Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_mlp6_epochs_100_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_314159_weight_decay_0.0005.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.29210090637207
Linear Weight Rank: 16
Intra Cos: 0.014583898708224297
Inter Cos: 0.004829856567084789
Norm Quadratic Average: 3.993140459060669
Nearest Class Center Accuracy: 0.447

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.318865776062012
Linear Weight Rank: 179
Intra Cos: 0.014984662644565105
Inter Cos: 0.006054496858268976
Norm Quadratic Average: 4.965441703796387
Nearest Class Center Accuracy: 0.464

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.628690719604492
Linear Weight Rank: 4
Intra Cos: 0.04453764855861664
Inter Cos: 0.016697019338607788
Norm Quadratic Average: 2.4123589992523193
Nearest Class Center Accuracy: 0.532125

Output Layer:
Intra Cos: 0.1894136518239975
Inter Cos: 0.07273638248443604
Norm Quadratic Average: 1.5985448360443115
Nearest Class Center Accuracy: 0.552375

Test Set:
Average Loss: 1.1064303703308105
Accuracy: 0.5225
NC1 Within Class Collapse: 16.871135711669922
NC2 Equinorm: Features: 0.08103730529546738, Weights: 0.045454226434230804
NC2 Equiangle: Features: 0.413843313852946, Weights: 0.10224063197771709
NC3 Self-Duality: 0.36939737200737
NC4 NCC Mismatch: 0.16149999999999998

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.29210090637207
Linear Weight Rank: 16
Intra Cos: 0.014108894392848015
Inter Cos: 0.005012289620935917
Norm Quadratic Average: 3.9761204719543457
Nearest Class Center Accuracy: 0.4485

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.318865776062012
Linear Weight Rank: 179
Intra Cos: 0.016093486919999123
Inter Cos: 0.00611687358468771
Norm Quadratic Average: 4.94666862487793
Nearest Class Center Accuracy: 0.4705

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.628690719604492
Linear Weight Rank: 4
Intra Cos: 0.040706388652324677
Inter Cos: 0.017160162329673767
Norm Quadratic Average: 2.4019832611083984
Nearest Class Center Accuracy: 0.52

Output Layer:
Intra Cos: 0.1633746474981308
Inter Cos: 0.06529146432876587
Norm Quadratic Average: 1.5851771831512451
Nearest Class Center Accuracy: 0.508

