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_0.0003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.131513595581055
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: 8.197933197021484
Linear Weight Rank: 179
Intra Cos: 0.07370559871196747
Inter Cos: 0.005733574740588665
Norm Quadratic Average: 13.950276374816895
Nearest Class Center Accuracy: 0.874875

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.131244659423828
Linear Weight Rank: 179
Intra Cos: 0.10286920517683029
Inter Cos: 0.0039123063907027245
Norm Quadratic Average: 13.908051490783691
Nearest Class Center Accuracy: 0.91825

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.147688865661621
Linear Weight Rank: 179
Intra Cos: 0.13035358488559723
Inter Cos: 0.008254220709204674
Norm Quadratic Average: 13.884672164916992
Nearest Class Center Accuracy: 0.947625

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.085424423217773
Linear Weight Rank: 180
Intra Cos: 0.1576722264289856
Inter Cos: -0.003886210499331355
Norm Quadratic Average: 13.837345123291016
Nearest Class Center Accuracy: 0.969625

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.072731018066406
Linear Weight Rank: 180
Intra Cos: 0.1697307974100113
Inter Cos: -0.003924112766981125
Norm Quadratic Average: 13.80066967010498
Nearest Class Center Accuracy: 0.986125

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.0897798538208
Linear Weight Rank: 180
Intra Cos: 0.19997018575668335
Inter Cos: -0.0034925295040011406
Norm Quadratic Average: 13.76016616821289
Nearest Class Center Accuracy: 0.9935

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.06020450592041
Linear Weight Rank: 179
Intra Cos: 0.23152317106723785
Inter Cos: -0.0038347565568983555
Norm Quadratic Average: 13.748357772827148
Nearest Class Center Accuracy: 0.99825

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.076460838317871
Linear Weight Rank: 179
Intra Cos: 0.29882779717445374
Inter Cos: 0.003282759105786681
Norm Quadratic Average: 13.738774299621582
Nearest Class Center Accuracy: 0.9995

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.021401405334473
Linear Weight Rank: 180
Intra Cos: 0.3434823453426361
Inter Cos: -0.020552000030875206
Norm Quadratic Average: 13.721423149108887
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.062983512878418
Linear Weight Rank: 180
Intra Cos: 0.4495279788970947
Inter Cos: -0.0508689284324646
Norm Quadratic Average: 13.749384880065918
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8470709323883057
Linear Weight Rank: 4
Intra Cos: 0.5300427675247192
Inter Cos: -0.12907062470912933
Norm Quadratic Average: 13.864095687866211
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9768085479736328
Inter Cos: -0.14930422604084015
Norm Quadratic Average: 10.140081405639648
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.37530687713623045
Accuracy: 0.895
NC1 Within Class Collapse: 1.0242908000946045
NC2 Equinorm: Features: 0.00764327822253108, Weights: 0.0062888795509934425
NC2 Equiangle: Features: 0.21402851740519205, Weights: 0.16139426827430725
NC3 Self-Duality: 0.2533803880214691
NC4 NCC Mismatch: 0.007499999999999951

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.131513595581055
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: 8.197933197021484
Linear Weight Rank: 179
Intra Cos: 0.07224458456039429
Inter Cos: 0.006076994817703962
Norm Quadratic Average: 13.937592506408691
Nearest Class Center Accuracy: 0.8795

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.131244659423828
Linear Weight Rank: 179
Intra Cos: 0.1005689725279808
Inter Cos: 0.0039276983588933945
Norm Quadratic Average: 13.906370162963867
Nearest Class Center Accuracy: 0.902

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.147688865661621
Linear Weight Rank: 179
Intra Cos: 0.12437564134597778
Inter Cos: 0.0008356827311217785
Norm Quadratic Average: 13.893218994140625
Nearest Class Center Accuracy: 0.903

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.085424423217773
Linear Weight Rank: 180
Intra Cos: 0.1447896659374237
Inter Cos: -0.003183334833011031
Norm Quadratic Average: 13.772958755493164
Nearest Class Center Accuracy: 0.9125

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.072731018066406
Linear Weight Rank: 180
Intra Cos: 0.1608990728855133
Inter Cos: 0.0008945523295551538
Norm Quadratic Average: 13.683978080749512
Nearest Class Center Accuracy: 0.912

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.0897798538208
Linear Weight Rank: 180
Intra Cos: 0.17458558082580566
Inter Cos: 0.0052065798081457615
Norm Quadratic Average: 13.601076126098633
Nearest Class Center Accuracy: 0.898

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.06020450592041
Linear Weight Rank: 179
Intra Cos: 0.18397614359855652
Inter Cos: 0.009246448054909706
Norm Quadratic Average: 13.477080345153809
Nearest Class Center Accuracy: 0.896

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.076460838317871
Linear Weight Rank: 179
Intra Cos: 0.2192339450120926
Inter Cos: 0.019360268488526344
Norm Quadratic Average: 13.394353866577148
Nearest Class Center Accuracy: 0.89

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.021401405334473
Linear Weight Rank: 180
Intra Cos: 0.2535054683685303
Inter Cos: 0.0021226631943136454
Norm Quadratic Average: 13.269293785095215
Nearest Class Center Accuracy: 0.894

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.062983512878418
Linear Weight Rank: 180
Intra Cos: 0.3107926845550537
Inter Cos: -0.024767175316810608
Norm Quadratic Average: 13.13218879699707
Nearest Class Center Accuracy: 0.8945

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8470709323883057
Linear Weight Rank: 4
Intra Cos: 0.38162943720817566
Inter Cos: -0.05534324795007706
Norm Quadratic Average: 13.014309883117676
Nearest Class Center Accuracy: 0.8965

Output Layer:
Intra Cos: 0.7463324666023254
Inter Cos: -0.05821540206670761
Norm Quadratic Average: 9.220908164978027
Nearest Class Center Accuracy: 0.8935

