Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_mlp3_epochs_100_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_314159_weight_decay_0.001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.47758960723877
Linear Weight Rank: 16
Intra Cos: 0.03299567848443985
Inter Cos: -0.006222445517778397
Norm Quadratic Average: 3.9938883781433105
Nearest Class Center Accuracy: 0.583375

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.487339973449707
Linear Weight Rank: 179
Intra Cos: 0.03105255961418152
Inter Cos: -0.005719206295907497
Norm Quadratic Average: 5.095298767089844
Nearest Class Center Accuracy: 0.6095

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.532813549041748
Linear Weight Rank: 4
Intra Cos: 0.13003361225128174
Inter Cos: -0.02135653607547283
Norm Quadratic Average: 2.994126558303833
Nearest Class Center Accuracy: 0.731625

Output Layer:
Intra Cos: 0.3480212092399597
Inter Cos: -0.06781090795993805
Norm Quadratic Average: 3.6832242012023926
Nearest Class Center Accuracy: 0.749625

Test Set:
Average Loss: 0.6572277717590332
Accuracy: 0.727
NC1 Within Class Collapse: 5.483659744262695
NC2 Equinorm: Features: 0.14514538645744324, Weights: 0.04876497760415077
NC2 Equiangle: Features: 0.18626534938812256, Weights: 0.03319519261519114
NC3 Self-Duality: 0.216413214802742
NC4 NCC Mismatch: 0.10250000000000004

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.47758960723877
Linear Weight Rank: 16
Intra Cos: 0.030431468039751053
Inter Cos: -0.0045497240498661995
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: 8.487339973449707
Linear Weight Rank: 179
Intra Cos: 0.029498491436243057
Inter Cos: -0.004525700584053993
Norm Quadratic Average: 5.103970527648926
Nearest Class Center Accuracy: 0.6065

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.532813549041748
Linear Weight Rank: 4
Intra Cos: 0.11329935491085052
Inter Cos: -0.009208779782056808
Norm Quadratic Average: 2.9789507389068604
Nearest Class Center Accuracy: 0.7055

Output Layer:
Intra Cos: 0.3271717131137848
Inter Cos: -0.052646227180957794
Norm Quadratic Average: 3.6302402019500732
Nearest Class Center Accuracy: 0.721

