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_338327_weight_decay_0.0007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.936311721801758
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
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: 7.912679195404053
Linear Weight Rank: 180
Intra Cos: 0.09519778937101364
Inter Cos: 0.0026146704331040382
Norm Quadratic Average: 13.607993125915527
Nearest Class Center Accuracy: 0.903875

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.145716667175293
Linear Weight Rank: 4
Intra Cos: 0.2547304630279541
Inter Cos: -0.00707246595993638
Norm Quadratic Average: 13.89963436126709
Nearest Class Center Accuracy: 0.995

Output Layer:
Intra Cos: 0.8285845518112183
Inter Cos: 0.012648914009332657
Norm Quadratic Average: 16.565717697143555
Nearest Class Center Accuracy: 0.99725

Test Set:
Average Loss: 0.10783962154388428
Accuracy: 0.9565
NC1 Within Class Collapse: 1.8919309377670288
NC2 Equinorm: Features: 0.053880225867033005, Weights: 0.014763938263058662
NC2 Equiangle: Features: 0.37746743361155194, Weights: 0.263618806997935
NC3 Self-Duality: 0.1655174046754837
NC4 NCC Mismatch: 0.04049999999999998

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.936311721801758
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
Inter Cos: 0.0033128950744867325
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: 7.912679195404053
Linear Weight Rank: 180
Intra Cos: 0.09744564443826675
Inter Cos: 0.003224555402994156
Norm Quadratic Average: 13.612768173217773
Nearest Class Center Accuracy: 0.8935

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.145716667175293
Linear Weight Rank: 4
Intra Cos: 0.24077343940734863
Inter Cos: 0.003870851593092084
Norm Quadratic Average: 13.932282447814941
Nearest Class Center Accuracy: 0.954

Output Layer:
Intra Cos: 0.7913561463356018
Inter Cos: 0.04539097100496292
Norm Quadratic Average: 16.686763763427734
Nearest Class Center Accuracy: 0.9575

