Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_6_model_type_MLP_rand_seed_314159_weight_decay_0.07.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.5728495717048645
Linear Weight Rank: 16
Intra Cos: 0.07988918572664261
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: 0.6814606189727783
Linear Weight Rank: 175
Intra Cos: 0.21807019412517548
Inter Cos: 0.04770001024007797
Norm Quadratic Average: 0.5741889476776123
Nearest Class Center Accuracy: 0.849625

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.4954322874546051
Linear Weight Rank: 176
Intra Cos: 0.4045696556568146
Inter Cos: 0.02455844357609749
Norm Quadratic Average: 0.19928623735904694
Nearest Class Center Accuracy: 0.999

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.4623444676399231
Linear Weight Rank: 176
Intra Cos: 0.9416605830192566
Inter Cos: 0.015503672882914543
Norm Quadratic Average: 0.25123992562294006
Nearest Class Center Accuracy: 1.0

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.6219623684883118
Linear Weight Rank: 175
Intra Cos: 0.9868028163909912
Inter Cos: -0.16596178710460663
Norm Quadratic Average: 0.4873215854167938
Nearest Class Center Accuracy: 1.0

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2196996212005615
Linear Weight Rank: 3
Intra Cos: 0.99744713306427
Inter Cos: -0.2793809473514557
Norm Quadratic Average: 2.156348943710327
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9983265399932861
Inter Cos: -0.25211310386657715
Norm Quadratic Average: 2.769266366958618
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.1517594633102417
Accuracy: 0.986
NC1 Within Class Collapse: 0.09718365222215652
NC2 Equinorm: Features: 0.010474427603185177, Weights: 0.019054705277085304
NC2 Equiangle: Features: 0.06081847349802653, Weights: 0.03127811849117279
NC3 Self-Duality: 0.002101240213960409
NC4 NCC Mismatch: 0.0

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.5728495717048645
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
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: 0.6814606189727783
Linear Weight Rank: 175
Intra Cos: 0.22564342617988586
Inter Cos: 0.046566981822252274
Norm Quadratic Average: 0.5778650045394897
Nearest Class Center Accuracy: 0.861

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.4954322874546051
Linear Weight Rank: 176
Intra Cos: 0.39730173349380493
Inter Cos: 0.0333213247358799
Norm Quadratic Average: 0.19813841581344604
Nearest Class Center Accuracy: 0.9865

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.4623444676399231
Linear Weight Rank: 176
Intra Cos: 0.9029766321182251
Inter Cos: 0.012014506384730339
Norm Quadratic Average: 0.24781140685081482
Nearest Class Center Accuracy: 0.986

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.6219623684883118
Linear Weight Rank: 175
Intra Cos: 0.9473000764846802
Inter Cos: -0.1411881148815155
Norm Quadratic Average: 0.47949424386024475
Nearest Class Center Accuracy: 0.987

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2196996212005615
Linear Weight Rank: 3
Intra Cos: 0.9574612379074097
Inter Cos: -0.24330422282218933
Norm Quadratic Average: 2.1159703731536865
Nearest Class Center Accuracy: 0.986

Output Layer:
Intra Cos: 0.9605568051338196
Inter Cos: -0.217960923910141
Norm Quadratic Average: 2.7159640789031982
Nearest Class Center Accuracy: 0.986

