linear Weight Rank: 4
Intra Cos: 0.37376439571380615
Inter Cos: -0.03453659266233444
Norm Quadratic Average: 12.769824981689453
Nearest Class Center Accuracy: 0.8815

Output Layer:
Intra Cos: 0.6872907280921936
Inter Cos: -0.035542577505111694
Norm Quadratic Average: 8.831029891967773
Nearest Class Center Accuracy: 0.88

