dongjoon-hyun commented on a change in pull request #35046:
URL: https://github.com/apache/spark/pull/35046#discussion_r776116775
##########
File path: mllib-local/benchmarks/BLASBenchmark-jdk11-results.txt
##########
@@ -2,251 +2,337 @@
daxpy
================================================================================================
-OpenJDK 64-Bit Server VM 11.0.11+9-LTS on Linux 5.4.0-1046-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1022-azure
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
daxpy: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-f2j 530 554
11 188.8 5.3 1.0X
-java 533 563
11 187.5 5.3 1.0X
+f2j 527 535
5 189.8 5.3 1.0X
+java 530 533
1 188.8 5.3 1.0X
+native 531 534
1 188.3 5.3 1.0X
================================================================================================
saxpy
================================================================================================
-OpenJDK 64-Bit Server VM 11.0.11+9-LTS on Linux 5.4.0-1046-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1022-azure
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
saxpy: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-f2j 295 309
5 338.8 3.0 1.0X
-java 290 300
6 345.2 2.9 1.0X
+f2j 284 286
1 352.1 2.8 1.0X
+java 280 284
1 356.7 2.8 1.0X
+native 281 283
1 355.5 2.8 1.0X
================================================================================================
-ddot
+dcopy
================================================================================================
-OpenJDK 64-Bit Server VM 11.0.11+9-LTS on Linux 5.4.0-1046-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
-ddot: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
+OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1022-azure
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
+dcopy: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-f2j 155 165
6 643.5 1.6 1.0X
-java 131 142
4 764.1 1.3 1.2X
+f2j 526 529
2 190.3 5.3 1.0X
+java 503 518
14 199.0 5.0 1.0X
+native 525 527
1 190.5 5.2 1.0X
================================================================================================
-sdot
+scopy
================================================================================================
-OpenJDK 64-Bit Server VM 11.0.11+9-LTS on Linux 5.4.0-1046-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
-sdot: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
+OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1022-azure
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
+scopy: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-f2j 121 131
4 827.9 1.2 1.0X
-java 91 99
3 1101.7 0.9 1.3X
+f2j 281 283
1 355.9 2.8 1.0X
+java 249 263
14 402.2 2.5 1.1X
+native 268 271
1 372.7 2.7 1.0X
================================================================================================
-dscal
+ddot
================================================================================================
-OpenJDK 64-Bit Server VM 11.0.11+9-LTS on Linux 5.4.0-1046-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
-dscal: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
+OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1022-azure
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
+ddot: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-f2j 486 502
9 205.7 4.9 1.0X
-java 486 501
8 205.7 4.9 1.0X
+f2j 210 212
1 477.2 2.1 1.0X
+java 185 187
1 540.0 1.9 1.1X
+native 205 208
1 487.7 2.1 1.0X
================================================================================================
-sscal
+sdot
================================================================================================
-OpenJDK 64-Bit Server VM 11.0.11+9-LTS on Linux 5.4.0-1046-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
-sscal: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
+OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1022-azure
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
+sdot: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-f2j 257 265
5 389.8 2.6 1.0X
-java 253 267
4 395.1 2.5 1.0X
+f2j 156 157
1 640.4 1.6 1.0X
+java 104 105
1 964.2 1.0 1.5X
+native 155 156
0 644.4 1.6 1.0X
================================================================================================
-dspmv[U]
+dnrm2
================================================================================================
-OpenJDK 64-Bit Server VM 11.0.11+9-LTS on Linux 5.4.0-1046-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
-dspmv[U]: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
+OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1022-azure
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
+dnrm2: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-f2j 1 1
0 884.8 1.1 1.0X
-java 0 1
0 1064.7 0.9 1.2X
+f2j 212 216
4 470.9 2.1 1.0X
+java 78 79
1 1278.0 0.8 2.7X
+native 200 201
0 499.0 2.0 1.1X
================================================================================================
-dspr[U]
+snrm2
================================================================================================
-OpenJDK 64-Bit Server VM 11.0.11+9-LTS on Linux 5.4.0-1046-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
-dspr[U]: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
+OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1022-azure
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
+snrm2: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-f2j 1 1
0 533.3 1.9 1.0X
-java 1 1
0 523.9 1.9 1.0X
+f2j 223 224
0 447.5 2.2 1.0X
+java 54 54
0 1848.3 0.5 4.1X
+native 146 147
0 683.2 1.5 1.5X
================================================================================================
-dsyr[U]
+dscal
================================================================================================
-OpenJDK 64-Bit Server VM 11.0.11+9-LTS on Linux 5.4.0-1046-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
-dsyr[U]: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
+OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1022-azure
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
+dscal: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
+------------------------------------------------------------------------------------------------------------------------
+f2j 418 420
1 239.4 4.2 1.0X
+java 429 432
1 233.2 4.3 1.0X
+native 423 427
4 236.1 4.2 1.0X
+
+
+================================================================================================
+sscal
+================================================================================================
+
+OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1022-azure
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
+sscal: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-f2j 1 2
1 340.5 2.9 1.0X
-java 1 2
1 344.2 2.9 1.0X
+f2j 236 239
1 423.1 2.4 1.0X
+java 234 236
1 426.9 2.3 1.0X
+native 234 236
1 427.4 2.3 1.0X
================================================================================================
dgemv[N]
================================================================================================
-OpenJDK 64-Bit Server VM 11.0.11+9-LTS on Linux 5.4.0-1046-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1022-azure
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
dgemv[N]: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-f2j 1 1
0 1491.4 0.7 1.0X
-java 0 1
0 2554.3 0.4 1.7X
+f2j 112 113
1 893.8 1.1 1.0X
+java 84 84
0 1195.1 0.8 1.3X
+native 108 108
1 928.9 1.1 1.0X
================================================================================================
dgemv[T]
================================================================================================
-OpenJDK 64-Bit Server VM 11.0.11+9-LTS on Linux 5.4.0-1046-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1022-azure
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
dgemv[T]: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-f2j 1 1
0 1189.3 0.8 1.0X
-java 0 0
0 2770.9 0.4 2.3X
+f2j 183 183
0 545.5 1.8 1.0X
+java 81 81
0 1235.8 0.8 2.3X
+native 172 173
1 581.3 1.7 1.1X
================================================================================================
sgemv[N]
================================================================================================
-OpenJDK 64-Bit Server VM 11.0.11+9-LTS on Linux 5.4.0-1046-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1022-azure
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
sgemv[N]: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-f2j 1 1
0 1580.8 0.6 1.0X
-java 0 1
0 2091.6 0.5 1.3X
+f2j 90 90
0 1112.5 0.9 1.0X
+java 52 52
0 1918.4 0.5 1.7X
+native 89 90
0 1118.9 0.9 1.0X
================================================================================================
sgemv[T]
================================================================================================
-OpenJDK 64-Bit Server VM 11.0.11+9-LTS on Linux 5.4.0-1046-azure
-Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
+OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1022-azure
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
sgemv[T]: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
-f2j 1 1
0 1190.6 0.8 1.0X
-java 0 1
0 2551.7 0.4 2.1X
+f2j 145 145
0 690.7 1.4 1.0X
+java 46 46
0 2195.1 0.5 3.2X
+native 143 143
0 698.2 1.4 1.0X
+
+
+================================================================================================
+dger
+================================================================================================
+
+OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1022-azure
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
+dger: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
+------------------------------------------------------------------------------------------------------------------------
+f2j 447 450
2 223.7 4.5 1.0X
+java 431 434
4 232.2 4.3 1.0X
+native 442 445
1 226.1 4.4 1.0X
+
+
+================================================================================================
+dspmv[U]
+================================================================================================
+
+OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1022-azure
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
+dspmv[U]: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
+------------------------------------------------------------------------------------------------------------------------
+f2j 95 95
0 524.9 1.9 1.0X
+java 66 66
0 756.3 1.3 1.4X
+native 95 95
0 526.3 1.9 1.0X
+
+
+================================================================================================
+dspr[U]
+================================================================================================
+
+OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1022-azure
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
+dspr[U]: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
+------------------------------------------------------------------------------------------------------------------------
+f2j 235 237
1 212.7 4.7 1.0X
+java 236 238
2 212.1 4.7 1.0X
+native 225 227
1 222.3 4.5 1.0X
+
+
+================================================================================================
+dsyr[U]
+================================================================================================
+
+OpenJDK 64-Bit Server VM 11.0.13+8-LTS on Linux 5.11.0-1022-azure
+Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
+dsyr[U]: Best Time(ms) Avg Time(ms)
Stdev(ms) Rate(M/s) Per Row(ns) Relative
+------------------------------------------------------------------------------------------------------------------------
+f2j 387 390
3 129.1 7.7 1.0X
+java 387 390
1 129.1 7.7 1.0X
+native 384 387
1 130.2 7.7 1.0X
Review comment:
ditto.
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