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_979323_weight_decay_0.007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 6.214897155761719
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: 6.170356273651123
Linear Weight Rank: 179
Intra Cos: 0.016355769708752632
Inter Cos: 0.007490369491279125
Norm Quadratic Average: 3.7449378967285156
Nearest Class Center Accuracy: 0.471375

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.222426652908325
Linear Weight Rank: 4
Intra Cos: 0.064274363219738
Inter Cos: 0.03287724405527115
Norm Quadratic Average: 1.643546462059021
Nearest Class Center Accuracy: 0.515125

Output Layer:
Intra Cos: 0.15155400335788727
Inter Cos: 0.09138356894254684
Norm Quadratic Average: 1.3596094846725464
Nearest Class Center Accuracy: 0.517375

Test Set:
Average Loss: 1.1491753616333007
Accuracy: 0.5075
NC1 Within Class Collapse: 18.538272857666016
NC2 Equinorm: Features: 0.11485760658979416, Weights: 0.01976632885634899
NC2 Equiangle: Features: 0.4320982297261556, Weights: 0.1285175383090973
NC3 Self-Duality: 0.24271656572818756
NC4 NCC Mismatch: 0.12250000000000005

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 6.214897155761719
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: 6.170356273651123
Linear Weight Rank: 179
Intra Cos: 0.016061894595623016
Inter Cos: 0.007129264529794455
Norm Quadratic Average: 3.725095272064209
Nearest Class Center Accuracy: 0.474

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.222426652908325
Linear Weight Rank: 4
Intra Cos: 0.05645625293254852
Inter Cos: 0.03300037980079651
Norm Quadratic Average: 1.6290054321289062
Nearest Class Center Accuracy: 0.505

Output Layer:
Intra Cos: 0.128593310713768
Inter Cos: 0.08943618834018707
Norm Quadratic Average: 1.3480745553970337
Nearest Class Center Accuracy: 0.493

