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Specialize CopyIf for serial and TBB backends

Allison Vacanti requested to merge allisonvacanti/vtk-m:173_tbb_copyif into master

New TBB vs. old serial:

Speedup Warn serial parallel Benchmark (Type)
6.362 0.010592 +- 0.000159 0.001665 +- 0.000058 CopyIf on 2097152 values with 104858 valid values (vtkm::Float32)
4.706 0.011221 +- 0.000152 0.002384 +- 0.000080 CopyIf on 2097152 values with 104858 valid values (vtkm::Float64)
6.334 0.010586 +- 0.000181 0.001671 +- 0.000059 CopyIf on 2097152 values with 104858 valid values (vtkm::Int32)
4.740 0.011330 +- 0.000147 0.002390 +- 0.000078 CopyIf on 2097152 values with 104858 valid values (vtkm::Int64)
6.325 0.010580 +- 0.000150 0.001673 +- 0.000057 CopyIf on 2097152 values with 104858 valid values (vtkm::UInt32)
9.644 0.010978 +- 0.000180 0.001138 +- 0.000053 CopyIf on 2097152 values with 104858 valid values (vtkm::UInt8)
3.782 0.011347 +- 0.000149 0.003000 +- 0.000108 CopyIf on 2097152 values with 104858 valid values (vtkm::Vec< vtkm::Float32, 4 >)
3.470 ! 0.011686 +- 0.000145 0.003368 +- 0.000097 CopyIf on 2097152 values with 104858 valid values (vtkm::Vec< vtkm::Float64, 3 >)
4.593 0.011087 +- 0.000158 0.002414 +- 0.000081 CopyIf on 2097152 values with 104858 valid values (vtkm::Vec< vtkm::Int32, 2 >)
5.912 0.010295 +- 0.000170 0.001741 +- 0.000068 CopyIf on 2097152 values with 104858 valid values (vtkm::Vec< vtkm::UInt8, 4 >)
5.311 0.010065 +- 0.000149 0.001895 +- 0.000072 CopyIf on 2097152 values with 209716 valid values (vtkm::Float32)
3.648 0.010304 +- 0.000143 0.002824 +- 0.000084 CopyIf on 2097152 values with 209716 valid values (vtkm::Float64)
5.312 0.010104 +- 0.000156 0.001902 +- 0.000083 CopyIf on 2097152 values with 209716 valid values (vtkm::Int32)
3.632 0.010268 +- 0.000141 0.002827 +- 0.000096 CopyIf on 2097152 values with 209716 valid values (vtkm::Int64)
5.292 0.010080 +- 0.000165 0.001905 +- 0.000078 CopyIf on 2097152 values with 209716 valid values (vtkm::UInt32)
8.275 0.009749 +- 0.000167 0.001178 +- 0.000050 CopyIf on 2097152 values with 209716 valid values (vtkm::UInt8)
2.669 !! 0.011818 +- 0.000135 0.004428 +- 0.000120 CopyIf on 2097152 values with 209716 valid values (vtkm::Vec< vtkm::Float32, 4 >)
2.194 !! 0.012657 +- 0.000145 0.005770 +- 0.000142 CopyIf on 2097152 values with 209716 valid values (vtkm::Vec< vtkm::Float64, 3 >)
3.681 0.010367 +- 0.000156 0.002816 +- 0.000084 CopyIf on 2097152 values with 209716 valid values (vtkm::Vec< vtkm::Int32, 2 >)
5.051 0.009944 +- 0.000135 0.001969 +- 0.000068 CopyIf on 2097152 values with 209716 valid values (vtkm::Vec< vtkm::UInt8, 4 >)
4.603 0.009852 +- 0.000156 0.002140 +- 0.000078 CopyIf on 2097152 values with 349526 valid values (vtkm::Float32)
3.115 ! 0.010378 +- 0.000152 0.003332 +- 0.000090 CopyIf on 2097152 values with 349526 valid values (vtkm::Float64)
4.675 0.010001 +- 0.000334 0.002139 +- 0.000072 CopyIf on 2097152 values with 349526 valid values (vtkm::Int32)
3.133 ! 0.010485 +- 0.000155 0.003347 +- 0.000089 CopyIf on 2097152 values with 349526 valid values (vtkm::Int64)
4.631 0.009904 +- 0.000164 0.002139 +- 0.000077 CopyIf on 2097152 values with 349526 valid values (vtkm::UInt32)
7.914 0.009736 +- 0.000178 0.001230 +- 0.000059 CopyIf on 2097152 values with 349526 valid values (vtkm::UInt8)
2.046 !! 0.011479 +- 0.000129 0.005612 +- 0.000152 CopyIf on 2097152 values with 349526 valid values (vtkm::Vec< vtkm::Float32, 4 >)
1.358 !!! 0.012989 +- 0.000173 0.009566 +- 0.000328 CopyIf on 2097152 values with 349526 valid values (vtkm::Vec< vtkm::Float64, 3 >)
3.183 ! 0.010593 +- 0.000151 0.003328 +- 0.000093 CopyIf on 2097152 values with 349526 valid values (vtkm::Vec< vtkm::Int32, 2 >)
4.335 0.009753 +- 0.000155 0.002250 +- 0.000078 CopyIf on 2097152 values with 349526 valid values (vtkm::Vec< vtkm::UInt8, 4 >)
4.395 0.009937 +- 0.000155 0.002261 +- 0.000079 CopyIf on 2097152 values with 419431 valid values (vtkm::Float32)
2.923 !! 0.010439 +- 0.000136 0.003571 +- 0.000108 CopyIf on 2097152 values with 419431 valid values (vtkm::Float64)
4.413 0.009988 +- 0.000159 0.002263 +- 0.000078 CopyIf on 2097152 values with 419431 valid values (vtkm::Int32)
2.964 !! 0.010504 +- 0.000167 0.003544 +- 0.000111 CopyIf on 2097152 values with 419431 valid values (vtkm::Int64)
4.374 0.009899 +- 0.000154 0.002263 +- 0.000084 CopyIf on 2097152 values with 419431 valid values (vtkm::UInt32)
7.639 0.009671 +- 0.000168 0.001266 +- 0.000055 CopyIf on 2097152 values with 419431 valid values (vtkm::UInt8)
1.882 !!! 0.011593 +- 0.000150 0.006159 +- 0.000161 CopyIf on 2097152 values with 419431 valid values (vtkm::Vec< vtkm::Float32, 4 >)
1.486 !!! 0.012917 +- 0.000146 0.008694 +- 0.000250 CopyIf on 2097152 values with 419431 valid values (vtkm::Vec< vtkm::Float64, 3 >)
2.928 !! 0.010509 +- 0.000146 0.003589 +- 0.000116 CopyIf on 2097152 values with 419431 valid values (vtkm::Vec< vtkm::Int32, 2 >)
4.121 0.009825 +- 0.000148 0.002384 +- 0.000089 CopyIf on 2097152 values with 419431 valid values (vtkm::Vec< vtkm::UInt8, 4 >)
4.014 0.009885 +- 0.000150 0.002463 +- 0.000089 CopyIf on 2097152 values with 524288 valid values (vtkm::Float32)
2.641 !! 0.010493 +- 0.000155 0.003973 +- 0.000129 CopyIf on 2097152 values with 524288 valid values (vtkm::Float64)
4.050 0.009911 +- 0.000150 0.002447 +- 0.000085 CopyIf on 2097152 values with 524288 valid values (vtkm::Int32)
2.760 !! 0.010918 +- 0.000149 0.003956 +- 0.000127 CopyIf on 2097152 values with 524288 valid values (vtkm::Int64)
4.053 0.009893 +- 0.000144 0.002441 +- 0.000076 CopyIf on 2097152 values with 524288 valid values (vtkm::UInt32)
7.470 0.009735 +- 0.000159 0.001303 +- 0.000055 CopyIf on 2097152 values with 524288 valid values (vtkm::UInt8)
1.751 !!! 0.012224 +- 0.000147 0.006982 +- 0.000193 CopyIf on 2097152 values with 524288 valid values (vtkm::Vec< vtkm::Float32, 4 >)
1.363 !!! 0.013541 +- 0.000149 0.009936 +- 0.000326 CopyIf on 2097152 values with 524288 valid values (vtkm::Vec< vtkm::Float64, 3 >)
2.740 !! 0.010818 +- 0.000148 0.003949 +- 0.000113 CopyIf on 2097152 values with 524288 valid values (vtkm::Vec< vtkm::Int32, 2 >)
3.879 0.010078 +- 0.000163 0.002598 +- 0.000101 CopyIf on 2097152 values with 524288 valid values (vtkm::Vec< vtkm::UInt8, 4 >)
3.855 0.010408 +- 0.000283 0.002699 +- 0.000098 CopyIf on 2097152 values with 699051 valid values (vtkm::Float32)
2.311 !! 0.010507 +- 0.000150 0.004546 +- 0.000130 CopyIf on 2097152 values with 699051 valid values (vtkm::Float64)
3.805 0.010242 +- 0.000149 0.002692 +- 0.000099 CopyIf on 2097152 values with 699051 valid values (vtkm::Int32)
2.342 !! 0.010567 +- 0.000136 0.004513 +- 0.000133 CopyIf on 2097152 values with 699051 valid values (vtkm::Int64)
3.790 0.010218 +- 0.000149 0.002696 +- 0.000091 CopyIf on 2097152 values with 699051 valid values (vtkm::UInt32)
6.938 0.009559 +- 0.000159 0.001378 +- 0.000070 CopyIf on 2097152 values with 699051 valid values (vtkm::UInt8)
1.465 !!! 0.012131 +- 0.000154 0.008279 +- 0.000270 CopyIf on 2097152 values with 699051 valid values (vtkm::Vec< vtkm::Float32, 4 >)
0.928 !!!! 0.013915 +- 0.000166 0.014996 +- 0.000521 CopyIf on 2097152 values with 699051 valid values (vtkm::Vec< vtkm::Float64, 3 >)
2.310 !! 0.010633 +- 0.000145 0.004603 +- 0.000141 CopyIf on 2097152 values with 699051 valid values (vtkm::Vec< vtkm::Int32, 2 >)
3.561 ! 0.010265 +- 0.000148 0.002883 +- 0.000117 CopyIf on 2097152 values with 699051 valid values (vtkm::Vec< vtkm::UInt8, 4 >)

Scaling is poor against the new serial backend, but is likely due to threading overhead on a really simple algorithm. Both show a significant improvement over the general implementation.

New TBB vs. new serial:

Speedup Warn serial parallel Benchmark (Type)
2.066 !! 0.003438 +- 0.000103 0.001664 +- 0.000057 CopyIf on 2097152 values with 104858 valid values (vtkm::Float32)
1.866 !!! 0.004508 +- 0.000104 0.002416 +- 0.000077 CopyIf on 2097152 values with 104858 valid values (vtkm::Float64)
2.163 !! 0.003604 +- 0.000094 0.001666 +- 0.000055 CopyIf on 2097152 values with 104858 valid values (vtkm::Int32)
1.883 !!! 0.004551 +- 0.000101 0.002417 +- 0.000086 CopyIf on 2097152 values with 104858 valid values (vtkm::Int64)
2.073 !! 0.003454 +- 0.000115 0.001666 +- 0.000055 CopyIf on 2097152 values with 104858 valid values (vtkm::UInt32)
2.984 !! 0.003390 +- 0.000094 0.001136 +- 0.000052 CopyIf on 2097152 values with 104858 valid values (vtkm::UInt8)
1.211 !!! 0.003610 +- 0.000105 0.002982 +- 0.000093 CopyIf on 2097152 values with 104858 valid values (vtkm::Vec< vtkm::Float32, 4 >)
1.174 !!! 0.003972 +- 0.000115 0.003383 +- 0.000110 CopyIf on 2097152 values with 104858 valid values (vtkm::Vec< vtkm::Float64, 3 >)
1.516 !!! 0.003632 +- 0.000118 0.002395 +- 0.000069 CopyIf on 2097152 values with 104858 valid values (vtkm::Vec< vtkm::Int32, 2 >)
1.993 !!! 0.003457 +- 0.000076 0.001735 +- 0.000054 CopyIf on 2097152 values with 104858 valid values (vtkm::Vec< vtkm::UInt8, 4 >)
1.490 !!! 0.002838 +- 0.000084 0.001904 +- 0.000064 CopyIf on 2097152 values with 209716 valid values (vtkm::Float32)
1.279 !!! 0.003567 +- 0.000094 0.002789 +- 0.000078 CopyIf on 2097152 values with 209716 valid values (vtkm::Float64)
1.494 !!! 0.002833 +- 0.000080 0.001897 +- 0.000070 CopyIf on 2097152 values with 209716 valid values (vtkm::Int32)
1.237 !!! 0.003555 +- 0.000086 0.002873 +- 0.000084 CopyIf on 2097152 values with 209716 valid values (vtkm::Int64)
1.488 !!! 0.002821 +- 0.000072 0.001896 +- 0.000071 CopyIf on 2097152 values with 209716 valid values (vtkm::UInt32)
2.322 !! 0.002722 +- 0.000075 0.001173 +- 0.000056 CopyIf on 2097152 values with 209716 valid values (vtkm::UInt8)
0.981 !!!! 0.004340 +- 0.000100 0.004423 +- 0.000119 CopyIf on 2097152 values with 209716 valid values (vtkm::Vec< vtkm::Float32, 4 >)
0.844 !!!! 0.004883 +- 0.000096 0.005786 +- 0.000160 CopyIf on 2097152 values with 209716 valid values (vtkm::Vec< vtkm::Float64, 3 >)
1.068 !!! 0.003020 +- 0.000065 0.002829 +- 0.000087 CopyIf on 2097152 values with 209716 valid values (vtkm::Vec< vtkm::Int32, 2 >)
1.463 !!! 0.002869 +- 0.000077 0.001962 +- 0.000058 CopyIf on 2097152 values with 209716 valid values (vtkm::Vec< vtkm::UInt8, 4 >)
1.304 !!! 0.002806 +- 0.000086 0.002153 +- 0.000085 CopyIf on 2097152 values with 349526 valid values (vtkm::Float32)
1.035 !!! 0.003495 +- 0.000088 0.003376 +- 0.000091 CopyIf on 2097152 values with 349526 valid values (vtkm::Float64)
1.306 !!! 0.002796 +- 0.000080 0.002141 +- 0.000065 CopyIf on 2097152 values with 349526 valid values (vtkm::Int32)
1.037 !!! 0.003478 +- 0.000078 0.003354 +- 0.000093 CopyIf on 2097152 values with 349526 valid values (vtkm::Int64)
1.303 !!! 0.002800 +- 0.000090 0.002149 +- 0.000074 CopyIf on 2097152 values with 349526 valid values (vtkm::UInt32)
2.182 !! 0.002690 +- 0.000079 0.001233 +- 0.000048 CopyIf on 2097152 values with 349526 valid values (vtkm::UInt8)
0.685 !!!! 0.003849 +- 0.000076 0.005618 +- 0.000154 CopyIf on 2097152 values with 349526 valid values (vtkm::Vec< vtkm::Float32, 4 >)
0.521 !!!! 0.005021 +- 0.000099 0.009634 +- 0.000339 CopyIf on 2097152 values with 349526 valid values (vtkm::Vec< vtkm::Float64, 3 >)
0.903 !!!! 0.002992 +- 0.000089 0.003312 +- 0.000096 CopyIf on 2097152 values with 349526 valid values (vtkm::Vec< vtkm::Int32, 2 >)
1.274 !!! 0.002878 +- 0.000078 0.002260 +- 0.000085 CopyIf on 2097152 values with 349526 valid values (vtkm::Vec< vtkm::UInt8, 4 >)
1.232 !!! 0.002789 +- 0.000082 0.002264 +- 0.000077 CopyIf on 2097152 values with 419431 valid values (vtkm::Float32)
0.952 !!!! 0.003390 +- 0.000086 0.003562 +- 0.000102 CopyIf on 2097152 values with 419431 valid values (vtkm::Float64)
1.240 !!! 0.002797 +- 0.000076 0.002255 +- 0.000069 CopyIf on 2097152 values with 419431 valid values (vtkm::Int32)
0.960 !!!! 0.003395 +- 0.000091 0.003536 +- 0.000105 CopyIf on 2097152 values with 419431 valid values (vtkm::Int64)
1.227 !!! 0.002781 +- 0.000067 0.002267 +- 0.000072 CopyIf on 2097152 values with 419431 valid values (vtkm::UInt32)
2.112 !! 0.002661 +- 0.000070 0.001260 +- 0.000048 CopyIf on 2097152 values with 419431 valid values (vtkm::UInt8)
0.630 !!!! 0.003881 +- 0.000084 0.006155 +- 0.000157 CopyIf on 2097152 values with 419431 valid values (vtkm::Vec< vtkm::Float32, 4 >)
0.590 !!!! 0.005141 +- 0.000095 0.008710 +- 0.000239 CopyIf on 2097152 values with 419431 valid values (vtkm::Vec< vtkm::Float64, 3 >)
0.884 !!!! 0.003124 +- 0.000072 0.003533 +- 0.000106 CopyIf on 2097152 values with 419431 valid values (vtkm::Vec< vtkm::Int32, 2 >)
1.211 !!! 0.002889 +- 0.000076 0.002386 +- 0.000083 CopyIf on 2097152 values with 419431 valid values (vtkm::Vec< vtkm::UInt8, 4 >)
0.850 !!!! 0.002072 +- 0.000076 0.002439 +- 0.000087 CopyIf on 2097152 values with 524288 valid values (vtkm::Float32)
0.863 !!!! 0.003422 +- 0.000095 0.003965 +- 0.000118 CopyIf on 2097152 values with 524288 valid values (vtkm::Float64)
0.843 !!!! 0.002066 +- 0.000063 0.002452 +- 0.000078 CopyIf on 2097152 values with 524288 valid values (vtkm::Int32)
0.866 !!!! 0.003410 +- 0.000091 0.003938 +- 0.000121 CopyIf on 2097152 values with 524288 valid values (vtkm::Int64)
0.843 !!!! 0.002061 +- 0.000046 0.002444 +- 0.000083 CopyIf on 2097152 values with 524288 valid values (vtkm::UInt32)
1.394 !!! 0.001821 +- 0.000051 0.001306 +- 0.000057 CopyIf on 2097152 values with 524288 valid values (vtkm::UInt8)
0.579 !!!! 0.004023 +- 0.000090 0.006953 +- 0.000203 CopyIf on 2097152 values with 524288 valid values (vtkm::Vec< vtkm::Float32, 4 >)
0.546 !!!! 0.005402 +- 0.000097 0.009891 +- 0.000304 CopyIf on 2097152 values with 524288 valid values (vtkm::Vec< vtkm::Float64, 3 >)
0.729 !!!! 0.002895 +- 0.000064 0.003972 +- 0.000125 CopyIf on 2097152 values with 524288 valid values (vtkm::Vec< vtkm::Int32, 2 >)
1.119 !!! 0.002905 +- 0.000080 0.002597 +- 0.000112 CopyIf on 2097152 values with 524288 valid values (vtkm::Vec< vtkm::UInt8, 4 >)
0.776 !!!! 0.002088 +- 0.000051 0.002690 +- 0.000097 CopyIf on 2097152 values with 699051 valid values (vtkm::Float32)
0.648 !!!! 0.002916 +- 0.000069 0.004501 +- 0.000136 CopyIf on 2097152 values with 699051 valid values (vtkm::Float64)
0.789 !!!! 0.002110 +- 0.000072 0.002676 +- 0.000097 CopyIf on 2097152 values with 699051 valid values (vtkm::Int32)
0.645 !!!! 0.002936 +- 0.000061 0.004548 +- 0.000146 CopyIf on 2097152 values with 699051 valid values (vtkm::Int64)
0.784 !!!! 0.002110 +- 0.000066 0.002691 +- 0.000090 CopyIf on 2097152 values with 699051 valid values (vtkm::UInt32)
1.331 !!! 0.001817 +- 0.000054 0.001365 +- 0.000061 CopyIf on 2097152 values with 699051 valid values (vtkm::UInt8)
0.524 !!!! 0.004330 +- 0.000100 0.008265 +- 0.000265 CopyIf on 2097152 values with 699051 valid values (vtkm::Vec< vtkm::Float32, 4 >)
0.387 !!!! 0.005940 +- 0.000099 0.015359 +- 0.000715 CopyIf on 2097152 values with 699051 valid values (vtkm::Vec< vtkm::Float64, 3 >)
0.670 !!!! 0.003053 +- 0.000062 0.004556 +- 0.000131 CopyIf on 2097152 values with 699051 valid values (vtkm::Vec< vtkm::Int32, 2 >)
0.760 !!!! 0.002201 +- 0.000065 0.002895 +- 0.000112 CopyIf on 2097152 values with 699051 valid values (vtkm::Vec< vtkm::UInt8, 4 >)
Edited by Allison Vacanti

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