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_0.02.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 2.957669734954834
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: 2.9386508464813232
Linear Weight Rank: 179
Intra Cos: 0.14196810126304626
Inter Cos: 0.006989997811615467
Norm Quadratic Average: 5.032829761505127
Nearest Class Center Accuracy: 0.931625

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.3505258560180664
Linear Weight Rank: 4
Intra Cos: 0.4904600977897644
Inter Cos: -0.04035656526684761
Norm Quadratic Average: 5.476805210113525
Nearest Class Center Accuracy: 0.998875

Output Layer:
Intra Cos: 0.904184103012085
Inter Cos: -0.012850742787122726
Norm Quadratic Average: 5.818758487701416
Nearest Class Center Accuracy: 0.999125

Test Set:
Average Loss: 0.09670386242866516
Accuracy: 0.975
NC1 Within Class Collapse: 0.6936334371566772
NC2 Equinorm: Features: 0.03045511245727539, Weights: 0.012301220558583736
NC2 Equiangle: Features: 0.3098452091217041, Weights: 0.21850234270095825
NC3 Self-Duality: 0.11302913725376129
NC4 NCC Mismatch: 0.01100000000000001

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 2.957669734954834
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: 2.9386508464813232
Linear Weight Rank: 179
Intra Cos: 0.1446855664253235
Inter Cos: 0.00713002122938633
Norm Quadratic Average: 5.041487216949463
Nearest Class Center Accuracy: 0.9255

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.3505258560180664
Linear Weight Rank: 4
Intra Cos: 0.4650948941707611
Inter Cos: -0.0268008541315794
Norm Quadratic Average: 5.47285270690918
Nearest Class Center Accuracy: 0.9775

Output Layer:
Intra Cos: 0.8750608563423157
Inter Cos: 0.008107345551252365
Norm Quadratic Average: 5.782537937164307
Nearest Class Center Accuracy: 0.975

