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_0.0007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.995360374450684
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: 7.90692138671875
Linear Weight Rank: 180
Intra Cos: 0.09481292217969894
Inter Cos: 0.003376415465027094
Norm Quadratic Average: 13.489494323730469
Nearest Class Center Accuracy: 0.9055

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.113891363143921
Linear Weight Rank: 4
Intra Cos: 0.2645362615585327
Inter Cos: -0.007459457963705063
Norm Quadratic Average: 13.799903869628906
Nearest Class Center Accuracy: 0.992875

Output Layer:
Intra Cos: 0.8244892358779907
Inter Cos: 0.0009615030139684677
Norm Quadratic Average: 16.55094337463379
Nearest Class Center Accuracy: 0.99575

Test Set:
Average Loss: 0.1145452275276184
Accuracy: 0.9525
NC1 Within Class Collapse: 1.959049940109253
NC2 Equinorm: Features: 0.023137180134654045, Weights: 0.03635312616825104
NC2 Equiangle: Features: 0.3758285840352376, Weights: 0.2652992606163025
NC3 Self-Duality: 0.15071654319763184
NC4 NCC Mismatch: 0.041000000000000036

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.995360374450684
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: 7.90692138671875
Linear Weight Rank: 180
Intra Cos: 0.09600778669118881
Inter Cos: 0.003641358111053705
Norm Quadratic Average: 13.475982666015625
Nearest Class Center Accuracy: 0.9035

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.113891363143921
Linear Weight Rank: 4
Intra Cos: 0.2562486529350281
Inter Cos: 0.00395812327042222
Norm Quadratic Average: 13.872711181640625
Nearest Class Center Accuracy: 0.944

Output Layer:
Intra Cos: 0.7838833332061768
Inter Cos: 0.02962183766067028
Norm Quadratic Average: 16.720577239990234
Nearest Class Center Accuracy: 0.955

