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_314159_weight_decay_0.02.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 2.943082094192505
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
Inter Cos: 0.0017584841698408127
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: 2.940469980239868
Linear Weight Rank: 178
Intra Cos: 0.14221863448619843
Inter Cos: 0.012980915606021881
Norm Quadratic Average: 5.059882164001465
Nearest Class Center Accuracy: 0.93125

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.323679208755493
Linear Weight Rank: 4
Intra Cos: 0.49026060104370117
Inter Cos: -0.050674520432949066
Norm Quadratic Average: 5.464193820953369
Nearest Class Center Accuracy: 0.9995

Output Layer:
Intra Cos: 0.9233322143554688
Inter Cos: -0.021515268832445145
Norm Quadratic Average: 5.461841583251953
Nearest Class Center Accuracy: 0.999625

Test Set:
Average Loss: 0.09014622020721436
Accuracy: 0.9775
NC1 Within Class Collapse: 0.620249330997467
NC2 Equinorm: Features: 0.02126869186758995, Weights: 0.018114695325493813
NC2 Equiangle: Features: 0.2760261297225952, Weights: 0.1794352134068807
NC3 Self-Duality: 0.1414373815059662
NC4 NCC Mismatch: 0.009000000000000008

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 2.943082094192505
Linear Weight Rank: 16
Intra Cos: 0.08033028990030289
Inter Cos: 0.003312898799777031
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: 2.940469980239868
Linear Weight Rank: 178
Intra Cos: 0.14817947149276733
Inter Cos: 0.014377323910593987
Norm Quadratic Average: 5.0659260749816895
Nearest Class Center Accuracy: 0.926

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.323679208755493
Linear Weight Rank: 4
Intra Cos: 0.4782700538635254
Inter Cos: -0.03183310106396675
Norm Quadratic Average: 5.4631147384643555
Nearest Class Center Accuracy: 0.9825

Output Layer:
Intra Cos: 0.8969892859458923
Inter Cos: 0.008227474987506866
Norm Quadratic Average: 5.437900543212891
Nearest Class Center Accuracy: 0.98

