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_0.0003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.368143081665039
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: 8.395129203796387
Linear Weight Rank: 179
Intra Cos: 0.014945916831493378
Inter Cos: 0.006039255298674107
Norm Quadratic Average: 5.010615348815918
Nearest Class Center Accuracy: 0.463625

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.641160726547241
Linear Weight Rank: 4
Intra Cos: 0.04385920241475105
Inter Cos: 0.016356520354747772
Norm Quadratic Average: 2.446530342102051
Nearest Class Center Accuracy: 0.532125

Output Layer:
Intra Cos: 0.18997591733932495
Inter Cos: 0.07212767004966736
Norm Quadratic Average: 1.6073662042617798
Nearest Class Center Accuracy: 0.5535

Test Set:
Average Loss: 1.1053659477233886
Accuracy: 0.524
NC1 Within Class Collapse: 16.845191955566406
NC2 Equinorm: Features: 0.08061777055263519, Weights: 0.04541310295462608
NC2 Equiangle: Features: 0.4124543269475301, Weights: 0.10193973779678345
NC3 Self-Duality: 0.3749646246433258
NC4 NCC Mismatch: 0.16149999999999998

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.368143081665039
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: 8.395129203796387
Linear Weight Rank: 179
Intra Cos: 0.016055602580308914
Inter Cos: 0.006101311184465885
Norm Quadratic Average: 4.991713523864746
Nearest Class Center Accuracy: 0.4705

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.641160726547241
Linear Weight Rank: 4
Intra Cos: 0.04003038629889488
Inter Cos: 0.016824161633849144
Norm Quadratic Average: 2.4361488819122314
Nearest Class Center Accuracy: 0.52

Output Layer:
Intra Cos: 0.1638246774673462
Inter Cos: 0.06467041373252869
Norm Quadratic Average: 1.5939432382583618
Nearest Class Center Accuracy: 0.5095

