Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_9_model_type_MLP_rand_seed_979323_weight_decay_0.0001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.202657699584961
Linear Weight Rank: 16
Intra Cos: 0.07988918572664261
Inter Cos: 0.001758478581905365
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: 8.193394660949707
Linear Weight Rank: 180
Intra Cos: 0.07186394184827805
Inter Cos: 0.00503173191100359
Norm Quadratic Average: 14.067339897155762
Nearest Class Center Accuracy: 0.8685

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.151583671569824
Linear Weight Rank: 180
Intra Cos: 0.10023028403520584
Inter Cos: 0.004009169526398182
Norm Quadratic Average: 14.028787612915039
Nearest Class Center Accuracy: 0.908625

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.184640884399414
Linear Weight Rank: 179
Intra Cos: 0.1307322382926941
Inter Cos: 0.0036354560870677233
Norm Quadratic Average: 14.008654594421387
Nearest Class Center Accuracy: 0.940875

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.133444786071777
Linear Weight Rank: 179
Intra Cos: 0.1605052649974823
Inter Cos: -0.0019821547903120518
Norm Quadratic Average: 13.979371070861816
Nearest Class Center Accuracy: 0.974

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.131024360656738
Linear Weight Rank: 180
Intra Cos: 0.18517741560935974
Inter Cos: -0.0021515735425055027
Norm Quadratic Average: 13.947518348693848
Nearest Class Center Accuracy: 0.9915

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.156373023986816
Linear Weight Rank: 180
Intra Cos: 0.22237944602966309
Inter Cos: -0.010395660996437073
Norm Quadratic Average: 13.958287239074707
Nearest Class Center Accuracy: 0.998625

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.132898330688477
Linear Weight Rank: 179
Intra Cos: 0.29597026109695435
Inter Cos: -0.036166779696941376
Norm Quadratic Average: 13.95708179473877
Nearest Class Center Accuracy: 1.0

Layer 8: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.0835561752319336
Linear Weight Rank: 4
Intra Cos: 0.4470069706439972
Inter Cos: -0.09134823083877563
Norm Quadratic Average: 14.047931671142578
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9585558176040649
Inter Cos: -0.14334116876125336
Norm Quadratic Average: 10.864961624145508
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.3526216154098511
Accuracy: 0.886
NC1 Within Class Collapse: 1.183429479598999
NC2 Equinorm: Features: 0.02360500767827034, Weights: 0.016428107395768166
NC2 Equiangle: Features: 0.23546568552652994, Weights: 0.09973649183909099
NC3 Self-Duality: 0.2455567866563797
NC4 NCC Mismatch: 0.019499999999999962

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.202657699584961
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: 8.193394660949707
Linear Weight Rank: 180
Intra Cos: 0.07037276029586792
Inter Cos: 0.00452567869797349
Norm Quadratic Average: 14.054226875305176
Nearest Class Center Accuracy: 0.8755

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.151583671569824
Linear Weight Rank: 180
Intra Cos: 0.0982542559504509
Inter Cos: 0.0043594748713076115
Norm Quadratic Average: 14.016350746154785
Nearest Class Center Accuracy: 0.902

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.184640884399414
Linear Weight Rank: 179
Intra Cos: 0.12034028768539429
Inter Cos: -0.0032552462071180344
Norm Quadratic Average: 13.996726036071777
Nearest Class Center Accuracy: 0.897

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.133444786071777
Linear Weight Rank: 179
Intra Cos: 0.15070199966430664
Inter Cos: 0.0005706567317247391
Norm Quadratic Average: 13.96513557434082
Nearest Class Center Accuracy: 0.902

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.131024360656738
Linear Weight Rank: 180
Intra Cos: 0.158932164311409
Inter Cos: 0.003521083854138851
Norm Quadratic Average: 13.881068229675293
Nearest Class Center Accuracy: 0.8995

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.156373023986816
Linear Weight Rank: 180
Intra Cos: 0.17439821362495422
Inter Cos: 0.0019226395525038242
Norm Quadratic Average: 13.816397666931152
Nearest Class Center Accuracy: 0.8915

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.132898330688477
Linear Weight Rank: 179
Intra Cos: 0.21557433903217316
Inter Cos: -0.018255820497870445
Norm Quadratic Average: 13.684218406677246
Nearest Class Center Accuracy: 0.897

Layer 8: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.0835561752319336
Linear Weight Rank: 4
Intra Cos: 0.3170457184314728
Inter Cos: -0.03498486429452896
Norm Quadratic Average: 13.455572128295898
Nearest Class Center Accuracy: 0.892

Output Layer:
Intra Cos: 0.7065872550010681
Inter Cos: -0.05187566578388214
Norm Quadratic Average: 9.970067024230957
Nearest Class Center Accuracy: 0.8915

