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_314159_weight_decay_0.0001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.158103942871094
Linear Weight Rank: 16
Intra Cos: 0.07988915592432022
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: 8.321033477783203
Linear Weight Rank: 179
Intra Cos: 0.07746625691652298
Inter Cos: 0.005912543274462223
Norm Quadratic Average: 14.042717933654785
Nearest Class Center Accuracy: 0.86775

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.279486656188965
Linear Weight Rank: 179
Intra Cos: 0.11146476864814758
Inter Cos: 0.003056000219658017
Norm Quadratic Average: 14.041322708129883
Nearest Class Center Accuracy: 0.909125

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.186442375183105
Linear Weight Rank: 179
Intra Cos: 0.1353067010641098
Inter Cos: 0.0025488445535302162
Norm Quadratic Average: 13.969123840332031
Nearest Class Center Accuracy: 0.94025

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.169404029846191
Linear Weight Rank: 179
Intra Cos: 0.15904057025909424
Inter Cos: 0.004848195239901543
Norm Quadratic Average: 13.935803413391113
Nearest Class Center Accuracy: 0.960375

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.172379493713379
Linear Weight Rank: 179
Intra Cos: 0.1829744279384613
Inter Cos: 0.003186717163771391
Norm Quadratic Average: 13.904485702514648
Nearest Class Center Accuracy: 0.98075

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.13860034942627
Linear Weight Rank: 180
Intra Cos: 0.20612981915473938
Inter Cos: -0.014793606474995613
Norm Quadratic Average: 13.87512493133545
Nearest Class Center Accuracy: 0.988625

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.121989250183105
Linear Weight Rank: 180
Intra Cos: 0.23123469948768616
Inter Cos: -0.009756491519510746
Norm Quadratic Average: 13.889537811279297
Nearest Class Center Accuracy: 0.99825

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.13192367553711
Linear Weight Rank: 179
Intra Cos: 0.2715545892715454
Inter Cos: -0.018719229847192764
Norm Quadratic Average: 13.913983345031738
Nearest Class Center Accuracy: 0.999875

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.133598327636719
Linear Weight Rank: 180
Intra Cos: 0.33867937326431274
Inter Cos: -0.04699414595961571
Norm Quadratic Average: 13.913060188293457
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.093031883239746
Linear Weight Rank: 180
Intra Cos: 0.4426521062850952
Inter Cos: -0.04280806705355644
Norm Quadratic Average: 13.934003829956055
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8264145851135254
Linear Weight Rank: 4
Intra Cos: 0.5687431693077087
Inter Cos: -0.12537825107574463
Norm Quadratic Average: 14.01146411895752
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.974934995174408
Inter Cos: -0.14903610944747925
Norm Quadratic Average: 10.196578979492188
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.4255802640914917
Accuracy: 0.879
NC1 Within Class Collapse: 1.0842235088348389
NC2 Equinorm: Features: 0.010579460300505161, Weights: 0.024965781718492508
NC2 Equiangle: Features: 0.20952874422073364, Weights: 0.13752355178197226
NC3 Self-Duality: 0.2546643912792206
NC4 NCC Mismatch: 0.010499999999999954

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.158103942871094
Linear Weight Rank: 16
Intra Cos: 0.08033028244972229
Inter Cos: 0.003312898799777031
Norm Quadratic Average: 3.9883358478546143
Nearest Class Center Accuracy: 0.9165

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.321033477783203
Linear Weight Rank: 179
Intra Cos: 0.07788173854351044
Inter Cos: 0.006954895332455635
Norm Quadratic Average: 14.029593467712402
Nearest Class Center Accuracy: 0.8765

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.279486656188965
Linear Weight Rank: 179
Intra Cos: 0.10677012801170349
Inter Cos: 0.0013275069650262594
Norm Quadratic Average: 14.095235824584961
Nearest Class Center Accuracy: 0.9035

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.186442375183105
Linear Weight Rank: 179
Intra Cos: 0.12841707468032837
Inter Cos: 0.008081107400357723
Norm Quadratic Average: 14.020899772644043
Nearest Class Center Accuracy: 0.9075

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.169404029846191
Linear Weight Rank: 179
Intra Cos: 0.15065789222717285
Inter Cos: 0.009654980152845383
Norm Quadratic Average: 13.990755081176758
Nearest Class Center Accuracy: 0.8995

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.172379493713379
Linear Weight Rank: 179
Intra Cos: 0.16326068341732025
Inter Cos: 0.00949808955192566
Norm Quadratic Average: 13.936732292175293
Nearest Class Center Accuracy: 0.897

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.13860034942627
Linear Weight Rank: 180
Intra Cos: 0.17872098088264465
Inter Cos: -0.008665788918733597
Norm Quadratic Average: 13.834952354431152
Nearest Class Center Accuracy: 0.894

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.121989250183105
Linear Weight Rank: 180
Intra Cos: 0.18356651067733765
Inter Cos: 0.004585177171975374
Norm Quadratic Average: 13.761392593383789
Nearest Class Center Accuracy: 0.897

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.13192367553711
Linear Weight Rank: 179
Intra Cos: 0.206180602312088
Inter Cos: 0.0034384834580123425
Norm Quadratic Average: 13.645525932312012
Nearest Class Center Accuracy: 0.889

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.133598327636719
Linear Weight Rank: 180
Intra Cos: 0.24498915672302246
Inter Cos: -0.011152206920087337
Norm Quadratic Average: 13.463052749633789
Nearest Class Center Accuracy: 0.888

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.093031883239746
Linear Weight Rank: 180
Intra Cos: 0.30358994007110596
Inter Cos: 0.00021590443793684244
Norm Quadratic Average: 13.332501411437988
Nearest Class Center Accuracy: 0.8815

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8264145851135254
Linear Weight Rank: 4
Intra Cos: 0.37487074732780457
Inter Cos: -0.047338567674160004
Norm Quadratic Average: 13.147660255432129
Nearest Class Center Accuracy: 0.8765

Output Layer:
Intra Cos: 0.7265645861625671
Inter Cos: -0.05882733315229416
Norm Quadratic Average: 9.239459991455078
Nearest Class Center Accuracy: 0.878

