[SPARK-35306][MLLIB][TESTS] Add benchmark results for BLASBenchmark c…

…reated by GitHub Actions machines

### What changes were proposed in this pull request?
This PR adds benchmark results for `BLASBenchmark` created by GitHub Actions machines.
Benchmark result files are added for both JDK 8 (`BLASBenchmark-result.txt`) and 11 (`BLASBenchmark-jdk11-result.txt`) in `{SPARK_HOME}/mllib-local/benchmarks/`.

### Why are the changes needed?
In [SPARK-34950](https://issues.apache.org/jira/browse/SPARK-34950), benchmark results were updated to the ones created by Github Actions machines.
As benchmark results for `BLASBenchmark` (added at [SPARK-33882](https://issues.apache.org/jira/browse/SPARK-33882) and [SPARK-35150](https://issues.apache.org/jira/browse/SPARK-35150)) are not currently available at the repository, this PR adds them.

### Does this PR introduce _any_ user-facing change?
No

### How was this patch tested?
The benchmark results were obtained by running tests with GitHub Actions workflow in my forked repository.
You can refer to the test results and output files from the link below.
- https://github.com/byungsoo-oh/spark/actions/runs/809900377
- https://github.com/byungsoo-oh/spark/actions/runs/810084610

Closes apache#32435 from byungsoo-oh/SPARK-35306.

Authored-by: byungsoo <[email protected]>
Signed-off-by: HyukjinKwon <[email protected]>

mllib-local/benchmarks/BLASBenchmark-jdk11-results.txt

@@ -0,0 +1,252 @@
+================================================================================================
+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
+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
+
+
+================================================================================================
+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
+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
+
+
+================================================================================================
+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
+ddot:                                     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
+
+
+================================================================================================
+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
+sdot:                                     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
+
+
+================================================================================================
+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
+dscal:                                    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
+
+
+================================================================================================
+sscal
+================================================================================================
+
+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
+------------------------------------------------------------------------------------------------------------------------
+f2j                                                 257            265           5        389.8           2.6       1.0X
+java                                                253            267           4        395.1           2.5       1.0X
+
+
+================================================================================================
+dspmv[U]
+================================================================================================
+
+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
+------------------------------------------------------------------------------------------------------------------------
+f2j                                                   1              1           0        884.8           1.1       1.0X
+java                                                  0              1           0       1064.7           0.9       1.2X
+
+
+================================================================================================
+dspr[U]
+================================================================================================
+
+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
+------------------------------------------------------------------------------------------------------------------------
+f2j                                                   1              1           0        533.3           1.9       1.0X
+java                                                  1              1           0        523.9           1.9       1.0X
+
+
+================================================================================================
+dsyr[U]
+================================================================================================
+
+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
+------------------------------------------------------------------------------------------------------------------------
+f2j                                                   1              2           1        340.5           2.9       1.0X
+java                                                  1              2           1        344.2           2.9       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
+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
+
+
+================================================================================================
+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
+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
+
+
+================================================================================================
+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
+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
+
+
+================================================================================================
+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
+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
+
+
+================================================================================================
+dgemm[N,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
+dgemm[N,N]:                               Best Time(ms)   Avg Time(ms)   Stdev(ms)    Rate(M/s)   Per Row(ns)   Relative
+------------------------------------------------------------------------------------------------------------------------
+f2j                                                 914            956          25       1094.1           0.9       1.0X
+java                                                347            370          11       2881.8           0.3       2.6X
+
+
+================================================================================================
+dgemm[N,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
+dgemm[N,T]:                               Best Time(ms)   Avg Time(ms)   Stdev(ms)    Rate(M/s)   Per Row(ns)   Relative
+------------------------------------------------------------------------------------------------------------------------
+f2j                                                 927            968          22       1078.4           0.9       1.0X
+java                                                348            370          10       2872.6           0.3       2.7X
+
+
+================================================================================================
+dgemm[T,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
+dgemm[T,N]:                               Best Time(ms)   Avg Time(ms)   Stdev(ms)    Rate(M/s)   Per Row(ns)   Relative
+------------------------------------------------------------------------------------------------------------------------
+f2j                                                1085           1126          23        921.7           1.1       1.0X
+java                                                341            366          10       2930.8           0.3       3.2X
+
+
+================================================================================================
+dgemm[T,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
+dgemm[T,T]:                               Best Time(ms)   Avg Time(ms)   Stdev(ms)    Rate(M/s)   Per Row(ns)   Relative
+------------------------------------------------------------------------------------------------------------------------
+f2j                                                1535           1596          35        651.3           1.5       1.0X
+java                                                354            375          12       2821.1           0.4       4.3X
+
+
+================================================================================================
+sgemm[N,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
+sgemm[N,N]:                               Best Time(ms)   Avg Time(ms)   Stdev(ms)    Rate(M/s)   Per Row(ns)   Relative
+------------------------------------------------------------------------------------------------------------------------
+f2j                                                 835            875          21       1197.9           0.8       1.0X
+java                                                339            365          10       2948.7           0.3       2.5X
+
+
+================================================================================================
+sgemm[N,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
+sgemm[N,T]:                               Best Time(ms)   Avg Time(ms)   Stdev(ms)    Rate(M/s)   Per Row(ns)   Relative
+------------------------------------------------------------------------------------------------------------------------
+f2j                                                 840            874          17       1190.7           0.8       1.0X
+java                                                351            366          10       2852.8           0.4       2.4X
+
+
+================================================================================================
+sgemm[T,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
+sgemm[T,N]:                               Best Time(ms)   Avg Time(ms)   Stdev(ms)    Rate(M/s)   Per Row(ns)   Relative
+------------------------------------------------------------------------------------------------------------------------
+f2j                                                1032           1114          39        969.1           1.0       1.0X
+java                                                311            344          16       3210.9           0.3       3.3X
+
+
+================================================================================================
+sgemm[T,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
+sgemm[T,T]:                               Best Time(ms)   Avg Time(ms)   Stdev(ms)    Rate(M/s)   Per Row(ns)   Relative
+------------------------------------------------------------------------------------------------------------------------
+f2j                                                1316           1425          45        759.8           1.3       1.0X
+java                                                313            346          17       3194.0           0.3       4.2X
+
+