Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_mlp6_epochs_100_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_314159_weight_decay_0.001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.105247497558594
Linear Weight Rank: 16
Intra Cos: 0.014583898708224297
Inter Cos: 0.004829856567084789
Norm Quadratic Average: 3.993140459060669
Nearest Class Center Accuracy: 0.447

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.131479263305664
Linear Weight Rank: 179
Intra Cos: 0.015081199817359447
Inter Cos: 0.006096136290580034
Norm Quadratic Average: 4.854457378387451
Nearest Class Center Accuracy: 0.464125

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.5980868339538574
Linear Weight Rank: 4
Intra Cos: 0.04625095799565315
Inter Cos: 0.01754826307296753
Norm Quadratic Average: 2.3293704986572266
Nearest Class Center Accuracy: 0.531875

Output Layer:
Intra Cos: 0.1881827861070633
Inter Cos: 0.07404465228319168
Norm Quadratic Average: 1.5769554376602173
Nearest Class Center Accuracy: 0.54925

Test Set:
Average Loss: 1.10905179977417
Accuracy: 0.52
NC1 Within Class Collapse: 16.934036254882812
NC2 Equinorm: Features: 0.0818784087896347, Weights: 0.045574598014354706
NC2 Equiangle: Features: 0.41699254512786865, Weights: 0.10396933555603027
NC3 Self-Duality: 0.35559773445129395
NC4 NCC Mismatch: 0.15600000000000003

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.105247497558594
Linear Weight Rank: 16
Intra Cos: 0.014108894392848015
Inter Cos: 0.005012289620935917
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: 8.131479263305664
Linear Weight Rank: 179
Intra Cos: 0.016186580061912537
Inter Cos: 0.00615683663636446
Norm Quadratic Average: 4.836022853851318
Nearest Class Center Accuracy: 0.471

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.5980868339538574
Linear Weight Rank: 4
Intra Cos: 0.04241776093840599
Inter Cos: 0.01797311194241047
Norm Quadratic Average: 2.319082736968994
Nearest Class Center Accuracy: 0.5165

Output Layer:
Intra Cos: 0.16244381666183472
Inter Cos: 0.0667094886302948
Norm Quadratic Average: 1.5636959075927734
Nearest Class Center Accuracy: 0.505

