Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_265358_weight_decay_0.1.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 1.744615912437439
Linear Weight Rank: 11
Intra Cos: 0.07988916337490082
Inter Cos: 0.0017584804445505142
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: 2.0139639377593994
Linear Weight Rank: 144
Intra Cos: 0.7353830933570862
Inter Cos: 0.023141326382756233
Norm Quadratic Average: 1.338739037513733
Nearest Class Center Accuracy: 0.979625

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.0965306758880615
Linear Weight Rank: 3
Intra Cos: 0.7743365168571472
Inter Cos: 0.024196714162826538
Norm Quadratic Average: 1.53819739818573
Nearest Class Center Accuracy: 0.982375

Output Layer:
Intra Cos: 0.8278833627700806
Inter Cos: 0.023589543998241425
Norm Quadratic Average: 2.2063851356506348
Nearest Class Center Accuracy: 0.9815

Test Set:
Average Loss: 0.5433858680725098
Accuracy: 0.9745
NC1 Within Class Collapse: 10.745046615600586
NC2 Equinorm: Features: 0.045326538383960724, Weights: 0.021978000178933144
NC2 Equiangle: Features: 0.4417770703633626, Weights: 0.43793197472890216
NC3 Self-Duality: 0.0030896379612386227
NC4 NCC Mismatch: 0.038000000000000034

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 1.744615912437439
Linear Weight Rank: 11
Intra Cos: 0.0803302749991417
Inter Cos: 0.0033129025250673294
Norm Quadratic Average: 3.9883358478546143
Nearest Class Center Accuracy: 0.9165

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 2.0139639377593994
Linear Weight Rank: 144
Intra Cos: 0.7384684681892395
Inter Cos: 0.04832436889410019
Norm Quadratic Average: 1.3510551452636719
Nearest Class Center Accuracy: 0.9745

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.0965306758880615
Linear Weight Rank: 3
Intra Cos: 0.7713302969932556
Inter Cos: 0.04980885609984398
Norm Quadratic Average: 1.5490689277648926
Nearest Class Center Accuracy: 0.9755

Output Layer:
Intra Cos: 0.8330582976341248
Inter Cos: 0.049968820065259933
Norm Quadratic Average: 2.218705177307129
Nearest Class Center Accuracy: 0.978

