Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_conic_epochs_200_lr_0.001_model_type_MLP_rand_seed_265358_weight_decay_0.0005.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.077837944030762
Linear Weight Rank: 16
Intra Cos: 0.07988918572664261
Inter Cos: 0.0017584823071956635
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: 8.014580726623535
Linear Weight Rank: 180
Intra Cos: 0.0755273848772049
Inter Cos: 0.0033165691420435905
Norm Quadratic Average: 13.784994125366211
Nearest Class Center Accuracy: 0.871625

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.973384380340576
Linear Weight Rank: 180
Intra Cos: 0.11403221637010574
Inter Cos: 0.0035813390277326107
Norm Quadratic Average: 13.774531364440918
Nearest Class Center Accuracy: 0.922

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.9851861000061035
Linear Weight Rank: 180
Intra Cos: 0.1403110772371292
Inter Cos: -0.0011058570817112923
Norm Quadratic Average: 13.771623611450195
Nearest Class Center Accuracy: 0.958875

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.950551509857178
Linear Weight Rank: 180
Intra Cos: 0.2023058980703354
Inter Cos: -0.012149974703788757
Norm Quadratic Average: 13.707457542419434
Nearest Class Center Accuracy: 0.9975

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.410714864730835
Linear Weight Rank: 4
Intra Cos: 0.37225934863090515
Inter Cos: -0.04493558779358864
Norm Quadratic Average: 13.822632789611816
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9202353358268738
Inter Cos: -0.07789596170186996
Norm Quadratic Average: 12.04941177368164
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.28991012287139895
Accuracy: 0.896
NC1 Within Class Collapse: 1.2981841564178467
NC2 Equinorm: Features: 0.017716309055685997, Weights: 0.02996956743299961
NC2 Equiangle: Features: 0.2884893814722697, Weights: 0.11567911505699158
NC3 Self-Duality: 0.21254685521125793
NC4 NCC Mismatch: 0.019000000000000017

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.077837944030762
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: 8.014580726623535
Linear Weight Rank: 180
Intra Cos: 0.07646160572767258
Inter Cos: 0.00263732997700572
Norm Quadratic Average: 13.760005950927734
Nearest Class Center Accuracy: 0.8685

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.973384380340576
Linear Weight Rank: 180
Intra Cos: 0.11054056137800217
Inter Cos: -0.000807211734354496
Norm Quadratic Average: 13.804759979248047
Nearest Class Center Accuracy: 0.9065

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.9851861000061035
Linear Weight Rank: 180
Intra Cos: 0.12793071568012238
Inter Cos: 0.004013946279883385
Norm Quadratic Average: 13.82749080657959
Nearest Class Center Accuracy: 0.8945

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.950551509857178
Linear Weight Rank: 180
Intra Cos: 0.1713976263999939
Inter Cos: -0.00027584307827055454
Norm Quadratic Average: 13.745084762573242
Nearest Class Center Accuracy: 0.915

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.410714864730835
Linear Weight Rank: 4
Intra Cos: 0.28008872270584106
Inter Cos: -0.02918577939271927
Norm Quadratic Average: 13.715372085571289
Nearest Class Center Accuracy: 0.902

Output Layer:
Intra Cos: 0.7310243248939514
Inter Cos: -0.03801940754055977
Norm Quadratic Average: 11.700103759765625
Nearest Class Center Accuracy: 0.903

