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_338327_weight_decay_0.01.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 4.9254655838012695
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: 4.909505844116211
Linear Weight Rank: 179
Intra Cos: 0.11090874671936035
Inter Cos: 0.0038412357680499554
Norm Quadratic Average: 8.434823989868164
Nearest Class Center Accuracy: 0.9195

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.675461530685425
Linear Weight Rank: 4
Intra Cos: 0.3614315390586853
Inter Cos: -0.01288379356265068
Norm Quadratic Average: 8.799903869628906
Nearest Class Center Accuracy: 0.998125

Output Layer:
Intra Cos: 0.8472300171852112
Inter Cos: 0.009393550455570221
Norm Quadratic Average: 10.073925971984863
Nearest Class Center Accuracy: 0.997875

Test Set:
Average Loss: 0.11089370656013489
Accuracy: 0.9665
NC1 Within Class Collapse: 1.4537205696105957
NC2 Equinorm: Features: 0.04200287535786629, Weights: 0.014723744243383408
NC2 Equiangle: Features: 0.35451388359069824, Weights: 0.24927802880605063
NC3 Self-Duality: 0.11885972321033478
NC4 NCC Mismatch: 0.02400000000000002

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 4.9254655838012695
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: 4.909505844116211
Linear Weight Rank: 179
Intra Cos: 0.11341457813978195
Inter Cos: 0.004040118772536516
Norm Quadratic Average: 8.444596290588379
Nearest Class Center Accuracy: 0.91

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.675461530685425
Linear Weight Rank: 4
Intra Cos: 0.3411606252193451
Inter Cos: 0.001928399782627821
Norm Quadratic Average: 8.827693939208984
Nearest Class Center Accuracy: 0.968

Output Layer:
Intra Cos: 0.8158964514732361
Inter Cos: 0.04152313247323036
Norm Quadratic Average: 10.11567211151123
Nearest Class Center Accuracy: 0.967

