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_846264_weight_decay_0.0007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.968176364898682
Linear Weight Rank: 16
Intra Cos: 0.07988917082548141
Inter Cos: 0.0017584916204214096
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: 7.937650680541992
Linear Weight Rank: 179
Intra Cos: 0.08526918292045593
Inter Cos: 0.005008192732930183
Norm Quadratic Average: 13.67715835571289
Nearest Class Center Accuracy: 0.91

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.163696050643921
Linear Weight Rank: 4
Intra Cos: 0.25198620557785034
Inter Cos: -0.008309822529554367
Norm Quadratic Average: 13.964344024658203
Nearest Class Center Accuracy: 0.995875

Output Layer:
Intra Cos: 0.8308345675468445
Inter Cos: 0.006514472886919975
Norm Quadratic Average: 16.98550796508789
Nearest Class Center Accuracy: 0.99825

Test Set:
Average Loss: 0.1144229187965393
Accuracy: 0.9515
NC1 Within Class Collapse: 1.9586373567581177
NC2 Equinorm: Features: 0.042328789830207825, Weights: 0.01007187832146883
NC2 Equiangle: Features: 0.37919457753499347, Weights: 0.28128836552302044
NC3 Self-Duality: 0.14573997259140015
NC4 NCC Mismatch: 0.038000000000000034

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.968176364898682
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: 7.937650680541992
Linear Weight Rank: 179
Intra Cos: 0.08405734598636627
Inter Cos: 0.0019096140749752522
Norm Quadratic Average: 13.671941757202148
Nearest Class Center Accuracy: 0.9035

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.163696050643921
Linear Weight Rank: 4
Intra Cos: 0.23942579329013824
Inter Cos: 0.0014362117508426309
Norm Quadratic Average: 14.023945808410645
Nearest Class Center Accuracy: 0.9535

Output Layer:
Intra Cos: 0.7871943712234497
Inter Cos: 0.03682836890220642
Norm Quadratic Average: 17.145095825195312
Nearest Class Center Accuracy: 0.9585

