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_314159_weight_decay_0.007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.86457633972168
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: 6.034038543701172
Linear Weight Rank: 179
Intra Cos: 0.012457730248570442
Inter Cos: 0.004536807537078857
Norm Quadratic Average: 10.123560905456543
Nearest Class Center Accuracy: 0.4655

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.5716850757598877
Linear Weight Rank: 4
Intra Cos: 0.019339656457304955
Inter Cos: -0.0012961229076609015
Norm Quadratic Average: 10.661626815795898
Nearest Class Center Accuracy: 0.721875

Output Layer:
Intra Cos: 0.5753287076950073
Inter Cos: -0.032347723841667175
Norm Quadratic Average: 3.7821271419525146
Nearest Class Center Accuracy: 0.937375

Test Set:
Average Loss: 1.1387005195617677
Accuracy: 0.545
NC1 Within Class Collapse: 13.027068138122559
NC2 Equinorm: Features: 0.06076149269938469, Weights: 0.027155226096510887
NC2 Equiangle: Features: 0.22217114766438803, Weights: 0.0330878347158432
NC3 Self-Duality: 0.7510979771614075
NC4 NCC Mismatch: 0.361

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.86457633972168
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: 6.034038543701172
Linear Weight Rank: 179
Intra Cos: 0.013515591621398926
Inter Cos: 0.004439721815288067
Norm Quadratic Average: 10.0823974609375
Nearest Class Center Accuracy: 0.4685

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.5716850757598877
Linear Weight Rank: 4
Intra Cos: 0.009617086499929428
Inter Cos: 0.0007699944544583559
Norm Quadratic Average: 10.710753440856934
Nearest Class Center Accuracy: 0.5455

Output Layer:
Intra Cos: 0.1610736846923828
Inter Cos: 0.028206877410411835
Norm Quadratic Average: 3.614558696746826
Nearest Class Center Accuracy: 0.544

