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_979323_weight_decay_0.03.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 1.801496982574463
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
Inter Cos: 0.001758486032485962
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: 1.7988402843475342
Linear Weight Rank: 175
Intra Cos: 0.19731271266937256
Inter Cos: 0.009722007438540459
Norm Quadratic Average: 3.0215299129486084
Nearest Class Center Accuracy: 0.95725

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.217240810394287
Linear Weight Rank: 4
Intra Cos: 0.7786408066749573
Inter Cos: -0.10307577252388
Norm Quadratic Average: 3.544630289077759
Nearest Class Center Accuracy: 0.999

Output Layer:
Intra Cos: 0.9455514550209045
Inter Cos: -0.05918671935796738
Norm Quadratic Average: 4.227715492248535
Nearest Class Center Accuracy: 0.999125

Test Set:
Average Loss: 0.09522879028320312
Accuracy: 0.9805
NC1 Within Class Collapse: 0.31684866547584534
NC2 Equinorm: Features: 0.005410695448517799, Weights: 0.019962044432759285
NC2 Equiangle: Features: 0.2510938048362732, Weights: 0.16631503899892172
NC3 Self-Duality: 0.05924137309193611
NC4 NCC Mismatch: 0.0020000000000000018

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 1.801496982574463
Linear Weight Rank: 16
Intra Cos: 0.08033028244972229
Inter Cos: 0.003312898799777031
Norm Quadratic Average: 3.9883358478546143
Nearest Class Center Accuracy: 0.9165

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 1.7988402843475342
Linear Weight Rank: 175
Intra Cos: 0.19685328006744385
Inter Cos: 0.008533786050975323
Norm Quadratic Average: 3.0290884971618652
Nearest Class Center Accuracy: 0.946

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.217240810394287
Linear Weight Rank: 4
Intra Cos: 0.7530381679534912
Inter Cos: -0.08204265683889389
Norm Quadratic Average: 3.5328423976898193
Nearest Class Center Accuracy: 0.9825

Output Layer:
Intra Cos: 0.9215317964553833
Inter Cos: -0.03492662310600281
Norm Quadratic Average: 4.201456069946289
Nearest Class Center Accuracy: 0.983

