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_338327_weight_decay_0.007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.744801044464111
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
Inter Cos: 0.0017584916204214096
Norm Quadratic Average: 4.001680850982666
Nearest Class Center Accuracy: 0.948875

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.7269110679626465
Linear Weight Rank: 179
Intra Cos: 0.10485520213842392
Inter Cos: 0.0036540618166327477
Norm Quadratic Average: 9.843029975891113
Nearest Class Center Accuracy: 0.915

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.801966428756714
Linear Weight Rank: 4
Intra Cos: 0.3214883506298065
Inter Cos: -0.010098466649651527
Norm Quadratic Average: 10.18071174621582
Nearest Class Center Accuracy: 0.997375

Output Layer:
Intra Cos: 0.8399140238761902
Inter Cos: 0.01052747294306755
Norm Quadratic Average: 11.782971382141113
Nearest Class Center Accuracy: 0.998

Test Set:
Average Loss: 0.10926846504211425
Accuracy: 0.962
NC1 Within Class Collapse: 1.6156870126724243
NC2 Equinorm: Features: 0.047134410589933395, Weights: 0.015280378982424736
NC2 Equiangle: Features: 0.36369407176971436, Weights: 0.25478804111480713
NC3 Self-Duality: 0.13101381063461304
NC4 NCC Mismatch: 0.031000000000000028

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.744801044464111
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
Inter Cos: 0.0033128950744867325
Norm Quadratic Average: 3.988335609436035
Nearest Class Center Accuracy: 0.9165

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.7269110679626465
Linear Weight Rank: 179
Intra Cos: 0.10726956278085709
Inter Cos: 0.0038160744588822126
Norm Quadratic Average: 9.851970672607422
Nearest Class Center Accuracy: 0.9025

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.801966428756714
Linear Weight Rank: 4
Intra Cos: 0.30350977182388306
Inter Cos: 0.0032058977521955967
Norm Quadratic Average: 10.212371826171875
Nearest Class Center Accuracy: 0.9645

Output Layer:
Intra Cos: 0.8072347640991211
Inter Cos: 0.04277530685067177
Norm Quadratic Average: 11.850259780883789
Nearest Class Center Accuracy: 0.963

