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_265358_weight_decay_0.0001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.237101554870605
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: 8.130270004272461
Linear Weight Rank: 179
Intra Cos: 0.05899412930011749
Inter Cos: 0.005245059262961149
Norm Quadratic Average: 4.830286026000977
Nearest Class Center Accuracy: 0.807375

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.11159610748291
Linear Weight Rank: 179
Intra Cos: 0.05663718283176422
Inter Cos: 0.005718554835766554
Norm Quadratic Average: 1.8117313385009766
Nearest Class Center Accuracy: 0.72475

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.13673210144043
Linear Weight Rank: 180
Intra Cos: 0.05837772414088249
Inter Cos: 0.008332903496921062
Norm Quadratic Average: 0.6814526915550232
Nearest Class Center Accuracy: 0.66275

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.108562469482422
Linear Weight Rank: 180
Intra Cos: 0.05764492228627205
Inter Cos: 0.011233817785978317
Norm Quadratic Average: 0.260984867811203
Nearest Class Center Accuracy: 0.6635

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.130249977111816
Linear Weight Rank: 180
Intra Cos: 0.05472002923488617
Inter Cos: 0.0056924764066934586
Norm Quadratic Average: 0.10488007962703705
Nearest Class Center Accuracy: 0.6195

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.109582901000977
Linear Weight Rank: 180
Intra Cos: 0.05530166998505592
Inter Cos: 0.01829306036233902
Norm Quadratic Average: 0.04117031395435333
Nearest Class Center Accuracy: 0.609

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.10869312286377
Linear Weight Rank: 180
Intra Cos: 0.052353113889694214
Inter Cos: 0.016506535932421684
Norm Quadratic Average: 0.015601268969476223
Nearest Class Center Accuracy: 0.576

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.121037483215332
Linear Weight Rank: 179
Intra Cos: 0.05636558309197426
Inter Cos: 0.014587786979973316
Norm Quadratic Average: 0.006556714419275522
Nearest Class Center Accuracy: 0.57575

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.133843421936035
Linear Weight Rank: 179
Intra Cos: 0.0591450110077858
Inter Cos: 0.016673674806952477
Norm Quadratic Average: 0.0026819969061762094
Nearest Class Center Accuracy: 0.5765

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.140083312988281
Linear Weight Rank: 179
Intra Cos: 0.03693806007504463
Inter Cos: 0.005228057038038969
Norm Quadratic Average: 0.0010670205811038613
Nearest Class Center Accuracy: 0.54425

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.1508831977844238
Linear Weight Rank: 4
Intra Cos: 0.028190545737743378
Inter Cos: 0.00873167160898447
Norm Quadratic Average: 0.0004460756026674062
Nearest Class Center Accuracy: 0.520125

Output Layer:
Intra Cos: 0.016714435070753098
Inter Cos: 0.06609101593494415
Norm Quadratic Average: 3.851294604828581e-05
Nearest Class Center Accuracy: 0.406

Test Set:
Average Loss: 1.3875045700073243
Accuracy: 0.257
NC1 Within Class Collapse: 59.50202178955078
NC2 Equinorm: Features: 0.4130215346813202, Weights: 0.03613490238785744
NC2 Equiangle: Features: 0.4197651147842407, Weights: 0.299457589785258
NC3 Self-Duality: 1.8222837448120117
NC4 NCC Mismatch: 0.675

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.237101554870605
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: 8.130270004272461
Linear Weight Rank: 179
Intra Cos: 0.06062240153551102
Inter Cos: 0.002661127829924226
Norm Quadratic Average: 4.821011543273926
Nearest Class Center Accuracy: 0.811

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.11159610748291
Linear Weight Rank: 179
Intra Cos: 0.055821459740400314
Inter Cos: 0.0047755190171301365
Norm Quadratic Average: 1.8070223331451416
Nearest Class Center Accuracy: 0.7385

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.13673210144043
Linear Weight Rank: 180
Intra Cos: 0.0596848800778389
Inter Cos: 0.009604379534721375
Norm Quadratic Average: 0.6804558634757996
Nearest Class Center Accuracy: 0.6895

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.108562469482422
Linear Weight Rank: 180
Intra Cos: 0.05781814455986023
Inter Cos: 0.009028216823935509
Norm Quadratic Average: 0.260343074798584
Nearest Class Center Accuracy: 0.6855

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.130249977111816
Linear Weight Rank: 180
Intra Cos: 0.05375167727470398
Inter Cos: 0.011207717470824718
Norm Quadratic Average: 0.10468167811632156
Nearest Class Center Accuracy: 0.6385

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.109582901000977
Linear Weight Rank: 180
Intra Cos: 0.05445152893662453
Inter Cos: 0.026559198275208473
Norm Quadratic Average: 0.04126174375414848
Nearest Class Center Accuracy: 0.6205

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.10869312286377
Linear Weight Rank: 180
Intra Cos: 0.050983041524887085
Inter Cos: 0.025256332010030746
Norm Quadratic Average: 0.01561899483203888
Nearest Class Center Accuracy: 0.586

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.121037483215332
Linear Weight Rank: 179
Intra Cos: 0.05520235747098923
Inter Cos: 0.026759158819913864
Norm Quadratic Average: 0.006557699758559465
Nearest Class Center Accuracy: 0.597

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.133843421936035
Linear Weight Rank: 179
Intra Cos: 0.05896955728530884
Inter Cos: 0.031230594962835312
Norm Quadratic Average: 0.002691715955734253
Nearest Class Center Accuracy: 0.5965

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.140083312988281
Linear Weight Rank: 179
Intra Cos: 0.03342900797724724
Inter Cos: 0.012295087799429893
Norm Quadratic Average: 0.0010714333038777113
Nearest Class Center Accuracy: 0.567

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.1508831977844238
Linear Weight Rank: 4
Intra Cos: 0.025144357234239578
Inter Cos: 0.01866270788013935
Norm Quadratic Average: 0.00044778219307772815
Nearest Class Center Accuracy: 0.5345

Output Layer:
Intra Cos: 0.01528499461710453
Inter Cos: 0.07848068326711655
Norm Quadratic Average: 3.884582838509232e-05
Nearest Class Center Accuracy: 0.4035

