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_979323_weight_decay_0.0007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.940736770629883
Linear Weight Rank: 16
Intra Cos: 0.07988915592432022
Inter Cos: 0.0017584897577762604
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: 7.8570027351379395
Linear Weight Rank: 180
Intra Cos: 0.060075607150793076
Inter Cos: 0.007369679398834705
Norm Quadratic Average: 4.743283271789551
Nearest Class Center Accuracy: 0.831125

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.849419593811035
Linear Weight Rank: 180
Intra Cos: 0.047045398503541946
Inter Cos: 0.011292902752757072
Norm Quadratic Average: 1.6639537811279297
Nearest Class Center Accuracy: 0.734375

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.901126861572266
Linear Weight Rank: 179
Intra Cos: 0.038899146020412445
Inter Cos: 0.009533572010695934
Norm Quadratic Average: 0.5971594452857971
Nearest Class Center Accuracy: 0.64425

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.86465311050415
Linear Weight Rank: 180
Intra Cos: 0.0333516001701355
Inter Cos: 0.007602293509989977
Norm Quadratic Average: 0.21809156239032745
Nearest Class Center Accuracy: 0.595125

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.870245456695557
Linear Weight Rank: 180
Intra Cos: 0.03991023823618889
Inter Cos: 0.011082242242991924
Norm Quadratic Average: 0.08499331027269363
Nearest Class Center Accuracy: 0.599

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.901098728179932
Linear Weight Rank: 180
Intra Cos: 0.03887379169464111
Inter Cos: 0.008898237720131874
Norm Quadratic Average: 0.03363236039876938
Nearest Class Center Accuracy: 0.581625

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.880862712860107
Linear Weight Rank: 179
Intra Cos: 0.03395722806453705
Inter Cos: 0.012358139269053936
Norm Quadratic Average: 0.013709618709981441
Nearest Class Center Accuracy: 0.547875

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.903072834014893
Linear Weight Rank: 179
Intra Cos: 0.022789904847741127
Inter Cos: 0.011944997124373913
Norm Quadratic Average: 0.00541493808850646
Nearest Class Center Accuracy: 0.52

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.852269649505615
Linear Weight Rank: 180
Intra Cos: 0.023285403847694397
Inter Cos: 0.011598698794841766
Norm Quadratic Average: 0.002099893055856228
Nearest Class Center Accuracy: 0.497125

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.894614219665527
Linear Weight Rank: 180
Intra Cos: 0.025195393711328506
Inter Cos: 0.013069779612123966
Norm Quadratic Average: 0.000831160694360733
Nearest Class Center Accuracy: 0.48175

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.11356782913208
Linear Weight Rank: 4
Intra Cos: 0.02794826403260231
Inter Cos: 0.017159419134259224
Norm Quadratic Average: 0.00032961336546577513
Nearest Class Center Accuracy: 0.456375

Output Layer:
Intra Cos: 0.025077620521187782
Inter Cos: 0.03771249204874039
Norm Quadratic Average: 2.6909163352684118e-05
Nearest Class Center Accuracy: 0.370875

Test Set:
Average Loss: 1.3874932632446288
Accuracy: 0.257
NC1 Within Class Collapse: 97.14750671386719
NC2 Equinorm: Features: 0.17130450904369354, Weights: 0.022696074098348618
NC2 Equiangle: Features: 0.4161020914713542, Weights: 0.34244577089945477
NC3 Self-Duality: 1.8849225044250488
NC4 NCC Mismatch: 0.7384999999999999

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.940736770629883
Linear Weight Rank: 16
Intra Cos: 0.08033028244972229
Inter Cos: 0.00331290066242218
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: 7.8570027351379395
Linear Weight Rank: 180
Intra Cos: 0.05805131420493126
Inter Cos: 0.007208778522908688
Norm Quadratic Average: 4.731171607971191
Nearest Class Center Accuracy: 0.84

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.849419593811035
Linear Weight Rank: 180
Intra Cos: 0.04475466161966324
Inter Cos: 0.00918728020042181
Norm Quadratic Average: 1.656303882598877
Nearest Class Center Accuracy: 0.743

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.901126861572266
Linear Weight Rank: 179
Intra Cos: 0.03750697895884514
Inter Cos: 0.004015146289020777
Norm Quadratic Average: 0.5943071246147156
Nearest Class Center Accuracy: 0.6535

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.86465311050415
Linear Weight Rank: 180
Intra Cos: 0.03054828941822052
Inter Cos: 0.005319720134139061
Norm Quadratic Average: 0.21734799444675446
Nearest Class Center Accuracy: 0.606

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.870245456695557
Linear Weight Rank: 180
Intra Cos: 0.03612782061100006
Inter Cos: 0.006458377465605736
Norm Quadratic Average: 0.08454102277755737
Nearest Class Center Accuracy: 0.612

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.901098728179932
Linear Weight Rank: 180
Intra Cos: 0.0334814116358757
Inter Cos: 0.006875538732856512
Norm Quadratic Average: 0.033522941172122955
Nearest Class Center Accuracy: 0.5865

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.880862712860107
Linear Weight Rank: 179
Intra Cos: 0.030797801911830902
Inter Cos: 0.005639743059873581
Norm Quadratic Average: 0.013673579320311546
Nearest Class Center Accuracy: 0.551

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.903072834014893
Linear Weight Rank: 179
Intra Cos: 0.01998058333992958
Inter Cos: 0.0053742434829473495
Norm Quadratic Average: 0.005398693960160017
Nearest Class Center Accuracy: 0.506

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.852269649505615
Linear Weight Rank: 180
Intra Cos: 0.022623825818300247
Inter Cos: 0.0045271278358995914
Norm Quadratic Average: 0.002095631556585431
Nearest Class Center Accuracy: 0.496

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.894614219665527
Linear Weight Rank: 180
Intra Cos: 0.023306917399168015
Inter Cos: 0.005871134344488382
Norm Quadratic Average: 0.0008305199444293976
Nearest Class Center Accuracy: 0.4845

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.11356782913208
Linear Weight Rank: 4
Intra Cos: 0.024607928469777107
Inter Cos: 0.015459044836461544
Norm Quadratic Average: 0.0003303622070234269
Nearest Class Center Accuracy: 0.473

Output Layer:
Intra Cos: 0.012436381541192532
Inter Cos: 0.02784748189151287
Norm Quadratic Average: 2.650904752954375e-05
Nearest Class Center Accuracy: 0.352

