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_0.01.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 4.902256011962891
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: 4.9131975173950195
Linear Weight Rank: 179
Intra Cos: 0.11641997843980789
Inter Cos: 0.00974347721785307
Norm Quadratic Average: 8.48806381225586
Nearest Class Center Accuracy: 0.92225

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.636789321899414
Linear Weight Rank: 4
Intra Cos: 0.362272173166275
Inter Cos: -0.02204808220267296
Norm Quadratic Average: 8.802458763122559
Nearest Class Center Accuracy: 0.998375

Output Layer:
Intra Cos: 0.8585760593414307
Inter Cos: -0.005790188908576965
Norm Quadratic Average: 9.524603843688965
Nearest Class Center Accuracy: 0.99875

Test Set:
Average Loss: 0.10648653626441956
Accuracy: 0.9685
NC1 Within Class Collapse: 1.3263773918151855
NC2 Equinorm: Features: 0.02086329087615013, Weights: 0.019883524626493454
NC2 Equiangle: Features: 0.3316466212272644, Weights: 0.21436860164006552
NC3 Self-Duality: 0.13234683871269226
NC4 NCC Mismatch: 0.018000000000000016

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 4.902256011962891
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: 4.9131975173950195
Linear Weight Rank: 179
Intra Cos: 0.11842231452465057
Inter Cos: 0.011137697845697403
Norm Quadratic Average: 8.488056182861328
Nearest Class Center Accuracy: 0.913

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.636789321899414
Linear Weight Rank: 4
Intra Cos: 0.35072848200798035
Inter Cos: -0.008202712051570415
Norm Quadratic Average: 8.833601951599121
Nearest Class Center Accuracy: 0.972

Output Layer:
Intra Cos: 0.8237166404724121
Inter Cos: 0.02650821954011917
Norm Quadratic Average: 9.577265739440918
Nearest Class Center Accuracy: 0.9725

