Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_mlp3_epochs_100_lr_0.001_model_depth_MLP_6_model_type_MLP_rand_seed_979323_weight_decay_0.007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.903127193450928
Linear Weight Rank: 16
Intra Cos: 0.03299567475914955
Inter Cos: -0.006222445052117109
Norm Quadratic Average: 3.9938879013061523
Nearest Class Center Accuracy: 0.583375

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.933713436126709
Linear Weight Rank: 180
Intra Cos: 0.025513548403978348
Inter Cos: -0.004826859571039677
Norm Quadratic Average: 10.085433959960938
Nearest Class Center Accuracy: 0.576375

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.883737087249756
Linear Weight Rank: 179
Intra Cos: 0.029955299571156502
Inter Cos: -0.0037196152843534946
Norm Quadratic Average: 10.065582275390625
Nearest Class Center Accuracy: 0.638125

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.883102893829346
Linear Weight Rank: 179
Intra Cos: 0.039009369909763336
Inter Cos: -0.007543852552771568
Norm Quadratic Average: 10.039658546447754
Nearest Class Center Accuracy: 0.766125

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.8360748291015625
Linear Weight Rank: 180
Intra Cos: 0.07955337315797806
Inter Cos: -0.020809652283787727
Norm Quadratic Average: 10.025585174560547
Nearest Class Center Accuracy: 0.9705

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.453624725341797
Linear Weight Rank: 4
Intra Cos: 0.30415964126586914
Inter Cos: -0.08930303156375885
Norm Quadratic Average: 10.346614837646484
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.8967165946960449
Inter Cos: -0.18642805516719818
Norm Quadratic Average: 8.533093452453613
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.903989673614502
Accuracy: 0.7385
NC1 Within Class Collapse: 3.5220911502838135
NC2 Equinorm: Features: 0.05878493934869766, Weights: 0.03395998850464821
NC2 Equiangle: Features: 0.07393425206343333, Weights: 0.043230111400286354
NC3 Self-Duality: 0.16020125150680542
NC4 NCC Mismatch: 0.04349999999999998

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.903127193450928
Linear Weight Rank: 16
Intra Cos: 0.030431468039751053
Inter Cos: -0.00454972218722105
Norm Quadratic Average: 3.9951601028442383
Nearest Class Center Accuracy: 0.583

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.933713436126709
Linear Weight Rank: 180
Intra Cos: 0.023804165422916412
Inter Cos: -0.0036074852105230093
Norm Quadratic Average: 10.085152626037598
Nearest Class Center Accuracy: 0.596

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.883737087249756
Linear Weight Rank: 179
Intra Cos: 0.0259598009288311
Inter Cos: -0.001616324414499104
Norm Quadratic Average: 10.057623863220215
Nearest Class Center Accuracy: 0.6275

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.883102893829346
Linear Weight Rank: 179
Intra Cos: 0.027963751927018166
Inter Cos: -0.0036430468317121267
Norm Quadratic Average: 10.049093246459961
Nearest Class Center Accuracy: 0.676

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.8360748291015625
Linear Weight Rank: 180
Intra Cos: 0.044184476137161255
Inter Cos: -0.006746095139533281
Norm Quadratic Average: 9.979711532592773
Nearest Class Center Accuracy: 0.7205

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.453624725341797
Linear Weight Rank: 4
Intra Cos: 0.12916849553585052
Inter Cos: -0.024340735748410225
Norm Quadratic Average: 10.003414154052734
Nearest Class Center Accuracy: 0.743

Output Layer:
Intra Cos: 0.4187036454677582
Inter Cos: -0.07791408896446228
Norm Quadratic Average: 7.701488018035889
Nearest Class Center Accuracy: 0.738

