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_0.007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 6.181748390197754
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: 6.204341888427734
Linear Weight Rank: 179
Intra Cos: 0.016701428219676018
Inter Cos: 0.006908883340656757
Norm Quadratic Average: 3.7162506580352783
Nearest Class Center Accuracy: 0.469375

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2710344791412354
Linear Weight Rank: 4
Intra Cos: 0.06984290480613708
Inter Cos: 0.031289465725421906
Norm Quadratic Average: 1.6138473749160767
Nearest Class Center Accuracy: 0.522375

Output Layer:
Intra Cos: 0.16707980632781982
Inter Cos: 0.0887351855635643
Norm Quadratic Average: 1.3606762886047363
Nearest Class Center Accuracy: 0.523875

Test Set:
Average Loss: 1.1414303169250488
Accuracy: 0.5055
NC1 Within Class Collapse: 18.446765899658203
NC2 Equinorm: Features: 0.09401611983776093, Weights: 0.038597460836172104
NC2 Equiangle: Features: 0.45844515164693195, Weights: 0.13488698999087015
NC3 Self-Duality: 0.23370762169361115
NC4 NCC Mismatch: 0.11850000000000005

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 6.181748390197754
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: 6.204341888427734
Linear Weight Rank: 179
Intra Cos: 0.01783616654574871
Inter Cos: 0.006922597996890545
Norm Quadratic Average: 3.7007100582122803
Nearest Class Center Accuracy: 0.48

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2710344791412354
Linear Weight Rank: 4
Intra Cos: 0.0673283264040947
Inter Cos: 0.0310335885733366
Norm Quadratic Average: 1.603150486946106
Nearest Class Center Accuracy: 0.5095

Output Layer:
Intra Cos: 0.1531302034854889
Inter Cos: 0.0817921981215477
Norm Quadratic Average: 1.34856379032135
Nearest Class Center Accuracy: 0.5

