Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_mlp6_epochs_100_lr_0.001_model_depth_MLP_6_model_type_MLP_rand_seed_265358_weight_decay_0.007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.948878765106201
Linear Weight Rank: 16
Intra Cos: 0.014583900570869446
Inter Cos: 0.004829856567084789
Norm Quadratic Average: 3.99314022064209
Nearest Class Center Accuracy: 0.447

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 6.06069803237915
Linear Weight Rank: 180
Intra Cos: 0.012213030830025673
Inter Cos: 0.003046368947252631
Norm Quadratic Average: 10.101266860961914
Nearest Class Center Accuracy: 0.45725

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.976990222930908
Linear Weight Rank: 181
Intra Cos: 0.011682224459946156
Inter Cos: 0.002580553526058793
Norm Quadratic Average: 10.096238136291504
Nearest Class Center Accuracy: 0.497125

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.91942834854126
Linear Weight Rank: 180
Intra Cos: 0.013336889445781708
Inter Cos: 0.002106312196701765
Norm Quadratic Average: 10.063817977905273
Nearest Class Center Accuracy: 0.576375

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.8440985679626465
Linear Weight Rank: 179
Intra Cos: 0.03143564239144325
Inter Cos: -0.002393394010141492
Norm Quadratic Average: 10.053755760192871
Nearest Class Center Accuracy: 0.88025

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.822538375854492
Linear Weight Rank: 4
Intra Cos: 0.1894460916519165
Inter Cos: -0.05227520316839218
Norm Quadratic Average: 10.431218147277832
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.8953037858009338
Inter Cos: -0.23229891061782837
Norm Quadratic Average: 7.980802536010742
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 1.9614184799194336
Accuracy: 0.5225
NC1 Within Class Collapse: 12.6884126663208
NC2 Equinorm: Features: 0.06126192957162857, Weights: 0.006758854258805513
NC2 Equiangle: Features: 0.23898239930470785, Weights: 0.025850872198740642
NC3 Self-Duality: 0.23115557432174683
NC4 NCC Mismatch: 0.08699999999999997

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.948878765106201
Linear Weight Rank: 16
Intra Cos: 0.014108890667557716
Inter Cos: 0.005012288689613342
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: 6.06069803237915
Linear Weight Rank: 180
Intra Cos: 0.013282040134072304
Inter Cos: 0.003116475883871317
Norm Quadratic Average: 10.086459159851074
Nearest Class Center Accuracy: 0.4695

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.976990222930908
Linear Weight Rank: 181
Intra Cos: 0.011456181295216084
Inter Cos: 0.0016695926897227764
Norm Quadratic Average: 10.069635391235352
Nearest Class Center Accuracy: 0.5

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.91942834854126
Linear Weight Rank: 180
Intra Cos: 0.008692312054336071
Inter Cos: 0.0016805866034701467
Norm Quadratic Average: 10.043776512145996
Nearest Class Center Accuracy: 0.5095

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.8440985679626465
Linear Weight Rank: 179
Intra Cos: 0.00938820093870163
Inter Cos: 0.002280773129314184
Norm Quadratic Average: 9.966700553894043
Nearest Class Center Accuracy: 0.544

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.822538375854492
Linear Weight Rank: 4
Intra Cos: 0.02666669338941574
Inter Cos: 0.003347214311361313
Norm Quadratic Average: 9.890628814697266
Nearest Class Center Accuracy: 0.545

Output Layer:
Intra Cos: 0.14472445845603943
Inter Cos: 0.01725788414478302
Norm Quadratic Average: 6.485286712646484
Nearest Class Center Accuracy: 0.5215

