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_979323_weight_decay_0.07.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 1.9973609447479248
Linear Weight Rank: 15
Intra Cos: 0.07988917827606201
Inter Cos: 0.001758486032485962
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: 2.28928542137146
Linear Weight Rank: 167
Intra Cos: 0.7189913988113403
Inter Cos: 0.012528268620371819
Norm Quadratic Average: 1.5224887132644653
Nearest Class Center Accuracy: 0.97675

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.353672981262207
Linear Weight Rank: 3
Intra Cos: 0.756262481212616
Inter Cos: 0.014261653646826744
Norm Quadratic Average: 1.9262895584106445
Nearest Class Center Accuracy: 0.9795

Output Layer:
Intra Cos: 0.8262922167778015
Inter Cos: 0.01375119760632515
Norm Quadratic Average: 3.0745491981506348
Nearest Class Center Accuracy: 0.981125

Test Set:
Average Loss: 0.4000583190917969
Accuracy: 0.9815
NC1 Within Class Collapse: 7.108525276184082
NC2 Equinorm: Features: 0.035071033984422684, Weights: 0.014590032398700714
NC2 Equiangle: Features: 0.44061005115509033, Weights: 0.43294429779052734
NC3 Self-Duality: 0.005032827612012625
NC4 NCC Mismatch: 0.026000000000000023

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 1.9973609447479248
Linear Weight Rank: 15
Intra Cos: 0.08033028244972229
Inter Cos: 0.003312898799777031
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: 2.28928542137146
Linear Weight Rank: 167
Intra Cos: 0.7189913392066956
Inter Cos: 0.03786845505237579
Norm Quadratic Average: 1.5361969470977783
Nearest Class Center Accuracy: 0.9735

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.353672981262207
Linear Weight Rank: 3
Intra Cos: 0.7503516674041748
Inter Cos: 0.040187690407037735
Norm Quadratic Average: 1.9391323328018188
Nearest Class Center Accuracy: 0.9755

Output Layer:
Intra Cos: 0.8308988809585571
Inter Cos: 0.041558608412742615
Norm Quadratic Average: 3.091261386871338
Nearest Class Center Accuracy: 0.978

