a6d6ea3efe
### What changes were proposed in this pull request? Currently `RunLengthEncoding#Encoder` uses `SpecificInternalRow` as a holder for the current value when calculating compression stats and doing the actual compression. It calls `ColumnType.copyField` and `ColumnType.getField` on the internal row which incurs extra cost comparing to directly operating on the internal type. This proposes to replace the `SpecificInternalRow` with `T#InternalType` to avoid the extra cost. ### Why are the changes needed? Operating on `SpecificInternalRow` carries certain cost and negatively impact performance when using `RunLengthEncoding` for compression. With the change I see some improvements through `CompressionSchemeBenchmark`: ```diff Intel(R) Core(TM) i9-9880H CPU 2.30GHz BOOLEAN Encode: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative ------------------------------------------------------------------------------------------------------------------------ -PassThrough(1.000) 1 1 0 51957.0 0.0 1.0X -RunLengthEncoding(2.502) 549 555 9 122.2 8.2 0.0X -BooleanBitSet(0.125) 296 301 3 226.6 4.4 0.0X +PassThrough(1.000) 2 2 0 42985.4 0.0 1.0X +RunLengthEncoding(2.517) 487 500 10 137.7 7.3 0.0X +BooleanBitSet(0.125) 348 353 4 192.8 5.2 0.0X OpenJDK 64-Bit Server VM 11.0.8+10-LTS on Mac OS X 10.15.5 Intel(R) Core(TM) i9-9880H CPU 2.30GHz SHORT Encode (Lower Skew): Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative ------------------------------------------------------------------------------------------------------------------------ -PassThrough(1.000) 3 3 0 22779.9 0.0 1.0X -RunLengthEncoding(1.520) 1186 1192 9 56.6 17.7 0.0X +PassThrough(1.000) 3 4 0 21216.6 0.0 1.0X +RunLengthEncoding(1.493) 882 931 50 76.1 13.1 0.0X OpenJDK 64-Bit Server VM 11.0.8+10-LTS on Mac OS X 10.15.5 Intel(R) Core(TM) i9-9880H CPU 2.30GHz SHORT Encode (Higher Skew): Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative ------------------------------------------------------------------------------------------------------------------------ -PassThrough(1.000) 3 4 0 21352.2 0.0 1.0X -RunLengthEncoding(2.009) 1173 1175 3 57.2 17.5 0.0X +PassThrough(1.000) 3 3 0 22388.6 0.0 1.0X +RunLengthEncoding(2.015) 924 941 23 72.6 13.8 0.0X OpenJDK 64-Bit Server VM 11.0.8+10-LTS on Mac OS X 10.15.5 Intel(R) Core(TM) i9-9880H CPU 2.30GHz INT Encode (Lower Skew): Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative ------------------------------------------------------------------------------------------------------------------------ -PassThrough(1.000) 9 10 1 7410.1 0.1 1.0X -RunLengthEncoding(1.000) 1499 1502 4 44.8 22.3 0.0X -DictionaryEncoding(0.500) 621 630 11 108.0 9.3 0.0X -IntDelta(0.250) 134 149 10 502.0 2.0 0.1X +PassThrough(1.000) 9 10 1 7575.9 0.1 1.0X +RunLengthEncoding(1.002) 952 966 12 70.5 14.2 0.0X +DictionaryEncoding(0.500) 561 567 6 119.7 8.4 0.0X +IntDelta(0.250) 129 134 3 521.9 1.9 0.1X OpenJDK 64-Bit Server VM 11.0.8+10-LTS on Mac OS X 10.15.5 Intel(R) Core(TM) i9-9880H CPU 2.30GHz INT Encode (Higher Skew): Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative ------------------------------------------------------------------------------------------------------------------------ -PassThrough(1.000) 9 10 1 7668.3 0.1 1.0X -RunLengthEncoding(1.332) 1561 1685 175 43.0 23.3 0.0X -DictionaryEncoding(0.501) 616 642 21 108.9 9.2 0.0X -IntDelta(0.250) 126 131 2 533.4 1.9 0.1X +PassThrough(1.000) 9 10 1 7494.1 0.1 1.0X +RunLengthEncoding(1.336) 974 987 13 68.9 14.5 0.0X +DictionaryEncoding(0.501) 709 719 10 94.6 10.6 0.0X +IntDelta(0.250) 127 132 4 528.4 1.9 0.1X OpenJDK 64-Bit Server VM 11.0.8+10-LTS on Mac OS X 10.15.5 Intel(R) Core(TM) i9-9880H CPU 2.30GHz LONG Encode (Lower Skew): Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative ------------------------------------------------------------------------------------------------------------------------ -PassThrough(1.000) 18 19 1 3803.0 0.3 1.0X -RunLengthEncoding(0.754) 1526 1540 20 44.0 22.7 0.0X -DictionaryEncoding(0.250) 735 759 33 91.3 11.0 0.0X -LongDelta(0.125) 126 129 2 530.8 1.9 0.1X +PassThrough(1.000) 19 21 1 3543.5 0.3 1.0X +RunLengthEncoding(0.747) 1049 1058 12 63.9 15.6 0.0X +DictionaryEncoding(0.250) 620 634 17 108.2 9.2 0.0X +LongDelta(0.125) 129 132 2 520.1 1.9 0.1X OpenJDK 64-Bit Server VM 11.0.8+10-LTS on Mac OS X 10.15.5 Intel(R) Core(TM) i9-9880H CPU 2.30GHz LONG Encode (Higher Skew): Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative ------------------------------------------------------------------------------------------------------------------------ -PassThrough(1.000) 18 20 1 3705.4 0.3 1.0X -RunLengthEncoding(1.002) 1665 1669 6 40.3 24.8 0.0X -DictionaryEncoding(0.251) 890 901 11 75.4 13.3 0.0X -LongDelta(0.125) 125 130 3 537.2 1.9 0.1X +PassThrough(1.000) 18 20 2 3726.8 0.3 1.0X +RunLengthEncoding(0.999) 1076 1077 2 62.4 16.0 0.0X +DictionaryEncoding(0.251) 904 919 19 74.3 13.5 0.0X +LongDelta(0.125) 125 131 4 536.5 1.9 0.1X OpenJDK 64-Bit Server VM 11.0.8+10-LTS on Mac OS X 10.15.5 Intel(R) Core(TM) i9-9880H CPU 2.30GHz STRING Encode: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative ------------------------------------------------------------------------------------------------------------------------ -PassThrough(1.000) 27 30 2 2497.1 0.4 1.0X -RunLengthEncoding(0.892) 3443 3587 204 19.5 51.3 0.0X -DictionaryEncoding(0.167) 2286 2290 6 29.4 34.1 0.0X +PassThrough(1.000) 28 31 2 2430.2 0.4 1.0X +RunLengthEncoding(0.889) 1798 1800 3 37.3 26.8 0.0X +DictionaryEncoding(0.167) 1956 1959 4 34.3 29.1 0.0X ``` In the above diff, new results are with changes in this PR. It can be seen that encoding performance has improved quite a lot especially for string type. ### Does this PR introduce _any_ user-facing change? No. ### How was this patch tested? Relies on existing unit tests. Closes #29654 from sunchao/SPARK-32802. Authored-by: Chao Sun <sunchao@apache.org> Signed-off-by: Dongjoon Hyun <dongjoon@apache.org>
138 lines
12 KiB
Plaintext
138 lines
12 KiB
Plaintext
================================================================================================
|
|
Compression Scheme Benchmark
|
|
================================================================================================
|
|
|
|
OpenJDK 64-Bit Server VM 11.0.8+10-LTS on Mac OS X 10.15.5
|
|
Intel(R) Core(TM) i9-9880H CPU @ 2.30GHz
|
|
BOOLEAN Encode: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
|
|
------------------------------------------------------------------------------------------------------------------------
|
|
PassThrough(1.000) 1 1 0 53450.1 0.0 1.0X
|
|
RunLengthEncoding(2.496) 533 545 10 125.8 7.9 0.0X
|
|
BooleanBitSet(0.125) 287 293 6 234.2 4.3 0.0X
|
|
|
|
OpenJDK 64-Bit Server VM 11.0.8+10-LTS on Mac OS X 10.15.5
|
|
Intel(R) Core(TM) i9-9880H CPU @ 2.30GHz
|
|
BOOLEAN Decode: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
|
|
------------------------------------------------------------------------------------------------------------------------
|
|
PassThrough 105 108 2 638.6 1.6 1.0X
|
|
RunLengthEncoding 490 497 6 136.8 7.3 0.2X
|
|
BooleanBitSet 911 914 4 73.7 13.6 0.1X
|
|
|
|
OpenJDK 64-Bit Server VM 11.0.8+10-LTS on Mac OS X 10.15.5
|
|
Intel(R) Core(TM) i9-9880H CPU @ 2.30GHz
|
|
SHORT Encode (Lower Skew): Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
|
|
------------------------------------------------------------------------------------------------------------------------
|
|
PassThrough(1.000) 3 3 0 20673.0 0.0 1.0X
|
|
RunLengthEncoding(1.495) 750 757 9 89.5 11.2 0.0X
|
|
|
|
OpenJDK 64-Bit Server VM 11.0.8+10-LTS on Mac OS X 10.15.5
|
|
Intel(R) Core(TM) i9-9880H CPU @ 2.30GHz
|
|
SHORT Decode (Lower Skew): Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
|
|
------------------------------------------------------------------------------------------------------------------------
|
|
PassThrough 637 647 7 105.3 9.5 1.0X
|
|
RunLengthEncoding 1056 1069 17 63.5 15.7 0.6X
|
|
|
|
OpenJDK 64-Bit Server VM 11.0.8+10-LTS on Mac OS X 10.15.5
|
|
Intel(R) Core(TM) i9-9880H CPU @ 2.30GHz
|
|
SHORT Encode (Higher Skew): Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
|
|
------------------------------------------------------------------------------------------------------------------------
|
|
PassThrough(1.000) 3 3 0 21332.2 0.0 1.0X
|
|
RunLengthEncoding(2.004) 768 783 15 87.4 11.4 0.0X
|
|
|
|
OpenJDK 64-Bit Server VM 11.0.8+10-LTS on Mac OS X 10.15.5
|
|
Intel(R) Core(TM) i9-9880H CPU @ 2.30GHz
|
|
SHORT Decode (Higher Skew): Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
|
|
------------------------------------------------------------------------------------------------------------------------
|
|
PassThrough 640 643 4 104.9 9.5 1.0X
|
|
RunLengthEncoding 1073 1078 6 62.5 16.0 0.6X
|
|
|
|
OpenJDK 64-Bit Server VM 11.0.8+10-LTS on Mac OS X 10.15.5
|
|
Intel(R) Core(TM) i9-9880H CPU @ 2.30GHz
|
|
INT Encode (Lower Skew): Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
|
|
------------------------------------------------------------------------------------------------------------------------
|
|
PassThrough(1.000) 9 9 1 7640.9 0.1 1.0X
|
|
RunLengthEncoding(1.003) 882 883 2 76.1 13.1 0.0X
|
|
DictionaryEncoding(0.500) 587 624 33 114.3 8.7 0.0X
|
|
IntDelta(0.250) 122 127 5 549.8 1.8 0.1X
|
|
|
|
OpenJDK 64-Bit Server VM 11.0.8+10-LTS on Mac OS X 10.15.5
|
|
Intel(R) Core(TM) i9-9880H CPU @ 2.30GHz
|
|
INT Decode (Lower Skew): Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
|
|
------------------------------------------------------------------------------------------------------------------------
|
|
PassThrough 684 709 27 98.1 10.2 1.0X
|
|
RunLengthEncoding 1068 1075 10 62.8 15.9 0.6X
|
|
DictionaryEncoding 517 526 6 129.8 7.7 1.3X
|
|
IntDelta 541 545 4 124.0 8.1 1.3X
|
|
|
|
OpenJDK 64-Bit Server VM 11.0.8+10-LTS on Mac OS X 10.15.5
|
|
Intel(R) Core(TM) i9-9880H CPU @ 2.30GHz
|
|
INT Encode (Higher Skew): Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
|
|
------------------------------------------------------------------------------------------------------------------------
|
|
PassThrough(1.000) 9 10 1 7475.0 0.1 1.0X
|
|
RunLengthEncoding(1.339) 908 922 12 73.9 13.5 0.0X
|
|
DictionaryEncoding(0.501) 629 652 16 106.6 9.4 0.0X
|
|
IntDelta(0.250) 124 128 3 542.5 1.8 0.1X
|
|
|
|
OpenJDK 64-Bit Server VM 11.0.8+10-LTS on Mac OS X 10.15.5
|
|
Intel(R) Core(TM) i9-9880H CPU @ 2.30GHz
|
|
INT Decode (Higher Skew): Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
|
|
------------------------------------------------------------------------------------------------------------------------
|
|
PassThrough 778 783 8 86.3 11.6 1.0X
|
|
RunLengthEncoding 1217 1217 1 55.2 18.1 0.6X
|
|
DictionaryEncoding 690 704 12 97.2 10.3 1.1X
|
|
IntDelta 691 699 13 97.1 10.3 1.1X
|
|
|
|
OpenJDK 64-Bit Server VM 11.0.8+10-LTS on Mac OS X 10.15.5
|
|
Intel(R) Core(TM) i9-9880H CPU @ 2.30GHz
|
|
LONG Encode (Lower Skew): Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
|
|
------------------------------------------------------------------------------------------------------------------------
|
|
PassThrough(1.000) 18 19 1 3772.0 0.3 1.0X
|
|
RunLengthEncoding(0.750) 985 987 2 68.1 14.7 0.0X
|
|
DictionaryEncoding(0.250) 665 668 4 100.9 9.9 0.0X
|
|
LongDelta(0.125) 124 128 2 539.4 1.9 0.1X
|
|
|
|
OpenJDK 64-Bit Server VM 11.0.8+10-LTS on Mac OS X 10.15.5
|
|
Intel(R) Core(TM) i9-9880H CPU @ 2.30GHz
|
|
LONG Decode (Lower Skew): Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
|
|
------------------------------------------------------------------------------------------------------------------------
|
|
PassThrough 837 841 7 80.2 12.5 1.0X
|
|
RunLengthEncoding 1177 1180 4 57.0 17.5 0.7X
|
|
DictionaryEncoding 741 747 7 90.6 11.0 1.1X
|
|
LongDelta 509 520 13 131.8 7.6 1.6X
|
|
|
|
OpenJDK 64-Bit Server VM 11.0.8+10-LTS on Mac OS X 10.15.5
|
|
Intel(R) Core(TM) i9-9880H CPU @ 2.30GHz
|
|
LONG Encode (Higher Skew): Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
|
|
------------------------------------------------------------------------------------------------------------------------
|
|
PassThrough(1.000) 18 20 1 3769.4 0.3 1.0X
|
|
RunLengthEncoding(1.005) 1016 1054 54 66.1 15.1 0.0X
|
|
DictionaryEncoding(0.251) 923 928 4 72.7 13.8 0.0X
|
|
LongDelta(0.125) 125 127 2 538.8 1.9 0.1X
|
|
|
|
OpenJDK 64-Bit Server VM 11.0.8+10-LTS on Mac OS X 10.15.5
|
|
Intel(R) Core(TM) i9-9880H CPU @ 2.30GHz
|
|
LONG Decode (Higher Skew): Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
|
|
------------------------------------------------------------------------------------------------------------------------
|
|
PassThrough 842 846 5 79.7 12.5 1.0X
|
|
RunLengthEncoding 1222 1264 59 54.9 18.2 0.7X
|
|
DictionaryEncoding 757 776 20 88.7 11.3 1.1X
|
|
LongDelta 681 686 4 98.5 10.2 1.2X
|
|
|
|
OpenJDK 64-Bit Server VM 11.0.8+10-LTS on Mac OS X 10.15.5
|
|
Intel(R) Core(TM) i9-9880H CPU @ 2.30GHz
|
|
STRING Encode: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
|
|
------------------------------------------------------------------------------------------------------------------------
|
|
PassThrough(1.000) 27 29 2 2510.4 0.4 1.0X
|
|
RunLengthEncoding(0.888) 1651 1663 18 40.7 24.6 0.0X
|
|
DictionaryEncoding(0.167) 1851 1863 17 36.3 27.6 0.0X
|
|
|
|
OpenJDK 64-Bit Server VM 11.0.8+10-LTS on Mac OS X 10.15.5
|
|
Intel(R) Core(TM) i9-9880H CPU @ 2.30GHz
|
|
STRING Decode: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
|
|
------------------------------------------------------------------------------------------------------------------------
|
|
PassThrough 1485 1495 15 45.2 22.1 1.0X
|
|
RunLengthEncoding 2010 2066 80 33.4 30.0 0.7X
|
|
DictionaryEncoding 1788 1790 4 37.5 26.6 0.8X
|
|
|
|
|