Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_conic_epochs_100_lr_0.001_model_type_MLP_rand_seed_979323_weight_decay_0.003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.136393070220947
Linear Weight Rank: 16
Intra Cos: 0.0798892006278038
Inter Cos: 0.0017584878951311111
Norm Quadratic Average: 4.001680850982666
Nearest Class Center Accuracy: 0.948875

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.101492881774902
Linear Weight Rank: 179
Intra Cos: 0.07606267184019089
Inter Cos: 0.005740790627896786
Norm Quadratic Average: 12.257553100585938
Nearest Class Center Accuracy: 0.880375

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.073554515838623
Linear Weight Rank: 179
Intra Cos: 0.11709719896316528
Inter Cos: 0.005801449064165354
Norm Quadratic Average: 12.241853713989258
Nearest Class Center Accuracy: 0.92375

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.106067657470703
Linear Weight Rank: 180
Intra Cos: 0.1619167923927307
Inter Cos: -0.0024799881502985954
Norm Quadratic Average: 12.229206085205078
Nearest Class Center Accuracy: 0.964

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.066149711608887
Linear Weight Rank: 180
Intra Cos: 0.2305191606283188
Inter Cos: -0.006716757081449032
Norm Quadratic Average: 12.197233200073242
Nearest Class Center Accuracy: 0.998375

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.271357536315918
Linear Weight Rank: 4
Intra Cos: 0.4025084376335144
Inter Cos: -0.05519644916057587
Norm Quadratic Average: 12.275898933410645
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9235017895698547
Inter Cos: -0.07172484695911407
Norm Quadratic Average: 10.458938598632812
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.24317694044113158
Accuracy: 0.9045
NC1 Within Class Collapse: 1.224196195602417
NC2 Equinorm: Features: 0.007095396984368563, Weights: 0.017627255991101265
NC2 Equiangle: Features: 0.2923920551935832, Weights: 0.12813576062520346
NC3 Self-Duality: 0.20139583945274353
NC4 NCC Mismatch: 0.02100000000000002

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.136393070220947
Linear Weight Rank: 16
Intra Cos: 0.08033028990030289
Inter Cos: 0.0033128932118415833
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: 7.101492881774902
Linear Weight Rank: 179
Intra Cos: 0.07441020011901855
Inter Cos: 0.00606602942571044
Norm Quadratic Average: 12.244462013244629
Nearest Class Center Accuracy: 0.884

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.073554515838623
Linear Weight Rank: 179
Intra Cos: 0.11260079592466354
Inter Cos: 0.005406510084867477
Norm Quadratic Average: 12.252262115478516
Nearest Class Center Accuracy: 0.906

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.106067657470703
Linear Weight Rank: 180
Intra Cos: 0.14652422070503235
Inter Cos: 0.005887832026928663
Norm Quadratic Average: 12.26011848449707
Nearest Class Center Accuracy: 0.912

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.066149711608887
Linear Weight Rank: 180
Intra Cos: 0.19824448227882385
Inter Cos: -0.003281424520537257
Norm Quadratic Average: 12.164582252502441
Nearest Class Center Accuracy: 0.927

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.271357536315918
Linear Weight Rank: 4
Intra Cos: 0.31289759278297424
Inter Cos: -0.021250419318675995
Norm Quadratic Average: 12.051835060119629
Nearest Class Center Accuracy: 0.915

Output Layer:
Intra Cos: 0.7357012033462524
Inter Cos: -0.009874530136585236
Norm Quadratic Average: 10.056882858276367
Nearest Class Center Accuracy: 0.913

