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_265358_weight_decay_0.001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.207135200500488
Linear Weight Rank: 16
Intra Cos: 0.014583894982933998
Inter Cos: 0.004829855635762215
Norm Quadratic Average: 3.9931397438049316
Nearest Class Center Accuracy: 0.447

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.12276554107666
Linear Weight Rank: 180
Intra Cos: 0.014096206054091454
Inter Cos: 0.003831805195659399
Norm Quadratic Average: 4.830038547515869
Nearest Class Center Accuracy: 0.471625

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.586360454559326
Linear Weight Rank: 4
Intra Cos: 0.043108534067869186
Inter Cos: 0.013035978190600872
Norm Quadratic Average: 2.3552260398864746
Nearest Class Center Accuracy: 0.537875

Output Layer:
Intra Cos: 0.17766571044921875
Inter Cos: 0.06283693015575409
Norm Quadratic Average: 1.6130554676055908
Nearest Class Center Accuracy: 0.54925

Test Set:
Average Loss: 1.1049859008789062
Accuracy: 0.524
NC1 Within Class Collapse: 16.320053100585938
NC2 Equinorm: Features: 0.0457770973443985, Weights: 0.049694228917360306
NC2 Equiangle: Features: 0.379527489344279, Weights: 0.09706041216850281
NC3 Self-Duality: 0.3565746247768402
NC4 NCC Mismatch: 0.15149999999999997

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.207135200500488
Linear Weight Rank: 16
Intra Cos: 0.014108894392848015
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: 8.12276554107666
Linear Weight Rank: 180
Intra Cos: 0.014725586399435997
Inter Cos: 0.004049858544021845
Norm Quadratic Average: 4.82138204574585
Nearest Class Center Accuracy: 0.4785

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.586360454559326
Linear Weight Rank: 4
Intra Cos: 0.039932042360305786
Inter Cos: 0.01274251751601696
Norm Quadratic Average: 2.342532157897949
Nearest Class Center Accuracy: 0.526

Output Layer:
Intra Cos: 0.14887836575508118
Inter Cos: 0.055958092212677
Norm Quadratic Average: 1.5870975255966187
Nearest Class Center Accuracy: 0.5165

