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_0.05.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.7736403942108154
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: 1.059370994567871
Linear Weight Rank: 168
Intra Cos: 0.34399208426475525
Inter Cos: 0.007523809559643269
Norm Quadratic Average: 1.3523476123809814
Nearest Class Center Accuracy: 0.974625

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.324063539505005
Linear Weight Rank: 4
Intra Cos: 0.9302067160606384
Inter Cos: -0.1355697214603424
Norm Quadratic Average: 2.310208320617676
Nearest Class Center Accuracy: 0.998375

Output Layer:
Intra Cos: 0.9487266540527344
Inter Cos: -0.09354064613580704
Norm Quadratic Average: 3.1548514366149902
Nearest Class Center Accuracy: 0.99825

Test Set:
Average Loss: 0.14607334756851195
Accuracy: 0.985
NC1 Within Class Collapse: 0.23397979140281677
NC2 Equinorm: Features: 0.014201167039573193, Weights: 0.017479373142123222
NC2 Equiangle: Features: 0.22372170289357504, Weights: 0.1124845842520396
NC3 Self-Duality: 0.01832590438425541
NC4 NCC Mismatch: 0.0014999999999999458

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.7736403942108154
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: 1.059370994567871
Linear Weight Rank: 168
Intra Cos: 0.3399881422519684
Inter Cos: 0.015117678791284561
Norm Quadratic Average: 1.3614660501480103
Nearest Class Center Accuracy: 0.964

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.324063539505005
Linear Weight Rank: 4
Intra Cos: 0.9176334738731384
Inter Cos: -0.12557795643806458
Norm Quadratic Average: 2.30838942527771
Nearest Class Center Accuracy: 0.9855

Output Layer:
Intra Cos: 0.9382216930389404
Inter Cos: -0.07900111377239227
Norm Quadratic Average: 3.1492631435394287
Nearest Class Center Accuracy: 0.985

