Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_338327_weight_decay_0.007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 6.592649936676025
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
Inter Cos: 0.0017584916204214096
Norm Quadratic Average: 4.001680850982666
Nearest Class Center Accuracy: 0.948875

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 6.69765567779541
Linear Weight Rank: 179
Intra Cos: 0.22252896428108215
Inter Cos: 0.0036181341856718063
Norm Quadratic Average: 4.16679573059082
Nearest Class Center Accuracy: 0.96625

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.617283344268799
Linear Weight Rank: 4
Intra Cos: 0.6798785924911499
Inter Cos: 0.025478137657046318
Norm Quadratic Average: 5.013565540313721
Nearest Class Center Accuracy: 0.983375

Output Layer:
Intra Cos: 0.821142852306366
Inter Cos: 0.032782942056655884
Norm Quadratic Average: 11.611434936523438
Nearest Class Center Accuracy: 0.982625

Test Set:
Average Loss: 0.11740183472633361
Accuracy: 0.9855
NC1 Within Class Collapse: 2.620793104171753
NC2 Equinorm: Features: 0.043711598962545395, Weights: 0.017032261937856674
NC2 Equiangle: Features: 0.4335930347442627, Weights: 0.3982526461283366
NC3 Self-Duality: 0.042368415743112564
NC4 NCC Mismatch: 0.026000000000000023

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 6.592649936676025
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
Inter Cos: 0.0033128950744867325
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: 6.69765567779541
Linear Weight Rank: 179
Intra Cos: 0.21903164684772491
Inter Cos: 0.008528160862624645
Norm Quadratic Average: 4.174975872039795
Nearest Class Center Accuracy: 0.959

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.617283344268799
Linear Weight Rank: 4
Intra Cos: 0.6722744703292847
Inter Cos: 0.0493319034576416
Norm Quadratic Average: 5.064250469207764
Nearest Class Center Accuracy: 0.9725

Output Layer:
Intra Cos: 0.8110054135322571
Inter Cos: 0.06104929372668266
Norm Quadratic Average: 11.717304229736328
Nearest Class Center Accuracy: 0.977

