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_314159_weight_decay_0.007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.714547157287598
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
Inter Cos: 0.0017584841698408127
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: 5.731102466583252
Linear Weight Rank: 179
Intra Cos: 0.11129269003868103
Inter Cos: 0.00933664571493864
Norm Quadratic Average: 9.906425476074219
Nearest Class Center Accuracy: 0.918625

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.770421266555786
Linear Weight Rank: 4
Intra Cos: 0.3261461555957794
Inter Cos: -0.01540814246982336
Norm Quadratic Average: 10.191938400268555
Nearest Class Center Accuracy: 0.998

Output Layer:
Intra Cos: 0.8465091586112976
Inter Cos: -0.007163491100072861
Norm Quadratic Average: 11.262296676635742
Nearest Class Center Accuracy: 0.99875

Test Set:
Average Loss: 0.10898792123794555
Accuracy: 0.9655
NC1 Within Class Collapse: 1.5062100887298584
NC2 Equinorm: Features: 0.02102477289736271, Weights: 0.020421938970685005
NC2 Equiangle: Features: 0.3450033664703369, Weights: 0.22281942764918009
NC3 Self-Duality: 0.14089202880859375
NC4 NCC Mismatch: 0.022499999999999964

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.714547157287598
Linear Weight Rank: 16
Intra Cos: 0.08033028990030289
Inter Cos: 0.003312898799777031
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: 5.731102466583252
Linear Weight Rank: 179
Intra Cos: 0.11245685815811157
Inter Cos: 0.010709045454859734
Norm Quadratic Average: 9.90259075164795
Nearest Class Center Accuracy: 0.9125

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.770421266555786
Linear Weight Rank: 4
Intra Cos: 0.31436687707901
Inter Cos: -0.005730329547077417
Norm Quadratic Average: 10.23300552368164
Nearest Class Center Accuracy: 0.969

Output Layer:
Intra Cos: 0.8111852407455444
Inter Cos: 0.026655327528715134
Norm Quadratic Average: 11.35444450378418
Nearest Class Center Accuracy: 0.9685

