Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_mlp6_epochs_100_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_265358_weight_decay_0.007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 6.267026424407959
Linear Weight Rank: 16
Intra Cos: 0.014583894982933998
Inter Cos: 0.004829855635762215
Norm Quadratic Average: 3.9931397438049316
Nearest Class Center Accuracy: 0.447

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 6.20590353012085
Linear Weight Rank: 180
Intra Cos: 0.015674889087677002
Inter Cos: 0.0046476274728775024
Norm Quadratic Average: 3.7025372982025146
Nearest Class Center Accuracy: 0.477125

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.287543296813965
Linear Weight Rank: 4
Intra Cos: 0.06533414125442505
Inter Cos: 0.024413302540779114
Norm Quadratic Average: 1.6271569728851318
Nearest Class Center Accuracy: 0.5255

Output Layer:
Intra Cos: 0.15737700462341309
Inter Cos: 0.07482527196407318
Norm Quadratic Average: 1.3912853002548218
Nearest Class Center Accuracy: 0.527875

Test Set:
Average Loss: 1.1352933235168456
Accuracy: 0.5105
NC1 Within Class Collapse: 17.523414611816406
NC2 Equinorm: Features: 0.06570664793252945, Weights: 0.04263715445995331
NC2 Equiangle: Features: 0.4275582631429036, Weights: 0.11852922042210896
NC3 Self-Duality: 0.22288650274276733
NC4 NCC Mismatch: 0.12

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 6.267026424407959
Linear Weight Rank: 16
Intra Cos: 0.014108894392848015
Inter Cos: 0.005012288689613342
Norm Quadratic Average: 3.9761204719543457
Nearest Class Center Accuracy: 0.4485

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 6.20590353012085
Linear Weight Rank: 180
Intra Cos: 0.016397131606936455
Inter Cos: 0.0049153221771121025
Norm Quadratic Average: 3.694819688796997
Nearest Class Center Accuracy: 0.486

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.287543296813965
Linear Weight Rank: 4
Intra Cos: 0.06366824358701706
Inter Cos: 0.023939575999975204
Norm Quadratic Average: 1.6148645877838135
Nearest Class Center Accuracy: 0.5115

Output Layer:
Intra Cos: 0.13939988613128662
Inter Cos: 0.06811246275901794
Norm Quadratic Average: 1.3728995323181152
Nearest Class Center Accuracy: 0.5035

