Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_12_model_type_MLP_rand_seed_338327_weight_decay_0.001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.801338195800781
Linear Weight Rank: 16
Intra Cos: 0.07988918572664261
Inter Cos: 0.0017584841698408127
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: 7.767740249633789
Linear Weight Rank: 180
Intra Cos: 0.06235023960471153
Inter Cos: 0.0015159982722252607
Norm Quadratic Average: 4.561972141265869
Nearest Class Center Accuracy: 0.798625

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.7441277503967285
Linear Weight Rank: 180
Intra Cos: 0.042629025876522064
Inter Cos: 0.01028119120746851
Norm Quadratic Average: 1.5205824375152588
Nearest Class Center Accuracy: 0.725

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.731937885284424
Linear Weight Rank: 179
Intra Cos: 0.03566359728574753
Inter Cos: 0.008994966745376587
Norm Quadratic Average: 0.5355190634727478
Nearest Class Center Accuracy: 0.62625

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.754390716552734
Linear Weight Rank: 180
Intra Cos: 0.03892264887690544
Inter Cos: 0.004914333578199148
Norm Quadratic Average: 0.19224870204925537
Nearest Class Center Accuracy: 0.587625

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.764344692230225
Linear Weight Rank: 179
Intra Cos: 0.034700777381658554
Inter Cos: 0.006335391663014889
Norm Quadratic Average: 0.0739823430776596
Nearest Class Center Accuracy: 0.571125

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.7479400634765625
Linear Weight Rank: 180
Intra Cos: 0.030224984511733055
Inter Cos: 0.015362817794084549
Norm Quadratic Average: 0.02927623875439167
Nearest Class Center Accuracy: 0.53525

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.7703728675842285
Linear Weight Rank: 179
Intra Cos: 0.031546998769044876
Inter Cos: 0.01645536720752716
Norm Quadratic Average: 0.010687489062547684
Nearest Class Center Accuracy: 0.480125

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.767156600952148
Linear Weight Rank: 179
Intra Cos: 0.03205573186278343
Inter Cos: 0.018535273149609566
Norm Quadratic Average: 0.004300469998270273
Nearest Class Center Accuracy: 0.468

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.750119686126709
Linear Weight Rank: 180
Intra Cos: 0.03102516382932663
Inter Cos: 0.011971935629844666
Norm Quadratic Average: 0.0017249149968847632
Nearest Class Center Accuracy: 0.44675

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.7625508308410645
Linear Weight Rank: 180
Intra Cos: 0.02824343927204609
Inter Cos: 0.012787670828402042
Norm Quadratic Average: 0.0007360228919424117
Nearest Class Center Accuracy: 0.41975

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.0841610431671143
Linear Weight Rank: 4
Intra Cos: 0.02472766302525997
Inter Cos: 0.017117492854595184
Norm Quadratic Average: 0.0002737199538387358
Nearest Class Center Accuracy: 0.401

Output Layer:
Intra Cos: 0.013143339194357395
Inter Cos: 0.012893492355942726
Norm Quadratic Average: 2.0876033886452205e-05
Nearest Class Center Accuracy: 0.30775

Test Set:
Average Loss: 1.3874940795898438
Accuracy: 0.257
NC1 Within Class Collapse: 143.5099334716797
NC2 Equinorm: Features: 0.20937424898147583, Weights: 0.01756153628230095
NC2 Equiangle: Features: 0.46079134941101074, Weights: 0.3183358510335286
NC3 Self-Duality: 1.964011788368225
NC4 NCC Mismatch: 0.8325

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.801338195800781
Linear Weight Rank: 16
Intra Cos: 0.08033028990030289
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: 7.767740249633789
Linear Weight Rank: 180
Intra Cos: 0.06409090012311935
Inter Cos: 0.00509668979793787
Norm Quadratic Average: 4.553789138793945
Nearest Class Center Accuracy: 0.805

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.7441277503967285
Linear Weight Rank: 180
Intra Cos: 0.043348684906959534
Inter Cos: 0.011835623532533646
Norm Quadratic Average: 1.5166332721710205
Nearest Class Center Accuracy: 0.7255

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.731937885284424
Linear Weight Rank: 179
Intra Cos: 0.034818246960639954
Inter Cos: 0.010723716579377651
Norm Quadratic Average: 0.5337537527084351
Nearest Class Center Accuracy: 0.631

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.754390716552734
Linear Weight Rank: 180
Intra Cos: 0.04165256395936012
Inter Cos: 0.005420738365501165
Norm Quadratic Average: 0.19212870299816132
Nearest Class Center Accuracy: 0.6095

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.764344692230225
Linear Weight Rank: 179
Intra Cos: 0.03133327141404152
Inter Cos: 0.0074052149429917336
Norm Quadratic Average: 0.0739045962691307
Nearest Class Center Accuracy: 0.5835

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.7479400634765625
Linear Weight Rank: 180
Intra Cos: 0.02513403445482254
Inter Cos: 0.016643686220049858
Norm Quadratic Average: 0.02920672670006752
Nearest Class Center Accuracy: 0.559

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.7703728675842285
Linear Weight Rank: 179
Intra Cos: 0.0254267156124115
Inter Cos: 0.014790687710046768
Norm Quadratic Average: 0.010666069574654102
Nearest Class Center Accuracy: 0.504

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.767156600952148
Linear Weight Rank: 179
Intra Cos: 0.030570752918720245
Inter Cos: 0.017235042527318
Norm Quadratic Average: 0.004289525561034679
Nearest Class Center Accuracy: 0.4965

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.750119686126709
Linear Weight Rank: 180
Intra Cos: 0.025174692273139954
Inter Cos: 0.011272668838500977
Norm Quadratic Average: 0.0017158488044515252
Nearest Class Center Accuracy: 0.4705

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.7625508308410645
Linear Weight Rank: 180
Intra Cos: 0.023891497403383255
Inter Cos: 0.01126974169164896
Norm Quadratic Average: 0.0007321465527638793
Nearest Class Center Accuracy: 0.4295

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.0841610431671143
Linear Weight Rank: 4
Intra Cos: 0.024574344977736473
Inter Cos: 0.01485387235879898
Norm Quadratic Average: 0.0002728487306740135
Nearest Class Center Accuracy: 0.4225

Output Layer:
Intra Cos: 0.012374508194625378
Inter Cos: 0.014178472571074963
Norm Quadratic Average: 2.1046100300736725e-05
Nearest Class Center Accuracy: 0.316

