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_314159_weight_decay_0.003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.014322757720947
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
Inter Cos: 0.0017584841698408127
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: 7.036441802978516
Linear Weight Rank: 179
Intra Cos: 0.10395044833421707
Inter Cos: 0.008955373428761959
Norm Quadratic Average: 12.168925285339355
Nearest Class Center Accuracy: 0.9115

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.9786736965179443
Linear Weight Rank: 4
Intra Cos: 0.27820885181427
Inter Cos: -0.009341252967715263
Norm Quadratic Average: 12.418551445007324
Nearest Class Center Accuracy: 0.9975

Output Layer:
Intra Cos: 0.8362950682640076
Inter Cos: -0.003508966416120529
Norm Quadratic Average: 14.005844116210938
Nearest Class Center Accuracy: 0.998125

Test Set:
Average Loss: 0.10828814816474915
Accuracy: 0.961
NC1 Within Class Collapse: 1.7080646753311157
NC2 Equinorm: Features: 0.022462278604507446, Weights: 0.020603539422154427
NC2 Equiangle: Features: 0.35893797874450684, Weights: 0.23263601462046304
NC3 Self-Duality: 0.1585146188735962
NC4 NCC Mismatch: 0.025499999999999967

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.014322757720947
Linear Weight Rank: 16
Intra Cos: 0.08033028990030289
Inter Cos: 0.003312898799777031
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: 7.036441802978516
Linear Weight Rank: 179
Intra Cos: 0.10455251485109329
Inter Cos: 0.010275350883603096
Norm Quadratic Average: 12.15878677368164
Nearest Class Center Accuracy: 0.907

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.9786736965179443
Linear Weight Rank: 4
Intra Cos: 0.2689322531223297
Inter Cos: -0.003956445958465338
Norm Quadratic Average: 12.467218399047852
Nearest Class Center Accuracy: 0.9655

Output Layer:
Intra Cos: 0.7981768250465393
Inter Cos: 0.0257016159594059
Norm Quadratic Average: 14.152772903442383
Nearest Class Center Accuracy: 0.9685

