Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_979323_weight_decay_0.01.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 4.930331707000732
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
Inter Cos: 0.001758486032485962
Norm Quadratic Average: 4.001680374145508
Nearest Class Center Accuracy: 0.948875

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 4.892113208770752
Linear Weight Rank: 179
Intra Cos: 0.11352461576461792
Inter Cos: 0.007722239010035992
Norm Quadratic Average: 8.45627212524414
Nearest Class Center Accuracy: 0.929125

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.6636881828308105
Linear Weight Rank: 4
Intra Cos: 0.36979278922080994
Inter Cos: -0.013752703554928303
Norm Quadratic Average: 8.763753890991211
Nearest Class Center Accuracy: 0.998

Output Layer:
Intra Cos: 0.8418291211128235
Inter Cos: 0.0016267970204353333
Norm Quadratic Average: 10.22606372833252
Nearest Class Center Accuracy: 0.998

Test Set:
Average Loss: 0.11267919826507568
Accuracy: 0.9635
NC1 Within Class Collapse: 1.447474479675293
NC2 Equinorm: Features: 0.026850784197449684, Weights: 0.01881750300526619
NC2 Equiangle: Features: 0.3564226229985555, Weights: 0.2558900713920593
NC3 Self-Duality: 0.10346388071775436
NC4 NCC Mismatch: 0.018000000000000016

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 4.930331707000732
Linear Weight Rank: 16
Intra Cos: 0.08033028244972229
Inter Cos: 0.003312898799777031
Norm Quadratic Average: 3.9883358478546143
Nearest Class Center Accuracy: 0.9165

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 4.892113208770752
Linear Weight Rank: 179
Intra Cos: 0.11146178841590881
Inter Cos: 0.007015113718807697
Norm Quadratic Average: 8.457398414611816
Nearest Class Center Accuracy: 0.9265

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.6636881828308105
Linear Weight Rank: 4
Intra Cos: 0.3518407642841339
Inter Cos: -0.00791604071855545
Norm Quadratic Average: 8.77479362487793
Nearest Class Center Accuracy: 0.962

Output Layer:
Intra Cos: 0.8023445010185242
Inter Cos: 0.022986125200986862
Norm Quadratic Average: 10.2510404586792
Nearest Class Center Accuracy: 0.966

