LuciferYang commented on a change in pull request #35262:
URL: https://github.com/apache/spark/pull/35262#discussion_r806510255
##########
File path: sql/core/benchmarks/DataSourceReadBenchmark-jdk11-results.txt
##########
@@ -2,322 +2,322 @@
SQL Single Numeric Column Scan
================================================================================================
-OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1025-azure
+OpenJDK 64-Bit Server VM 11.0.14+9-LTS on Linux 5.11.0-1025-azure
Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
SQL Single BOOLEAN Column Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-SQL CSV 9636 9771
191 1.6 612.6 1.0X
-SQL Json 7960 8227
378 2.0 506.1 1.2X
-SQL Parquet Vectorized: DataPageV1 113 129
12 139.7 7.2 85.6X
-SQL Parquet Vectorized: DataPageV2 84 93
12 186.6 5.4 114.3X
-SQL Parquet MR: DataPageV1 1466 1470
6 10.7 93.2 6.6X
-SQL Parquet MR: DataPageV2 1334 1347
18 11.8 84.8 7.2X
-SQL ORC Vectorized 163 197
27 96.3 10.4 59.0X
-SQL ORC MR 1554 1558
6 10.1 98.8 6.2X
-
-OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1025-azure
+SQL CSV 10153 10161
12 1.5 645.5 1.0X
+SQL Json 8463 8512
69 1.9 538.0 1.2X
+SQL Parquet Vectorized: DataPageV1 131 149
14 120.0 8.3 77.5X
+SQL Parquet Vectorized: DataPageV2 98 112
15 161.2 6.2 104.0X
+SQL Parquet MR: DataPageV1 1968 1968
0 8.0 125.1 5.2X
+SQL Parquet MR: DataPageV2 1735 1739
6 9.1 110.3 5.9X
+SQL ORC Vectorized 164 198
41 96.0 10.4 62.0X
+SQL ORC MR 1572 1581
12 10.0 100.0 6.5X
+
+OpenJDK 64-Bit Server VM 11.0.14+9-LTS on Linux 5.11.0-1025-azure
Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
Parquet Reader Single BOOLEAN Column Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
---------------------------------------------------------------------------------------------------------------------------
-ParquetReader Vectorized: DataPageV1 94 103
13 167.1 6.0 1.0X
-ParquetReader Vectorized: DataPageV2 77 86
11 204.3 4.9 1.2X
-ParquetReader Vectorized -> Row: DataPageV1 44 47
4 357.0 2.8 2.1X
-ParquetReader Vectorized -> Row: DataPageV2 35 37
3 445.2 2.2 2.7X
+ParquetReader Vectorized: DataPageV1 102 107
14 154.6 6.5 1.0X
+ParquetReader Vectorized: DataPageV2 83 88
10 189.1 5.3 1.2X
+ParquetReader Vectorized -> Row: DataPageV1 57 59
3 275.7 3.6 1.8X
+ParquetReader Vectorized -> Row: DataPageV2 38 40
3 416.3 2.4 2.7X
-OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1025-azure
+OpenJDK 64-Bit Server VM 11.0.14+9-LTS on Linux 5.11.0-1025-azure
Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
SQL Single TINYINT Column Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-SQL CSV 11479 11919
622 1.4 729.8 1.0X
-SQL Json 9894 9922
39 1.6 629.1 1.2X
-SQL Parquet Vectorized: DataPageV1 123 156
30 128.3 7.8 93.6X
-SQL Parquet Vectorized: DataPageV2 126 138
19 125.2 8.0 91.4X
-SQL Parquet MR: DataPageV1 1986 2500
726 7.9 126.3 5.8X
-SQL Parquet MR: DataPageV2 1810 1898
126 8.7 115.1 6.3X
-SQL ORC Vectorized 174 210
30 90.5 11.0 66.1X
-SQL ORC MR 1645 1652
9 9.6 104.6 7.0X
-
-OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1025-azure
+SQL CSV 12263 12285
31 1.3 779.6 1.0X
+SQL Json 9495 9501
9 1.7 603.6 1.3X
+SQL Parquet Vectorized: DataPageV1 162 175
10 97.1 10.3 75.7X
+SQL Parquet Vectorized: DataPageV2 161 172
12 97.9 10.2 76.4X
+SQL Parquet MR: DataPageV1 2074 2105
44 7.6 131.9 5.9X
+SQL Parquet MR: DataPageV2 1974 1981
9 8.0 125.5 6.2X
+SQL ORC Vectorized 187 218
30 84.3 11.9 65.7X
+SQL ORC MR 1529 1553
34 10.3 97.2 8.0X
+
+OpenJDK 64-Bit Server VM 11.0.14+9-LTS on Linux 5.11.0-1025-azure
Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
Parquet Reader Single TINYINT Column Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
---------------------------------------------------------------------------------------------------------------------------
-ParquetReader Vectorized: DataPageV1 166 177
14 94.9 10.5 1.0X
-ParquetReader Vectorized: DataPageV2 165 172
11 95.3 10.5 1.0X
-ParquetReader Vectorized -> Row: DataPageV1 95 100
5 165.7 6.0 1.7X
-ParquetReader Vectorized -> Row: DataPageV2 85 89
6 186.0 5.4 2.0X
+ParquetReader Vectorized: DataPageV1 205 214
12 76.8 13.0 1.0X
+ParquetReader Vectorized: DataPageV2 204 211
10 77.2 13.0 1.0X
+ParquetReader Vectorized -> Row: DataPageV1 122 132
24 128.7 7.8 1.7X
+ParquetReader Vectorized -> Row: DataPageV2 122 126
6 128.4 7.8 1.7X
-OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1025-azure
+OpenJDK 64-Bit Server VM 11.0.14+9-LTS on Linux 5.11.0-1025-azure
Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
SQL Single SMALLINT Column Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-SQL CSV 12176 12646
664 1.3 774.1 1.0X
-SQL Json 9696 9729
46 1.6 616.5 1.3X
-SQL Parquet Vectorized: DataPageV1 151 201
33 103.9 9.6 80.4X
-SQL Parquet Vectorized: DataPageV2 216 235
15 72.7 13.8 56.3X
-SQL Parquet MR: DataPageV1 1915 2017
145 8.2 121.8 6.4X
-SQL Parquet MR: DataPageV2 1954 1978
33 8.0 124.3 6.2X
-SQL ORC Vectorized 197 235
25 79.7 12.6 61.7X
-SQL ORC MR 1769 1829
85 8.9 112.5 6.9X
-
-OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1025-azure
+SQL CSV 12946 12955
12 1.2 823.1 1.0X
+SQL Json 9871 9876
8 1.6 627.6 1.3X
+SQL Parquet Vectorized: DataPageV1 157 200
34 100.0 10.0 82.3X
+SQL Parquet Vectorized: DataPageV2 229 242
14 68.8 14.5 56.7X
+SQL Parquet MR: DataPageV1 2388 2389
2 6.6 151.8 5.4X
+SQL Parquet MR: DataPageV2 2080 2087
10 7.6 132.2 6.2X
+SQL ORC Vectorized 240 285
23 65.6 15.2 54.0X
+SQL ORC MR 1699 1732
46 9.3 108.0 7.6X
+
+OpenJDK 64-Bit Server VM 11.0.14+9-LTS on Linux 5.11.0-1025-azure
Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
Parquet Reader Single SMALLINT Column Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
---------------------------------------------------------------------------------------------------------------------------
-ParquetReader Vectorized: DataPageV1 230 237
12 68.5 14.6 1.0X
-ParquetReader Vectorized: DataPageV2 293 298
9 53.6 18.7 0.8X
-ParquetReader Vectorized -> Row: DataPageV1 215 265
23 73.2 13.7 1.1X
-ParquetReader Vectorized -> Row: DataPageV2 279 301
32 56.3 17.8 0.8X
+ParquetReader Vectorized: DataPageV1 242 245
5 65.0 15.4 1.0X
+ParquetReader Vectorized: DataPageV2 309 314
9 50.9 19.7 0.8X
+ParquetReader Vectorized -> Row: DataPageV1 227 268
18 69.3 14.4 1.1X
+ParquetReader Vectorized -> Row: DataPageV2 294 312
25 53.5 18.7 0.8X
-OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1025-azure
+OpenJDK 64-Bit Server VM 11.0.14+9-LTS on Linux 5.11.0-1025-azure
Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
SQL Single INT Column Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-SQL CSV 13069 13409
482 1.2 830.9 1.0X
-SQL Json 10599 10621
32 1.5 673.9 1.2X
-SQL Parquet Vectorized: DataPageV1 142 177
34 110.6 9.0 91.9X
-SQL Parquet Vectorized: DataPageV2 313 359
28 50.2 19.9 41.7X
-SQL Parquet MR: DataPageV1 1979 2044
92 7.9 125.8 6.6X
-SQL Parquet MR: DataPageV2 1958 2030
101 8.0 124.5 6.7X
-SQL ORC Vectorized 277 303
21 56.7 17.6 47.1X
-SQL ORC MR 1692 1782
128 9.3 107.6 7.7X
-
-OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1025-azure
+SQL CSV 14331 14347
22 1.1 911.2 1.0X
+SQL Json 10406 10434
40 1.5 661.6 1.4X
+SQL Parquet Vectorized: DataPageV1 153 196
41 102.7 9.7 93.6X
+SQL Parquet Vectorized: DataPageV2 378 415
30 41.6 24.0 37.9X
+SQL Parquet MR: DataPageV1 2439 2446
11 6.4 155.1 5.9X
+SQL Parquet MR: DataPageV2 2181 2188
10 7.2 138.7 6.6X
+SQL ORC Vectorized 320 346
25 49.2 20.3 44.8X
+SQL ORC MR 1851 1853
3 8.5 117.7 7.7X
+
+OpenJDK 64-Bit Server VM 11.0.14+9-LTS on Linux 5.11.0-1025-azure
Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
Parquet Reader Single INT Column Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
---------------------------------------------------------------------------------------------------------------------------
-ParquetReader Vectorized: DataPageV1 253 269
18 62.1 16.1 1.0X
-ParquetReader Vectorized: DataPageV2 1197 1199
3 13.1 76.1 0.2X
-ParquetReader Vectorized -> Row: DataPageV1 273 361
110 57.7 17.3 0.9X
-ParquetReader Vectorized -> Row: DataPageV2 379 438
37 41.5 24.1 0.7X
+ParquetReader Vectorized: DataPageV1 258 262
9 60.9 16.4 1.0X
+ParquetReader Vectorized: DataPageV2 481 484
3 32.7 30.6 0.5X
+ParquetReader Vectorized -> Row: DataPageV1 250 275
26 62.9 15.9 1.0X
+ParquetReader Vectorized -> Row: DataPageV2 475 502
27 33.1 30.2 0.5X
-OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1025-azure
+OpenJDK 64-Bit Server VM 11.0.14+9-LTS on Linux 5.11.0-1025-azure
Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
SQL Single BIGINT Column Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-SQL CSV 17143 17467
458 0.9 1089.9 1.0X
-SQL Json 11507 12198
977 1.4 731.6 1.5X
-SQL Parquet Vectorized: DataPageV1 238 253
19 66.0 15.2 71.9X
-SQL Parquet Vectorized: DataPageV2 502 567
48 31.3 31.9 34.1X
-SQL Parquet MR: DataPageV1 2333 2335
3 6.7 148.4 7.3X
-SQL Parquet MR: DataPageV2 1948 1972
34 8.1 123.8 8.8X
-SQL ORC Vectorized 389 408
20 40.5 24.7 44.1X
-SQL ORC MR 1726 1817
128 9.1 109.7 9.9X
-
-OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1025-azure
+SQL CSV 18450 18451
2 0.9 1173.0 1.0X
+SQL Json 12553 12562
13 1.3 798.1 1.5X
+SQL Parquet Vectorized: DataPageV1 259 272
12 60.8 16.5 71.3X
+SQL Parquet Vectorized: DataPageV2 534 566
22 29.4 34.0 34.5X
+SQL Parquet MR: DataPageV1 2529 2537
11 6.2 160.8 7.3X
+SQL Parquet MR: DataPageV2 2331 2334
4 6.7 148.2 7.9X
+SQL ORC Vectorized 424 460
36 37.1 27.0 43.5X
+SQL ORC MR 2009 2023
20 7.8 127.7 9.2X
+
+OpenJDK 64-Bit Server VM 11.0.14+9-LTS on Linux 5.11.0-1025-azure
Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
Parquet Reader Single BIGINT Column Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
---------------------------------------------------------------------------------------------------------------------------
-ParquetReader Vectorized: DataPageV1 289 340
43 54.4 18.4 1.0X
-ParquetReader Vectorized: DataPageV2 572 609
27 27.5 36.4 0.5X
-ParquetReader Vectorized -> Row: DataPageV1 329 353
48 47.8 20.9 0.9X
-ParquetReader Vectorized -> Row: DataPageV2 639 654
18 24.6 40.6 0.5X
+ParquetReader Vectorized: DataPageV1 322 338
21 48.9 20.5 1.0X
+ParquetReader Vectorized: DataPageV2 674 683
12 23.3 42.9 0.5X
+ParquetReader Vectorized -> Row: DataPageV1 352 358
9 44.7 22.4 0.9X
+ParquetReader Vectorized -> Row: DataPageV2 628 660
22 25.0 39.9 0.5X
-OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1025-azure
+OpenJDK 64-Bit Server VM 11.0.14+9-LTS on Linux 5.11.0-1025-azure
Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
SQL Single FLOAT Column Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-SQL CSV 13721 13812
129 1.1 872.4 1.0X
-SQL Json 12147 17632
2196 1.3 772.3 1.1X
-SQL Parquet Vectorized: DataPageV1 138 164
25 113.9 8.8 99.4X
-SQL Parquet Vectorized: DataPageV2 151 180
26 104.4 9.6 91.1X
-SQL Parquet MR: DataPageV1 2006 2078
101 7.8 127.6 6.8X
-SQL Parquet MR: DataPageV2 2038 2040
2 7.7 129.6 6.7X
-SQL ORC Vectorized 465 475
10 33.8 29.6 29.5X
-SQL ORC MR 1814 1860
64 8.7 115.4 7.6X
-
-OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1025-azure
+SQL CSV 14806 14816
14 1.1 941.3 1.0X
+SQL Json 11968 11969
1 1.3 760.9 1.2X
+SQL Parquet Vectorized: DataPageV1 150 184
26 105.0 9.5 98.8X
+SQL Parquet Vectorized: DataPageV2 147 183
32 107.2 9.3 100.9X
+SQL Parquet MR: DataPageV1 2338 2352
19 6.7 148.7 6.3X
+SQL Parquet MR: DataPageV2 2221 2267
65 7.1 141.2 6.7X
+SQL ORC Vectorized 475 494
29 33.1 30.2 31.1X
+SQL ORC MR 1967 1978
16 8.0 125.1 7.5X
+
+OpenJDK 64-Bit Server VM 11.0.14+9-LTS on Linux 5.11.0-1025-azure
Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
Parquet Reader Single FLOAT Column Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
---------------------------------------------------------------------------------------------------------------------------
-ParquetReader Vectorized: DataPageV1 275 404
187 57.2 17.5 1.0X
-ParquetReader Vectorized: DataPageV2 275 287
12 57.2 17.5 1.0X
-ParquetReader Vectorized -> Row: DataPageV1 227 265
24 69.2 14.4 1.2X
-ParquetReader Vectorized -> Row: DataPageV2 228 259
28 69.1 14.5 1.2X
+ParquetReader Vectorized: DataPageV1 236 241
8 66.7 15.0 1.0X
+ParquetReader Vectorized: DataPageV2 237 241
9 66.3 15.1 1.0X
+ParquetReader Vectorized -> Row: DataPageV1 218 244
25 72.1 13.9 1.1X
+ParquetReader Vectorized -> Row: DataPageV2 218 251
21 72.2 13.8 1.1X
-OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1025-azure
+OpenJDK 64-Bit Server VM 11.0.14+9-LTS on Linux 5.11.0-1025-azure
Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
SQL Single DOUBLE Column Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-SQL CSV 17269 17620
496 0.9 1097.9 1.0X
-SQL Json 15636 15952
447 1.0 994.1 1.1X
-SQL Parquet Vectorized: DataPageV1 238 267
18 66.0 15.1 72.5X
-SQL Parquet Vectorized: DataPageV2 222 260
21 70.9 14.1 77.9X
-SQL Parquet MR: DataPageV1 2418 2457
56 6.5 153.7 7.1X
-SQL Parquet MR: DataPageV2 2194 2207
18 7.2 139.5 7.9X
-SQL ORC Vectorized 519 528
14 30.3 33.0 33.3X
-SQL ORC MR 1760 1770
14 8.9 111.9 9.8X
-
-OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1025-azure
+SQL CSV 19335 19346
15 0.8 1229.3 1.0X
+SQL Json 16112 16121
13 1.0 1024.4 1.2X
+SQL Parquet Vectorized: DataPageV1 257 278
29 61.1 16.4 75.1X
+SQL Parquet Vectorized: DataPageV2 258 268
9 60.9 16.4 74.9X
+SQL Parquet MR: DataPageV1 2542 2557
20 6.2 161.6 7.6X
+SQL Parquet MR: DataPageV2 2416 2439
32 6.5 153.6 8.0X
+SQL ORC Vectorized 593 605
18 26.5 37.7 32.6X
+SQL ORC MR 2134 2141
11 7.4 135.7 9.1X
+
+OpenJDK 64-Bit Server VM 11.0.14+9-LTS on Linux 5.11.0-1025-azure
Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
Parquet Reader Single DOUBLE Column Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
---------------------------------------------------------------------------------------------------------------------------
-ParquetReader Vectorized: DataPageV1 284 305
30 55.3 18.1 1.0X
-ParquetReader Vectorized: DataPageV2 286 286
1 55.1 18.2 1.0X
-ParquetReader Vectorized -> Row: DataPageV1 325 337
16 48.4 20.6 0.9X
-ParquetReader Vectorized -> Row: DataPageV2 346 361
16 45.5 22.0 0.8X
+ParquetReader Vectorized: DataPageV1 322 346
24 48.8 20.5 1.0X
+ParquetReader Vectorized: DataPageV2 326 326
1 48.3 20.7 1.0X
+ParquetReader Vectorized -> Row: DataPageV1 350 359
9 44.9 22.3 0.9X
+ParquetReader Vectorized -> Row: DataPageV2 348 358
10 45.2 22.1 0.9X
================================================================================================
Int and String Scan
================================================================================================
-OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1025-azure
+OpenJDK 64-Bit Server VM 11.0.14+9-LTS on Linux 5.11.0-1025-azure
Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
Int and String Scan: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-SQL CSV 12428 12714
405 0.8 1185.2 1.0X
-SQL Json 11088 11251
231 0.9 1057.4 1.1X
-SQL Parquet Vectorized: DataPageV1 1990 1997
10 5.3 189.8 6.2X
-SQL Parquet Vectorized: DataPageV2 2551 2618
95 4.1 243.3 4.9X
-SQL Parquet MR: DataPageV1 3903 3913
15 2.7 372.2 3.2X
-SQL Parquet MR: DataPageV2 3734 3920
263 2.8 356.1 3.3X
-SQL ORC Vectorized 2153 2155
3 4.9 205.3 5.8X
-SQL ORC MR 3485 3549
91 3.0 332.4 3.6X
+SQL CSV 13899 14000
142 0.8 1325.5 1.0X
+SQL Json 11275 11289
20 0.9 1075.3 1.2X
+SQL Parquet Vectorized: DataPageV1 2092 2107
21 5.0 199.5 6.6X
+SQL Parquet Vectorized: DataPageV2 3073 3074
2 3.4 293.0 4.5X
+SQL Parquet MR: DataPageV1 4192 4212
29 2.5 399.8 3.3X
+SQL Parquet MR: DataPageV2 4133 4194
87 2.5 394.1 3.4X
+SQL ORC Vectorized 2218 2219
1 4.7 211.5 6.3X
+SQL ORC MR 3767 3776
12 2.8 359.3 3.7X
================================================================================================
Repeated String Scan
================================================================================================
-OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1025-azure
+OpenJDK 64-Bit Server VM 11.0.14+9-LTS on Linux 5.11.0-1025-azure
Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
Repeated String: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-SQL CSV 7116 7167
72 1.5 678.7 1.0X
-SQL Json 6700 6741
58 1.6 639.0 1.1X
-SQL Parquet Vectorized: DataPageV1 526 556
36 19.9 50.1 13.5X
-SQL Parquet Vectorized: DataPageV2 518 533
15 20.2 49.4 13.7X
-SQL Parquet MR: DataPageV1 1504 1656
216 7.0 143.4 4.7X
-SQL Parquet MR: DataPageV2 1676 1676
1 6.3 159.8 4.2X
-SQL ORC Vectorized 497 518
20 21.1 47.4 14.3X
-SQL ORC MR 1657 1787
183 6.3 158.1 4.3X
+SQL CSV 7367 7387
28 1.4 702.6 1.0X
+SQL Json 6817 6817
0 1.5 650.1 1.1X
+SQL Parquet Vectorized: DataPageV1 602 618
15 17.4 57.5 12.2X
+SQL Parquet Vectorized: DataPageV2 599 610
15 17.5 57.1 12.3X
+SQL Parquet MR: DataPageV1 1888 1936
68 5.6 180.0 3.9X
+SQL Parquet MR: DataPageV2 2000 2018
25 5.2 190.7 3.7X
+SQL ORC Vectorized 527 545
22 19.9 50.2 14.0X
+SQL ORC MR 1916 1927
16 5.5 182.7 3.8X
================================================================================================
Partitioned Table Scan
================================================================================================
-OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1025-azure
+OpenJDK 64-Bit Server VM 11.0.14+9-LTS on Linux 5.11.0-1025-azure
Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
Partitioned Table: Best Time(ms) Avg
Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
---------------------------------------------------------------------------------------------------------------------------------
-Data column - CSV 18247
18411 232 0.9 1160.1 1.0X
-Data column - Json 10860
11264 571 1.4 690.5 1.7X
-Data column - Parquet Vectorized: DataPageV1 223
274 26 70.6 14.2 81.9X
-Data column - Parquet Vectorized: DataPageV2 537
559 23 29.3 34.1 34.0X
-Data column - Parquet MR: DataPageV1 2411
2517 150 6.5 153.3 7.6X
-Data column - Parquet MR: DataPageV2 2299
2356 81 6.8 146.2 7.9X
-Data column - ORC Vectorized 417
433 11 37.7 26.5 43.8X
-Data column - ORC MR 2107
2178 101 7.5 134.0 8.7X
-Partition column - CSV 6090
6186 136 2.6 387.2 3.0X
-Partition column - Json 9479
9603 176 1.7 602.7 1.9X
-Partition column - Parquet Vectorized: DataPageV1 49
69 28 322.0 3.1 373.6X
-Partition column - Parquet Vectorized: DataPageV2 49
63 23 322.1 3.1 373.7X
-Partition column - Parquet MR: DataPageV1 1200
1225 36 13.1 76.3 15.2X
-Partition column - Parquet MR: DataPageV2 1199
1240 57 13.1 76.3 15.2X
-Partition column - ORC Vectorized 53
77 26 295.0 3.4 342.2X
-Partition column - ORC MR 1287
1346 83 12.2 81.8 14.2X
-Both columns - CSV 17671
18140 663 0.9 1123.5 1.0X
-Both columns - Json 11675
12167 696 1.3 742.3 1.6X
-Both columns - Parquet Vectorized: DataPageV1 298
303 9 52.9 18.9 61.3X
-Both columns - Parquet Vectorized: DataPageV2 541
580 36 29.1 34.4 33.7X
-Both columns - Parquet MR: DataPageV1 2448
2491 60 6.4 155.6 7.5X
-Both columns - Parquet MR: DataPageV2 2303
2352 69 6.8 146.4 7.9X
-Both columns - ORC Vectorized 385
406 25 40.9 24.5 47.4X
-Both columns - ORC MR 2118
2202 120 7.4 134.6 8.6X
+Data column - CSV 19239
19257 25 0.8 1223.2 1.0X
+Data column - Json 12387
12393 8 1.3 787.6 1.6X
+Data column - Parquet Vectorized: DataPageV1 227
269 25 69.2 14.5 84.6X
+Data column - Parquet Vectorized: DataPageV2 612
651 28 25.7 38.9 31.4X
+Data column - Parquet MR: DataPageV1 2989
3016 39 5.3 190.0 6.4X
+Data column - Parquet MR: DataPageV2 2750
2754 5 5.7 174.8 7.0X
+Data column - ORC Vectorized 426
467 33 37.0 27.1 45.2X
+Data column - ORC MR 2513
2538 35 6.3 159.8 7.7X
+Partition column - CSV 6623
6627 5 2.4 421.1 2.9X
+Partition column - Json 10234
10235 2 1.5 650.7 1.9X
+Partition column - Parquet Vectorized: DataPageV1 56
73 19 279.8 3.6 342.2X
+Partition column - Parquet Vectorized: DataPageV2 57
72 19 278.3 3.6 340.4X
+Partition column - Parquet MR: DataPageV1 1392
1417 36 11.3 88.5 13.8X
+Partition column - Parquet MR: DataPageV2 1390
1416 37 11.3 88.4 13.8X
+Partition column - ORC Vectorized 56
89 36 283.2 3.5 346.4X
+Partition column - ORC MR 1578
1581 4 10.0 100.4 12.2X
+Both columns - CSV 19178
19181 4 0.8 1219.3 1.0X
+Both columns - Json 13104
13105 1 1.2 833.1 1.5X
+Both columns - Parquet Vectorized: DataPageV1 314
338 21 50.2 19.9 61.4X
+Both columns - Parquet Vectorized: DataPageV2 708
741 54 22.2 45.0 27.2X
+Both columns - Parquet MR: DataPageV1 3083
3105 31 5.1 196.0 6.2X
+Both columns - Parquet MR: DataPageV2 2897
2901 6 5.4 184.2 6.6X
+Both columns - ORC Vectorized 456
504 39 34.5 29.0 42.1X
+Both columns - ORC MR 2594
2597 4 6.1 164.9 7.4X
================================================================================================
String with Nulls Scan
================================================================================================
-OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1025-azure
+OpenJDK 64-Bit Server VM 11.0.14+9-LTS on Linux 5.11.0-1025-azure
Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
String with Nulls Scan (0.0%): Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-SQL CSV 7966 12723
2892 1.3 759.7 1.0X
-SQL Json 9897 10008
157 1.1 943.9 0.8X
-SQL Parquet Vectorized: DataPageV1 1176 1264
125 8.9 112.1 6.8X
-SQL Parquet Vectorized: DataPageV2 2224 2326
144 4.7 212.1 3.6X
-SQL Parquet MR: DataPageV1 3431 3483
73 3.1 327.2 2.3X
-SQL Parquet MR: DataPageV2 3845 4043
280 2.7 366.7 2.1X
-ParquetReader Vectorized: DataPageV1 1055 1056
2 9.9 100.6 7.6X
-ParquetReader Vectorized: DataPageV2 2093 2119
37 5.0 199.6 3.8X
-SQL ORC Vectorized 1129 1217
125 9.3 107.7 7.1X
-SQL ORC MR 2931 2982
72 3.6 279.5 2.7X
-
-OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1025-azure
+SQL CSV 9165 9257
130 1.1 874.1 1.0X
+SQL Json 10230 10234
7 1.0 975.6 0.9X
+SQL Parquet Vectorized: DataPageV1 1275 1315
56 8.2 121.6 7.2X
+SQL Parquet Vectorized: DataPageV2 2406 2407
0 4.4 229.5 3.8X
+SQL Parquet MR: DataPageV1 4005 4009
7 2.6 381.9 2.3X
+SQL Parquet MR: DataPageV2 4358 4366
12 2.4 415.6 2.1X
+ParquetReader Vectorized: DataPageV1 985 995
13 10.6 94.0 9.3X
+ParquetReader Vectorized: DataPageV2 2039 2061
32 5.1 194.4 4.5X
+SQL ORC Vectorized 1048 1072
34 10.0 99.9 8.7X
+SQL ORC MR 3179 3196
24 3.3 303.2 2.9X
+
+OpenJDK 64-Bit Server VM 11.0.14+9-LTS on Linux 5.11.0-1025-azure
Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
String with Nulls Scan (50.0%): Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-SQL CSV 6338 6508
240 1.7 604.4 1.0X
-SQL Json 7149 7247
138 1.5 681.8 0.9X
-SQL Parquet Vectorized: DataPageV1 937 984
45 11.2 89.3 6.8X
-SQL Parquet Vectorized: DataPageV2 1582 1608
37 6.6 150.9 4.0X
-SQL Parquet MR: DataPageV1 2525 2721
277 4.2 240.8 2.5X
-SQL Parquet MR: DataPageV2 2969 2974
7 3.5 283.1 2.1X
-ParquetReader Vectorized: DataPageV1 933 940
12 11.2 88.9 6.8X
-ParquetReader Vectorized: DataPageV2 1535 1549
20 6.8 146.4 4.1X
-SQL ORC Vectorized 1144 1204
86 9.2 109.1 5.5X
-SQL ORC MR 2816 2822
8 3.7 268.6 2.3X
-
-OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1025-azure
+SQL CSV 6749 6750
2 1.6 643.6 1.0X
+SQL Json 7960 7967
10 1.3 759.1 0.8X
+SQL Parquet Vectorized: DataPageV1 1078 1105
37 9.7 102.8 6.3X
+SQL Parquet Vectorized: DataPageV2 1939 1941
3 5.4 184.9 3.5X
+SQL Parquet MR: DataPageV1 3090 3099
13 3.4 294.7 2.2X
+SQL Parquet MR: DataPageV2 3274 3286
17 3.2 312.3 2.1X
+ParquetReader Vectorized: DataPageV1 1058 1067
13 9.9 100.9 6.4X
+ParquetReader Vectorized: DataPageV2 1847 1848
2 5.7 176.2 3.7X
+SQL ORC Vectorized 1307 1307
0 8.0 124.6 5.2X
+SQL ORC MR 3078 3122
62 3.4 293.6 2.2X
+
+OpenJDK 64-Bit Server VM 11.0.14+9-LTS on Linux 5.11.0-1025-azure
Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
String with Nulls Scan (95.0%): Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-SQL CSV 4443 4504
86 2.4 423.7 1.0X
-SQL Json 4528 4563
49 2.3 431.8 1.0X
-SQL Parquet Vectorized: DataPageV1 213 233
15 49.2 20.3 20.8X
-SQL Parquet Vectorized: DataPageV2 267 294
22 39.3 25.4 16.7X
-SQL Parquet MR: DataPageV1 1691 1700
13 6.2 161.2 2.6X
-SQL Parquet MR: DataPageV2 1515 1565
70 6.9 144.5 2.9X
-ParquetReader Vectorized: DataPageV1 228 231
2 46.0 21.7 19.5X
-ParquetReader Vectorized: DataPageV2 285 296
9 36.8 27.1 15.6X
-SQL ORC Vectorized 369 425
82 28.4 35.2 12.1X
-SQL ORC MR 1457 1463
9 7.2 138.9 3.0X
+SQL CSV 4818 4824
8 2.2 459.5 1.0X
+SQL Json 4853 4878
35 2.2 462.8 1.0X
+SQL Parquet Vectorized: DataPageV1 255 264
6 41.1 24.3 18.9X
+SQL Parquet Vectorized: DataPageV2 711 716
4 14.7 67.8 6.8X
Review comment:
After
[406d176](https://github.com/apache/spark/pull/35262/commits/406d1768019eed1516925847a59bd2ad5fc7883b),
should we update bench result?
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