Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_conic_epochs_200_lr_0.001_model_type_MLP_rand_seed_338327_weight_decay_0.005.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 6.761358737945557
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
Inter Cos: 0.0017584878951311111
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: 6.788311958312988
Linear Weight Rank: 180
Intra Cos: 0.1377837210893631
Inter Cos: 0.0026152129285037518
Norm Quadratic Average: 4.121994972229004
Nearest Class Center Accuracy: 0.940375

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 6.7773823738098145
Linear Weight Rank: 179
Intra Cos: 0.5310571193695068
Inter Cos: 0.023623695597052574
Norm Quadratic Average: 3.1557300090789795
Nearest Class Center Accuracy: 0.97375

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 6.781554698944092
Linear Weight Rank: 179
Intra Cos: 0.692620575428009
Inter Cos: 0.03777891770005226
Norm Quadratic Average: 4.2964630126953125
Nearest Class Center Accuracy: 0.97675

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 6.818006992340088
Linear Weight Rank: 179
Intra Cos: 0.7309351563453674
Inter Cos: 0.03806085139513016
Norm Quadratic Average: 6.182642459869385
Nearest Class Center Accuracy: 0.981375

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.7882707118988037
Linear Weight Rank: 4
Intra Cos: 0.7494925260543823
Inter Cos: 0.05357624590396881
Norm Quadratic Average: 8.699872016906738
Nearest Class Center Accuracy: 0.985

Output Layer:
Intra Cos: 0.8319215178489685
Inter Cos: 0.08668617159128189
Norm Quadratic Average: 15.505515098571777
Nearest Class Center Accuracy: 0.982875

Test Set:
Average Loss: 0.07270561861991882
Accuracy: 0.974
NC1 Within Class Collapse: 1.3479278087615967
NC2 Equinorm: Features: 0.048814110457897186, Weights: 0.0506819486618042
NC2 Equiangle: Features: 0.43195303281148273, Weights: 0.37744394938151044
NC3 Self-Duality: 0.08701474219560623
NC4 NCC Mismatch: 0.025000000000000022

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 6.761358737945557
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: 6.788311958312988
Linear Weight Rank: 180
Intra Cos: 0.14113777875900269
Inter Cos: 0.008793601766228676
Norm Quadratic Average: 4.1226348876953125
Nearest Class Center Accuracy: 0.937

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 6.7773823738098145
Linear Weight Rank: 179
Intra Cos: 0.5416489839553833
Inter Cos: 0.044164545834064484
Norm Quadratic Average: 3.1853678226470947
Nearest Class Center Accuracy: 0.959

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 6.781554698944092
Linear Weight Rank: 179
Intra Cos: 0.6989105939865112
Inter Cos: 0.06059667095541954
Norm Quadratic Average: 4.340404510498047
Nearest Class Center Accuracy: 0.9625

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 6.818006992340088
Linear Weight Rank: 179
Intra Cos: 0.7249113917350769
Inter Cos: 0.058273814618587494
Norm Quadratic Average: 6.239354133605957
Nearest Class Center Accuracy: 0.965

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.7882707118988037
Linear Weight Rank: 4
Intra Cos: 0.7362804412841797
Inter Cos: 0.07289769500494003
Norm Quadratic Average: 8.770237922668457
Nearest Class Center Accuracy: 0.9665

Output Layer:
Intra Cos: 0.8204678297042847
Inter Cos: 0.11002755910158157
Norm Quadratic Average: 15.598421096801758
Nearest Class Center Accuracy: 0.97

