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_314159_weight_decay_0.0007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.878877639770508
Linear Weight Rank: 16
Intra Cos: 0.07988918572664261
Inter Cos: 0.0017584823071956635
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: 7.892475605010986
Linear Weight Rank: 179
Intra Cos: 0.06358110904693604
Inter Cos: 0.007490909658372402
Norm Quadratic Average: 4.694541931152344
Nearest Class Center Accuracy: 0.823

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.911323547363281
Linear Weight Rank: 179
Intra Cos: 0.048095159232616425
Inter Cos: 0.004067281726747751
Norm Quadratic Average: 1.6042702198028564
Nearest Class Center Accuracy: 0.747

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.854532718658447
Linear Weight Rank: 179
Intra Cos: 0.04212401062250137
Inter Cos: 0.005213696509599686
Norm Quadratic Average: 0.5722841620445251
Nearest Class Center Accuracy: 0.659875

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.863831520080566
Linear Weight Rank: 180
Intra Cos: 0.043619122356176376
Inter Cos: 0.012013465166091919
Norm Quadratic Average: 0.21502147614955902
Nearest Class Center Accuracy: 0.612375

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.8847126960754395
Linear Weight Rank: 179
Intra Cos: 0.050544656813144684
Inter Cos: 0.021954737603664398
Norm Quadratic Average: 0.08442950993776321
Nearest Class Center Accuracy: 0.58025

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.864351272583008
Linear Weight Rank: 180
Intra Cos: 0.05054529011249542
Inter Cos: 0.027917342260479927
Norm Quadratic Average: 0.030492763966321945
Nearest Class Center Accuracy: 0.579125

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.859264373779297
Linear Weight Rank: 179
Intra Cos: 0.056542929261922836
Inter Cos: 0.031237563118338585
Norm Quadratic Average: 0.012574209831655025
Nearest Class Center Accuracy: 0.557625

Layer 8: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.1615829467773438
Linear Weight Rank: 4
Intra Cos: 0.06141669675707817
Inter Cos: 0.04505821689963341
Norm Quadratic Average: 0.005173374433070421
Nearest Class Center Accuracy: 0.546625

Output Layer:
Intra Cos: 0.14091171324253082
Inter Cos: 0.1275680512189865
Norm Quadratic Average: 0.00067135039716959
Nearest Class Center Accuracy: 0.524

Test Set:
Average Loss: 1.3872642211914064
Accuracy: 0.257
NC1 Within Class Collapse: 40.38432693481445
NC2 Equinorm: Features: 0.1988697052001953, Weights: 0.021058525890111923
NC2 Equiangle: Features: 0.5962751706441244, Weights: 0.3420953353246053
NC3 Self-Duality: 1.5339404344558716
NC4 NCC Mismatch: 0.7375

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.878877639770508
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
Inter Cos: 0.003312898799777031
Norm Quadratic Average: 3.988335371017456
Nearest Class Center Accuracy: 0.9165

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.892475605010986
Linear Weight Rank: 179
Intra Cos: 0.06331730633974075
Inter Cos: 0.009248997084796429
Norm Quadratic Average: 4.688199520111084
Nearest Class Center Accuracy: 0.824

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.911323547363281
Linear Weight Rank: 179
Intra Cos: 0.04714496433734894
Inter Cos: 0.005473240278661251
Norm Quadratic Average: 1.6045324802398682
Nearest Class Center Accuracy: 0.7555

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.854532718658447
Linear Weight Rank: 179
Intra Cos: 0.043799564242362976
Inter Cos: 0.0028954148292541504
Norm Quadratic Average: 0.5718099474906921
Nearest Class Center Accuracy: 0.6715

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.863831520080566
Linear Weight Rank: 180
Intra Cos: 0.04455646127462387
Inter Cos: 0.015505117364227772
Norm Quadratic Average: 0.2154809534549713
Nearest Class Center Accuracy: 0.6445

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.8847126960754395
Linear Weight Rank: 179
Intra Cos: 0.05004259943962097
Inter Cos: 0.025038516148924828
Norm Quadratic Average: 0.08458831906318665
Nearest Class Center Accuracy: 0.6005

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.864351272583008
Linear Weight Rank: 180
Intra Cos: 0.05176196247339249
Inter Cos: 0.030330337584018707
Norm Quadratic Average: 0.03062906302511692
Nearest Class Center Accuracy: 0.6015

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.859264373779297
Linear Weight Rank: 179
Intra Cos: 0.05753837525844574
Inter Cos: 0.03109641931951046
Norm Quadratic Average: 0.012647311203181744
Nearest Class Center Accuracy: 0.5845

Layer 8: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.1615829467773438
Linear Weight Rank: 4
Intra Cos: 0.05940144509077072
Inter Cos: 0.04784860834479332
Norm Quadratic Average: 0.0052068340592086315
Nearest Class Center Accuracy: 0.567

Output Layer:
Intra Cos: 0.13316574692726135
Inter Cos: 0.1365310102701187
Norm Quadratic Average: 0.0006793438224121928
Nearest Class Center Accuracy: 0.531

