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_846264_weight_decay_0.0005.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.065244674682617
Linear Weight Rank: 16
Intra Cos: 0.07988917082548141
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: 8.179612159729004
Linear Weight Rank: 179
Intra Cos: 0.06562238186597824
Inter Cos: 0.003888338804244995
Norm Quadratic Average: 13.719217300415039
Nearest Class Center Accuracy: 0.86925

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.098692893981934
Linear Weight Rank: 179
Intra Cos: 0.09575754404067993
Inter Cos: 0.007576612755656242
Norm Quadratic Average: 13.674273490905762
Nearest Class Center Accuracy: 0.909125

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.036970138549805
Linear Weight Rank: 179
Intra Cos: 0.11828260123729706
Inter Cos: -0.00021907896734774113
Norm Quadratic Average: 13.669658660888672
Nearest Class Center Accuracy: 0.93525

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.026056289672852
Linear Weight Rank: 179
Intra Cos: 0.13298189640045166
Inter Cos: -0.004006822593510151
Norm Quadratic Average: 13.639740943908691
Nearest Class Center Accuracy: 0.95175

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.999416351318359
Linear Weight Rank: 179
Intra Cos: 0.16280214488506317
Inter Cos: -0.007936053909361362
Norm Quadratic Average: 13.634352684020996
Nearest Class Center Accuracy: 0.98

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.992525577545166
Linear Weight Rank: 180
Intra Cos: 0.19590997695922852
Inter Cos: -0.014553572982549667
Norm Quadratic Average: 13.62164306640625
Nearest Class Center Accuracy: 0.994125

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.972457408905029
Linear Weight Rank: 179
Intra Cos: 0.23182478547096252
Inter Cos: -0.01730882190167904
Norm Quadratic Average: 13.59588623046875
Nearest Class Center Accuracy: 0.998875

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.983791828155518
Linear Weight Rank: 179
Intra Cos: 0.2669574022293091
Inter Cos: -0.026362739503383636
Norm Quadratic Average: 13.595308303833008
Nearest Class Center Accuracy: 1.0

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.969963550567627
Linear Weight Rank: 180
Intra Cos: 0.32226210832595825
Inter Cos: -0.050471872091293335
Norm Quadratic Average: 13.570395469665527
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.96588659286499
Linear Weight Rank: 180
Intra Cos: 0.44174376130104065
Inter Cos: -0.08602091670036316
Norm Quadratic Average: 13.60399341583252
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8236103057861328
Linear Weight Rank: 4
Intra Cos: 0.5674334764480591
Inter Cos: -0.12685948610305786
Norm Quadratic Average: 13.726144790649414
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9722905158996582
Inter Cos: -0.1674382984638214
Norm Quadratic Average: 9.920561790466309
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.40915563583374026
Accuracy: 0.8855
NC1 Within Class Collapse: 1.0836362838745117
NC2 Equinorm: Features: 0.05058352276682854, Weights: 0.019945137202739716
NC2 Equiangle: Features: 0.19310845931371054, Weights: 0.12249441941579182
NC3 Self-Duality: 0.24792183935642242
NC4 NCC Mismatch: 0.019499999999999962

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.065244674682617
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
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: 8.179612159729004
Linear Weight Rank: 179
Intra Cos: 0.06402908265590668
Inter Cos: 0.00293662678450346
Norm Quadratic Average: 13.704395294189453
Nearest Class Center Accuracy: 0.8735

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.098692893981934
Linear Weight Rank: 179
Intra Cos: 0.09120673686265945
Inter Cos: 0.0013429312966763973
Norm Quadratic Average: 13.661189079284668
Nearest Class Center Accuracy: 0.89

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.036970138549805
Linear Weight Rank: 179
Intra Cos: 0.11160889267921448
Inter Cos: -0.0023852852173149586
Norm Quadratic Average: 13.682451248168945
Nearest Class Center Accuracy: 0.8965

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.026056289672852
Linear Weight Rank: 179
Intra Cos: 0.12300216406583786
Inter Cos: -0.0020825923420488834
Norm Quadratic Average: 13.582014083862305
Nearest Class Center Accuracy: 0.8935

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.999416351318359
Linear Weight Rank: 179
Intra Cos: 0.1448499858379364
Inter Cos: 0.0012581096962094307
Norm Quadratic Average: 13.534320831298828
Nearest Class Center Accuracy: 0.8985

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.992525577545166
Linear Weight Rank: 180
Intra Cos: 0.16342122852802277
Inter Cos: -0.004505586344748735
Norm Quadratic Average: 13.464582443237305
Nearest Class Center Accuracy: 0.9

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.972457408905029
Linear Weight Rank: 179
Intra Cos: 0.18961754441261292
Inter Cos: -0.0019109504064545035
Norm Quadratic Average: 13.38617992401123
Nearest Class Center Accuracy: 0.898

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.983791828155518
Linear Weight Rank: 179
Intra Cos: 0.21706566214561462
Inter Cos: -0.0015400052070617676
Norm Quadratic Average: 13.289377212524414
Nearest Class Center Accuracy: 0.8895

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.969963550567627
Linear Weight Rank: 180
Intra Cos: 0.24804219603538513
Inter Cos: -0.009981146082282066
Norm Quadratic Average: 13.175276756286621
Nearest Class Center Accuracy: 0.8885

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.96588659286499
Linear Weight Rank: 180
Intra Cos: 0.3060292601585388
Inter Cos: -0.02741408534348011
Norm Quadratic Average: 12.99495792388916
Nearest Class Center Accuracy: 0.8915

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8236103057861328
Linear Weight Rank: 4
Intra Cos: 0.36551719903945923
Inter Cos: -0.05792886018753052
Norm Quadratic Average: 12.865483283996582
Nearest Class Center Accuracy: 0.891

Output Layer:
Intra Cos: 0.7012485861778259
Inter Cos: -0.07692387700080872
Norm Quadratic Average: 8.941282272338867
Nearest Class Center Accuracy: 0.8875

