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_979323_weight_decay_0.07.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.45875194668769836
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: 0.9192842245101929
Linear Weight Rank: 163
Intra Cos: 0.5072997808456421
Inter Cos: 0.02522304840385914
Norm Quadratic Average: 0.9476942420005798
Nearest Class Center Accuracy: 0.9685

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2563252449035645
Linear Weight Rank: 3
Intra Cos: 0.9202026128768921
Inter Cos: -0.13658331334590912
Norm Quadratic Average: 2.064786195755005
Nearest Class Center Accuracy: 0.9965

Output Layer:
Intra Cos: 0.9300175309181213
Inter Cos: -0.09474234282970428
Norm Quadratic Average: 2.7446391582489014
Nearest Class Center Accuracy: 0.9965

Test Set:
Average Loss: 0.1974145278930664
Accuracy: 0.985
NC1 Within Class Collapse: 0.2643373906612396
NC2 Equinorm: Features: 0.011447119526565075, Weights: 0.01758095622062683
NC2 Equiangle: Features: 0.214312473932902, Weights: 0.10409982999165852
NC3 Self-Duality: 0.012769361957907677
NC4 NCC Mismatch: 0.0024999999999999467

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.45875194668769836
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: 0.9192842245101929
Linear Weight Rank: 163
Intra Cos: 0.5049315094947815
Inter Cos: 0.018336165696382523
Norm Quadratic Average: 0.9570952653884888
Nearest Class Center Accuracy: 0.965

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2563252449035645
Linear Weight Rank: 3
Intra Cos: 0.9123963713645935
Inter Cos: -0.12317602336406708
Norm Quadratic Average: 2.0663061141967773
Nearest Class Center Accuracy: 0.9845

Output Layer:
Intra Cos: 0.9252123236656189
Inter Cos: -0.08114338666200638
Norm Quadratic Average: 2.744313955307007
Nearest Class Center Accuracy: 0.9865

