5850u spark

AMD Ryzen 7 PRO 5850U testing with a HP 8A78 (F.04 BIOS) and AMD Cezanne 512MB on Ubuntu 22.04 via the Phoronix Test Suite.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2208047-NE-5850USPAR23
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A
August 04 2022
  1 Day, 17 Hours, 16 Minutes
B
August 04 2022
  11 Hours, 49 Minutes
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  1 Day, 2 Hours, 33 Minutes
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A

Kernel Notes: Transparent Huge Pages: madvise
Processor Notes: Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa50000c
Java Notes: OpenJDK Runtime Environment (build 11.0.15+10-Ubuntu-0ubuntu0.22.04.1)
Python Notes: Python 3.10.4
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Retpolines IBPB: conditional IBRS_FW STIBP: always-on RSB filling + srbds: Not affected + tsx_async_abort: Not affected

B

Processor: AMD Ryzen 7 PRO 5850U @ 1.90GHz (8 Cores / 16 Threads), Motherboard: HP 8A78 (F.04 BIOS), Chipset: AMD Renoir/Cezanne, Memory: 16GB, Disk: 1024GB SK hynix PC711 HFS001TDE9X073N, Graphics: AMD Cezanne 512MB (2000/400MHz), Audio: AMD Renoir Radeon HD Audio, Network: Realtek RTL8822CE 802.11ac PCIe

OS: Ubuntu 22.04, Kernel: 5.19.0-051900rc7-generic (x86_64), Desktop: GNOME Shell 42.2, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 22.0.1 (LLVM 13.0.1 DRM 3.47), Vulkan: 1.2.204, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 1920x1080

5850u sparkOpenBenchmarking.orgPhoronix Test SuiteAMD Ryzen 7 PRO 5850U @ 1.90GHz (8 Cores / 16 Threads)HP 8A78 (F.04 BIOS)AMD Renoir/Cezanne16GB1024GB SK hynix PC711 HFS001TDE9X073NAMD Cezanne 512MB (2000/400MHz)AMD Renoir Radeon HD AudioRealtek RTL8822CE 802.11ac PCIeUbuntu 22.045.19.0-051900rc7-generic (x86_64)GNOME Shell 42.2X Server + Wayland4.6 Mesa 22.0.1 (LLVM 13.0.1 DRM 3.47)1.2.204GCC 11.2.0ext41920x1080ProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerOpenGLVulkanCompilerFile-SystemScreen Resolution5850u Spark BenchmarksSystem Logs- Transparent Huge Pages: madvise- Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa50000c - OpenJDK Runtime Environment (build 11.0.15+10-Ubuntu-0ubuntu0.22.04.1)- Python 3.10.4- itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Retpolines IBPB: conditional IBRS_FW STIBP: always-on RSB filling + srbds: Not affected + tsx_async_abort: Not affected

A vs. B ComparisonPhoronix Test SuiteBaseline+6.1%+6.1%+12.2%+12.2%+18.3%+18.3%24.4%18.2%7.8%7%5.3%4.5%4.2%3.8%3.7%3.4%3.1%3.1%2.8%2.7%2.7%2.7%2.3%2.2%1000000 - 1000 - B.I.J.T.T1000000 - 2000 - B.I.J.T.T10000000 - 100 - I.J.T.T1000000 - 500 - S.5.B.T7.2%10000000 - 100 - B.I.J.T.T20000000 - 100 - B.I.J.T.T1000000 - 100 - Group By Test Time10000000 - 1000 - Group By Test Time20000000 - 500 - B.I.J.T.T20000000 - 500 - I.J.T.T1000000 - 500 - Group By Test Time20000000 - 1000 - B.I.J.T.T3.3%1000000 - 1000 - S.5.B.T3.1%1000000 - 2000 - S.5.B.T3.1%40000000 - 1000 - I.J.T.T40000000 - 1000 - B.I.J.T.T40000000 - 100 - I.J.T.T40000000 - 500 - Group By Test Time1000000 - 2000 - C.P.B2.7%10000000 - 100 - R.T.T20000000 - 2000 - Group By Test Time40000000 - 2000 - B.I.J.T.T2.4%1000000 - 1000 - I.J.T.T1000000 - 500 - B.I.J.T.T2.3%1000000 - 2000 - R.T.T2.2%40000000 - 1000 - Group By Test Time1000000 - 100 - S.5.B.T2.2%Apache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkAB

5850u sparkspark: 10000000 - 100 - Inner Join Test Timespark: 1000000 - 500 - SHA-512 Benchmark Timespark: 10000000 - 100 - Broadcast Inner Join Test Timespark: 20000000 - 100 - Broadcast Inner Join Test Timespark: 1000000 - 100 - Group By Test Timespark: 10000000 - 1000 - Group By Test Timespark: 20000000 - 500 - Broadcast Inner Join Test Timespark: 20000000 - 500 - Inner Join Test Timespark: 1000000 - 500 - Group By Test Timespark: 20000000 - 1000 - Broadcast Inner Join Test Timespark: 1000000 - 1000 - SHA-512 Benchmark Timespark: 1000000 - 2000 - SHA-512 Benchmark Timespark: 40000000 - 1000 - Inner Join Test Timespark: 40000000 - 1000 - Broadcast Inner Join Test Timespark: 40000000 - 100 - Inner Join Test Timespark: 40000000 - 500 - Group By Test Timespark: 1000000 - 2000 - Calculate Pi Benchmarkspark: 10000000 - 100 - Repartition Test Timespark: 20000000 - 2000 - Group By Test Timespark: 40000000 - 2000 - Broadcast Inner Join Test Timespark: 1000000 - 1000 - Inner Join Test Timespark: 1000000 - 500 - Broadcast Inner Join Test Timespark: 1000000 - 2000 - Repartition Test Timespark: 40000000 - 1000 - Group By Test Timespark: 1000000 - 100 - SHA-512 Benchmark Timespark: 10000000 - 1000 - Broadcast Inner Join Test Timespark: 10000000 - 2000 - Inner Join Test Timespark: 40000000 - 500 - Inner Join Test Timespark: 20000000 - 100 - Group By Test Timespark: 10000000 - 1000 - Inner Join Test Timespark: 20000000 - 100 - Calculate Pi Benchmark Using Dataframespark: 40000000 - 1000 - Repartition Test Timespark: 1000000 - 1000 - Calculate Pi Benchmark Using Dataframespark: 40000000 - 2000 - Repartition Test Timespark: 10000000 - 1000 - Repartition Test Timespark: 10000000 - 500 - Broadcast Inner Join Test Timespark: 20000000 - 1000 - Inner Join Test Timespark: 20000000 - 100 - Inner Join Test Timespark: 1000000 - 1000 - Group By Test Timespark: 1000000 - 1000 - Repartition Test Timespark: 1000000 - 2000 - Group By Test Timespark: 40000000 - 100 - Repartition Test Timespark: 20000000 - 1000 - Repartition Test Timespark: 20000000 - 500 - SHA-512 Benchmark Timespark: 1000000 - 500 - Repartition Test Timespark: 20000000 - 1000 - Calculate Pi Benchmark Using Dataframespark: 10000000 - 500 - Calculate Pi Benchmarkspark: 10000000 - 2000 - Group By Test Timespark: 10000000 - 100 - SHA-512 Benchmark Timespark: 40000000 - 1000 - Calculate Pi Benchmarkspark: 10000000 - 2000 - Broadcast Inner Join Test Timespark: 40000000 - 100 - Group By Test Timespark: 1000000 - 100 - Inner Join Test Timespark: 10000000 - 500 - Inner Join Test Timespark: 1000000 - 100 - Calculate Pi Benchmarkspark: 10000000 - 500 - Repartition Test Timespark: 10000000 - 500 - Group By Test Timespark: 10000000 - 1000 - Calculate Pi Benchmarkspark: 1000000 - 2000 - Calculate Pi Benchmark Using Dataframespark: 10000000 - 500 - Calculate Pi Benchmark Using Dataframespark: 40000000 - 100 - SHA-512 Benchmark Timespark: 10000000 - 1000 - SHA-512 Benchmark Timespark: 20000000 - 1000 - Calculate Pi Benchmarkspark: 1000000 - 1000 - Calculate Pi Benchmarkspark: 20000000 - 500 - Repartition Test Timespark: 1000000 - 100 - Repartition Test Timespark: 40000000 - 2000 - Calculate Pi Benchmark Using Dataframespark: 40000000 - 100 - Calculate Pi Benchmark Using Dataframespark: 20000000 - 1000 - SHA-512 Benchmark Timespark: 20000000 - 2000 - Inner Join Test Timespark: 40000000 - 2000 - SHA-512 Benchmark Timespark: 1000000 - 100 - Broadcast Inner Join Test Timespark: 1000000 - 2000 - Inner Join Test Timespark: 40000000 - 100 - Broadcast Inner Join Test Timespark: 20000000 - 2000 - Calculate Pi Benchmark Using Dataframespark: 10000000 - 500 - SHA-512 Benchmark Timespark: 10000000 - 2000 - SHA-512 Benchmark Timespark: 10000000 - 100 - Group By Test Timespark: 40000000 - 1000 - Calculate Pi Benchmark Using Dataframespark: 20000000 - 100 - Calculate Pi Benchmarkspark: 40000000 - 2000 - Inner Join Test Timespark: 40000000 - 500 - Calculate Pi Benchmark Using Dataframespark: 1000000 - 500 - Calculate Pi Benchmark Using Dataframespark: 40000000 - 500 - Repartition Test Timespark: 20000000 - 100 - SHA-512 Benchmark Timespark: 1000000 - 500 - Inner Join Test Timespark: 10000000 - 100 - Calculate Pi Benchmarkspark: 20000000 - 2000 - SHA-512 Benchmark Timespark: 10000000 - 1000 - Calculate Pi Benchmark Using Dataframespark: 10000000 - 2000 - Calculate Pi Benchmark Using Dataframespark: 20000000 - 500 - Group By Test Timespark: 20000000 - 100 - Repartition Test Timespark: 40000000 - 100 - Calculate Pi Benchmarkspark: 40000000 - 500 - Broadcast Inner Join Test Timespark: 40000000 - 500 - SHA-512 Benchmark Timespark: 20000000 - 2000 - Broadcast Inner Join Test Timespark: 10000000 - 100 - Calculate Pi Benchmark Using Dataframespark: 40000000 - 2000 - Calculate Pi Benchmarkspark: 40000000 - 2000 - Group By Test Timespark: 20000000 - 500 - Calculate Pi Benchmark Using Dataframespark: 1000000 - 100 - Calculate Pi Benchmark Using Dataframespark: 20000000 - 2000 - Repartition Test Timespark: 20000000 - 500 - Calculate Pi Benchmarkspark: 1000000 - 500 - Calculate Pi Benchmarkspark: 20000000 - 2000 - Calculate Pi Benchmarkspark: 10000000 - 2000 - Repartition Test Timespark: 10000000 - 2000 - Calculate Pi Benchmarkspark: 40000000 - 500 - Calculate Pi Benchmarkspark: 40000000 - 1000 - SHA-512 Benchmark Timespark: 20000000 - 1000 - Group By Test Timespark: 1000000 - 2000 - Broadcast Inner Join Test Timespark: 1000000 - 1000 - Broadcast Inner Join Test TimeAB16.894.6916.3332.534.4210.1330.4130.944.8429.185.145.5059.5459.4359.5035.20227.6414.5215.3359.013.092.214.0134.824.5715.2016.7859.1715.2316.1113.1551.4112.9452.0014.3815.2129.8432.315.143.635.9251.4726.0337.253.3612.87228.3210.6321.12228.5315.7939.782.3915.66227.9514.219.81228.6912.9112.9370.9620.86230.60229.8126.253.1612.8612.9337.6330.4771.581.983.9957.0612.8620.4021.169.6712.80229.2759.3912.9212.9451.8538.932.62229.1737.6712.8612.8815.0227.88228.7657.7970.9129.2812.93229.3834.6112.9112.9126.52228.20228.80230.5614.70228.15230.4971.1815.153.702.9115.675.0315.2630.904.239.7229.2929.854.6830.155.305.6757.7657.66047627757.8734.27233.7814.1414.9360.433.022.264.1034.064.6714.9417.0660.1515.4815.8512.9450.5912.7451.2214.1714.9930.2732.775.073.685.8452.1326.3537.703.3213.01225.8910.5220.91226.2815.6440.122.3715.53229.7714.329.74227.1013.0013.0270.4820.72229.06231.3326.083.1812.9412.8637.4330.6371.951.993.9757.3412.9220.4921.079.6312.85228.3859.1612.8712.8951.6538.782.61228.35767480337.5512.8212.9215.0627.95228.2057.6571.0829.2112.90229.8034.5512.8912.8926.56227.86228.61230.3914.69228.30230.6371.2215.153.132.34OpenBenchmarking.org

Apache Spark

This is a benchmark of Apache Spark with its PySpark interface. Apache Spark is an open-source unified analytics engine for large-scale data processing and dealing with big data. This test profile benchmars the Apache Spark in a single-system configuration using spark-submit. The test makes use of DIYBigData's pyspark-benchmark (https://github.com/DIYBigData/pyspark-benchmark/) for generating of test data and various Apache Spark operations. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Inner Join Test TimeAB48121620SE +/- 0.27, N = 316.8915.67

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark TimeAB1.13182.26363.39544.52725.659SE +/- 0.02, N = 34.695.03

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test TimeAB48121620SE +/- 0.32, N = 316.3315.26

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test TimeAB816243240SE +/- 0.33, N = 332.5330.90

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Group By Test TimeAB0.99451.9892.98353.9784.9725SE +/- 0.02, N = 94.424.23

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Group By Test TimeAB3691215SE +/- 0.08, N = 310.139.72

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test TimeAB714212835SE +/- 0.60, N = 330.4129.29

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Inner Join Test TimeAB714212835SE +/- 0.70, N = 330.9429.85

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Group By Test TimeAB1.0892.1783.2674.3565.445SE +/- 0.02, N = 34.844.68

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test TimeAB714212835SE +/- 0.19, N = 329.1830.15

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark TimeAB1.19252.3853.57754.775.9625SE +/- 0.04, N = 85.145.30

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark TimeAB1.27582.55163.82745.10326.379SE +/- 0.07, N = 35.505.67

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Inner Join Test TimeAB1326395265SE +/- 0.35, N = 359.5457.76

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Broadcast Inner Join Test TimeAB1326395265SE +/- 0.27, N = 359.4357.66

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Inner Join Test TimeAB1326395265SE +/- 0.38, N = 359.5057.87

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Group By Test TimeAB816243240SE +/- 0.22, N = 335.2034.27

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi BenchmarkAB50100150200250SE +/- 0.82, N = 3227.64233.78

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Repartition Test TimeAB48121620SE +/- 0.11, N = 314.5214.14

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Group By Test TimeAB48121620SE +/- 0.18, N = 315.3314.93

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test TimeAB1428425670SE +/- 0.32, N = 359.0160.43

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Inner Join Test TimeAB0.69531.39062.08592.78123.4765SE +/- 0.03, N = 83.093.02

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test TimeAB0.50851.0171.52552.0342.5425SE +/- 0.04, N = 32.212.26

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Repartition Test TimeAB0.92251.8452.76753.694.6125SE +/- 0.06, N = 34.014.10

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Group By Test TimeAB816243240SE +/- 0.27, N = 334.8234.06

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark TimeAB1.05082.10163.15244.20325.254SE +/- 0.04, N = 94.574.67

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test TimeAB48121620SE +/- 0.01, N = 315.2014.94

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Inner Join Test TimeAB48121620SE +/- 0.06, N = 316.7817.06

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Inner Join Test TimeAB1326395265SE +/- 0.63, N = 359.1760.15

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Group By Test TimeAB48121620SE +/- 0.04, N = 315.2315.48

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Inner Join Test TimeAB48121620SE +/- 0.04, N = 316.1115.85

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeAB3691215SE +/- 0.14, N = 313.1512.94

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Repartition Test TimeAB1224364860SE +/- 0.52, N = 351.4150.59

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeAB3691215SE +/- 0.04, N = 812.9412.74

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Repartition Test TimeAB1224364860SE +/- 0.58, N = 352.0051.22

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Repartition Test TimeAB48121620SE +/- 0.01, N = 314.3814.17

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test TimeAB48121620SE +/- 0.03, N = 315.2114.99

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Inner Join Test TimeAB714212835SE +/- 0.04, N = 329.8430.27

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Inner Join Test TimeAB816243240SE +/- 0.40, N = 332.3132.77

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Group By Test TimeAB1.15652.3133.46954.6265.7825SE +/- 0.04, N = 85.145.07

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Repartition Test TimeAB0.8281.6562.4843.3124.14SE +/- 0.03, N = 83.633.68

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Group By Test TimeAB1.3322.6643.9965.3286.66SE +/- 0.02, N = 35.925.84

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Repartition Test TimeAB1224364860SE +/- 0.45, N = 351.4752.13

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Repartition Test TimeAB612182430SE +/- 0.17, N = 326.0326.35

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark TimeAB918273645SE +/- 0.15, N = 337.2537.70

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Repartition Test TimeAB0.7561.5122.2683.0243.78SE +/- 0.02, N = 33.363.32

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeAB3691215SE +/- 0.04, N = 312.8713.01

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi BenchmarkAB50100150200250SE +/- 0.77, N = 3228.32225.89

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Group By Test TimeAB3691215SE +/- 0.01, N = 310.6310.52

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark TimeAB510152025SE +/- 0.04, N = 321.1220.91

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi BenchmarkAB50100150200250SE +/- 0.56, N = 3228.53226.28

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test TimeAB48121620SE +/- 0.06, N = 315.7915.64

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Group By Test TimeAB918273645SE +/- 0.40, N = 339.7840.12

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Inner Join Test TimeAB0.53781.07561.61342.15122.689SE +/- 0.01, N = 92.392.37

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Inner Join Test TimeAB48121620SE +/- 0.07, N = 315.6615.53

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi BenchmarkAB50100150200250SE +/- 0.49, N = 9227.95229.77

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Repartition Test TimeAB48121620SE +/- 0.06, N = 314.2114.32

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Group By Test TimeAB3691215SE +/- 0.11, N = 39.819.74

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi BenchmarkAB50100150200250SE +/- 1.20, N = 3228.69227.10

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeAB3691215SE +/- 0.05, N = 312.9113.00

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeAB3691215SE +/- 0.03, N = 312.9313.02

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark TimeAB1632486480SE +/- 0.22, N = 370.9670.48

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark TimeAB510152025SE +/- 0.05, N = 320.8620.72

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi BenchmarkAB50100150200250SE +/- 0.35, N = 3230.60229.06

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi BenchmarkAB50100150200250SE +/- 0.49, N = 8229.81231.33

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Repartition Test TimeAB612182430SE +/- 0.03, N = 326.2526.08

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Repartition Test TimeAB0.71551.4312.14652.8623.5775SE +/- 0.02, N = 93.163.18

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeAB3691215SE +/- 0.03, N = 312.8612.94

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeAB3691215SE +/- 0.04, N = 312.9312.86

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark TimeAB918273645SE +/- 0.20, N = 337.6337.43

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Inner Join Test TimeAB714212835SE +/- 0.12, N = 330.4730.63

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark TimeAB1632486480SE +/- 0.04, N = 371.5871.95

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test TimeAB0.44780.89561.34341.79122.239SE +/- 0.01, N = 91.981.99

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Inner Join Test TimeAB0.89781.79562.69343.59124.489SE +/- 0.10, N = 33.993.97

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Broadcast Inner Join Test TimeAB1326395265SE +/- 0.32, N = 357.0657.34

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeAB3691215SE +/- 0.02, N = 312.8612.92

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark TimeAB510152025SE +/- 0.17, N = 320.4020.49

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark TimeAB510152025SE +/- 0.06, N = 321.1621.07

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Group By Test TimeAB3691215SE +/- 0.06, N = 39.679.63

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeAB3691215SE +/- 0.04, N = 312.8012.85

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi BenchmarkAB50100150200250SE +/- 1.01, N = 3229.27228.38

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Inner Join Test TimeAB1326395265SE +/- 0.59, N = 359.3959.16

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeAB3691215SE +/- 0.02, N = 312.9212.87

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeAB3691215SE +/- 0.02, N = 312.9412.89

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Repartition Test TimeAB1224364860SE +/- 0.31, N = 351.8551.65

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark TimeAB918273645SE +/- 0.09, N = 338.9338.78

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Inner Join Test TimeAB0.58951.1791.76852.3582.9475SE +/- 0.04, N = 32.622.61

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi BenchmarkAB50100150200250SE +/- 0.52, N = 3229.17228.36

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark TimeAB918273645SE +/- 0.13, N = 337.6737.55

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeAB3691215SE +/- 0.02, N = 312.8612.82

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeAB3691215SE +/- 0.01, N = 312.8812.92

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Group By Test TimeAB48121620SE +/- 0.23, N = 315.0215.06

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Repartition Test TimeAB714212835SE +/- 0.17, N = 327.8827.95

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi BenchmarkAB50100150200250SE +/- 0.40, N = 3228.76228.20

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test TimeAB1326395265SE +/- 0.36, N = 357.7957.65

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark TimeAB1632486480SE +/- 0.10, N = 370.9171.08

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Broadcast Inner Join Test TimeAB714212835SE +/- 0.10, N = 329.2829.21

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeAB3691215SE +/- 0.05, N = 312.9312.90

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi BenchmarkAB50100150200250SE +/- 0.86, N = 3229.38229.80

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Group By Test TimeAB816243240SE +/- 0.16, N = 334.6134.55

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeAB3691215SE +/- 0.04, N = 312.9112.89

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeAB3691215SE +/- 0.02, N = 912.9112.89

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Repartition Test TimeAB612182430SE +/- 0.10, N = 326.5226.56

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi BenchmarkAB50100150200250SE +/- 0.38, N = 3228.20227.86

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi BenchmarkAB50100150200250SE +/- 1.78, N = 3228.80228.61

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi BenchmarkAB50100150200250SE +/- 0.64, N = 3230.56230.39

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Repartition Test TimeAB48121620SE +/- 0.10, N = 314.7014.69

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi BenchmarkAB50100150200250SE +/- 0.14, N = 3228.15228.30

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi BenchmarkAB50100150200250SE +/- 0.96, N = 3230.49230.63

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark TimeAB1632486480SE +/- 0.17, N = 371.1871.22

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Group By Test TimeAB48121620SE +/- 0.21, N = 315.1515.15

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test TimeAB0.83251.6652.49753.334.1625SE +/- 0.21, N = 33.703.13

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test TimeAB0.65481.30961.96442.61923.274SE +/- 0.14, N = 82.912.34

112 Results Shown

Apache Spark:
  10000000 - 100 - Inner Join Test Time
  1000000 - 500 - SHA-512 Benchmark Time
  10000000 - 100 - Broadcast Inner Join Test Time
  20000000 - 100 - Broadcast Inner Join Test Time
  1000000 - 100 - Group By Test Time
  10000000 - 1000 - Group By Test Time
  20000000 - 500 - Broadcast Inner Join Test Time
  20000000 - 500 - Inner Join Test Time
  1000000 - 500 - Group By Test Time
  20000000 - 1000 - Broadcast Inner Join Test Time
  1000000 - 1000 - SHA-512 Benchmark Time
  1000000 - 2000 - SHA-512 Benchmark Time
  40000000 - 1000 - Inner Join Test Time
  40000000 - 1000 - Broadcast Inner Join Test Time
  40000000 - 100 - Inner Join Test Time
  40000000 - 500 - Group By Test Time
  1000000 - 2000 - Calculate Pi Benchmark
  10000000 - 100 - Repartition Test Time
  20000000 - 2000 - Group By Test Time
  40000000 - 2000 - Broadcast Inner Join Test Time
  1000000 - 1000 - Inner Join Test Time
  1000000 - 500 - Broadcast Inner Join Test Time
  1000000 - 2000 - Repartition Test Time
  40000000 - 1000 - Group By Test Time
  1000000 - 100 - SHA-512 Benchmark Time
  10000000 - 1000 - Broadcast Inner Join Test Time
  10000000 - 2000 - Inner Join Test Time
  40000000 - 500 - Inner Join Test Time
  20000000 - 100 - Group By Test Time
  10000000 - 1000 - Inner Join Test Time
  20000000 - 100 - Calculate Pi Benchmark Using Dataframe
  40000000 - 1000 - Repartition Test Time
  1000000 - 1000 - Calculate Pi Benchmark Using Dataframe
  40000000 - 2000 - Repartition Test Time
  10000000 - 1000 - Repartition Test Time
  10000000 - 500 - Broadcast Inner Join Test Time
  20000000 - 1000 - Inner Join Test Time
  20000000 - 100 - Inner Join Test Time
  1000000 - 1000 - Group By Test Time
  1000000 - 1000 - Repartition Test Time
  1000000 - 2000 - Group By Test Time
  40000000 - 100 - Repartition Test Time
  20000000 - 1000 - Repartition Test Time
  20000000 - 500 - SHA-512 Benchmark Time
  1000000 - 500 - Repartition Test Time
  20000000 - 1000 - Calculate Pi Benchmark Using Dataframe
  10000000 - 500 - Calculate Pi Benchmark
  10000000 - 2000 - Group By Test Time
  10000000 - 100 - SHA-512 Benchmark Time
  40000000 - 1000 - Calculate Pi Benchmark
  10000000 - 2000 - Broadcast Inner Join Test Time
  40000000 - 100 - Group By Test Time
  1000000 - 100 - Inner Join Test Time
  10000000 - 500 - Inner Join Test Time
  1000000 - 100 - Calculate Pi Benchmark
  10000000 - 500 - Repartition Test Time
  10000000 - 500 - Group By Test Time
  10000000 - 1000 - Calculate Pi Benchmark
  1000000 - 2000 - Calculate Pi Benchmark Using Dataframe
  10000000 - 500 - Calculate Pi Benchmark Using Dataframe
  40000000 - 100 - SHA-512 Benchmark Time
  10000000 - 1000 - SHA-512 Benchmark Time
  20000000 - 1000 - Calculate Pi Benchmark
  1000000 - 1000 - Calculate Pi Benchmark
  20000000 - 500 - Repartition Test Time
  1000000 - 100 - Repartition Test Time
  40000000 - 2000 - Calculate Pi Benchmark Using Dataframe
  40000000 - 100 - Calculate Pi Benchmark Using Dataframe
  20000000 - 1000 - SHA-512 Benchmark Time
  20000000 - 2000 - Inner Join Test Time
  40000000 - 2000 - SHA-512 Benchmark Time
  1000000 - 100 - Broadcast Inner Join Test Time
  1000000 - 2000 - Inner Join Test Time
  40000000 - 100 - Broadcast Inner Join Test Time
  20000000 - 2000 - Calculate Pi Benchmark Using Dataframe
  10000000 - 500 - SHA-512 Benchmark Time
  10000000 - 2000 - SHA-512 Benchmark Time
  10000000 - 100 - Group By Test Time
  40000000 - 1000 - Calculate Pi Benchmark Using Dataframe
  20000000 - 100 - Calculate Pi Benchmark
  40000000 - 2000 - Inner Join Test Time
  40000000 - 500 - Calculate Pi Benchmark Using Dataframe
  1000000 - 500 - Calculate Pi Benchmark Using Dataframe
  40000000 - 500 - Repartition Test Time
  20000000 - 100 - SHA-512 Benchmark Time
  1000000 - 500 - Inner Join Test Time
  10000000 - 100 - Calculate Pi Benchmark
  20000000 - 2000 - SHA-512 Benchmark Time
  10000000 - 1000 - Calculate Pi Benchmark Using Dataframe
  10000000 - 2000 - Calculate Pi Benchmark Using Dataframe
  20000000 - 500 - Group By Test Time
  20000000 - 100 - Repartition Test Time
  40000000 - 100 - Calculate Pi Benchmark
  40000000 - 500 - Broadcast Inner Join Test Time
  40000000 - 500 - SHA-512 Benchmark Time
  20000000 - 2000 - Broadcast Inner Join Test Time
  10000000 - 100 - Calculate Pi Benchmark Using Dataframe
  40000000 - 2000 - Calculate Pi Benchmark
  40000000 - 2000 - Group By Test Time
  20000000 - 500 - Calculate Pi Benchmark Using Dataframe
  1000000 - 100 - Calculate Pi Benchmark Using Dataframe
  20000000 - 2000 - Repartition Test Time
  20000000 - 500 - Calculate Pi Benchmark
  1000000 - 500 - Calculate Pi Benchmark
  20000000 - 2000 - Calculate Pi Benchmark
  10000000 - 2000 - Repartition Test Time
  10000000 - 2000 - Calculate Pi Benchmark
  40000000 - 500 - Calculate Pi Benchmark
  40000000 - 1000 - SHA-512 Benchmark Time
  20000000 - 1000 - Group By Test Time
  1000000 - 2000 - Broadcast Inner Join Test Time
  1000000 - 1000 - Broadcast Inner Join Test Time

A

Kernel Notes: Transparent Huge Pages: madvise
Processor Notes: Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa50000c
Java Notes: OpenJDK Runtime Environment (build 11.0.15+10-Ubuntu-0ubuntu0.22.04.1)
Python Notes: Python 3.10.4
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Retpolines IBPB: conditional IBRS_FW STIBP: always-on RSB filling + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 4 August 2022 09:35 by user phoronix.

B

Processor: AMD Ryzen 7 PRO 5850U @ 1.90GHz (8 Cores / 16 Threads), Motherboard: HP 8A78 (F.04 BIOS), Chipset: AMD Renoir/Cezanne, Memory: 16GB, Disk: 1024GB SK hynix PC711 HFS001TDE9X073N, Graphics: AMD Cezanne 512MB (2000/400MHz), Audio: AMD Renoir Radeon HD Audio, Network: Realtek RTL8822CE 802.11ac PCIe

OS: Ubuntu 22.04, Kernel: 5.19.0-051900rc7-generic (x86_64), Desktop: GNOME Shell 42.2, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 22.0.1 (LLVM 13.0.1 DRM 3.47), Vulkan: 1.2.204, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 1920x1080

Kernel Notes: Transparent Huge Pages: madvise
Processor Notes: Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa50000c
Java Notes: OpenJDK Runtime Environment (build 11.0.15+10-Ubuntu-0ubuntu0.22.04.1)
Python Notes: Python 3.10.4
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Retpolines IBPB: conditional IBRS_FW STIBP: always-on RSB filling + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 4 August 2022 16:07 by user phoronix.