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_979323_weight_decay_0.05.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.7711355686187744
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
Inter Cos: 0.001758486032485962
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: 1.0561434030532837
Linear Weight Rank: 168
Intra Cos: 0.338104784488678
Inter Cos: 0.016193410381674767
Norm Quadratic Average: 1.3398324251174927
Nearest Class Center Accuracy: 0.9665

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.3227970600128174
Linear Weight Rank: 3
Intra Cos: 0.925825834274292
Inter Cos: -0.1368587166070938
Norm Quadratic Average: 2.3051137924194336
Nearest Class Center Accuracy: 0.99875

Output Layer:
Intra Cos: 0.9431055784225464
Inter Cos: -0.09310300648212433
Norm Quadratic Average: 3.1432065963745117
Nearest Class Center Accuracy: 0.998875

Test Set:
Average Loss: 0.14840398216247558
Accuracy: 0.9845
NC1 Within Class Collapse: 0.2415778934955597
NC2 Equinorm: Features: 0.009000477381050587, Weights: 0.01755482330918312
NC2 Equiangle: Features: 0.21987881263097128, Weights: 0.10846716165542603
NC3 Self-Duality: 0.01673472486436367
NC4 NCC Mismatch: 0.0014999999999999458

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.7711355686187744
Linear Weight Rank: 16
Intra Cos: 0.08033028244972229
Inter Cos: 0.003312898799777031
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: 1.0561434030532837
Linear Weight Rank: 168
Intra Cos: 0.3382587730884552
Inter Cos: 0.00815222505480051
Norm Quadratic Average: 1.3480385541915894
Nearest Class Center Accuracy: 0.963

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.3227970600128174
Linear Weight Rank: 3
Intra Cos: 0.911139726638794
Inter Cos: -0.12438927590847015
Norm Quadratic Average: 2.301522731781006
Nearest Class Center Accuracy: 0.985

Output Layer:
Intra Cos: 0.9321710467338562
Inter Cos: -0.08181016147136688
Norm Quadratic Average: 3.1352334022521973
Nearest Class Center Accuracy: 0.9855

