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_0.1.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.3215441107749939
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: 0.8252610564231873
Linear Weight Rank: 145
Intra Cos: 0.5971139073371887
Inter Cos: 0.032175954431295395
Norm Quadratic Average: 0.8102660179138184
Nearest Class Center Accuracy: 0.96125

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.086280345916748
Linear Weight Rank: 3
Intra Cos: 0.9119281768798828
Inter Cos: -0.11545631289482117
Norm Quadratic Average: 1.891202449798584
Nearest Class Center Accuracy: 0.9935

Output Layer:
Intra Cos: 0.9198073148727417
Inter Cos: -0.06624596565961838
Norm Quadratic Average: 2.336144208908081
Nearest Class Center Accuracy: 0.9935

Test Set:
Average Loss: 0.2718989429473877
Accuracy: 0.9875
NC1 Within Class Collapse: 0.3019954264163971
NC2 Equinorm: Features: 0.013499047607183456, Weights: 0.019670119509100914
NC2 Equiangle: Features: 0.21706479787826538, Weights: 0.11644144852956136
NC3 Self-Duality: 0.010598642751574516
NC4 NCC Mismatch: 0.0050000000000000044

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.3215441107749939
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: 0.8252610564231873
Linear Weight Rank: 145
Intra Cos: 0.5907568335533142
Inter Cos: 0.027265556156635284
Norm Quadratic Average: 0.819553792476654
Nearest Class Center Accuracy: 0.96

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.086280345916748
Linear Weight Rank: 3
Intra Cos: 0.911166250705719
Inter Cos: -0.10402408987283707
Norm Quadratic Average: 1.8973019123077393
Nearest Class Center Accuracy: 0.9865

Output Layer:
Intra Cos: 0.9207023978233337
Inter Cos: -0.05454418063163757
Norm Quadratic Average: 2.341484785079956
Nearest Class Center Accuracy: 0.9875

