Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_mlp3_epochs_100_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_265358_weight_decay_0.0003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.835301399230957
Linear Weight Rank: 16
Intra Cos: 0.03299568220973015
Inter Cos: -0.006222444586455822
Norm Quadratic Average: 3.9938879013061523
Nearest Class Center Accuracy: 0.583375

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.7362642288208
Linear Weight Rank: 179
Intra Cos: 0.032457780092954636
Inter Cos: -0.002900380175560713
Norm Quadratic Average: 5.232049942016602
Nearest Class Center Accuracy: 0.615875

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.5831491947174072
Linear Weight Rank: 4
Intra Cos: 0.1225610077381134
Inter Cos: -0.022894833236932755
Norm Quadratic Average: 3.183309316635132
Nearest Class Center Accuracy: 0.733875

Output Layer:
Intra Cos: 0.3224789798259735
Inter Cos: -0.0698699951171875
Norm Quadratic Average: 3.858980894088745
Nearest Class Center Accuracy: 0.755125

Test Set:
Average Loss: 0.6521157836914062
Accuracy: 0.728
NC1 Within Class Collapse: 5.505352020263672
NC2 Equinorm: Features: 0.12823481857776642, Weights: 0.045750491321086884
NC2 Equiangle: Features: 0.188299298286438, Weights: 0.03761993100245794
NC3 Self-Duality: 0.21745042502880096
NC4 NCC Mismatch: 0.11150000000000004

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.835301399230957
Linear Weight Rank: 16
Intra Cos: 0.030431464314460754
Inter Cos: -0.004549724515527487
Norm Quadratic Average: 3.9951601028442383
Nearest Class Center Accuracy: 0.583

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.7362642288208
Linear Weight Rank: 179
Intra Cos: 0.028793305158615112
Inter Cos: -0.0028976232279092073
Norm Quadratic Average: 5.231619834899902
Nearest Class Center Accuracy: 0.6135

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.5831491947174072
Linear Weight Rank: 4
Intra Cos: 0.10910671949386597
Inter Cos: -0.012216689996421337
Norm Quadratic Average: 3.175712823867798
Nearest Class Center Accuracy: 0.7095

Output Layer:
Intra Cos: 0.2923928201198578
Inter Cos: -0.04771805554628372
Norm Quadratic Average: 3.8436760902404785
Nearest Class Center Accuracy: 0.7235

