dongjoon-hyun commented on code in PR #46266:
URL: https://github.com/apache/spark/pull/46266#discussion_r1585536429
##########
sql/core/benchmarks/DataSourceReadBenchmark-jdk21-results.txt:
##########
@@ -2,430 +2,430 @@
SQL Single Numeric Column Scan
================================================================================================
-OpenJDK 64-Bit Server VM 21.0.2+13-LTS on Linux 6.5.0-1016-azure
+OpenJDK 64-Bit Server VM 21.0.3+9-LTS on Linux 6.5.0-1018-azure
AMD EPYC 7763 64-Core Processor
SQL Single BOOLEAN Column Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-SQL CSV 7930 7984
77 2.0 504.2 1.0X
-SQL Json 8135 8250
163 1.9 517.2 1.0X
-SQL Parquet Vectorized: DataPageV1 76 87
9 205.7 4.9 103.7X
-SQL Parquet Vectorized: DataPageV2 55 65
8 285.3 3.5 143.8X
-SQL Parquet MR: DataPageV1 1785 1787
3 8.8 113.5 4.4X
-SQL Parquet MR: DataPageV2 1643 1680
52 9.6 104.5 4.8X
-SQL ORC Vectorized 114 124
10 138.2 7.2 69.7X
-SQL ORC MR 1494 1496
3 10.5 95.0 5.3X
-
-OpenJDK 64-Bit Server VM 21.0.2+13-LTS on Linux 6.5.0-1016-azure
+SQL CSV 9759 9826
94 1.6 620.5 1.0X
+SQL Json 8157 8194
53 1.9 518.6 1.2X
+SQL Parquet Vectorized: DataPageV1 86 99
11 183.5 5.4 113.9X
+SQL Parquet Vectorized: DataPageV2 112 120
6 140.8 7.1 87.4X
+SQL Parquet MR: DataPageV1 1775 1776
1 8.9 112.9 5.5X
+SQL Parquet MR: DataPageV2 1745 1749
5 9.0 110.9 5.6X
+SQL ORC Vectorized 119 133
8 132.4 7.6 82.1X
+SQL ORC MR 1464 1464
0 10.7 93.1 6.7X
+
+OpenJDK 64-Bit Server VM 21.0.3+9-LTS on Linux 6.5.0-1018-azure
AMD EPYC 7763 64-Core Processor
Parquet Reader Single BOOLEAN Column Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
---------------------------------------------------------------------------------------------------------------------------
-ParquetReader Vectorized: DataPageV1 35 36
1 449.0 2.2 1.0X
-ParquetReader Vectorized: DataPageV2 25 26
1 638.4 1.6 1.4X
-ParquetReader Vectorized -> Row: DataPageV1 29 30
1 548.0 1.8 1.2X
-ParquetReader Vectorized -> Row: DataPageV2 18 20
2 851.6 1.2 1.9X
+ParquetReader Vectorized: DataPageV1 94 96
3 167.7 6.0 1.0X
+ParquetReader Vectorized: DataPageV2 113 115
2 139.1 7.2 0.8X
+ParquetReader Vectorized -> Row: DataPageV1 75 75
1 210.9 4.7 1.3X
+ParquetReader Vectorized -> Row: DataPageV2 95 96
1 166.2 6.0 1.0X
-OpenJDK 64-Bit Server VM 21.0.2+13-LTS on Linux 6.5.0-1016-azure
+OpenJDK 64-Bit Server VM 21.0.3+9-LTS on Linux 6.5.0-1018-azure
AMD EPYC 7763 64-Core Processor
SQL Single TINYINT Column Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-SQL CSV 9218 9237
26 1.7 586.1 1.0X
-SQL Json 8885 8900
21 1.8 564.9 1.0X
-SQL Parquet Vectorized: DataPageV1 74 86
9 212.6 4.7 124.6X
-SQL Parquet Vectorized: DataPageV2 74 88
12 211.4 4.7 123.9X
-SQL Parquet MR: DataPageV1 1832 1837
8 8.6 116.5 5.0X
-SQL Parquet MR: DataPageV2 1761 1763
3 8.9 112.0 5.2X
-SQL ORC Vectorized 104 114
11 150.9 6.6 88.5X
-SQL ORC MR 1523 1560
52 10.3 96.8 6.1X
-
-OpenJDK 64-Bit Server VM 21.0.2+13-LTS on Linux 6.5.0-1016-azure
+SQL CSV 9826 9827
2 1.6 624.7 1.0X
+SQL Json 9154 9168
20 1.7 582.0 1.1X
+SQL Parquet Vectorized: DataPageV1 98 107
8 161.1 6.2 100.7X
+SQL Parquet Vectorized: DataPageV2 95 107
11 164.7 6.1 102.9X
+SQL Parquet MR: DataPageV1 1876 1883
9 8.4 119.3 5.2X
+SQL Parquet MR: DataPageV2 1841 1849
11 8.5 117.1 5.3X
+SQL ORC Vectorized 109 120
9 144.5 6.9 90.3X
+SQL ORC MR 1600 1601
2 9.8 101.7 6.1X
+
+OpenJDK 64-Bit Server VM 21.0.3+9-LTS on Linux 6.5.0-1018-azure
AMD EPYC 7763 64-Core Processor
Parquet Reader Single TINYINT Column Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
---------------------------------------------------------------------------------------------------------------------------
-ParquetReader Vectorized: DataPageV1 125 138
14 125.8 7.9 1.0X
-ParquetReader Vectorized: DataPageV2 125 137
11 126.2 7.9 1.0X
-ParquetReader Vectorized -> Row: DataPageV1 44 47
5 355.9 2.8 2.8X
-ParquetReader Vectorized -> Row: DataPageV2 44 47
5 357.8 2.8 2.8X
+ParquetReader Vectorized: DataPageV1 76 78
2 207.9 4.8 1.0X
+ParquetReader Vectorized: DataPageV2 76 78
2 208.0 4.8 1.0X
+ParquetReader Vectorized -> Row: DataPageV1 45 46
2 351.2 2.8 1.7X
+ParquetReader Vectorized -> Row: DataPageV2 44 45
1 353.5 2.8 1.7X
-OpenJDK 64-Bit Server VM 21.0.2+13-LTS on Linux 6.5.0-1016-azure
+OpenJDK 64-Bit Server VM 21.0.3+9-LTS on Linux 6.5.0-1018-azure
AMD EPYC 7763 64-Core Processor
SQL Single SMALLINT Column Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-SQL CSV 9794 9896
144 1.6 622.7 1.0X
-SQL Json 9146 9163
24 1.7 581.5 1.1X
-SQL Parquet Vectorized: DataPageV1 109 117
7 144.1 6.9 89.7X
-SQL Parquet Vectorized: DataPageV2 126 136
5 124.8 8.0 77.7X
-SQL Parquet MR: DataPageV1 2090 2102
16 7.5 132.9 4.7X
-SQL Parquet MR: DataPageV2 1898 1907
14 8.3 120.6 5.2X
-SQL ORC Vectorized 138 149
14 114.1 8.8 71.0X
-SQL ORC MR 1574 1605
43 10.0 100.1 6.2X
-
-OpenJDK 64-Bit Server VM 21.0.2+13-LTS on Linux 6.5.0-1016-azure
+SQL CSV 9858 9859
1 1.6 626.8 1.0X
+SQL Json 9321 9334
18 1.7 592.6 1.1X
+SQL Parquet Vectorized: DataPageV1 115 130
17 137.0 7.3 85.9X
+SQL Parquet Vectorized: DataPageV2 135 149
17 116.9 8.6 73.2X
+SQL Parquet MR: DataPageV1 2192 2199
10 7.2 139.4 4.5X
+SQL Parquet MR: DataPageV2 2003 2026
32 7.9 127.4 4.9X
+SQL ORC Vectorized 143 153
17 109.9 9.1 68.9X
+SQL ORC MR 1944 1951
11 8.1 123.6 5.1X
+
+OpenJDK 64-Bit Server VM 21.0.3+9-LTS on Linux 6.5.0-1018-azure
AMD EPYC 7763 64-Core Processor
Parquet Reader Single SMALLINT Column Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
---------------------------------------------------------------------------------------------------------------------------
-ParquetReader Vectorized: DataPageV1 140 161
67 112.2 8.9 1.0X
-ParquetReader Vectorized: DataPageV2 163 166
3 96.4 10.4 0.9X
-ParquetReader Vectorized -> Row: DataPageV1 139 140
2 113.1 8.8 1.0X
-ParquetReader Vectorized -> Row: DataPageV2 166 182
10 94.8 10.6 0.8X
+ParquetReader Vectorized: DataPageV1 140 147
8 112.7 8.9 1.0X
+ParquetReader Vectorized: DataPageV2 173 177
3 91.0 11.0 0.8X
+ParquetReader Vectorized -> Row: DataPageV1 134 141
8 117.2 8.5 1.0X
+ParquetReader Vectorized -> Row: DataPageV2 165 176
12 95.2 10.5 0.8X
-OpenJDK 64-Bit Server VM 21.0.2+13-LTS on Linux 6.5.0-1016-azure
+OpenJDK 64-Bit Server VM 21.0.3+9-LTS on Linux 6.5.0-1018-azure
AMD EPYC 7763 64-Core Processor
SQL Single INT Column Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-SQL CSV 11232 11256
33 1.4 714.1 1.0X
-SQL Json 9725 9740
22 1.6 618.3 1.2X
-SQL Parquet Vectorized: DataPageV1 84 97
15 187.8 5.3 134.1X
-SQL Parquet Vectorized: DataPageV2 162 181
13 96.8 10.3 69.1X
-SQL Parquet MR: DataPageV1 1882 1900
26 8.4 119.6 6.0X
-SQL Parquet MR: DataPageV2 1898 1899
2 8.3 120.7 5.9X
-SQL ORC Vectorized 148 157
13 106.1 9.4 75.7X
-SQL ORC MR 1667 1674
10 9.4 106.0 6.7X
-
-OpenJDK 64-Bit Server VM 21.0.2+13-LTS on Linux 6.5.0-1016-azure
+SQL CSV 11219 11235
22 1.4 713.3 1.0X
+SQL Json 9660 9667
9 1.6 614.2 1.2X
+SQL Parquet Vectorized: DataPageV1 122 126
4 129.1 7.7 92.1X
+SQL Parquet Vectorized: DataPageV2 178 195
17 88.5 11.3 63.1X
+SQL Parquet MR: DataPageV1 2007 2031
33 7.8 127.6 5.6X
+SQL Parquet MR: DataPageV2 2060 2084
34 7.6 131.0 5.4X
+SQL ORC Vectorized 175 184
13 89.8 11.1 64.0X
+SQL ORC MR 1804 1844
56 8.7 114.7 6.2X
+
+OpenJDK 64-Bit Server VM 21.0.3+9-LTS on Linux 6.5.0-1018-azure
AMD EPYC 7763 64-Core Processor
Parquet Reader Single INT Column Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
---------------------------------------------------------------------------------------------------------------------------
-ParquetReader Vectorized: DataPageV1 130 140
11 121.1 8.3 1.0X
-ParquetReader Vectorized: DataPageV2 213 230
10 74.0 13.5 0.6X
-ParquetReader Vectorized -> Row: DataPageV1 128 132
6 122.9 8.1 1.0X
-ParquetReader Vectorized -> Row: DataPageV2 222 226
5 70.7 14.1 0.6X
+ParquetReader Vectorized: DataPageV1 150 157
6 104.7 9.6 1.0X
+ParquetReader Vectorized: DataPageV2 212 226
9 74.3 13.5 0.7X
+ParquetReader Vectorized -> Row: DataPageV1 164 170
6 95.8 10.4 0.9X
+ParquetReader Vectorized -> Row: DataPageV2 242 246
4 64.9 15.4 0.6X
-OpenJDK 64-Bit Server VM 21.0.2+13-LTS on Linux 6.5.0-1016-azure
+OpenJDK 64-Bit Server VM 21.0.3+9-LTS on Linux 6.5.0-1018-azure
AMD EPYC 7763 64-Core Processor
SQL Single BIGINT Column Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-SQL CSV 14617 14690
103 1.1 929.3 1.0X
-SQL Json 10772 10780
11 1.5 684.9 1.4X
-SQL Parquet Vectorized: DataPageV1 118 132
13 133.4 7.5 124.0X
-SQL Parquet Vectorized: DataPageV2 268 300
20 58.7 17.0 54.5X
-SQL Parquet MR: DataPageV1 2289 2314
36 6.9 145.5 6.4X
-SQL Parquet MR: DataPageV2 1993 1995
3 7.9 126.7 7.3X
-SQL ORC Vectorized 215 224
12 73.1 13.7 68.0X
-SQL ORC MR 1840 1851
17 8.6 117.0 7.9X
-
-OpenJDK 64-Bit Server VM 21.0.2+13-LTS on Linux 6.5.0-1016-azure
+SQL CSV 11095 11134
54 1.4 705.4 1.0X
+SQL Json 9688 9701
18 1.6 616.0 1.1X
+SQL Parquet Vectorized: DataPageV1 293 297
4 53.7 18.6 37.9X
+SQL Parquet Vectorized: DataPageV2 225 253
23 69.9 14.3 49.3X
+SQL Parquet MR: DataPageV1 2423 2437
20 6.5 154.0 4.6X
+SQL Parquet MR: DataPageV2 2041 2055
19 7.7 129.8 5.4X
+SQL ORC Vectorized 165 192
24 95.3 10.5 67.2X
+SQL ORC MR 1742 1753
15 9.0 110.8 6.4X
+
+OpenJDK 64-Bit Server VM 21.0.3+9-LTS on Linux 6.5.0-1018-azure
AMD EPYC 7763 64-Core Processor
Parquet Reader Single BIGINT Column Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
---------------------------------------------------------------------------------------------------------------------------
-ParquetReader Vectorized: DataPageV1 167 179
12 94.0 10.6 1.0X
-ParquetReader Vectorized: DataPageV2 324 331
4 48.5 20.6 0.5X
-ParquetReader Vectorized -> Row: DataPageV1 181 185
5 87.1 11.5 0.9X
-ParquetReader Vectorized -> Row: DataPageV2 322 331
6 48.8 20.5 0.5X
+ParquetReader Vectorized: DataPageV1 308 317
8 51.0 19.6 1.0X
+ParquetReader Vectorized: DataPageV2 276 283
5 56.9 17.6 1.1X
+ParquetReader Vectorized -> Row: DataPageV1 317 321
4 49.6 20.2 1.0X
+ParquetReader Vectorized -> Row: DataPageV2 271 278
7 58.1 17.2 1.1X
-OpenJDK 64-Bit Server VM 21.0.2+13-LTS on Linux 6.5.0-1016-azure
+OpenJDK 64-Bit Server VM 21.0.3+9-LTS on Linux 6.5.0-1018-azure
AMD EPYC 7763 64-Core Processor
SQL Single FLOAT Column Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-SQL CSV 11070 11076
9 1.4 703.8 1.0X
-SQL Json 11574 11602
39 1.4 735.9 1.0X
-SQL Parquet Vectorized: DataPageV1 86 97
15 182.7 5.5 128.6X
-SQL Parquet Vectorized: DataPageV2 94 103
5 166.9 6.0 117.4X
-SQL Parquet MR: DataPageV1 2065 2130
93 7.6 131.3 5.4X
-SQL Parquet MR: DataPageV2 2157 2169
17 7.3 137.1 5.1X
-SQL ORC Vectorized 266 288
20 59.0 16.9 41.5X
-SQL ORC MR 1740 1780
57 9.0 110.6 6.4X
-
-OpenJDK 64-Bit Server VM 21.0.2+13-LTS on Linux 6.5.0-1016-azure
+SQL CSV 11177 11185
13 1.4 710.6 1.0X
+SQL Json 11229 11252
32 1.4 713.9 1.0X
+SQL Parquet Vectorized: DataPageV1 83 97
15 189.6 5.3 134.7X
+SQL Parquet Vectorized: DataPageV2 82 96
13 191.1 5.2 135.8X
+SQL Parquet MR: DataPageV1 2029 2055
36 7.8 129.0 5.5X
+SQL Parquet MR: DataPageV2 1986 2014
39 7.9 126.3 5.6X
+SQL ORC Vectorized 229 241
17 68.7 14.6 48.8X
+SQL ORC MR 1751 1763
18 9.0 111.3 6.4X
+
+OpenJDK 64-Bit Server VM 21.0.3+9-LTS on Linux 6.5.0-1018-azure
AMD EPYC 7763 64-Core Processor
Parquet Reader Single FLOAT Column Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
---------------------------------------------------------------------------------------------------------------------------
-ParquetReader Vectorized: DataPageV1 144 144
1 109.5 9.1 1.0X
-ParquetReader Vectorized: DataPageV2 140 142
1 112.1 8.9 1.0X
-ParquetReader Vectorized -> Row: DataPageV1 149 156
6 105.6 9.5 1.0X
-ParquetReader Vectorized -> Row: DataPageV2 148 153
5 106.2 9.4 1.0X
+ParquetReader Vectorized: DataPageV1 134 141
7 117.5 8.5 1.0X
+ParquetReader Vectorized: DataPageV2 150 159
8 105.0 9.5 0.9X
+ParquetReader Vectorized -> Row: DataPageV1 143 150
7 109.9 9.1 0.9X
+ParquetReader Vectorized -> Row: DataPageV2 143 152
15 109.9 9.1 0.9X
-OpenJDK 64-Bit Server VM 21.0.2+13-LTS on Linux 6.5.0-1016-azure
+OpenJDK 64-Bit Server VM 21.0.3+9-LTS on Linux 6.5.0-1018-azure
AMD EPYC 7763 64-Core Processor
SQL Single DOUBLE Column Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-SQL CSV 14612 14718
150 1.1 929.0 1.0X
-SQL Json 14802 14812
14 1.1 941.1 1.0X
-SQL Parquet Vectorized: DataPageV1 126 144
15 124.3 8.0 115.5X
-SQL Parquet Vectorized: DataPageV2 161 167
5 97.4 10.3 90.5X
-SQL Parquet MR: DataPageV1 2239 2249
14 7.0 142.4 6.5X
-SQL Parquet MR: DataPageV2 2125 2169
63 7.4 135.1 6.9X
-SQL ORC Vectorized 352 366
11 44.6 22.4 41.5X
-SQL ORC MR 1823 1824
1 8.6 115.9 8.0X
-
-OpenJDK 64-Bit Server VM 21.0.2+13-LTS on Linux 6.5.0-1016-azure
+SQL CSV 11485 11545
86 1.4 730.2 1.0X
+SQL Json 11591 11597
8 1.4 737.0 1.0X
+SQL Parquet Vectorized: DataPageV1 269 288
18 58.5 17.1 42.7X
Review Comment:
This also has slightly different ratio. `DataPageV1` vs `DataPageV2`.
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