Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_338327_weight_decay_0.05.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 2.27917218208313
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: 2.574106454849243
Linear Weight Rank: 175
Intra Cos: 0.6703488826751709
Inter Cos: 0.016492649912834167
Norm Quadratic Average: 1.7129318714141846
Nearest Class Center Accuracy: 0.979625

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.559678554534912
Linear Weight Rank: 4
Intra Cos: 0.7596871852874756
Inter Cos: 0.023482728749513626
Norm Quadratic Average: 2.2727670669555664
Nearest Class Center Accuracy: 0.98425

Output Layer:
Intra Cos: 0.8389447331428528
Inter Cos: 0.02373390644788742
Norm Quadratic Average: 3.915100336074829
Nearest Class Center Accuracy: 0.984875

Test Set:
Average Loss: 0.30959832286834715
Accuracy: 0.986
NC1 Within Class Collapse: 3.8493635654449463
NC2 Equinorm: Features: 0.04164433106780052, Weights: 0.015510322526097298
NC2 Equiangle: Features: 0.43895411491394043, Weights: 0.4269297917683919
NC3 Self-Duality: 0.0067992364056408405
NC4 NCC Mismatch: 0.026000000000000023

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 2.27917218208313
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: 2.574106454849243
Linear Weight Rank: 175
Intra Cos: 0.6767359972000122
Inter Cos: 0.03877715766429901
Norm Quadratic Average: 1.7283759117126465
Nearest Class Center Accuracy: 0.9745

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.559678554534912
Linear Weight Rank: 4
Intra Cos: 0.7571260333061218
Inter Cos: 0.04894809052348137
Norm Quadratic Average: 2.289748430252075
Nearest Class Center Accuracy: 0.978

Output Layer:
Intra Cos: 0.8412306904792786
Inter Cos: 0.051260191947221756
Norm Quadratic Average: 3.938690423965454
Nearest Class Center Accuracy: 0.9815

