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_0.0001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.245500564575195
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: 8.154029846191406
Linear Weight Rank: 180
Intra Cos: 0.09403959661722183
Inter Cos: 0.003443018300458789
Norm Quadratic Average: 13.912184715270996
Nearest Class Center Accuracy: 0.9045

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.1521408557891846
Linear Weight Rank: 4
Intra Cos: 0.2593475580215454
Inter Cos: -0.007210562005639076
Norm Quadratic Average: 14.218381881713867
Nearest Class Center Accuracy: 0.99275

Output Layer:
Intra Cos: 0.8237632513046265
Inter Cos: 0.000865153968334198
Norm Quadratic Average: 17.101669311523438
Nearest Class Center Accuracy: 0.995625

Test Set:
Average Loss: 0.1145617356300354
Accuracy: 0.9525
NC1 Within Class Collapse: 1.9830267429351807
NC2 Equinorm: Features: 0.023125149309635162, Weights: 0.03604232147336006
NC2 Equiangle: Features: 0.37700573603312176, Weights: 0.26633942127227783
NC3 Self-Duality: 0.15435388684272766
NC4 NCC Mismatch: 0.04049999999999998

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.245500564575195
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: 8.154029846191406
Linear Weight Rank: 180
Intra Cos: 0.09522665292024612
Inter Cos: 0.0035831108689308167
Norm Quadratic Average: 13.897733688354492
Nearest Class Center Accuracy: 0.9035

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.1521408557891846
Linear Weight Rank: 4
Intra Cos: 0.25120803713798523
Inter Cos: 0.004102533683180809
Norm Quadratic Average: 14.291528701782227
Nearest Class Center Accuracy: 0.9445

Output Layer:
Intra Cos: 0.7825995087623596
Inter Cos: 0.02982548624277115
Norm Quadratic Average: 17.27893829345703
Nearest Class Center Accuracy: 0.9555

