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_846264_weight_decay_0.0003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.147932052612305
Linear Weight Rank: 16
Intra Cos: 0.07988917082548141
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: 8.261630058288574
Linear Weight Rank: 179
Intra Cos: 0.06586181372404099
Inter Cos: 0.003933900035917759
Norm Quadratic Average: 13.860824584960938
Nearest Class Center Accuracy: 0.86725

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.180356979370117
Linear Weight Rank: 179
Intra Cos: 0.09670037776231766
Inter Cos: 0.0012237027985975146
Norm Quadratic Average: 13.817717552185059
Nearest Class Center Accuracy: 0.903375

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.119922637939453
Linear Weight Rank: 180
Intra Cos: 0.12103795260190964
Inter Cos: -0.0017168120248243213
Norm Quadratic Average: 13.810005187988281
Nearest Class Center Accuracy: 0.939

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.109722137451172
Linear Weight Rank: 180
Intra Cos: 0.13564515113830566
Inter Cos: -0.005958101712167263
Norm Quadratic Average: 13.793914794921875
Nearest Class Center Accuracy: 0.952375

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.082413673400879
Linear Weight Rank: 179
Intra Cos: 0.16145195066928864
Inter Cos: -0.004013480618596077
Norm Quadratic Average: 13.781538963317871
Nearest Class Center Accuracy: 0.976375

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.075154304504395
Linear Weight Rank: 180
Intra Cos: 0.19628429412841797
Inter Cos: -0.008661260828375816
Norm Quadratic Average: 13.781764030456543
Nearest Class Center Accuracy: 0.993

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.054906845092773
Linear Weight Rank: 179
Intra Cos: 0.22789707779884338
Inter Cos: -0.017374787479639053
Norm Quadratic Average: 13.764533996582031
Nearest Class Center Accuracy: 0.99875

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.066118240356445
Linear Weight Rank: 179
Intra Cos: 0.2547040283679962
Inter Cos: -0.029015589505434036
Norm Quadratic Average: 13.749811172485352
Nearest Class Center Accuracy: 1.0

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.052298545837402
Linear Weight Rank: 180
Intra Cos: 0.3203076124191284
Inter Cos: -0.045947443693876266
Norm Quadratic Average: 13.734517097473145
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.048233032226562
Linear Weight Rank: 180
Intra Cos: 0.43420448899269104
Inter Cos: -0.07463733851909637
Norm Quadratic Average: 13.750261306762695
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.835475206375122
Linear Weight Rank: 4
Intra Cos: 0.556951105594635
Inter Cos: -0.1249779611825943
Norm Quadratic Average: 13.846990585327148
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9724040031433105
Inter Cos: -0.17608033120632172
Norm Quadratic Average: 9.998664855957031
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.40763608598709106
Accuracy: 0.879
NC1 Within Class Collapse: 1.073561668395996
NC2 Equinorm: Features: 0.05860631912946701, Weights: 0.02468147501349449
NC2 Equiangle: Features: 0.19556065400441489, Weights: 0.1234930952390035
NC3 Self-Duality: 0.2590481638908386
NC4 NCC Mismatch: 0.020499999999999963

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.147932052612305
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
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: 8.261630058288574
Linear Weight Rank: 179
Intra Cos: 0.06420939415693283
Inter Cos: 0.0028451699763536453
Norm Quadratic Average: 13.848410606384277
Nearest Class Center Accuracy: 0.872

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.180356979370117
Linear Weight Rank: 179
Intra Cos: 0.09263322502374649
Inter Cos: 0.005365836899727583
Norm Quadratic Average: 13.809737205505371
Nearest Class Center Accuracy: 0.8905

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.119922637939453
Linear Weight Rank: 180
Intra Cos: 0.11429563164710999
Inter Cos: 0.003158138133585453
Norm Quadratic Average: 13.851662635803223
Nearest Class Center Accuracy: 0.895

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.109722137451172
Linear Weight Rank: 180
Intra Cos: 0.12429845333099365
Inter Cos: -0.001317652058787644
Norm Quadratic Average: 13.766648292541504
Nearest Class Center Accuracy: 0.886

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.082413673400879
Linear Weight Rank: 179
Intra Cos: 0.1434197723865509
Inter Cos: -0.0016040116315707564
Norm Quadratic Average: 13.68398666381836
Nearest Class Center Accuracy: 0.8945

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.075154304504395
Linear Weight Rank: 180
Intra Cos: 0.16631676256656647
Inter Cos: -0.0036856969818472862
Norm Quadratic Average: 13.593707084655762
Nearest Class Center Accuracy: 0.8905

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.054906845092773
Linear Weight Rank: 179
Intra Cos: 0.18982942402362823
Inter Cos: -0.008655525743961334
Norm Quadratic Average: 13.51974105834961
Nearest Class Center Accuracy: 0.8975

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.066118240356445
Linear Weight Rank: 179
Intra Cos: 0.2055463194847107
Inter Cos: -0.004401689395308495
Norm Quadratic Average: 13.385472297668457
Nearest Class Center Accuracy: 0.8905

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.052298545837402
Linear Weight Rank: 180
Intra Cos: 0.24572217464447021
Inter Cos: -0.012003066949546337
Norm Quadratic Average: 13.281460762023926
Nearest Class Center Accuracy: 0.886

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.048233032226562
Linear Weight Rank: 180
Intra Cos: 0.2967943251132965
Inter Cos: -0.022910520434379578
Norm Quadratic Average: 13.119049072265625
Nearest Class Center Accuracy: 0.8825

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.835475206375122
Linear Weight Rank: 4
Intra Cos: 0.3613469898700714
Inter Cos: -0.05773855373263359
Norm Quadratic Average: 12.973217964172363
Nearest Class Center Accuracy: 0.8815

Output Layer:
Intra Cos: 0.6794025897979736
Inter Cos: -0.07140406966209412
Norm Quadratic Average: 9.038395881652832
Nearest Class Center Accuracy: 0.879

