Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_12_model_type_MLP_rand_seed_979323_weight_decay_0.0005.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.02247142791748
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: 7.938543319702148
Linear Weight Rank: 180
Intra Cos: 0.06007491052150726
Inter Cos: 0.007368753664195538
Norm Quadratic Average: 4.79210901260376
Nearest Class Center Accuracy: 0.831125

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.930867671966553
Linear Weight Rank: 180
Intra Cos: 0.047055404633283615
Inter Cos: 0.011289938353002071
Norm Quadratic Average: 1.6984721422195435
Nearest Class Center Accuracy: 0.734625

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.983128547668457
Linear Weight Rank: 179
Intra Cos: 0.03891630470752716
Inter Cos: 0.009545697830617428
Norm Quadratic Average: 0.6158865690231323
Nearest Class Center Accuracy: 0.644

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.946284294128418
Linear Weight Rank: 180
Intra Cos: 0.0332547165453434
Inter Cos: 0.007515117060393095
Norm Quadratic Average: 0.22700530290603638
Nearest Class Center Accuracy: 0.59425

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.951934337615967
Linear Weight Rank: 180
Intra Cos: 0.039767954498529434
Inter Cos: 0.011055298149585724
Norm Quadratic Average: 0.08936475217342377
Nearest Class Center Accuracy: 0.597875

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.9831132888793945
Linear Weight Rank: 180
Intra Cos: 0.03894234448671341
Inter Cos: 0.009009737521409988
Norm Quadratic Average: 0.035734135657548904
Nearest Class Center Accuracy: 0.58075

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.96262788772583
Linear Weight Rank: 179
Intra Cos: 0.034068651497364044
Inter Cos: 0.012540089897811413
Norm Quadratic Average: 0.014722676947712898
Nearest Class Center Accuracy: 0.55

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.9850897789001465
Linear Weight Rank: 179
Intra Cos: 0.022923290729522705
Inter Cos: 0.012257137335836887
Norm Quadratic Average: 0.005880009848624468
Nearest Class Center Accuracy: 0.518375

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.9337310791015625
Linear Weight Rank: 180
Intra Cos: 0.02326233871281147
Inter Cos: 0.011597801931202412
Norm Quadratic Average: 0.0023008824791759253
Nearest Class Center Accuracy: 0.493875

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.976484775543213
Linear Weight Rank: 180
Intra Cos: 0.025480179116129875
Inter Cos: 0.013341531157493591
Norm Quadratic Average: 0.0009218449122272432
Nearest Class Center Accuracy: 0.483125

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.125102162361145
Linear Weight Rank: 4
Intra Cos: 0.028529228642582893
Inter Cos: 0.017432840541005135
Norm Quadratic Average: 0.00036917245597578585
Nearest Class Center Accuracy: 0.455625

Output Layer:
Intra Cos: 0.025338850915431976
Inter Cos: 0.03812069445848465
Norm Quadratic Average: 3.050455416087061e-05
Nearest Class Center Accuracy: 0.37

Test Set:
Average Loss: 1.3874953956604004
Accuracy: 0.257
NC1 Within Class Collapse: 91.27650451660156
NC2 Equinorm: Features: 0.16412301361560822, Weights: 0.02268708311021328
NC2 Equiangle: Features: 0.4161214828491211, Weights: 0.3424416383107503
NC3 Self-Duality: 1.881935477256775
NC4 NCC Mismatch: 0.735

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.02247142791748
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: 7.938543319702148
Linear Weight Rank: 180
Intra Cos: 0.05805077776312828
Inter Cos: 0.007208226248621941
Norm Quadratic Average: 4.77987003326416
Nearest Class Center Accuracy: 0.84

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.930867671966553
Linear Weight Rank: 180
Intra Cos: 0.04476555064320564
Inter Cos: 0.009183745831251144
Norm Quadratic Average: 1.690659999847412
Nearest Class Center Accuracy: 0.742

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.983128547668457
Linear Weight Rank: 179
Intra Cos: 0.03751359507441521
Inter Cos: 0.004032224416732788
Norm Quadratic Average: 0.612931489944458
Nearest Class Center Accuracy: 0.654

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.946284294128418
Linear Weight Rank: 180
Intra Cos: 0.030523724853992462
Inter Cos: 0.005450749769806862
Norm Quadratic Average: 0.22621601819992065
Nearest Class Center Accuracy: 0.6075

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.951934337615967
Linear Weight Rank: 180
Intra Cos: 0.036027830094099045
Inter Cos: 0.006396827287971973
Norm Quadratic Average: 0.0888800323009491
Nearest Class Center Accuracy: 0.613

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.9831132888793945
Linear Weight Rank: 180
Intra Cos: 0.03354320675134659
Inter Cos: 0.007165714167058468
Norm Quadratic Average: 0.0356208011507988
Nearest Class Center Accuracy: 0.587

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.96262788772583
Linear Weight Rank: 179
Intra Cos: 0.03097100555896759
Inter Cos: 0.005812975578010082
Norm Quadratic Average: 0.014688159339129925
Nearest Class Center Accuracy: 0.55

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.9850897789001465
Linear Weight Rank: 179
Intra Cos: 0.020107975229620934
Inter Cos: 0.005699999630451202
Norm Quadratic Average: 0.005863250698894262
Nearest Class Center Accuracy: 0.505

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.9337310791015625
Linear Weight Rank: 180
Intra Cos: 0.02266368456184864
Inter Cos: 0.004570669494569302
Norm Quadratic Average: 0.002296576974913478
Nearest Class Center Accuracy: 0.4955

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.976484775543213
Linear Weight Rank: 180
Intra Cos: 0.023572606965899467
Inter Cos: 0.006196657195687294
Norm Quadratic Average: 0.0009212179575115442
Nearest Class Center Accuracy: 0.486

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.125102162361145
Linear Weight Rank: 4
Intra Cos: 0.025254786014556885
Inter Cos: 0.015743684023618698
Norm Quadratic Average: 0.0003700602683238685
Nearest Class Center Accuracy: 0.4705

Output Layer:
Intra Cos: 0.013433752581477165
Inter Cos: 0.02823508344590664
Norm Quadratic Average: 3.0031744245206937e-05
Nearest Class Center Accuracy: 0.354

