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_0.001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.896887302398682
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: 7.946300506591797
Linear Weight Rank: 179
Intra Cos: 0.07312927395105362
Inter Cos: 0.002695860806852579
Norm Quadratic Average: 13.495506286621094
Nearest Class Center Accuracy: 0.86375

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.866950988769531
Linear Weight Rank: 180
Intra Cos: 0.11480117589235306
Inter Cos: 0.002546934876590967
Norm Quadratic Average: 13.469656944274902
Nearest Class Center Accuracy: 0.912625

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.854874134063721
Linear Weight Rank: 180
Intra Cos: 0.1311904937028885
Inter Cos: 0.005375386215746403
Norm Quadratic Average: 13.487836837768555
Nearest Class Center Accuracy: 0.935

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.8028340339660645
Linear Weight Rank: 180
Intra Cos: 0.15440258383750916
Inter Cos: -0.0002326647809240967
Norm Quadratic Average: 13.480213165283203
Nearest Class Center Accuracy: 0.959875

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.805168628692627
Linear Weight Rank: 180
Intra Cos: 0.16981178522109985
Inter Cos: -0.0032648965716362
Norm Quadratic Average: 13.480757713317871
Nearest Class Center Accuracy: 0.973125

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.770759582519531
Linear Weight Rank: 179
Intra Cos: 0.2015252411365509
Inter Cos: -0.015138420276343822
Norm Quadratic Average: 13.459382057189941
Nearest Class Center Accuracy: 0.99

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.758807182312012
Linear Weight Rank: 180
Intra Cos: 0.2257905751466751
Inter Cos: -0.004397027660161257
Norm Quadratic Average: 13.390202522277832
Nearest Class Center Accuracy: 0.99825

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.764392375946045
Linear Weight Rank: 179
Intra Cos: 0.27103015780448914
Inter Cos: -0.017928944900631905
Norm Quadratic Average: 13.361352920532227
Nearest Class Center Accuracy: 0.99975

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.772342681884766
Linear Weight Rank: 179
Intra Cos: 0.3416588306427002
Inter Cos: -0.03486042097210884
Norm Quadratic Average: 13.34995174407959
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.77570915222168
Linear Weight Rank: 179
Intra Cos: 0.417561411857605
Inter Cos: -0.06973955035209656
Norm Quadratic Average: 13.330414772033691
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.7817020416259766
Linear Weight Rank: 4
Intra Cos: 0.5561636090278625
Inter Cos: -0.13616959750652313
Norm Quadratic Average: 13.402791976928711
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9771495461463928
Inter Cos: -0.14129158854484558
Norm Quadratic Average: 9.49122142791748
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.37751962852478027
Accuracy: 0.8895
NC1 Within Class Collapse: 1.006726622581482
NC2 Equinorm: Features: 0.03555743023753166, Weights: 0.02821875922381878
NC2 Equiangle: Features: 0.19710059960683188, Weights: 0.11397782961527507
NC3 Self-Duality: 0.2498660534620285
NC4 NCC Mismatch: 0.008499999999999952

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.896887302398682
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: 7.946300506591797
Linear Weight Rank: 179
Intra Cos: 0.07398039102554321
Inter Cos: 0.0033487468026578426
Norm Quadratic Average: 13.473807334899902
Nearest Class Center Accuracy: 0.867

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.866950988769531
Linear Weight Rank: 180
Intra Cos: 0.11181949824094772
Inter Cos: 0.00072023447137326
Norm Quadratic Average: 13.465662956237793
Nearest Class Center Accuracy: 0.903

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.854874134063721
Linear Weight Rank: 180
Intra Cos: 0.12580761313438416
Inter Cos: 0.0019450733670964837
Norm Quadratic Average: 13.481325149536133
Nearest Class Center Accuracy: 0.8995

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.8028340339660645
Linear Weight Rank: 180
Intra Cos: 0.14253124594688416
Inter Cos: 0.0011309185065329075
Norm Quadratic Average: 13.453399658203125
Nearest Class Center Accuracy: 0.905

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.805168628692627
Linear Weight Rank: 180
Intra Cos: 0.15277878940105438
Inter Cos: -0.0020010224543511868
Norm Quadratic Average: 13.43410587310791
Nearest Class Center Accuracy: 0.8945

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.770759582519531
Linear Weight Rank: 179
Intra Cos: 0.1782045215368271
Inter Cos: -0.0039244950748980045
Norm Quadratic Average: 13.390421867370605
Nearest Class Center Accuracy: 0.9035

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.758807182312012
Linear Weight Rank: 180
Intra Cos: 0.1875828355550766
Inter Cos: -0.0029774480499327183
Norm Quadratic Average: 13.222411155700684
Nearest Class Center Accuracy: 0.897

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.764392375946045
Linear Weight Rank: 179
Intra Cos: 0.20478200912475586
Inter Cos: -0.010084846056997776
Norm Quadratic Average: 13.139836311340332
Nearest Class Center Accuracy: 0.887

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.772342681884766
Linear Weight Rank: 179
Intra Cos: 0.24024268984794617
Inter Cos: -0.016516031697392464
Norm Quadratic Average: 13.002083778381348
Nearest Class Center Accuracy: 0.8865

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.77570915222168
Linear Weight Rank: 179
Intra Cos: 0.2836732268333435
Inter Cos: -0.017501961439847946
Norm Quadratic Average: 12.835976600646973
Nearest Class Center Accuracy: 0.887

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.7817020416259766
Linear Weight Rank: 4
Intra Cos: 0.3920884430408478
Inter Cos: -0.04972539097070694
Norm Quadratic Average: 12.628458023071289
Nearest Class Center Accuracy: 0.8895

Output Layer:
Intra Cos: 0.7341952323913574
Inter Cos: -0.03468294441699982
Norm Quadratic Average: 8.629707336425781
Nearest Class Center Accuracy: 0.8885

