Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_conic_epochs_100_lr_0.001_model_type_MLP_rand_seed_979323_weight_decay_0.0003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.122342109680176
Linear Weight Rank: 16
Intra Cos: 0.0798892006278038
Inter Cos: 0.0017584878951311111
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: 8.076669692993164
Linear Weight Rank: 179
Intra Cos: 0.07484868168830872
Inter Cos: 0.005760733969509602
Norm Quadratic Average: 13.952346801757812
Nearest Class Center Accuracy: 0.879125

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.048178672790527
Linear Weight Rank: 179
Intra Cos: 0.11271607875823975
Inter Cos: 0.006232499144971371
Norm Quadratic Average: 13.933716773986816
Nearest Class Center Accuracy: 0.920375

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.087502479553223
Linear Weight Rank: 180
Intra Cos: 0.1535402089357376
Inter Cos: -0.003319988027215004
Norm Quadratic Average: 13.923613548278809
Nearest Class Center Accuracy: 0.96

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.043124198913574
Linear Weight Rank: 180
Intra Cos: 0.21563725173473358
Inter Cos: -0.0033993804827332497
Norm Quadratic Average: 13.888384819030762
Nearest Class Center Accuracy: 0.9975

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.427433729171753
Linear Weight Rank: 4
Intra Cos: 0.3622312545776367
Inter Cos: -0.04506499692797661
Norm Quadratic Average: 13.950295448303223
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9140270948410034
Inter Cos: -0.05903279036283493
Norm Quadratic Average: 12.158875465393066
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.25524786043167114
Accuracy: 0.9035
NC1 Within Class Collapse: 1.3043217658996582
NC2 Equinorm: Features: 0.008801707066595554, Weights: 0.017406968399882317
NC2 Equiangle: Features: 0.3076397776603699, Weights: 0.1414432922999064
NC3 Self-Duality: 0.21650369465351105
NC4 NCC Mismatch: 0.020000000000000018

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.122342109680176
Linear Weight Rank: 16
Intra Cos: 0.08033028990030289
Inter Cos: 0.0033128932118415833
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: 8.076669692993164
Linear Weight Rank: 179
Intra Cos: 0.07317548990249634
Inter Cos: 0.006115103140473366
Norm Quadratic Average: 13.937248229980469
Nearest Class Center Accuracy: 0.8845

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.048178672790527
Linear Weight Rank: 179
Intra Cos: 0.10841052234172821
Inter Cos: 0.005968770012259483
Norm Quadratic Average: 13.941100120544434
Nearest Class Center Accuracy: 0.9075

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.087502479553223
Linear Weight Rank: 180
Intra Cos: 0.13910003006458282
Inter Cos: 0.004596879705786705
Norm Quadratic Average: 13.949034690856934
Nearest Class Center Accuracy: 0.9115

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.043124198913574
Linear Weight Rank: 180
Intra Cos: 0.18533320724964142
Inter Cos: -0.0008518137037754059
Norm Quadratic Average: 13.84649658203125
Nearest Class Center Accuracy: 0.927

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.427433729171753
Linear Weight Rank: 4
Intra Cos: 0.28528764843940735
Inter Cos: -0.016732461750507355
Norm Quadratic Average: 13.735286712646484
Nearest Class Center Accuracy: 0.914

Output Layer:
Intra Cos: 0.7290626168251038
Inter Cos: -0.002938568592071533
Norm Quadratic Average: 11.758468627929688
Nearest Class Center Accuracy: 0.9115

