Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_846264_weight_decay_0.0003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.133420944213867
Linear Weight Rank: 16
Intra Cos: 0.07988917082548141
Inter Cos: 0.0017584916204214096
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: 8.102197647094727
Linear Weight Rank: 179
Intra Cos: 0.08479028195142746
Inter Cos: 0.005061068572103977
Norm Quadratic Average: 13.961021423339844
Nearest Class Center Accuracy: 0.909

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.189647912979126
Linear Weight Rank: 4
Intra Cos: 0.24853461980819702
Inter Cos: -0.007992152124643326
Norm Quadratic Average: 14.245308876037598
Nearest Class Center Accuracy: 0.995875

Output Layer:
Intra Cos: 0.8305428624153137
Inter Cos: 0.006830079481005669
Norm Quadratic Average: 17.36562156677246
Nearest Class Center Accuracy: 0.99825

Test Set:
Average Loss: 0.11451012563705444
Accuracy: 0.9515
NC1 Within Class Collapse: 1.9744728803634644
NC2 Equinorm: Features: 0.042835064232349396, Weights: 0.009800521656870842
NC2 Equiangle: Features: 0.379873792330424, Weights: 0.28183184067408246
NC3 Self-Duality: 0.14805012941360474
NC4 NCC Mismatch: 0.038000000000000034

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.133420944213867
Linear Weight Rank: 16
Intra Cos: 0.08033028990030289
Inter Cos: 0.003312898799777031
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: 8.102197647094727
Linear Weight Rank: 179
Intra Cos: 0.08358728140592575
Inter Cos: 0.0018672016449272633
Norm Quadratic Average: 13.955360412597656
Nearest Class Center Accuracy: 0.904

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.189647912979126
Linear Weight Rank: 4
Intra Cos: 0.23619528114795685
Inter Cos: 0.0015390620101243258
Norm Quadratic Average: 14.305108070373535
Nearest Class Center Accuracy: 0.9535

Output Layer:
Intra Cos: 0.7865033745765686
Inter Cos: 0.03704824671149254
Norm Quadratic Average: 17.53075408935547
Nearest Class Center Accuracy: 0.9585

