Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_mlp6_epochs_100_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_979323_weight_decay_0.0001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.215841293334961
Linear Weight Rank: 16
Intra Cos: 0.014583897776901722
Inter Cos: 0.004829857032746077
Norm Quadratic Average: 3.9931399822235107
Nearest Class Center Accuracy: 0.447

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.262819290161133
Linear Weight Rank: 179
Intra Cos: 0.012503597885370255
Inter Cos: 0.004822523333132267
Norm Quadratic Average: 14.09813117980957
Nearest Class Center Accuracy: 0.467875

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.871734142303467
Linear Weight Rank: 4
Intra Cos: 0.015864765271544456
Inter Cos: 0.0005022080149501562
Norm Quadratic Average: 14.502808570861816
Nearest Class Center Accuracy: 0.616

Output Layer:
Intra Cos: 0.5581228733062744
Inter Cos: -0.019338004291057587
Norm Quadratic Average: 4.307232856750488
Nearest Class Center Accuracy: 0.93025

Test Set:
Average Loss: 1.2019441604614258
Accuracy: 0.55
NC1 Within Class Collapse: 14.990707397460938
NC2 Equinorm: Features: 0.061065927147865295, Weights: 0.008478522300720215
NC2 Equiangle: Features: 0.23059618473052979, Weights: 0.04641631245613098
NC3 Self-Duality: 1.0323173999786377
NC4 NCC Mismatch: 0.40049999999999997

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.215841293334961
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: 8.262819290161133
Linear Weight Rank: 179
Intra Cos: 0.01220062468200922
Inter Cos: 0.004143290221691132
Norm Quadratic Average: 14.035046577453613
Nearest Class Center Accuracy: 0.469

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.871734142303467
Linear Weight Rank: 4
Intra Cos: 0.010456087999045849
Inter Cos: 0.0011579025303944945
Norm Quadratic Average: 14.469402313232422
Nearest Class Center Accuracy: 0.528

Output Layer:
Intra Cos: 0.1606578528881073
Inter Cos: 0.032902833074331284
Norm Quadratic Average: 4.181307792663574
Nearest Class Center Accuracy: 0.541

