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.
To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark spark.
OpenBenchmarking.org metrics for this test profile configuration based on 434 public results since 4 August 2022 with the latest data as of 14 April 2024.
Below is an overview of the generalized performance for components where there is sufficient statistically significant data based upon user-uploaded results. It is important to keep in mind particularly in the Linux/open-source space there can be vastly different OS configurations, with this overview intended to offer just general guidance as to the performance expectations.
Based on OpenBenchmarking.org data, the selected test / test configuration (Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark) has an average run-time of 16 minutes. By default this test profile is set to run at least 3 times but may increase if the standard deviation exceeds pre-defined defaults or other calculations deem additional runs necessary for greater statistical accuracy of the result.
Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.1%.
Yes, based on the automated analysis of the collected public benchmark data, this test / test settings does generally scale well with increasing CPU core counts. Data based on publicly available results for this test / test settings, separated by vendor, result divided by the reference CPU clock speed, grouped by matching physical CPU core count, and normalized against the smallest core count tested from each vendor for each CPU having a sufficient number of test samples and statistically significant data.
This benchmark has been successfully tested on the below mentioned architectures. The CPU architectures listed is where successful OpenBenchmarking.org result uploads occurred, namely for helping to determine if a given test is compatible with various alternative CPU architectures.
3 Systems - 797 Benchmark Results |
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1 System - 23 Benchmark Results
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AMD Ryzen 7 7800X3D 8-Core - ASRock X670E PG Lightning - AMD Device 14d8 Arch rolling - 6.9.7-273-tkg-eevdf - Cinnamon 6.2.2
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Featured Processor Comparison
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1 System - 489 Benchmark Results
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rk1-mainline-nvme - Turing Machines RK1 - 32GB Ubuntu 22.04 - 6.7.0 - 1.3.255
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3 Systems - 489 Benchmark Results
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ARMv8 Cortex-A76 - Turing Machines RK1 - 32GB Ubuntu 22.04 - 6.7.0 - 1.3.255
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1 System - 205 Benchmark Results
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rk1-mainline-emmc - Turing Machines RK1 - 32GB Ubuntu 22.04 - 6.7.0 - 1.3.255
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1 System - 627 Benchmark Results
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1 System - 627 Benchmark Results
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1 System - 211 Benchmark Results
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ARMv8 Neoverse-V2 - Amazon EC2 r8g.4xlarge - Amazon Device 0200 Amazon Linux 2023.4.20240401 - 6.1.82-99.168.amzn2023.aarch64 - GCC 11.4.1 20230605
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1 System - 208 Benchmark Results
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ARMv8 Neoverse-V2 - Amazon EC2 r8g.4xlarge - Amazon Device 0200 Amazon Linux 2023.4.20240401 - 6.1.82-99.168.amzn2023.aarch64 - GCC 11.4.1 20230605
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1 System - 214 Benchmark Results
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ARMv8 Neoverse-N1 - Amazon EC2 r6g.4xlarge - Amazon Device 0200 Amazon Linux 2023.4.20240401 - 6.1.82-99.168.amzn2023.aarch64 - GCC 11.4.1 20230605
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1 System - 211 Benchmark Results
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ARMv8 Neoverse-N1 - Amazon EC2 r6g.4xlarge - Amazon Device 0200 Amazon Linux 2023.4.20240401 - 6.1.82-99.168.amzn2023.aarch64 - GCC 11.4.1 20230605
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1 System - 208 Benchmark Results
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ARMv8 Neoverse-N1 - Amazon EC2 r6g.4xlarge - Amazon Device 0200 Amazon Linux 2023.4.20240401 - 6.1.82-99.168.amzn2023.aarch64 - GCC 11.4.1 20230605
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1 System - 225 Benchmark Results
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Intel Xeon Platinum 8259CL - Amazon EC2 r5.4xlarge - Intel 440FX 82441FX PMC Amazon Linux 2023.4.20240401 - 6.1.82-99.168.amzn2023.x86_64 - GCC 11.4.1 20230605
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1 System - 222 Benchmark Results
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Intel Xeon Platinum 8259CL - Amazon EC2 r5.4xlarge - Intel 440FX 82441FX PMC Amazon Linux 2023.4.20240401 - 6.1.82-99.168.amzn2023.x86_64 - GCC 11.4.1 20230605 |
2 Systems - 384 Benchmark Results |
Intel Core i9-13900K - ASUS PRIME Z790-P WIFI - Intel Device 7a27 Clear Linux OS 37600 - 6.0.7-1207.native - GNOME Shell 43.0 |
Featured Graphics Comparison |
AMD Ryzen 5 7600X 6-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8 Ubuntu 22.04 - 6.0.0-060000rc7daily20221001-generic - GNOME Shell 42.4 |
3 Systems - 311 Benchmark Results |
Intel Core i5-12600K - ASUS PRIME Z690-P WIFI D4 - Intel Device 7aa7 Ubuntu 22.04 - 5.19.0-051900rc6daily20220716-generic - GNOME Shell 42.1 |
4 Systems - 134 Benchmark Results |
AMD Ryzen 9 5950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 22.04 - 5.15.0-40-generic - GNOME Shell 42.2 |
2 Systems - 218 Benchmark Results |
Intel Core i7-1280P - MSI MS-14C6 - Intel Alder Lake PCH Arch Linux - 5.18.16-arch1-1 - KDE Plasma 5.25.4 |
2 Systems - 361 Benchmark Results |
AMD Ryzen Threadripper 3960X 24-Core - MSI Creator TRX40 - AMD Starship Ubuntu 22.04 - 5.19.0-051900rc7-generic - GNOME Shell 42.2 |
2 Systems - 219 Benchmark Results |
Apple M1 - Apple Mac mini - 8GB Arch Linux ARM - 5.19.0-rc7-asahi-2-1-ARCH - KDE Plasma 5.25.4 |
2 Systems - 156 Benchmark Results |
2 x AMD EPYC 75F3 32-Core - ASRockRack ROME2D16-2T - AMD Starship Ubuntu 21.10 - 5.19.0-rc2-phx-mglru-v12 - GNOME Shell 40.5 |
2 Systems - 328 Benchmark Results |
AMD Ryzen 9 3900XT 12-Core - MSI MEG X570 GODLIKE - AMD Starship Ubuntu 22.04 - 5.15.0-53-generic - GNOME Shell 42.2 |
3 Systems - 237 Benchmark Results |
AMD Ryzen 7 4800U - ASRock 4X4-4000 - AMD Renoir Ubuntu 22.04 - 5.19.0-rc6-phx-retbleed - GNOME Shell 42.2 |
3 Systems - 149 Benchmark Results |
AMD Ryzen 9 7950X 16-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8 Ubuntu 22.10 - 6.0.0-060000-generic - GNOME Shell 43.1 |
2 Systems - 146 Benchmark Results |
2 x Intel Xeon Gold 5220R - TYAN S7106 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.04 - 6.1.0-phx - GNOME Shell 3.36.9 |
2 Systems - 130 Benchmark Results |
Intel Xeon Silver 4216 - TYAN S7100AG2NR - Intel Sky Lake-E DMI3 Registers Debian 11 - 5.10.0-10-amd64 - X Server |
3 Systems - 190 Benchmark Results |
AMD Ryzen 7 PRO 6850U - LENOVO 21CM0001US - AMD Device 14b5 Arch rolling - 5.18.16-arch1-1 - KDE Plasma 5.25.4 |
Featured Processor Comparison |
AMD Ryzen 5 5500 - ASUS ROG CROSSHAIR VIII HERO - AMD Renoir Ubuntu 22.04 - 5.19.0-46-generic - GNOME Shell 42.5 |