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_979323_weight_decay_0.0005.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.04979133605957
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: 8.118437767028809
Linear Weight Rank: 180
Intra Cos: 0.07353457808494568
Inter Cos: 0.0053102197125554085
Norm Quadratic Average: 13.806442260742188
Nearest Class Center Accuracy: 0.877

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.051140785217285
Linear Weight Rank: 179
Intra Cos: 0.10861607640981674
Inter Cos: 0.0022718016989529133
Norm Quadratic Average: 13.762985229492188
Nearest Class Center Accuracy: 0.9165

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.065714836120605
Linear Weight Rank: 180
Intra Cos: 0.1358683556318283
Inter Cos: 0.007346151862293482
Norm Quadratic Average: 13.722710609436035
Nearest Class Center Accuracy: 0.949

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.003741264343262
Linear Weight Rank: 180
Intra Cos: 0.1559493988752365
Inter Cos: -0.004398305434733629
Norm Quadratic Average: 13.681828498840332
Nearest Class Center Accuracy: 0.96325

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.990841865539551
Linear Weight Rank: 180
Intra Cos: 0.1665176898241043
Inter Cos: -0.011007905937731266
Norm Quadratic Average: 13.620270729064941
Nearest Class Center Accuracy: 0.982875

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.007598876953125
Linear Weight Rank: 180
Intra Cos: 0.20300917327404022
Inter Cos: -0.011910231783986092
Norm Quadratic Average: 13.571932792663574
Nearest Class Center Accuracy: 0.99225

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.978174209594727
Linear Weight Rank: 179
Intra Cos: 0.24131174385547638
Inter Cos: -0.014416296035051346
Norm Quadratic Average: 13.578371047973633
Nearest Class Center Accuracy: 0.9975

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.994048118591309
Linear Weight Rank: 179
Intra Cos: 0.28832492232322693
Inter Cos: -0.015169053338468075
Norm Quadratic Average: 13.586804389953613
Nearest Class Center Accuracy: 0.9995

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.939468860626221
Linear Weight Rank: 180
Intra Cos: 0.34610873460769653
Inter Cos: -0.033322352916002274
Norm Quadratic Average: 13.56835651397705
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.980567932128906
Linear Weight Rank: 180
Intra Cos: 0.4386588931083679
Inter Cos: -0.04345369711518288
Norm Quadratic Average: 13.580836296081543
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8354692459106445
Linear Weight Rank: 4
Intra Cos: 0.5292747616767883
Inter Cos: -0.1243940070271492
Norm Quadratic Average: 13.701152801513672
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9772619009017944
Inter Cos: -0.141307532787323
Norm Quadratic Average: 9.96081829071045
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.40042436027526856
Accuracy: 0.882
NC1 Within Class Collapse: 1.0739164352416992
NC2 Equinorm: Features: 0.021068817004561424, Weights: 0.006954435259103775
NC2 Equiangle: Features: 0.21455462773640951, Weights: 0.1607273817062378
NC3 Self-Duality: 0.24992245435714722
NC4 NCC Mismatch: 0.007000000000000006

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.04979133605957
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: 8.118437767028809
Linear Weight Rank: 180
Intra Cos: 0.07192465662956238
Inter Cos: 0.005549892317503691
Norm Quadratic Average: 13.7935209274292
Nearest Class Center Accuracy: 0.884

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.051140785217285
Linear Weight Rank: 179
Intra Cos: 0.10464148968458176
Inter Cos: 0.0013769746292382479
Norm Quadratic Average: 13.769031524658203
Nearest Class Center Accuracy: 0.906

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.065714836120605
Linear Weight Rank: 180
Intra Cos: 0.1258108913898468
Inter Cos: -5.861546378582716e-05
Norm Quadratic Average: 13.713179588317871
Nearest Class Center Accuracy: 0.899

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.003741264343262
Linear Weight Rank: 180
Intra Cos: 0.15131257474422455
Inter Cos: -0.0027644112706184387
Norm Quadratic Average: 13.648578643798828
Nearest Class Center Accuracy: 0.9035

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.990841865539551
Linear Weight Rank: 180
Intra Cos: 0.1545506715774536
Inter Cos: -0.004301584325730801
Norm Quadratic Average: 13.541792869567871
Nearest Class Center Accuracy: 0.895

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.007598876953125
Linear Weight Rank: 180
Intra Cos: 0.17716524004936218
Inter Cos: -0.001063037198036909
Norm Quadratic Average: 13.458123207092285
Nearest Class Center Accuracy: 0.8925

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.978174209594727
Linear Weight Rank: 179
Intra Cos: 0.1840413361787796
Inter Cos: -0.0032513136975467205
Norm Quadratic Average: 13.389057159423828
Nearest Class Center Accuracy: 0.892

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.994048118591309
Linear Weight Rank: 179
Intra Cos: 0.20830190181732178
Inter Cos: 0.004269372671842575
Norm Quadratic Average: 13.296771049499512
Nearest Class Center Accuracy: 0.8885

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.939468860626221
Linear Weight Rank: 180
Intra Cos: 0.23623061180114746
Inter Cos: -0.0042591392993927
Norm Quadratic Average: 13.17319107055664
Nearest Class Center Accuracy: 0.8895

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.980567932128906
Linear Weight Rank: 180
Intra Cos: 0.2926585078239441
Inter Cos: -0.02082040160894394
Norm Quadratic Average: 13.00622844696045
Nearest Class Center Accuracy: 0.8835

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8354692459106445
Linear Weight Rank: 4
Intra Cos: 0.36053186655044556
Inter Cos: -0.05590534582734108
Norm Quadratic Average: 12.890218734741211
Nearest Class Center Accuracy: 0.8825

Output Layer:
Intra Cos: 0.706182599067688
Inter Cos: -0.05064105987548828
Norm Quadratic Average: 9.02394962310791
Nearest Class Center Accuracy: 0.8845

