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_0.003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.060047149658203
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: 7.006282329559326
Linear Weight Rank: 179
Intra Cos: 0.09789413213729858
Inter Cos: 0.004912019707262516
Norm Quadratic Average: 12.124013900756836
Nearest Class Center Accuracy: 0.918875

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.993555784225464
Linear Weight Rank: 4
Intra Cos: 0.28086790442466736
Inter Cos: -0.009647232480347157
Norm Quadratic Average: 12.369972229003906
Nearest Class Center Accuracy: 0.996875

Output Layer:
Intra Cos: 0.8268060684204102
Inter Cos: 0.002314571291208267
Norm Quadratic Average: 14.75976276397705
Nearest Class Center Accuracy: 0.99825

Test Set:
Average Loss: 0.10988779258728028
Accuracy: 0.955
NC1 Within Class Collapse: 1.8172645568847656
NC2 Equinorm: Features: 0.03802211210131645, Weights: 0.019943060353398323
NC2 Equiangle: Features: 0.3745352427164714, Weights: 0.26970231533050537
NC3 Self-Duality: 0.12799493968486786
NC4 NCC Mismatch: 0.02849999999999997

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.060047149658203
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: 7.006282329559326
Linear Weight Rank: 179
Intra Cos: 0.0959658995270729
Inter Cos: 0.0043729860335588455
Norm Quadratic Average: 12.121124267578125
Nearest Class Center Accuracy: 0.918

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.993555784225464
Linear Weight Rank: 4
Intra Cos: 0.2672397494316101
Inter Cos: 0.0037432063836604357
Norm Quadratic Average: 12.390512466430664
Nearest Class Center Accuracy: 0.9585

Output Layer:
Intra Cos: 0.7762487530708313
Inter Cos: 0.04024535417556763
Norm Quadratic Average: 14.843437194824219
Nearest Class Center Accuracy: 0.9575

