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_0.04.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 2.5439863204956055
Linear Weight Rank: 16
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: 2.8325369358062744
Linear Weight Rank: 176
Intra Cos: 0.5953107476234436
Inter Cos: 0.006638083606958389
Norm Quadratic Average: 1.8822301626205444
Nearest Class Center Accuracy: 0.971625

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.6900434494018555
Linear Weight Rank: 4
Intra Cos: 0.7315562963485718
Inter Cos: 0.015095723792910576
Norm Quadratic Average: 2.5153896808624268
Nearest Class Center Accuracy: 0.97725

Output Layer:
Intra Cos: 0.8201357126235962
Inter Cos: 0.00961342453956604
Norm Quadratic Average: 4.514528751373291
Nearest Class Center Accuracy: 0.981375

Test Set:
Average Loss: 0.2695164175033569
Accuracy: 0.985
NC1 Within Class Collapse: 3.5083608627319336
NC2 Equinorm: Features: 0.030931321904063225, Weights: 0.01131921261548996
NC2 Equiangle: Features: 0.43702836831410724, Weights: 0.4204711119333903
NC3 Self-Duality: 0.010516693815588951
NC4 NCC Mismatch: 0.025000000000000022

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 2.5439863204956055
Linear Weight Rank: 16
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: 2.8325369358062744
Linear Weight Rank: 176
Intra Cos: 0.5919370055198669
Inter Cos: 0.017923971638083458
Norm Quadratic Average: 1.8962974548339844
Nearest Class Center Accuracy: 0.968

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.6900434494018555
Linear Weight Rank: 4
Intra Cos: 0.7229837775230408
Inter Cos: 0.026110267266631126
Norm Quadratic Average: 2.532855749130249
Nearest Class Center Accuracy: 0.974

Output Layer:
Intra Cos: 0.823599636554718
Inter Cos: 0.030792351812124252
Norm Quadratic Average: 4.540837287902832
Nearest Class Center Accuracy: 0.978

