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_0.02.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 2.9569976329803467
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: 2.9249799251556396
Linear Weight Rank: 178
Intra Cos: 0.14880143105983734
Inter Cos: 0.010132950730621815
Norm Quadratic Average: 5.042819023132324
Nearest Class Center Accuracy: 0.942875

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.3300137519836426
Linear Weight Rank: 4
Intra Cos: 0.5196783542633057
Inter Cos: -0.04909786954522133
Norm Quadratic Average: 5.446269512176514
Nearest Class Center Accuracy: 0.99825

Output Layer:
Intra Cos: 0.9002470374107361
Inter Cos: -0.030305299907922745
Norm Quadratic Average: 5.807065486907959
Nearest Class Center Accuracy: 0.999

Test Set:
Average Loss: 0.09696405982971192
Accuracy: 0.973
NC1 Within Class Collapse: 0.674882173538208
NC2 Equinorm: Features: 0.010664822533726692, Weights: 0.016673970967531204
NC2 Equiangle: Features: 0.3000498215357463, Weights: 0.22176114718119302
NC3 Self-Duality: 0.10481957346200943
NC4 NCC Mismatch: 0.008499999999999952

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 2.9569976329803467
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: 2.9249799251556396
Linear Weight Rank: 178
Intra Cos: 0.14714643359184265
Inter Cos: 0.0069581069983541965
Norm Quadratic Average: 5.049739360809326
Nearest Class Center Accuracy: 0.9345

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.3300137519836426
Linear Weight Rank: 4
Intra Cos: 0.4938019812107086
Inter Cos: -0.03925299644470215
Norm Quadratic Average: 5.4391398429870605
Nearest Class Center Accuracy: 0.97

Output Layer:
Intra Cos: 0.8642522692680359
Inter Cos: 0.0027454420924186707
Norm Quadratic Average: 5.773951530456543
Nearest Class Center Accuracy: 0.975

