Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_12_model_type_MLP_rand_seed_338327_weight_decay_0.0003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.118818283081055
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: 8.233506202697754
Linear Weight Rank: 180
Intra Cos: 0.073501355946064
Inter Cos: 0.0014832036104053259
Norm Quadratic Average: 13.8895902633667
Nearest Class Center Accuracy: 0.86

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.149253845214844
Linear Weight Rank: 180
Intra Cos: 0.10998047143220901
Inter Cos: 0.000775697291828692
Norm Quadratic Average: 13.887839317321777
Nearest Class Center Accuracy: 0.92225

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.101720809936523
Linear Weight Rank: 179
Intra Cos: 0.1367872953414917
Inter Cos: 0.00507292989641428
Norm Quadratic Average: 13.850998878479004
Nearest Class Center Accuracy: 0.935

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.099096298217773
Linear Weight Rank: 180
Intra Cos: 0.17324566841125488
Inter Cos: 0.0075345756486058235
Norm Quadratic Average: 13.80994701385498
Nearest Class Center Accuracy: 0.96

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.089838981628418
Linear Weight Rank: 179
Intra Cos: 0.18211323022842407
Inter Cos: 0.006953599862754345
Norm Quadratic Average: 13.794875144958496
Nearest Class Center Accuracy: 0.97375

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.05932331085205
Linear Weight Rank: 180
Intra Cos: 0.20043949782848358
Inter Cos: 2.5711487978696823e-05
Norm Quadratic Average: 13.75476360321045
Nearest Class Center Accuracy: 0.9925

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.071223258972168
Linear Weight Rank: 179
Intra Cos: 0.22627975046634674
Inter Cos: -0.01809060014784336
Norm Quadratic Average: 13.727438926696777
Nearest Class Center Accuracy: 0.997875

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.061849594116211
Linear Weight Rank: 179
Intra Cos: 0.2905326783657074
Inter Cos: -0.033629193902015686
Norm Quadratic Average: 13.709796905517578
Nearest Class Center Accuracy: 0.99975

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.039947509765625
Linear Weight Rank: 180
Intra Cos: 0.3330184519290924
Inter Cos: -0.056467048823833466
Norm Quadratic Average: 13.68753719329834
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.051115989685059
Linear Weight Rank: 180
Intra Cos: 0.4278733730316162
Inter Cos: -0.07016924768686295
Norm Quadratic Average: 13.694395065307617
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8105769157409668
Linear Weight Rank: 4
Intra Cos: 0.5502279996871948
Inter Cos: -0.11795873939990997
Norm Quadratic Average: 13.871482849121094
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9777281880378723
Inter Cos: -0.13407060503959656
Norm Quadratic Average: 9.946443557739258
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.4513074188232422
Accuracy: 0.8775
NC1 Within Class Collapse: 1.1558763980865479
NC2 Equinorm: Features: 0.04243450239300728, Weights: 0.015633001923561096
NC2 Equiangle: Features: 0.20534135897954306, Weights: 0.12634354829788208
NC3 Self-Duality: 0.2509743571281433
NC4 NCC Mismatch: 0.01649999999999996

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.118818283081055
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: 8.233506202697754
Linear Weight Rank: 180
Intra Cos: 0.07561660557985306
Inter Cos: 0.00484207458794117
Norm Quadratic Average: 13.878671646118164
Nearest Class Center Accuracy: 0.855

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.149253845214844
Linear Weight Rank: 180
Intra Cos: 0.10877744108438492
Inter Cos: 0.00509087648242712
Norm Quadratic Average: 13.897461891174316
Nearest Class Center Accuracy: 0.9005

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.101720809936523
Linear Weight Rank: 179
Intra Cos: 0.1310715526342392
Inter Cos: 0.010646452195942402
Norm Quadratic Average: 13.866264343261719
Nearest Class Center Accuracy: 0.894

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.099096298217773
Linear Weight Rank: 180
Intra Cos: 0.15780574083328247
Inter Cos: 0.012229747138917446
Norm Quadratic Average: 13.812874794006348
Nearest Class Center Accuracy: 0.9025

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.089838981628418
Linear Weight Rank: 179
Intra Cos: 0.15771915018558502
Inter Cos: 0.009861866943538189
Norm Quadratic Average: 13.780092239379883
Nearest Class Center Accuracy: 0.899

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.05932331085205
Linear Weight Rank: 180
Intra Cos: 0.17846564948558807
Inter Cos: 0.005567308049649
Norm Quadratic Average: 13.688066482543945
Nearest Class Center Accuracy: 0.8955

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.071223258972168
Linear Weight Rank: 179
Intra Cos: 0.18372637033462524
Inter Cos: -0.005571981891989708
Norm Quadratic Average: 13.575634002685547
Nearest Class Center Accuracy: 0.8815

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.061849594116211
Linear Weight Rank: 179
Intra Cos: 0.21330322325229645
Inter Cos: -0.012530515901744366
Norm Quadratic Average: 13.417495727539062
Nearest Class Center Accuracy: 0.8825

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.039947509765625
Linear Weight Rank: 180
Intra Cos: 0.2302602380514145
Inter Cos: -0.02081584557890892
Norm Quadratic Average: 13.257108688354492
Nearest Class Center Accuracy: 0.8835

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.051115989685059
Linear Weight Rank: 180
Intra Cos: 0.2915304899215698
Inter Cos: -0.022060947492718697
Norm Quadratic Average: 13.152348518371582
Nearest Class Center Accuracy: 0.8825

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8105769157409668
Linear Weight Rank: 4
Intra Cos: 0.3592105209827423
Inter Cos: -0.03317656368017197
Norm Quadratic Average: 13.061244010925293
Nearest Class Center Accuracy: 0.8795

Output Layer:
Intra Cos: 0.6684529185295105
Inter Cos: -0.024539068341255188
Norm Quadratic Average: 8.988865852355957
Nearest Class Center Accuracy: 0.878

