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_314159_weight_decay_0.03.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 1.798120379447937
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
Inter Cos: 0.0017584841698408127
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: 1.8129364252090454
Linear Weight Rank: 174
Intra Cos: 0.18265995383262634
Inter Cos: 0.013043439947068691
Norm Quadratic Average: 3.031048059463501
Nearest Class Center Accuracy: 0.933875

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2225723266601562
Linear Weight Rank: 4
Intra Cos: 0.7588034868240356
Inter Cos: -0.10644339770078659
Norm Quadratic Average: 3.5452868938446045
Nearest Class Center Accuracy: 0.99925

Output Layer:
Intra Cos: 0.9465079307556152
Inter Cos: -0.07331739366054535
Norm Quadratic Average: 4.123991012573242
Nearest Class Center Accuracy: 0.999375

Test Set:
Average Loss: 0.0905055034160614
Accuracy: 0.9795
NC1 Within Class Collapse: 0.2949974536895752
NC2 Equinorm: Features: 0.01636577397584915, Weights: 0.017518939450383186
NC2 Equiangle: Features: 0.2278352975845337, Weights: 0.1347670555114746
NC3 Self-Duality: 0.07331608980894089
NC4 NCC Mismatch: 0.0044999999999999485

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 1.798120379447937
Linear Weight Rank: 16
Intra Cos: 0.08033028990030289
Inter Cos: 0.003312898799777031
Norm Quadratic Average: 3.988335609436035
Nearest Class Center Accuracy: 0.9165

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 1.8129364252090454
Linear Weight Rank: 174
Intra Cos: 0.18368037045001984
Inter Cos: 0.013966009952127934
Norm Quadratic Average: 3.0380640029907227
Nearest Class Center Accuracy: 0.93

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2225723266601562
Linear Weight Rank: 4
Intra Cos: 0.7343829274177551
Inter Cos: -0.08582043647766113
Norm Quadratic Average: 3.54034161567688
Nearest Class Center Accuracy: 0.983

Output Layer:
Intra Cos: 0.9273641109466553
Inter Cos: -0.05181238800287247
Norm Quadratic Average: 4.10741662979126
Nearest Class Center Accuracy: 0.982

