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_0.005.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 6.412785530090332
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: 6.341833114624023
Linear Weight Rank: 180
Intra Cos: 0.1008269339799881
Inter Cos: 0.0031881723552942276
Norm Quadratic Average: 10.812117576599121
Nearest Class Center Accuracy: 0.9155

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.8753368854522705
Linear Weight Rank: 4
Intra Cos: 0.30693307518959045
Inter Cos: -0.01045768242329359
Norm Quadratic Average: 11.156058311462402
Nearest Class Center Accuracy: 0.99375

Output Layer:
Intra Cos: 0.8315941095352173
Inter Cos: -0.0005026683211326599
Norm Quadratic Average: 13.191156387329102
Nearest Class Center Accuracy: 0.9955

Test Set:
Average Loss: 0.11611573314666748
Accuracy: 0.9575
NC1 Within Class Collapse: 1.7836055755615234
NC2 Equinorm: Features: 0.024157796055078506, Weights: 0.03873114660382271
NC2 Equiangle: Features: 0.3654657204945882, Weights: 0.2563667297363281
NC3 Self-Duality: 0.12783275544643402
NC4 NCC Mismatch: 0.03749999999999998

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 6.412785530090332
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: 6.341833114624023
Linear Weight Rank: 180
Intra Cos: 0.10211282223463058
Inter Cos: 0.004006712697446346
Norm Quadratic Average: 10.803914070129395
Nearest Class Center Accuracy: 0.9125

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.8753368854522705
Linear Weight Rank: 4
Intra Cos: 0.29722338914871216
Inter Cos: 0.0016041144262999296
Norm Quadratic Average: 11.223898887634277
Nearest Class Center Accuracy: 0.951

Output Layer:
Intra Cos: 0.7948458790779114
Inter Cos: 0.025757035240530968
Norm Quadratic Average: 13.314725875854492
Nearest Class Center Accuracy: 0.9585

