Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_9_model_type_MLP_rand_seed_265358_weight_decay_0.0003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.154291152954102
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
Inter Cos: 0.0017584916204214096
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: 8.048617362976074
Linear Weight Rank: 179
Intra Cos: 0.05924483388662338
Inter Cos: 0.005236388649791479
Norm Quadratic Average: 4.78216552734375
Nearest Class Center Accuracy: 0.807375

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.030037879943848
Linear Weight Rank: 179
Intra Cos: 0.06103812903165817
Inter Cos: 0.0057319821789860725
Norm Quadratic Average: 1.7886077165603638
Nearest Class Center Accuracy: 0.72775

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.054861068725586
Linear Weight Rank: 180
Intra Cos: 0.06094871088862419
Inter Cos: 0.008144375868141651
Norm Quadratic Average: 0.6745895147323608
Nearest Class Center Accuracy: 0.675875

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.026926040649414
Linear Weight Rank: 180
Intra Cos: 0.06435028463602066
Inter Cos: 0.010918223299086094
Norm Quadratic Average: 0.25989532470703125
Nearest Class Center Accuracy: 0.682625

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.048319816589355
Linear Weight Rank: 180
Intra Cos: 0.06391629576683044
Inter Cos: 0.008974664844572544
Norm Quadratic Average: 0.10641398280858994
Nearest Class Center Accuracy: 0.64075

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.028019905090332
Linear Weight Rank: 180
Intra Cos: 0.07302124798297882
Inter Cos: 0.02326076105237007
Norm Quadratic Average: 0.04431920871138573
Nearest Class Center Accuracy: 0.621625

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.027253150939941
Linear Weight Rank: 180
Intra Cos: 0.08134308457374573
Inter Cos: 0.02203119732439518
Norm Quadratic Average: 0.017266223207116127
Nearest Class Center Accuracy: 0.60775

Layer 8: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.15213143825531
Linear Weight Rank: 4
Intra Cos: 0.09104789793491364
Inter Cos: 0.019588451832532883
Norm Quadratic Average: 0.007590000052005053
Nearest Class Center Accuracy: 0.61025

Output Layer:
Intra Cos: 0.14292243123054504
Inter Cos: 0.05182872712612152
Norm Quadratic Average: 0.0012977066216990352
Nearest Class Center Accuracy: 0.5815

Test Set:
Average Loss: 1.3870020866394044
Accuracy: 0.257
NC1 Within Class Collapse: 38.73236083984375
NC2 Equinorm: Features: 0.36955052614212036, Weights: 0.055328693240880966
NC2 Equiangle: Features: 0.4352420965830485, Weights: 0.31659096479415894
NC3 Self-Duality: 1.5014652013778687
NC4 NCC Mismatch: 0.7115

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.154291152954102
Linear Weight Rank: 16
Intra Cos: 0.0803302675485611
Inter Cos: 0.0033128969371318817
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: 8.048617362976074
Linear Weight Rank: 179
Intra Cos: 0.06088612228631973
Inter Cos: 0.0026384671218693256
Norm Quadratic Average: 4.773012638092041
Nearest Class Center Accuracy: 0.811

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.030037879943848
Linear Weight Rank: 179
Intra Cos: 0.06028873845934868
Inter Cos: 0.0050554340705275536
Norm Quadratic Average: 1.7841628789901733
Nearest Class Center Accuracy: 0.7425

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.054861068725586
Linear Weight Rank: 180
Intra Cos: 0.062321342527866364
Inter Cos: 0.010764705017209053
Norm Quadratic Average: 0.6736705899238586
Nearest Class Center Accuracy: 0.7025

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.026926040649414
Linear Weight Rank: 180
Intra Cos: 0.06600414961576462
Inter Cos: 0.007431367412209511
Norm Quadratic Average: 0.25924643874168396
Nearest Class Center Accuracy: 0.7085

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.048319816589355
Linear Weight Rank: 180
Intra Cos: 0.06394783407449722
Inter Cos: 0.017184318974614143
Norm Quadratic Average: 0.10614407807588577
Nearest Class Center Accuracy: 0.6605

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.028019905090332
Linear Weight Rank: 180
Intra Cos: 0.07363247126340866
Inter Cos: 0.03353121504187584
Norm Quadratic Average: 0.04443870484828949
Nearest Class Center Accuracy: 0.633

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.027253150939941
Linear Weight Rank: 180
Intra Cos: 0.08283731341362
Inter Cos: 0.03444552794098854
Norm Quadratic Average: 0.01729404367506504
Nearest Class Center Accuracy: 0.617

Layer 8: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.15213143825531
Linear Weight Rank: 4
Intra Cos: 0.09211818873882294
Inter Cos: 0.033066242933273315
Norm Quadratic Average: 0.007613177876919508
Nearest Class Center Accuracy: 0.6195

Output Layer:
Intra Cos: 0.16025590896606445
Inter Cos: 0.07625175267457962
Norm Quadratic Average: 0.00130541215185076
Nearest Class Center Accuracy: 0.592

