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Implement SigmoidFocalLoss operation #3143

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Implement SigmoidFocalLoss operation #3143

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BuiChiTrung
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@BuiChiTrung BuiChiTrung commented Jul 24, 2024 •
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This PR implement torchvision.ops.sigmoid_focal_loss operation. There is no constraint here, MIOpen is faster than ROCm in all cases.

  • Added SigmoidFocalLoss operation with forward and backward kernels.
  • Added driver test and gtest for 4 kernels.
  • Compared with ROCm.

Average improvement over ROCm

Reduced kernels:

type fwd bwd
float32 2.74 4.94
float16 2.41 4.40
bfloat16 2.58 4.70

Unreduced kernels:

type fwd bwd
float32 5.09 3.86
float16 4.83 3.46
bfloat16 5.10 3.92

Detail benchmark

Float32
dtype size is_contiguous reduction direction ROCm MIOpen improvement
float32 [20 30] TRUE none fwd 81551 13582 6.004343985
float32 [20 30] TRUE none bwd 77295 18933 4.08255427
float32 [20 30] TRUE sum fwd 91327 34649 2.635775924
float32 [20 30] TRUE sum bwd 77695 17742 4.379156803
float32 [20 30] TRUE mean fwd 90847 35912 2.529711517
float32 [20 30] TRUE mean bwd 80416 19164 4.196201211
float32 [20 30] FALSE none fwd 75296 13211 5.699492847
float32 [20 30] FALSE none bwd 75040 18883 3.973944818
float32 [20 30] FALSE sum fwd 88623 35545 2.493262062
float32 [20 30] FALSE sum bwd 75359 18208 4.138785149
float32 [20 30] FALSE mean fwd 87808 35313 2.486563022
float32 [20 30] FALSE mean bwd 135519 19630 6.903667855
float32 [5 10 10] TRUE none fwd 76575 12784 5.989909262
float32 [5 10 10] TRUE none bwd 77695 18225 4.263100137
float32 [5 10 10] TRUE sum fwd 83167 35562 2.338647995
float32 [5 10 10] TRUE sum bwd 77231 17141 4.505629777
float32 [5 10 10] TRUE mean fwd 88910 37323 2.38217721
float32 [5 10 10] TRUE mean bwd 83183 19292 4.311787269
float32 [5 10 10] FALSE none fwd 80991 13585 5.961796099
float32 [5 10 10] FALSE none bwd 90192 18723 4.817176734
float32 [5 10 10] FALSE sum fwd 95487 37251 2.563340581
float32 [5 10 10] FALSE sum bwd 81727 17319 4.718921416
float32 [5 10 10] FALSE mean fwd 85215 36825 2.314052953
float32 [5 10 10] FALSE mean bwd 144479 17229 8.385803007
float32 [2 5 10 10] TRUE none fwd 87183 13549 6.434644623
float32 [2 5 10 10] TRUE none bwd 80527 19488 4.132132594
float32 [2 5 10 10] TRUE sum fwd 87247 34940 2.497052089
float32 [2 5 10 10] TRUE sum bwd 75136 19790 3.796664982
float32 [2 5 10 10] TRUE mean fwd 84383 37340 2.259855383
float32 [2 5 10 10] TRUE mean bwd 75648 20217 3.741801454
float32 [2 5 10 10] FALSE none fwd 84047 14011 5.998643923
float32 [2 5 10 10] FALSE none bwd 79391 20003 3.968954657
float32 [2 5 10 10] FALSE sum fwd 94831 40594 2.33608415
float32 [2 5 10 10] FALSE sum bwd 79824 20412 3.9106408
float32 [2 5 10 10] FALSE mean fwd 90783 34122 2.660541586
float32 [2 5 10 10] FALSE mean bwd 150190 20430 7.351443955
float32 [25 300] TRUE none fwd 79807 9566 8.3427765
float32 [25 300] TRUE none bwd 79967 12215 6.546623005
float32 [25 300] TRUE sum fwd 86399 35882 2.407864668
float32 [25 300] TRUE sum bwd 80415 12535 6.415237335
float32 [25 300] TRUE mean fwd 88624 34495 2.56918394
float32 [25 300] TRUE mean bwd 81519 13246 6.154235241
float32 [25 300] FALSE none fwd 79567 9637 8.256407596
float32 [25 300] FALSE none bwd 79184 12286 6.445059417
float32 [25 300] FALSE sum fwd 85311 32699 2.608978868
float32 [25 300] FALSE sum bwd 79583 12962 6.139716093
float32 [25 300] FALSE mean fwd 92607 31614 2.929303473
float32 [25 300] FALSE mean bwd 136607 13229 10.32632852
float32 [25 100 100] TRUE none fwd 106431 16411 6.485345195
float32 [25 100 100] TRUE none bwd 122607 24288 5.048048419
float32 [25 100 100] TRUE sum fwd 121695 41287 2.947537966
float32 [25 100 100] TRUE sum bwd 119615 24235 4.935630287
float32 [25 100 100] TRUE mean fwd 122863 43492 2.824956314
float32 [25 100 100] TRUE mean bwd 123439 24484 5.041619017
float32 [25 100 100] FALSE none fwd 106975 23168 4.617360152
float32 [25 100 100] FALSE none bwd 120671 28591 4.220593893
float32 [25 100 100] FALSE sum fwd 123199 46870 2.628525709
float32 [25 100 100] FALSE sum bwd 118879 27951 4.253121534
float32 [25 100 100] FALSE mean fwd 126463 48292 2.618715315
float32 [25 100 100] FALSE mean bwd 231566 28218 8.206322206
float32 [100 20 20 20] TRUE none fwd 200398 41411 4.839245611
float32 [100 20 20 20] TRUE none bwd 241470 65771 3.671374922
float32 [100 20 20 20] TRUE sum fwd 214286 69522 3.082276114
float32 [100 20 20 20] TRUE sum bwd 238925 65931 3.623864343
float32 [100 20 20 20] TRUE mean fwd 214414 69736 3.074652977
float32 [100 20 20 20] TRUE mean bwd 247566 65700 3.768127854
float32 [100 20 20 20] FALSE none fwd 200734 51990 3.861011733
float32 [100 20 20 20] FALSE none bwd 240942 69647 3.459474206
float32 [100 20 20 20] FALSE sum fwd 216590 83871 2.582418238
float32 [100 20 20 20] FALSE sum bwd 241663 69238 3.490323233
float32 [100 20 20 20] FALSE mean fwd 217742 81684 2.665662798
float32 [100 20 20 20] FALSE mean bwd 549323 69131 7.946116793
float32 [100 10 10 10 10] TRUE none fwd 249582 50337 4.958221587
float32 [100 10 10 10 10] TRUE none bwd 291789 80564 3.621828608
float32 [100 10 10 10 10] TRUE sum fwd 265982 78181 3.402130953
float32 [100 10 10 10 10] TRUE sum bwd 286189 79888 3.582377829
float32 [100 10 10 10 10] TRUE mean fwd 265854 79052 3.363026868
float32 [100 10 10 10 10] TRUE mean bwd 293070 80101 3.658755821
float32 [100 10 10 10 10] FALSE none fwd 248734 62356 3.988934505
float32 [100 10 10 10 10] FALSE none bwd 290846 84724 3.43286436
float32 [100 10 10 10 10] FALSE sum fwd 263806 96121 2.744519928
float32 [100 10 10 10 10] FALSE sum bwd 283677 83924 3.380165388
float32 [100 10 10 10 10] FALSE mean fwd 267854 94539 2.833264579
float32 [100 10 10 10 10] FALSE mean bwd 636091 83977 7.574585899
float32 [2000 3000] TRUE none fwd 1285317 278904 4.608456673
float32 [2000 3000] TRUE none bwd 1456660 457011 3.187363105
float32 [2000 3000] TRUE sum fwd 1331780 349973 3.805379272
float32 [2000 3000] TRUE sum bwd 1433027 452334 3.168072707
float32 [2000 3000] TRUE mean fwd 1334900 347252 3.844182323
float32 [2000 3000] TRUE mean bwd 1487507 451605 3.293823142
float32 [2000 3000] FALSE none fwd 1304789 328934 3.966719767
float32 [2000 3000] FALSE none bwd 1452675 469327 3.095229978
float32 [2000 3000] FALSE sum fwd 1336884 401940 3.326078519
float32 [2000 3000] FALSE sum bwd 1421475 463442 3.067212294
float32 [2000 3000] FALSE mean fwd 1338228 399895 3.346448443
float32 [2000 3000] FALSE mean bwd 3341635 462854 7.219630812
float32 [25 1000 1000] TRUE none fwd 5138451 1145640 4.485223107
float32 [25 1000 1000] TRUE none bwd 5819901 1889040 3.080877589
float32 [25 1000 1000] TRUE sum fwd 5243106 1367510 3.834053133
float32 [25 1000 1000] TRUE sum bwd 5678942 4201130 1.351765358
float32 [25 1000 1000] TRUE mean fwd 5244754 1366410 3.838345738
float32 [25 1000 1000] TRUE mean bwd 5918332 1862170 3.178191035
float32 [25 1000 1000] FALSE none fwd 5152050 4529510 1.137440915
float32 [25 1000 1000] FALSE none bwd 5811853 4624380 1.256785342
float32 [25 1000 1000] FALSE sum fwd 5250178 4761350 1.102665841
float32 [25 1000 1000] FALSE sum bwd 5668574 4549310 1.246029398
float32 [25 1000 1000] FALSE mean fwd 5241474 4763050 1.100444883
float32 [25 1000 1000] FALSE mean bwd 35102137 4549250 7.716027257
float32 [10 100 100 100] TRUE none fwd 2106141 460996 4.568675216
float32 [10 100 100 100] TRUE none bwd 2372939 758370 3.128999037
float32 [10 100 100 100] TRUE sum fwd 2164653 561128 3.857681313
float32 [10 100 100 100] TRUE sum bwd 2299532 747898 3.074659914
float32 [10 100 100 100] TRUE mean fwd 2161885 562141 3.84580559
float32 [10 100 100 100] TRUE mean bwd 2419099 748982 3.229849315
float32 [10 100 100 100] FALSE none fwd 2117037 1324770 1.598041169
float32 [10 100 100 100] FALSE none bwd 2369579 1379190 1.718094679
float32 [10 100 100 100] FALSE sum fwd 2168365 1431280 1.514983092
float32 [10 100 100 100] FALSE sum bwd 2303644 1356110 1.698714706
float32 [10 100 100 100] FALSE mean fwd 2168701 1433990 1.51235434
float32 [10 100 100 100] FALSE mean bwd 14042708 1356220 10.35429945
float32 [10 100 100 100] FALSE mean bwd 14042708 1356220 10.35429945
Float16
dtype size is_contiguous reduction direction ROCm MIOpen improvement
float16 [20 30] TRUE none fwd 90351 12266 7.365970977
float16 [20 30] TRUE none bwd 85887 19147 4.48566355
float16 [20 30] TRUE sum fwd 96192 36338 2.647146238
float16 [20 30] TRUE sum bwd 83983 20498 4.097131427
float16 [20 30] TRUE mean fwd 95183 37405 2.544659805
float16 [20 30] TRUE mean bwd 83263 19929 4.177981836
float16 [20 30] FALSE none fwd 89791 12802 7.013825965
float16 [20 30] FALSE none bwd 85296 21017 4.058428891
float16 [20 30] FALSE sum fwd 98367 33802 2.910094077
float16 [20 30] FALSE sum bwd 80767 20217 3.995004204
float16 [20 30] FALSE mean fwd 96735 34247 2.824626975
float16 [20 30] FALSE mean bwd 135951 20110 6.760367976
float16 [5 10 10] TRUE none fwd 84943 14634 5.804496378
float16 [5 10 10] TRUE none bwd 85359 18492 4.615996106
float16 [5 10 10] TRUE sum fwd 93119 37785 2.464443562
float16 [5 10 10] TRUE sum bwd 80015 20021 3.996553619
float16 [5 10 10] TRUE mean fwd 91296 36327 2.513172021
float16 [5 10 10] TRUE mean bwd 81935 20164 4.063429875
float16 [5 10 10] FALSE none fwd 87808 13567 6.472175131
float16 [5 10 10] FALSE none bwd 83792 18581 4.509552769
float16 [5 10 10] FALSE sum fwd 95183 41946 2.269179421
float16 [5 10 10] FALSE sum bwd 80559 19097 4.218411269
float16 [5 10 10] FALSE mean fwd 94063 37020 2.5408698
float16 [5 10 10] FALSE mean bwd 143743 20181 7.122689659
float16 [2 5 10 10] TRUE none fwd 96864 14242 6.801291953
float16 [2 5 10 10] TRUE none bwd 88655 19594 4.524599367
float16 [2 5 10 10] TRUE sum fwd 106239 34104 3.115147783
float16 [2 5 10 10] TRUE sum bwd 89391 20893 4.278514335
float16 [2 5 10 10] TRUE mean fwd 105759 34370 3.077073029
float16 [2 5 10 10] TRUE mean bwd 91807 17923 5.122300954
float16 [2 5 10 10] FALSE none fwd 95023 14100 6.739219858
float16 [2 5 10 10] FALSE none bwd 91327 19790 4.614805457
float16 [2 5 10 10] FALSE sum fwd 102991 35046 2.938737659
float16 [2 5 10 10] FALSE sum bwd 90591 19772 4.581782318
float16 [2 5 10 10] FALSE mean fwd 103663 34672 2.989818874
float16 [2 5 10 10] FALSE mean bwd 146798 20430 7.185413607
float16 [25 300] TRUE none fwd 90751 9370 9.685272145
float16 [25 300] TRUE none bwd 91759 11735 7.819258628
float16 [25 300] TRUE sum fwd 100719 31934 3.153973821
float16 [25 300] TRUE sum bwd 90767 12784 7.100046934
float16 [25 300] TRUE mean fwd 97984 34121 2.871662612
float16 [25 300] TRUE mean bwd 93279 12766 7.306830644
float16 [25 300] FALSE none fwd 90191 9566 9.428287686
float16 [25 300] FALSE none bwd 91775 12429 7.383940784
float16 [25 300] FALSE sum fwd 100335 34299 2.925303945
float16 [25 300] FALSE sum bwd 89935 12891 6.976572803
float16 [25 300] FALSE mean fwd 99679 32006 3.114384803
float16 [25 300] FALSE mean bwd 136015 12891 10.55115972
float16 [25 100 100] TRUE none fwd 95295 16305 5.844526219
float16 [25 100 100] TRUE none bwd 105183 23933 4.394894079
float16 [25 100 100] TRUE sum fwd 109311 45839 2.38467244
float16 [25 100 100] TRUE sum bwd 103535 24217 4.275302473
float16 [25 100 100] TRUE mean fwd 112318 38975 2.881796023
float16 [25 100 100] TRUE mean bwd 107391 24306 4.41829178
float16 [25 100 100] FALSE none fwd 93999 20323 4.625252177
float16 [25 100 100] FALSE none bwd 104559 28147 3.714747575
float16 [25 100 100] FALSE sum fwd 111007 45554 2.436822233
float16 [25 100 100] FALSE sum bwd 103519 28911 3.580609457
float16 [25 100 100] FALSE mean fwd 111871 44523 2.51265638
float16 [25 100 100] FALSE mean bwd 213710 28787 7.423837149
float16 [100 20 20 20] TRUE none fwd 149903 40967 3.659115874
float16 [100 20 20 20] TRUE none bwd 163150 65735 2.481935042
float16 [100 20 20 20] TRUE sum fwd 167295 69113 2.420601045
float16 [100 20 20 20] TRUE sum bwd 164862 65664 2.510690789
float16 [100 20 20 20] TRUE mean fwd 160399 67264 2.384618815
float16 [100 20 20 20] TRUE mean bwd 167806 65735 2.552764889
float16 [100 20 20 20] FALSE none fwd 149711 50870 2.943011598
float16 [100 20 20 20] FALSE none bwd 163486 69931 2.337818707
float16 [100 20 20 20] FALSE sum fwd 163727 79106 2.069716583
float16 [100 20 20 20] FALSE sum bwd 167295 70055 2.388052245
float16 [100 20 20 20] FALSE mean fwd 164383 79586 2.06547634
float16 [100 20 20 20] FALSE mean bwd 471164 69931 6.737555591
float16 [100 10 10 10 10] TRUE none fwd 196527 50479 3.893242735
float16 [100 10 10 10 10] TRUE none bwd 211629 80492 2.629192963
float16 [100 10 10 10 10] TRUE sum fwd 205598 82413 2.494727774
float16 [100 10 10 10 10] TRUE sum bwd 209983 80155 2.619711808
float16 [100 10 10 10 10] TRUE mean fwd 209262 79159 2.643565482
float16 [100 10 10 10 10] TRUE mean bwd 215262 80048 2.689161503
float16 [100 10 10 10 10] FALSE none fwd 192430 62445 3.081591801
float16 [100 10 10 10 10] FALSE none bwd 206718 85239 2.425157498
float16 [100 10 10 10 10] FALSE sum fwd 207790 93134 2.231086392
float16 [100 10 10 10 10] FALSE sum bwd 207903 85150 2.441608925
float16 [100 10 10 10 10] FALSE mean fwd 209119 98681 2.119141476
float16 [100 10 10 10 10] FALSE mean bwd 558955 85133 6.565667837
float16 [2000 3000] TRUE none fwd 831897 279953 2.971559512
float16 [2000 3000] TRUE none bwd 863288 459143 1.880215968
float16 [2000 3000] TRUE sum fwd 860440 346806 2.481041274
float16 [2000 3000] TRUE sum bwd 863785 453293 1.905577629
float16 [2000 3000] TRUE mean fwd 863736 346254 2.494515587
float16 [2000 3000] TRUE mean bwd 890952 453328 1.965358416
float16 [2000 3000] FALSE none fwd 831721 322728 2.577157854
float16 [2000 3000] FALSE none bwd 859304 471246 1.823472242
float16 [2000 3000] FALSE sum fwd 862328 396551 2.174570232
float16 [2000 3000] FALSE sum bwd 866328 465929 1.859356254
float16 [2000 3000] FALSE mean fwd 864360 392852 2.200217894
float16 [2000 3000] FALSE mean bwd 2779080 466480 5.95755445
float16 [25 1000 1000] TRUE none fwd 3194948 1149220 2.780101286
float16 [25 1000 1000] TRUE none bwd 3291667 1894540 1.737449196
float16 [25 1000 1000] TRUE sum fwd 3247044 1366720 2.37579314
float16 [25 1000 1000] TRUE sum bwd 3301987 1870760 1.765051102
float16 [25 1000 1000] TRUE mean fwd 3251459 1371580 2.370593768
float16 [25 1000 1000] TRUE mean bwd 3396194 1871180 1.815001229
float16 [25 1000 1000] FALSE none fwd 3189828 3500840 0.91116075
float16 [25 1000 1000] FALSE none bwd 3271347 3584900 0.912535078
float16 [25 1000 1000] FALSE sum fwd 3241283 3733260 0.868217858
float16 [25 1000 1000] FALSE sum bwd 3314339 3548660 0.93396916
float16 [25 1000 1000] FALSE mean fwd 3246595 3704060 0.876496331
float16 [25 1000 1000] FALSE mean bwd 26391238 3550170 7.433795565
float16 [10 100 100 100] TRUE none fwd 1324852 462684 2.863405694
float16 [10 100 100 100] TRUE none bwd 1353908 760004 1.781448519
float16 [10 100 100 100] TRUE sum fwd 1360420 562407 2.418924373
float16 [10 100 100 100] TRUE sum bwd 1376628 751470 1.83191345
float16 [10 100 100 100] TRUE mean fwd 1359620 561357 2.422023775
float16 [10 100 100 100] TRUE mean bwd 1423780 750829 1.896277315
float16 [10 100 100 100] FALSE none fwd 1327300 1130510 1.174071879
float16 [10 100 100 100] FALSE none bwd 1375716 1240250 1.109224753
float16 [10 100 100 100] FALSE sum fwd 1363524 1235410 1.103701605
float16 [10 100 100 100] FALSE sum bwd 1381716 1209700 1.142197239
float16 [10 100 100 100] FALSE mean fwd 1370484 1234720 1.109955294
float16 [10 100 100 100] FALSE mean bwd 9185998 1210570 7.588159297
float32 [10 100 100 100] FALSE mean bwd 14042708 1356220 10.35429945
BFloat16
dtype size is_contiguous reduction direction ROCm MIOpen improvement
bfloat16 [20 30] TRUE none fwd 96207 14631 6.575558745
bfloat16 [20 30] TRUE none bwd 97151 19395 5.009074504
bfloat16 [20 30] TRUE sum fwd 102928 35538 2.896280038
bfloat16 [20 30] TRUE sum bwd 91967 19573 4.69866653
bfloat16 [20 30] TRUE mean fwd 99871 34827 2.867631435
bfloat16 [20 30] TRUE mean bwd 93791 20000 4.68955
bfloat16 [20 30] FALSE none fwd 96815 14065 6.883398507
bfloat16 [20 30] FALSE none bwd 97199 20555 4.728727803
bfloat16 [20 30] FALSE sum fwd 101455 35082 2.891938886
bfloat16 [20 30] FALSE sum bwd 89583 20413 4.388526919
bfloat16 [20 30] FALSE mean fwd 101567 34638 2.932242046
bfloat16 [20 30] FALSE mean bwd 146815 21533 6.8181396
bfloat16 [5 10 10] TRUE none fwd 92959 14118 6.584431223
bfloat16 [5 10 10] TRUE none bwd 96559 19950 4.840050125
bfloat16 [5 10 10] TRUE sum fwd 98318 37554 2.618043351
bfloat16 [5 10 10] TRUE sum bwd 90863 22155 4.101241255
bfloat16 [5 10 10] TRUE mean fwd 97791 36487 2.680160057
bfloat16 [5 10 10] TRUE mean bwd 93711 19346 4.843947069
bfloat16 [5 10 10] FALSE none fwd 97967 13514 7.249297025
bfloat16 [5 10 10] FALSE none bwd 98847 17478 5.655509784
bfloat16 [5 10 10] FALSE sum fwd 103247 38940 2.65143811
bfloat16 [5 10 10] FALSE sum bwd 90495 20412 4.433421517
bfloat16 [5 10 10] FALSE mean fwd 102095 38194 2.673063832
bfloat16 [5 10 10] FALSE mean bwd 150063 21764 6.895010108
bfloat16 [2 5 10 10] TRUE none fwd 107023 14829 7.217142086
bfloat16 [2 5 10 10] TRUE none bwd 108798 19754 5.507644021
bfloat16 [2 5 10 10] TRUE sum fwd 114687 37109 3.090544073
bfloat16 [2 5 10 10] TRUE sum bwd 103999 20430 5.090504161
bfloat16 [2 5 10 10] TRUE mean fwd 115327 35491 3.249471697
bfloat16 [2 5 10 10] TRUE mean bwd 107359 20661 5.196215091
bfloat16 [2 5 10 10] FALSE none fwd 106335 14171 7.503704749
bfloat16 [2 5 10 10] FALSE none bwd 111647 20359 5.483913748
bfloat16 [2 5 10 10] FALSE sum fwd 112079 35615 3.14696055
bfloat16 [2 5 10 10] FALSE sum bwd 103039 20306 5.074313011
bfloat16 [2 5 10 10] FALSE mean fwd 113407 35171 3.224446277
bfloat16 [2 5 10 10] FALSE mean bwd 159327 20519 7.764852088
bfloat16 [25 300] TRUE none fwd 97855 9530 10.26810073
bfloat16 [25 300] TRUE none bwd 105823 12197 8.676149873
bfloat16 [25 300] TRUE sum fwd 106463 33019 3.224295103
bfloat16 [25 300] TRUE sum bwd 101424 12819 7.912005617
bfloat16 [25 300] TRUE mean fwd 105791 33979 3.113422997
bfloat16 [25 300] TRUE mean bwd 107375 13229 8.11663769
bfloat16 [25 300] FALSE none fwd 97375 9832 9.903885273
bfloat16 [25 300] FALSE none bwd 107343 12179 8.813777814
bfloat16 [25 300] FALSE sum fwd 113568 31703 3.582247737
bfloat16 [25 300] FALSE sum bwd 106911 13353 8.00651539
bfloat16 [25 300] FALSE mean fwd 111935 44363 2.523161193
bfloat16 [25 300] FALSE mean bwd 146111 13478 10.84070337
bfloat16 [25 100 100] TRUE none fwd 99871 16500 6.052787879
bfloat16 [25 100 100] TRUE none bwd 114143 24324 4.692608124
bfloat16 [25 100 100] TRUE sum fwd 117183 42780 2.739200561
bfloat16 [25 100 100] TRUE sum bwd 111823 24235 4.614111822
bfloat16 [25 100 100] TRUE mean fwd 117839 40647 2.899082343
bfloat16 [25 100 100] TRUE mean bwd 119551 24324 4.914939977
bfloat16 [25 100 100] FALSE none fwd 100527 20323 4.946464597
bfloat16 [25 100 100] FALSE none bwd 114286 28004 4.081059849
bfloat16 [25 100 100] FALSE sum fwd 116926 44896 2.604374555
bfloat16 [25 100 100] FALSE sum bwd 112799 28929 3.899166926
bfloat16 [25 100 100] FALSE mean fwd 122095 45856 2.662574145
bfloat16 [25 100 100] FALSE mean bwd 218494 28769 7.594772151
bfloat16 [100 20 20 20] TRUE none fwd 158623 41731 3.801083128
bfloat16 [100 20 20 20] TRUE none bwd 174159 66179 2.631635413
bfloat16 [100 20 20 20] TRUE sum fwd 177903 70447 2.525345295
bfloat16 [100 20 20 20] TRUE sum bwd 176190 66073 2.666596038
bfloat16 [100 20 20 20] TRUE mean fwd 173326 69309 2.500771906
bfloat16 [100 20 20 20] TRUE mean bwd 181471 66126 2.744321447
bfloat16 [100 20 20 20] FALSE none fwd 159102 50799 3.131990787
bfloat16 [100 20 20 20] FALSE none bwd 175567 69558 2.524037494
bfloat16 [100 20 20 20] FALSE sum fwd 175678 78714 2.231852021
bfloat16 [100 20 20 20] FALSE sum bwd 177918 70269 2.53195577
bfloat16 [100 20 20 20] FALSE mean fwd 180158 79141 2.276418039
bfloat16 [100 20 20 20] FALSE mean bwd 481308 70198 6.856434656
bfloat16 [100 10 10 10 10] TRUE none fwd 207758 51154 4.061422372
bfloat16 [100 10 10 10 10] TRUE none bwd 226318 81079 2.791326977
bfloat16 [100 10 10 10 10] TRUE sum fwd 222222 78536 2.829555872
bfloat16 [100 10 10 10 10] TRUE sum bwd 225198 80421 2.800238744
bfloat16 [100 10 10 10 10] TRUE mean fwd 223310 79212 2.819143564
bfloat16 [100 10 10 10 10] TRUE mean bwd 235326 80474 2.924248826
bfloat16 [100 10 10 10 10] FALSE none fwd 209134 62000 3.373129032
bfloat16 [100 10 10 10 10] FALSE none bwd 226510 84795 2.671265994
bfloat16 [100 10 10 10 10] FALSE sum fwd 224717 91516 2.455494121
bfloat16 [100 10 10 10 10] FALSE sum bwd 228014 85399 2.669984426
bfloat16 [100 10 10 10 10] FALSE mean fwd 232046 91729 2.529690719
bfloat16 [100 10 10 10 10] FALSE mean bwd 577627 85328 6.769489499
bfloat16 [2000 3000] TRUE none fwd 903896 282298 3.201921374
bfloat16 [2000 3000] TRUE none bwd 973383 461968 2.107035552
bfloat16 [2000 3000] TRUE sum fwd 939544 351623 2.672020886
bfloat16 [2000 3000] TRUE sum bwd 957976 456100 2.100363955
bfloat16 [2000 3000] TRUE mean fwd 940568 350253 2.685395985
bfloat16 [2000 3000] TRUE mean bwd 996151 456384 2.1827036
bfloat16 [2000 3000] FALSE none fwd 920776 322158 2.858150349
bfloat16 [2000 3000] FALSE none bwd 961591 472595 2.034704134
bfloat16 [2000 3000] FALSE sum fwd 940984 392744 2.395922026
bfloat16 [2000 3000] FALSE sum bwd 957048 467652 2.046496112
bfloat16 [2000 3000] FALSE mean fwd 937320 393651 2.381093913
bfloat16 [2000 3000] FALSE mean bwd 2838903 468060 6.065254455
bfloat16 [25 1000 1000] TRUE none fwd 3488673 1160440 3.00633639
bfloat16 [25 1000 1000] TRUE none bwd 3706511 1906140 1.944511421
bfloat16 [25 1000 1000] TRUE sum fwd 3560448 1380640 2.578838799
bfloat16 [25 1000 1000] TRUE sum bwd 3698463 1883710 1.963392985
bfloat16 [25 1000 1000] TRUE mean fwd 3566721 1381190 2.582353623
bfloat16 [25 1000 1000] TRUE mean bwd 3855262 1883640 2.046708501
bfloat16 [25 1000 1000] FALSE none fwd 3495441 3502480 0.997990281
bfloat16 [25 1000 1000] FALSE none bwd 3705151 3596210 1.030293281
bfloat16 [25 1000 1000] FALSE sum fwd 3544400 3716430 0.953710954
bfloat16 [25 1000 1000] FALSE sum bwd 3719167 3544240 1.049355292
bfloat16 [25 1000 1000] FALSE mean fwd 3573984 3727210 0.958889894
bfloat16 [25 1000 1000] FALSE mean bwd 26678548 3542150 7.531738633
bfloat16 [10 100 100 100] TRUE none fwd 1467459 467714 3.137513523
bfloat16 [10 100 100 100] TRUE none bwd 1542386 764625 2.017179663
bfloat16 [10 100 100 100] TRUE sum fwd 1480723 567615 2.608674894
bfloat16 [10 100 100 100] TRUE sum bwd 1528754 756446 2.020969111
bfloat16 [10 100 100 100] TRUE mean fwd 1493827 568237 2.628880203
bfloat16 [10 100 100 100] TRUE mean bwd 1591858 756339 2.104688506
bfloat16 [10 100 100 100] FALSE none fwd 1450499 1137090 1.275623741
bfloat16 [10 100 100 100] FALSE none bwd 1534466 1223550 1.254109763
bfloat16 [10 100 100 100] FALSE sum fwd 1482163 1237170 1.198026949
bfloat16 [10 100 100 100] FALSE sum bwd 1526034 1209820 1.261372766
bfloat16 [10 100 100 100] FALSE mean fwd 1484323 1235710 1.201190409
bfloat16 [10 100 100 100] FALSE mean bwd 9208158 1210750 7.605333884
float32 [10 100 100 100] FALSE mean bwd 14042708 1356220 10.35429945

@BuiChiTrung BuiChiTrung self-assigned this Jul 24, 2024
@BuiChiTrung BuiChiTrung force-pushed the impl_sigmoidfocalloss branch from 561ccf3 to 53b5359 Compare July 25, 2024 08:48
@BuiChiTrung BuiChiTrung marked this pull request as ready for review July 25, 2024 08:49
@BuiChiTrung BuiChiTrung requested review from a team, JehandadKhan and junliume as code owners July 25, 2024 08:49
@BuiChiTrung BuiChiTrung requested review from JehandadKhan and junliume and removed request for JehandadKhan and junliume July 25, 2024 08:51
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CAHEK7 commented Jul 25, 2024

It seems a part of this PR included into #3146
May I ask you to collaborate with @littlecutebird and fix all the common parts of both PRs?

@BuiChiTrung BuiChiTrung force-pushed the impl_sigmoidfocalloss branch from 587d5e0 to 5427607 Compare July 30, 2024 03:56
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BuiChiTrung commented Jul 31, 2024 •
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I have updated my code following comments in #3146 . Please take another look at my PR.

@BuiChiTrung BuiChiTrung requested a review from CAHEK7 July 31, 2024 06:32
@BuiChiTrung BuiChiTrung force-pushed the impl_sigmoidfocalloss branch from e6ac834 to e53a4e3 Compare August 1, 2024 03:24
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@junliume can you take a look at Windows build state, plz. I added MIOPEN_INTERNALS_EXPORT but it still fail.

@long10024070 long10024070 marked this pull request as ready for review November 20, 2024 04:15
iq136boy
iq136boy reviewed Dec 3, 2024
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Error log:
3143_log.txt

BuiChiTrung and others added 15 commits December 5, 2024 15:07
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Merge branch 'develop' into impl_sigmoidfocalloss
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Merge branch 'develop' into impl_sigmoidfocalloss
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Merge branch 'develop' into impl_sigmoidfocalloss
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Merge branch 'develop' into impl_sigmoidfocalloss
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Merge branch 'develop' into impl_sigmoidfocalloss
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Merge branch 'develop' into impl_sigmoidfocalloss
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