MaxGekk commented on a change in pull request #25828: [SPARK-29141][SQL][TEST] Use SqlBasedBenchmark in SQL benchmarks URL: https://github.com/apache/spark/pull/25828#discussion_r325994058
########## File path: sql/core/benchmarks/DataSourceReadBenchmark-results.txt ########## @@ -2,251 +2,251 @@ SQL Single Numeric Column Scan ================================================================================================ -OpenJDK 64-Bit Server VM 1.8.0_191-b12 on Linux 3.10.0-862.3.2.el7.x86_64 -Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz -SQL Single TINYINT Column Scan: Best/Avg Time(ms) Rate(M/s) Per Row(ns) Relative ------------------------------------------------------------------------------------------------- -SQL CSV 26366 / 26562 0.6 1676.3 1.0X -SQL Json 8709 / 8724 1.8 553.7 3.0X -SQL Parquet Vectorized 166 / 187 94.8 10.5 159.0X -SQL Parquet MR 1706 / 1720 9.2 108.4 15.5X -SQL ORC Vectorized 167 / 174 94.2 10.6 157.9X -SQL ORC MR 1433 / 1465 11.0 91.1 18.4X - -OpenJDK 64-Bit Server VM 1.8.0_191-b12 on Linux 3.10.0-862.3.2.el7.x86_64 -Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz -Parquet Reader Single TINYINT Column Scan: Best/Avg Time(ms) Rate(M/s) Per Row(ns) Relative ------------------------------------------------------------------------------------------------- -ParquetReader Vectorized 200 / 207 78.7 12.7 1.0X -ParquetReader Vectorized -> Row 117 / 119 134.7 7.4 1.7X - -OpenJDK 64-Bit Server VM 1.8.0_191-b12 on Linux 3.10.0-862.3.2.el7.x86_64 -Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz -SQL Single SMALLINT Column Scan: Best/Avg Time(ms) Rate(M/s) Per Row(ns) Relative ------------------------------------------------------------------------------------------------- -SQL CSV 26489 / 26547 0.6 1684.1 1.0X -SQL Json 8990 / 8998 1.7 571.5 2.9X -SQL Parquet Vectorized 209 / 221 75.1 13.3 126.5X -SQL Parquet MR 1949 / 1949 8.1 123.9 13.6X -SQL ORC Vectorized 221 / 228 71.3 14.0 120.1X -SQL ORC MR 1527 / 1549 10.3 97.1 17.3X - -OpenJDK 64-Bit Server VM 1.8.0_191-b12 on Linux 3.10.0-862.3.2.el7.x86_64 -Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz -Parquet Reader Single SMALLINT Column Scan: Best/Avg Time(ms) Rate(M/s) Per Row(ns) Relative ------------------------------------------------------------------------------------------------- -ParquetReader Vectorized 286 / 296 54.9 18.2 1.0X -ParquetReader Vectorized -> Row 249 / 253 63.1 15.8 1.1X - -OpenJDK 64-Bit Server VM 1.8.0_191-b12 on Linux 3.10.0-862.3.2.el7.x86_64 -Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz -SQL Single INT Column Scan: Best/Avg Time(ms) Rate(M/s) Per Row(ns) Relative ------------------------------------------------------------------------------------------------- -SQL CSV 27701 / 27744 0.6 1761.2 1.0X -SQL Json 9703 / 9733 1.6 616.9 2.9X -SQL Parquet Vectorized 176 / 182 89.2 11.2 157.0X -SQL Parquet MR 2164 / 2173 7.3 137.6 12.8X -SQL ORC Vectorized 307 / 314 51.2 19.5 90.2X -SQL ORC MR 1690 / 1700 9.3 107.4 16.4X - -OpenJDK 64-Bit Server VM 1.8.0_191-b12 on Linux 3.10.0-862.3.2.el7.x86_64 -Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz -Parquet Reader Single INT Column Scan: Best/Avg Time(ms) Rate(M/s) Per Row(ns) Relative ------------------------------------------------------------------------------------------------- -ParquetReader Vectorized 259 / 277 60.7 16.5 1.0X -ParquetReader Vectorized -> Row 261 / 265 60.3 16.6 1.0X - -OpenJDK 64-Bit Server VM 1.8.0_191-b12 on Linux 3.10.0-862.3.2.el7.x86_64 -Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz -SQL Single BIGINT Column Scan: Best/Avg Time(ms) Rate(M/s) Per Row(ns) Relative ------------------------------------------------------------------------------------------------- -SQL CSV 34813 / 34900 0.5 2213.3 1.0X -SQL Json 12570 / 12617 1.3 799.2 2.8X -SQL Parquet Vectorized 270 / 308 58.2 17.2 128.9X -SQL Parquet MR 2427 / 2431 6.5 154.3 14.3X -SQL ORC Vectorized 388 / 398 40.6 24.6 89.8X -SQL ORC MR 1819 / 1851 8.6 115.7 19.1X - -OpenJDK 64-Bit Server VM 1.8.0_191-b12 on Linux 3.10.0-862.3.2.el7.x86_64 -Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz -Parquet Reader Single BIGINT Column Scan: Best/Avg Time(ms) Rate(M/s) Per Row(ns) Relative ------------------------------------------------------------------------------------------------- -ParquetReader Vectorized 372 / 379 42.3 23.7 1.0X -ParquetReader Vectorized -> Row 357 / 368 44.1 22.7 1.0X - -OpenJDK 64-Bit Server VM 1.8.0_191-b12 on Linux 3.10.0-862.3.2.el7.x86_64 -Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz -SQL Single FLOAT Column Scan: Best/Avg Time(ms) Rate(M/s) Per Row(ns) Relative ------------------------------------------------------------------------------------------------- -SQL CSV 28753 / 28781 0.5 1828.0 1.0X -SQL Json 12039 / 12215 1.3 765.4 2.4X -SQL Parquet Vectorized 170 / 177 92.4 10.8 169.0X -SQL Parquet MR 2184 / 2196 7.2 138.9 13.2X -SQL ORC Vectorized 432 / 440 36.4 27.5 66.5X -SQL ORC MR 1812 / 1833 8.7 115.2 15.9X - -OpenJDK 64-Bit Server VM 1.8.0_191-b12 on Linux 3.10.0-862.3.2.el7.x86_64 -Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz -Parquet Reader Single FLOAT Column Scan: Best/Avg Time(ms) Rate(M/s) Per Row(ns) Relative ------------------------------------------------------------------------------------------------- -ParquetReader Vectorized 253 / 260 62.2 16.1 1.0X -ParquetReader Vectorized -> Row 256 / 257 61.6 16.2 1.0X - -OpenJDK 64-Bit Server VM 1.8.0_191-b12 on Linux 3.10.0-862.3.2.el7.x86_64 -Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz -SQL Single DOUBLE Column Scan: Best/Avg Time(ms) Rate(M/s) Per Row(ns) Relative ------------------------------------------------------------------------------------------------- -SQL CSV 36177 / 36188 0.4 2300.1 1.0X -SQL Json 18895 / 18898 0.8 1201.3 1.9X -SQL Parquet Vectorized 267 / 276 58.9 17.0 135.6X -SQL Parquet MR 2355 / 2363 6.7 149.7 15.4X -SQL ORC Vectorized 543 / 546 29.0 34.5 66.6X -SQL ORC MR 2246 / 2258 7.0 142.8 16.1X - -OpenJDK 64-Bit Server VM 1.8.0_191-b12 on Linux 3.10.0-862.3.2.el7.x86_64 -Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz -Parquet Reader Single DOUBLE Column Scan: Best/Avg Time(ms) Rate(M/s) Per Row(ns) Relative ------------------------------------------------------------------------------------------------- -ParquetReader Vectorized 353 / 367 44.6 22.4 1.0X -ParquetReader Vectorized -> Row 351 / 357 44.7 22.3 1.0X +OpenJDK 64-Bit Server VM 1.8.0_222-b10 on Linux 3.10.0-862.3.2.el7.x86_64 +Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz +SQL Single TINYINT Column Scan: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative +------------------------------------------------------------------------------------------------------------------------ +SQL CSV 23939 24126 265 0.7 1522.0 1.0X +SQL Json 8908 9008 142 1.8 566.4 2.7X +SQL Parquet Vectorized 192 229 36 82.1 12.2 125.0X +SQL Parquet MR 2356 2363 10 6.7 149.8 10.2X +SQL ORC Vectorized 329 347 25 47.9 20.9 72.9X +SQL ORC MR 1711 1747 50 9.2 108.8 14.0X + +OpenJDK 64-Bit Server VM 1.8.0_222-b10 on Linux 3.10.0-862.3.2.el7.x86_64 +Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz +Parquet Reader Single TINYINT Column Scan: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative +------------------------------------------------------------------------------------------------------------------------ +ParquetReader Vectorized 194 197 4 81.1 12.3 1.0X +ParquetReader Vectorized -> Row 97 102 13 162.3 6.2 2.0X + +OpenJDK 64-Bit Server VM 1.8.0_222-b10 on Linux 3.10.0-862.3.2.el7.x86_64 +Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz +SQL Single SMALLINT Column Scan: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative +------------------------------------------------------------------------------------------------------------------------ +SQL CSV 24603 24607 6 0.6 1564.2 1.0X +SQL Json 9587 9652 92 1.6 609.5 2.6X +SQL Parquet Vectorized 227 241 13 69.4 14.4 108.6X +SQL Parquet MR 2432 2441 12 6.5 154.6 10.1X +SQL ORC Vectorized 320 327 8 49.2 20.3 76.9X +SQL ORC MR 1889 1921 46 8.3 120.1 13.0X + +OpenJDK 64-Bit Server VM 1.8.0_222-b10 on Linux 3.10.0-862.3.2.el7.x86_64 +Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz +Parquet Reader Single SMALLINT Column Scan: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative +------------------------------------------------------------------------------------------------------------------------ +ParquetReader Vectorized 290 294 8 54.3 18.4 1.0X +ParquetReader Vectorized -> Row 252 256 5 62.4 16.0 1.2X + +OpenJDK 64-Bit Server VM 1.8.0_222-b10 on Linux 3.10.0-862.3.2.el7.x86_64 +Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz +SQL Single INT Column Scan: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative +------------------------------------------------------------------------------------------------------------------------ +SQL CSV 26742 26743 1 0.6 1700.2 1.0X +SQL Json 10855 10855 0 1.4 690.1 2.5X +SQL Parquet Vectorized 195 202 7 80.8 12.4 137.3X +SQL Parquet MR 2805 2806 0 5.6 178.4 9.5X +SQL ORC Vectorized 376 383 5 41.8 23.9 71.1X +SQL ORC MR 2021 2092 102 7.8 128.5 13.2X + +OpenJDK 64-Bit Server VM 1.8.0_222-b10 on Linux 3.10.0-862.3.2.el7.x86_64 +Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz +Parquet Reader Single INT Column Scan: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative +------------------------------------------------------------------------------------------------------------------------ +ParquetReader Vectorized 248 253 5 63.4 15.8 1.0X +ParquetReader Vectorized -> Row 249 251 2 63.1 15.9 1.0X + +OpenJDK 64-Bit Server VM 1.8.0_222-b10 on Linux 3.10.0-862.3.2.el7.x86_64 +Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz +SQL Single BIGINT Column Scan: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative +------------------------------------------------------------------------------------------------------------------------ +SQL CSV 34841 34855 20 0.5 2215.1 1.0X +SQL Json 14121 14133 18 1.1 897.8 2.5X +SQL Parquet Vectorized 288 303 17 54.7 18.3 121.2X +SQL Parquet MR 3178 3197 27 4.9 202.0 11.0X +SQL ORC Vectorized 465 476 8 33.8 29.6 74.9X +SQL ORC MR 2255 2260 6 7.0 143.4 15.4X + +OpenJDK 64-Bit Server VM 1.8.0_222-b10 on Linux 3.10.0-862.3.2.el7.x86_64 +Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz +Parquet Reader Single BIGINT Column Scan: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative +------------------------------------------------------------------------------------------------------------------------ +ParquetReader Vectorized 344 354 11 45.8 21.8 1.0X +ParquetReader Vectorized -> Row 383 385 3 41.1 24.3 0.9X + +OpenJDK 64-Bit Server VM 1.8.0_222-b10 on Linux 3.10.0-862.3.2.el7.x86_64 +Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz +SQL Single FLOAT Column Scan: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative +------------------------------------------------------------------------------------------------------------------------ +SQL CSV 29336 29563 322 0.5 1865.1 1.0X +SQL Json 13452 13544 130 1.2 855.3 2.2X +SQL Parquet Vectorized 186 200 22 84.8 11.8 158.1X +SQL Parquet MR 2752 2815 90 5.7 175.0 10.7X +SQL ORC Vectorized 460 465 6 34.2 29.3 63.7X +SQL ORC MR 2054 2072 26 7.7 130.6 14.3X + +OpenJDK 64-Bit Server VM 1.8.0_222-b10 on Linux 3.10.0-862.3.2.el7.x86_64 +Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz +Parquet Reader Single FLOAT Column Scan: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative +------------------------------------------------------------------------------------------------------------------------ +ParquetReader Vectorized 244 246 4 64.6 15.5 1.0X +ParquetReader Vectorized -> Row 247 250 4 63.7 15.7 1.0X + +OpenJDK 64-Bit Server VM 1.8.0_222-b10 on Linux 3.10.0-862.3.2.el7.x86_64 +Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz +SQL Single DOUBLE Column Scan: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative +------------------------------------------------------------------------------------------------------------------------ +SQL CSV 37812 37897 120 0.4 2404.0 1.0X +SQL Json 19499 19509 15 0.8 1239.7 1.9X +SQL Parquet Vectorized 284 292 10 55.4 18.1 133.2X +SQL Parquet MR 3236 3248 17 4.9 205.7 11.7X +SQL ORC Vectorized 542 558 18 29.0 34.4 69.8X +SQL ORC MR 2273 2298 36 6.9 144.5 16.6X + +OpenJDK 64-Bit Server VM 1.8.0_222-b10 on Linux 3.10.0-862.3.2.el7.x86_64 +Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz +Parquet Reader Single DOUBLE Column Scan: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative +------------------------------------------------------------------------------------------------------------------------ +ParquetReader Vectorized 342 352 13 46.0 21.7 1.0X +ParquetReader Vectorized -> Row 341 344 3 46.1 21.7 1.0X ================================================================================================ Int and String Scan ================================================================================================ -OpenJDK 64-Bit Server VM 1.8.0_191-b12 on Linux 3.10.0-862.3.2.el7.x86_64 +OpenJDK 64-Bit Server VM 1.8.0_222-b10 on Linux 3.10.0-862.3.2.el7.x86_64 Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz -Int and String Scan: Best/Avg Time(ms) Rate(M/s) Per Row(ns) Relative ------------------------------------------------------------------------------------------------- -SQL CSV 21130 / 21246 0.5 2015.1 1.0X -SQL Json 12145 / 12174 0.9 1158.2 1.7X -SQL Parquet Vectorized 2363 / 2377 4.4 225.3 8.9X -SQL Parquet MR 4555 / 4557 2.3 434.4 4.6X -SQL ORC Vectorized 2361 / 2388 4.4 225.1 9.0X -SQL ORC MR 4186 / 4209 2.5 399.2 5.0X +Int and String Scan: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative +------------------------------------------------------------------------------------------------------------------------ +SQL CSV 26777 26806 41 0.4 2553.7 1.0X +SQL Json 13894 14071 251 0.8 1325.0 1.9X +SQL Parquet Vectorized 2351 2404 75 4.5 224.2 11.4X +SQL Parquet MR 5198 5219 29 2.0 495.8 5.2X +SQL ORC Vectorized 2434 2435 1 4.3 232.1 11.0X +SQL ORC MR 4281 4345 91 2.4 408.3 6.3X ================================================================================================ Repeated String Scan ================================================================================================ -OpenJDK 64-Bit Server VM 1.8.0_191-b12 on Linux 3.10.0-862.3.2.el7.x86_64 +OpenJDK 64-Bit Server VM 1.8.0_222-b10 on Linux 3.10.0-862.3.2.el7.x86_64 Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz -Repeated String: Best/Avg Time(ms) Rate(M/s) Per Row(ns) Relative ------------------------------------------------------------------------------------------------- -SQL CSV 11693 / 11729 0.9 1115.1 1.0X -SQL Json 7025 / 7025 1.5 669.9 1.7X -SQL Parquet Vectorized 803 / 821 13.1 76.6 14.6X -SQL Parquet MR 1776 / 1790 5.9 169.4 6.6X -SQL ORC Vectorized 491 / 494 21.4 46.8 23.8X -SQL ORC MR 2050 / 2063 5.1 195.5 5.7X +Repeated String: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative +------------------------------------------------------------------------------------------------------------------------ +SQL CSV 15779 16507 1029 0.7 1504.8 1.0X +SQL Json 7866 7877 14 1.3 750.2 2.0X +SQL Parquet Vectorized 820 826 5 12.8 78.2 19.2X +SQL Parquet MR 2646 2658 17 4.0 252.4 6.0X +SQL ORC Vectorized 638 644 7 16.4 60.9 24.7X +SQL ORC MR 2205 2222 25 4.8 210.3 7.2X ================================================================================================ Partitioned Table Scan ================================================================================================ -OpenJDK 64-Bit Server VM 1.8.0_191-b12 on Linux 3.10.0-862.3.2.el7.x86_64 -Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz -Partitioned Table: Best/Avg Time(ms) Rate(M/s) Per Row(ns) Relative ------------------------------------------------------------------------------------------------- -Data column - CSV 30965 / 31041 0.5 1968.7 1.0X -Data column - Json 12876 / 12882 1.2 818.6 2.4X -Data column - Parquet Vectorized 277 / 282 56.7 17.6 111.6X -Data column - Parquet MR 3398 / 3402 4.6 216.0 9.1X -Data column - ORC Vectorized 399 / 407 39.4 25.4 77.5X -Data column - ORC MR 2583 / 2589 6.1 164.2 12.0X -Partition column - CSV 7403 / 7427 2.1 470.7 4.2X -Partition column - Json 5587 / 5625 2.8 355.2 5.5X -Partition column - Parquet Vectorized 71 / 78 222.6 4.5 438.3X -Partition column - Parquet MR 1798 / 1808 8.7 114.3 17.2X -Partition column - ORC Vectorized 72 / 75 219.0 4.6 431.2X -Partition column - ORC MR 1772 / 1778 8.9 112.6 17.5X -Both columns - CSV 30211 / 30212 0.5 1920.7 1.0X -Both columns - Json 13382 / 13391 1.2 850.8 2.3X -Both columns - Parquet Vectorized 321 / 333 49.0 20.4 96.4X -Both columns - Parquet MR 3656 / 3661 4.3 232.4 8.5X -Both columns - ORC Vectorized 443 / 448 35.5 28.2 69.9X -Both columns - ORC MR 2626 / 2633 6.0 167.0 11.8X +OpenJDK 64-Bit Server VM 1.8.0_222-b10 on Linux 3.10.0-862.3.2.el7.x86_64 +Intel(R) Xeon(R) CPU E5-2670 v2 @ 2.50GHz +Partitioned Table: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative +------------------------------------------------------------------------------------------------------------------------ +Data column - CSV 38142 38183 58 0.4 2425.0 1.0X +Data column - Json 14664 14667 4 1.1 932.3 2.6X +Data column - Parquet Vectorized 304 318 13 51.8 19.3 125.7X +Data column - Parquet MR 3378 3384 8 4.7 214.8 11.3X +Data column - ORC Vectorized 475 481 7 33.1 30.2 80.3X +Data column - ORC MR 2324 2356 46 6.8 147.7 16.4X +Partition column - CSV 14680 14742 88 1.1 933.3 2.6X Review comment: CSV and JSON below is 2 times slower now. ---------------------------------------------------------------- This is an automated message from the Apache Git Service. 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