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_846264_weight_decay_0.0001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.217405319213867
Linear Weight Rank: 16
Intra Cos: 0.07988917082548141
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: 8.185747146606445
Linear Weight Rank: 179
Intra Cos: 0.08455929905176163
Inter Cos: 0.005092578940093517
Norm Quadratic Average: 14.105172157287598
Nearest Class Center Accuracy: 0.909

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.2026162147521973
Linear Weight Rank: 4
Intra Cos: 0.24686288833618164
Inter Cos: -0.007825808599591255
Norm Quadratic Average: 14.387882232666016
Nearest Class Center Accuracy: 0.995625

Output Layer:
Intra Cos: 0.8303788304328918
Inter Cos: 0.006640797480940819
Norm Quadratic Average: 17.55930519104004
Nearest Class Center Accuracy: 0.99825

Test Set:
Average Loss: 0.114504620552063
Accuracy: 0.952
NC1 Within Class Collapse: 1.9822715520858765
NC2 Equinorm: Features: 0.043164048343896866, Weights: 0.00971651915460825
NC2 Equiangle: Features: 0.3801076412200928, Weights: 0.2820822795232137
NC3 Self-Duality: 0.14915154874324799
NC4 NCC Mismatch: 0.03749999999999998

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.217405319213867
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: 8.185747146606445
Linear Weight Rank: 179
Intra Cos: 0.08335618674755096
Inter Cos: 0.0018229945562779903
Norm Quadratic Average: 14.099200248718262
Nearest Class Center Accuracy: 0.9035

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.2026162147521973
Linear Weight Rank: 4
Intra Cos: 0.23456791043281555
Inter Cos: 0.0014597695553675294
Norm Quadratic Average: 14.448089599609375
Nearest Class Center Accuracy: 0.9535

Output Layer:
Intra Cos: 0.7861283421516418
Inter Cos: 0.03686174377799034
Norm Quadratic Average: 17.72724151611328
Nearest Class Center Accuracy: 0.9565

