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_0.005.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 6.3712921142578125
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: 6.323164939880371
Linear Weight Rank: 179
Intra Cos: 0.10165774822235107
Inter Cos: 0.005195125471800566
Norm Quadratic Average: 10.938907623291016
Nearest Class Center Accuracy: 0.922625

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.88820743560791
Linear Weight Rank: 4
Intra Cos: 0.3034437298774719
Inter Cos: -0.01204867847263813
Norm Quadratic Average: 11.20195484161377
Nearest Class Center Accuracy: 0.997125

Output Layer:
Intra Cos: 0.8302393555641174
Inter Cos: 0.000667233020067215
Norm Quadratic Average: 13.287407875061035
Nearest Class Center Accuracy: 0.998

Test Set:
Average Loss: 0.11105862283706665
Accuracy: 0.9565
NC1 Within Class Collapse: 1.7199386358261108
NC2 Equinorm: Features: 0.034832488745450974, Weights: 0.019449830055236816
NC2 Equiangle: Features: 0.37018553415934247, Weights: 0.2663740913073222
NC3 Self-Duality: 0.1194782629609108
NC4 NCC Mismatch: 0.026000000000000023

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 6.3712921142578125
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: 6.323164939880371
Linear Weight Rank: 179
Intra Cos: 0.09972499310970306
Inter Cos: 0.004561048466712236
Norm Quadratic Average: 10.937260627746582
Nearest Class Center Accuracy: 0.9225

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.88820743560791
Linear Weight Rank: 4
Intra Cos: 0.28875428438186646
Inter Cos: 0.002275696024298668
Norm Quadratic Average: 11.220966339111328
Nearest Class Center Accuracy: 0.9585

Output Layer:
Intra Cos: 0.7837309241294861
Inter Cos: 0.03863265737891197
Norm Quadratic Average: 13.353889465332031
Nearest Class Center Accuracy: 0.9615

