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_265358_weight_decay_0.001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.873289585113525
Linear Weight Rank: 16
Intra Cos: 0.07988916337490082
Inter Cos: 0.0017584804445505142
Norm Quadratic Average: 4.001680374145508
Nearest Class Center Accuracy: 0.948875

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.786161422729492
Linear Weight Rank: 180
Intra Cos: 0.09522854536771774
Inter Cos: 0.003382696071639657
Norm Quadratic Average: 13.283027648925781
Nearest Class Center Accuracy: 0.905625

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.0951955318450928
Linear Weight Rank: 4
Intra Cos: 0.26725780963897705
Inter Cos: -0.007679496891796589
Norm Quadratic Average: 13.59532356262207
Nearest Class Center Accuracy: 0.99275

Output Layer:
Intra Cos: 0.8249224424362183
Inter Cos: 0.001009523868560791
Norm Quadratic Average: 16.283641815185547
Nearest Class Center Accuracy: 0.995625

Test Set:
Average Loss: 0.11452316427230835
Accuracy: 0.9525
NC1 Within Class Collapse: 1.947652816772461
NC2 Equinorm: Features: 0.02318534627556801, Weights: 0.03648201376199722
NC2 Equiangle: Features: 0.37523142496744794, Weights: 0.26475797096888226
NC3 Self-Duality: 0.1490364968776703
NC4 NCC Mismatch: 0.04200000000000004

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.873289585113525
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
Inter Cos: 0.0033129025250673294
Norm Quadratic Average: 3.9883358478546143
Nearest Class Center Accuracy: 0.9165

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.786161422729492
Linear Weight Rank: 180
Intra Cos: 0.09641615301370621
Inter Cos: 0.003634012071415782
Norm Quadratic Average: 13.269994735717773
Nearest Class Center Accuracy: 0.904

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.0951955318450928
Linear Weight Rank: 4
Intra Cos: 0.25887182354927063
Inter Cos: 0.0037541368510574102
Norm Quadratic Average: 13.668094635009766
Nearest Class Center Accuracy: 0.944

Output Layer:
Intra Cos: 0.7845778465270996
Inter Cos: 0.02929704822599888
Norm Quadratic Average: 16.449981689453125
Nearest Class Center Accuracy: 0.955

