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_265358_weight_decay_0.0003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.183992385864258
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: 8.22985553741455
Linear Weight Rank: 179
Intra Cos: 0.07285821437835693
Inter Cos: 0.0025970404967665672
Norm Quadratic Average: 13.988609313964844
Nearest Class Center Accuracy: 0.864125

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.150066375732422
Linear Weight Rank: 179
Intra Cos: 0.11555738002061844
Inter Cos: 0.001097278669476509
Norm Quadratic Average: 13.952937126159668
Nearest Class Center Accuracy: 0.910375

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.139078140258789
Linear Weight Rank: 180
Intra Cos: 0.13197514414787292
Inter Cos: 0.0010922050569206476
Norm Quadratic Average: 13.94688892364502
Nearest Class Center Accuracy: 0.9355

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.086822509765625
Linear Weight Rank: 179
Intra Cos: 0.15026502311229706
Inter Cos: 0.0003061041934415698
Norm Quadratic Average: 13.932860374450684
Nearest Class Center Accuracy: 0.960875

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.0896577835083
Linear Weight Rank: 179
Intra Cos: 0.1654205471277237
Inter Cos: -0.002310209209099412
Norm Quadratic Average: 13.912993431091309
Nearest Class Center Accuracy: 0.971

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.054572105407715
Linear Weight Rank: 180
Intra Cos: 0.18729093670845032
Inter Cos: -0.014644245617091656
Norm Quadratic Average: 13.857795715332031
Nearest Class Center Accuracy: 0.987625

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.04297924041748
Linear Weight Rank: 180
Intra Cos: 0.21769100427627563
Inter Cos: -0.010864872485399246
Norm Quadratic Average: 13.80970287322998
Nearest Class Center Accuracy: 0.998

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.048638343811035
Linear Weight Rank: 179
Intra Cos: 0.27358686923980713
Inter Cos: -0.022720515727996826
Norm Quadratic Average: 13.756367683410645
Nearest Class Center Accuracy: 0.999625

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.05695915222168
Linear Weight Rank: 179
Intra Cos: 0.3400953710079193
Inter Cos: -0.03802815452218056
Norm Quadratic Average: 13.730493545532227
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.060449600219727
Linear Weight Rank: 179
Intra Cos: 0.40173256397247314
Inter Cos: -0.07654134184122086
Norm Quadratic Average: 13.758247375488281
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8210186958312988
Linear Weight Rank: 4
Intra Cos: 0.5310136079788208
Inter Cos: -0.1329808086156845
Norm Quadratic Average: 13.826364517211914
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9748527407646179
Inter Cos: -0.1473749876022339
Norm Quadratic Average: 9.857876777648926
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.4020838203430176
Accuracy: 0.8855
NC1 Within Class Collapse: 1.0711078643798828
NC2 Equinorm: Features: 0.03331704065203667, Weights: 0.03486059233546257
NC2 Equiangle: Features: 0.20179720719655356, Weights: 0.11981135606765747
NC3 Self-Duality: 0.2607778310775757
NC4 NCC Mismatch: 0.009000000000000008

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.183992385864258
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: 8.22985553741455
Linear Weight Rank: 179
Intra Cos: 0.07379581779241562
Inter Cos: 0.0032627740874886513
Norm Quadratic Average: 13.965254783630371
Nearest Class Center Accuracy: 0.869

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.150066375732422
Linear Weight Rank: 179
Intra Cos: 0.11292704939842224
Inter Cos: 0.0017345608212053776
Norm Quadratic Average: 13.92342758178711
Nearest Class Center Accuracy: 0.904

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.139078140258789
Linear Weight Rank: 180
Intra Cos: 0.12768766283988953
Inter Cos: -0.0005248625529929996
Norm Quadratic Average: 13.932286262512207
Nearest Class Center Accuracy: 0.899

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.086822509765625
Linear Weight Rank: 179
Intra Cos: 0.14259517192840576
Inter Cos: -0.0010277209803462029
Norm Quadratic Average: 13.947915077209473
Nearest Class Center Accuracy: 0.9075

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.0896577835083
Linear Weight Rank: 179
Intra Cos: 0.15109479427337646
Inter Cos: -0.0024581640027463436
Norm Quadratic Average: 13.91450309753418
Nearest Class Center Accuracy: 0.8925

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.054572105407715
Linear Weight Rank: 180
Intra Cos: 0.16309046745300293
Inter Cos: -0.0035991810727864504
Norm Quadratic Average: 13.8316011428833
Nearest Class Center Accuracy: 0.8925

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.04297924041748
Linear Weight Rank: 180
Intra Cos: 0.17779311537742615
Inter Cos: -0.00908362865447998
Norm Quadratic Average: 13.67601203918457
Nearest Class Center Accuracy: 0.8855

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.048638343811035
Linear Weight Rank: 179
Intra Cos: 0.2112876921892166
Inter Cos: -0.014865903183817863
Norm Quadratic Average: 13.49667739868164
Nearest Class Center Accuracy: 0.891

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.05695915222168
Linear Weight Rank: 179
Intra Cos: 0.24469441175460815
Inter Cos: -0.018714651465415955
Norm Quadratic Average: 13.351686477661133
Nearest Class Center Accuracy: 0.893

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.060449600219727
Linear Weight Rank: 179
Intra Cos: 0.2805449664592743
Inter Cos: -0.026544297114014626
Norm Quadratic Average: 13.259428977966309
Nearest Class Center Accuracy: 0.8955

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8210186958312988
Linear Weight Rank: 4
Intra Cos: 0.3777526319026947
Inter Cos: -0.054695889353752136
Norm Quadratic Average: 13.061017990112305
Nearest Class Center Accuracy: 0.888

Output Layer:
Intra Cos: 0.7179559469223022
Inter Cos: -0.04101086035370827
Norm Quadratic Average: 8.966907501220703
Nearest Class Center Accuracy: 0.889

