5850u spark Tests for a future article. 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.
HTML result view exported from: https://openbenchmarking.org/result/2208049-NE-5850USPAR56&grs&sro .
5850u spark Processor Motherboard Chipset Memory Disk Graphics Audio Network OS Kernel Desktop Display Server OpenGL Vulkan Compiler File-System Screen Resolution A B AMD Ryzen 7 PRO 5850U @ 1.90GHz (8 Cores / 16 Threads) HP 8A78 (F.04 BIOS) AMD Renoir/Cezanne 16GB 1024GB SK hynix PC711 HFS001TDE9X073N AMD Cezanne 512MB (2000/400MHz) AMD Renoir Radeon HD Audio Realtek RTL8822CE 802.11ac PCIe Ubuntu 22.04 5.19.0-051900rc7-generic (x86_64) GNOME Shell 42.2 X Server + Wayland 4.6 Mesa 22.0.1 (LLVM 13.0.1 DRM 3.47) 1.2.204 GCC 11.2.0 ext4 1920x1080 OpenBenchmarking.org Kernel Details - Transparent Huge Pages: madvise Processor Details - Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa50000c Java Details - OpenJDK Runtime Environment (build 11.0.15+10-Ubuntu-0ubuntu0.22.04.1) Python Details - Python 3.10.4 Security Details - 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
5850u spark spark: 10000000 - 100 - Inner Join Test Time spark: 1000000 - 500 - SHA-512 Benchmark Time spark: 10000000 - 100 - Broadcast Inner Join Test Time spark: 20000000 - 100 - Broadcast Inner Join Test Time spark: 1000000 - 100 - Group By Test Time spark: 10000000 - 1000 - Group By Test Time spark: 20000000 - 500 - Broadcast Inner Join Test Time spark: 20000000 - 500 - Inner Join Test Time spark: 1000000 - 500 - Group By Test Time spark: 20000000 - 1000 - Broadcast Inner Join Test Time spark: 1000000 - 1000 - SHA-512 Benchmark Time spark: 1000000 - 2000 - SHA-512 Benchmark Time spark: 40000000 - 1000 - Inner Join Test Time spark: 40000000 - 1000 - Broadcast Inner Join Test Time spark: 40000000 - 100 - Inner Join Test Time spark: 40000000 - 500 - Group By Test Time spark: 1000000 - 2000 - Calculate Pi Benchmark spark: 10000000 - 100 - Repartition Test Time spark: 20000000 - 2000 - Group By Test Time spark: 40000000 - 2000 - Broadcast Inner Join Test Time spark: 1000000 - 1000 - Inner Join Test Time spark: 1000000 - 500 - Broadcast Inner Join Test Time spark: 1000000 - 2000 - Repartition Test Time spark: 40000000 - 1000 - Group By Test Time spark: 1000000 - 100 - SHA-512 Benchmark Time spark: 10000000 - 1000 - Broadcast Inner Join Test Time spark: 10000000 - 2000 - Inner Join Test Time spark: 40000000 - 500 - Inner Join Test Time spark: 20000000 - 100 - Group By Test Time spark: 10000000 - 1000 - Inner Join Test Time spark: 20000000 - 100 - Calculate Pi Benchmark Using Dataframe spark: 40000000 - 1000 - Repartition Test Time spark: 1000000 - 1000 - Calculate Pi Benchmark Using Dataframe spark: 40000000 - 2000 - Repartition Test Time spark: 10000000 - 1000 - Repartition Test Time spark: 10000000 - 500 - Broadcast Inner Join Test Time spark: 20000000 - 1000 - Inner Join Test Time spark: 20000000 - 100 - Inner Join Test Time spark: 1000000 - 1000 - Group By Test Time spark: 1000000 - 1000 - Repartition Test Time spark: 1000000 - 2000 - Group By Test Time spark: 40000000 - 100 - Repartition Test Time spark: 20000000 - 1000 - Repartition Test Time spark: 20000000 - 500 - SHA-512 Benchmark Time spark: 1000000 - 500 - Repartition Test Time spark: 20000000 - 1000 - Calculate Pi Benchmark Using Dataframe spark: 10000000 - 500 - Calculate Pi Benchmark spark: 10000000 - 2000 - Group By Test Time spark: 10000000 - 100 - SHA-512 Benchmark Time spark: 40000000 - 1000 - Calculate Pi Benchmark spark: 10000000 - 2000 - Broadcast Inner Join Test Time spark: 40000000 - 100 - Group By Test Time spark: 1000000 - 100 - Inner Join Test Time spark: 10000000 - 500 - Inner Join Test Time spark: 1000000 - 100 - Calculate Pi Benchmark spark: 10000000 - 500 - Repartition Test Time spark: 10000000 - 500 - Group By Test Time spark: 10000000 - 1000 - Calculate Pi Benchmark spark: 1000000 - 2000 - Calculate Pi Benchmark Using Dataframe spark: 10000000 - 500 - Calculate Pi Benchmark Using Dataframe spark: 40000000 - 100 - SHA-512 Benchmark Time spark: 10000000 - 1000 - SHA-512 Benchmark Time spark: 20000000 - 1000 - Calculate Pi Benchmark spark: 1000000 - 1000 - Calculate Pi Benchmark spark: 20000000 - 500 - Repartition Test Time spark: 1000000 - 100 - Repartition Test Time spark: 40000000 - 2000 - Calculate Pi Benchmark Using Dataframe spark: 40000000 - 100 - Calculate Pi Benchmark Using Dataframe spark: 20000000 - 1000 - SHA-512 Benchmark Time spark: 20000000 - 2000 - Inner Join Test Time spark: 40000000 - 2000 - SHA-512 Benchmark Time spark: 1000000 - 100 - Broadcast Inner Join Test Time spark: 1000000 - 2000 - Inner Join Test Time spark: 40000000 - 100 - Broadcast Inner Join Test Time spark: 20000000 - 2000 - Calculate Pi Benchmark Using Dataframe spark: 10000000 - 500 - SHA-512 Benchmark Time spark: 10000000 - 2000 - SHA-512 Benchmark Time spark: 10000000 - 100 - Group By Test Time spark: 40000000 - 1000 - Calculate Pi Benchmark Using Dataframe spark: 20000000 - 100 - Calculate Pi Benchmark spark: 40000000 - 2000 - Inner Join Test Time spark: 40000000 - 500 - Calculate Pi Benchmark Using Dataframe spark: 1000000 - 500 - Calculate Pi Benchmark Using Dataframe spark: 40000000 - 500 - Repartition Test Time spark: 20000000 - 100 - SHA-512 Benchmark Time spark: 1000000 - 500 - Inner Join Test Time spark: 10000000 - 100 - Calculate Pi Benchmark spark: 20000000 - 2000 - SHA-512 Benchmark Time spark: 10000000 - 1000 - Calculate Pi Benchmark Using Dataframe spark: 10000000 - 2000 - Calculate Pi Benchmark Using Dataframe spark: 20000000 - 500 - Group By Test Time spark: 20000000 - 100 - Repartition Test Time spark: 40000000 - 100 - Calculate Pi Benchmark spark: 40000000 - 500 - Broadcast Inner Join Test Time spark: 40000000 - 500 - SHA-512 Benchmark Time spark: 20000000 - 2000 - Broadcast Inner Join Test Time spark: 10000000 - 100 - Calculate Pi Benchmark Using Dataframe spark: 40000000 - 2000 - Calculate Pi Benchmark spark: 40000000 - 2000 - Group By Test Time spark: 20000000 - 500 - Calculate Pi Benchmark Using Dataframe spark: 1000000 - 100 - Calculate Pi Benchmark Using Dataframe spark: 20000000 - 2000 - Repartition Test Time spark: 20000000 - 500 - Calculate Pi Benchmark spark: 1000000 - 500 - Calculate Pi Benchmark spark: 20000000 - 2000 - Calculate Pi Benchmark spark: 10000000 - 2000 - Repartition Test Time spark: 10000000 - 2000 - Calculate Pi Benchmark spark: 40000000 - 500 - Calculate Pi Benchmark spark: 40000000 - 1000 - SHA-512 Benchmark Time spark: 20000000 - 1000 - Group By Test Time spark: 1000000 - 2000 - Broadcast Inner Join Test Time spark: 1000000 - 1000 - Broadcast Inner Join Test Time A B 16.89 4.69 16.33 32.53 4.42 10.13 30.41 30.94 4.84 29.18 5.14 5.50 59.54 59.43 59.50 35.20 227.64 14.52 15.33 59.01 3.09 2.21 4.01 34.82 4.57 15.20 16.78 59.17 15.23 16.11 13.15 51.41 12.94 52.00 14.38 15.21 29.84 32.31 5.14 3.63 5.92 51.47 26.03 37.25 3.36 12.87 228.32 10.63 21.12 228.53 15.79 39.78 2.39 15.66 227.95 14.21 9.81 228.69 12.91 12.93 70.96 20.86 230.60 229.81 26.25 3.16 12.86 12.93 37.63 30.47 71.58 1.98 3.99 57.06 12.86 20.40 21.16 9.67 12.80 229.27 59.39 12.92 12.94 51.85 38.93 2.62 229.17 37.67 12.86 12.88 15.02 27.88 228.76 57.79 70.91 29.28 12.93 229.38 34.61 12.91 12.91 26.52 228.20 228.80 230.56 14.70 228.15 230.49 71.18 15.15 3.70 2.91 15.67 5.03 15.26 30.90 4.23 9.72 29.29 29.85 4.68 30.15 5.30 5.67 57.76 57.660476277 57.87 34.27 233.78 14.14 14.93 60.43 3.02 2.26 4.10 34.06 4.67 14.94 17.06 60.15 15.48 15.85 12.94 50.59 12.74 51.22 14.17 14.99 30.27 32.77 5.07 3.68 5.84 52.13 26.35 37.70 3.32 13.01 225.89 10.52 20.91 226.28 15.64 40.12 2.37 15.53 229.77 14.32 9.74 227.10 13.00 13.02 70.48 20.72 229.06 231.33 26.08 3.18 12.94 12.86 37.43 30.63 71.95 1.99 3.97 57.34 12.92 20.49 21.07 9.63 12.85 228.38 59.16 12.87 12.89 51.65 38.78 2.61 228.357674803 37.55 12.82 12.92 15.06 27.95 228.20 57.65 71.08 29.21 12.90 229.80 34.55 12.89 12.89 26.56 227.86 228.61 230.39 14.69 228.30 230.63 71.22 15.15 3.13 2.34 OpenBenchmarking.org
Apache Spark Row Count: 10000000 - Partitions: 100 - Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Inner Join Test Time A B 4 8 12 16 20 SE +/- 0.27, N = 3 16.89 15.67
Apache Spark Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark Time A B 1.1318 2.2636 3.3954 4.5272 5.659 SE +/- 0.02, N = 3 4.69 5.03
Apache Spark Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test Time A B 4 8 12 16 20 SE +/- 0.32, N = 3 16.33 15.26
Apache Spark Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test Time A B 8 16 24 32 40 SE +/- 0.33, N = 3 32.53 30.90
Apache Spark Row Count: 1000000 - Partitions: 100 - Group By Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Group By Test Time A B 0.9945 1.989 2.9835 3.978 4.9725 SE +/- 0.02, N = 9 4.42 4.23
Apache Spark Row Count: 10000000 - Partitions: 1000 - Group By Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Group By Test Time A B 3 6 9 12 15 SE +/- 0.08, N = 3 10.13 9.72
Apache Spark Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test Time A B 7 14 21 28 35 SE +/- 0.60, N = 3 30.41 29.29
Apache Spark Row Count: 20000000 - Partitions: 500 - Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Inner Join Test Time A B 7 14 21 28 35 SE +/- 0.70, N = 3 30.94 29.85
Apache Spark Row Count: 1000000 - Partitions: 500 - Group By Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Group By Test Time A B 1.089 2.178 3.267 4.356 5.445 SE +/- 0.02, N = 3 4.84 4.68
Apache Spark Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test Time A B 7 14 21 28 35 SE +/- 0.19, N = 3 29.18 30.15
Apache Spark Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark Time A B 1.1925 2.385 3.5775 4.77 5.9625 SE +/- 0.04, N = 8 5.14 5.30
Apache Spark Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark Time A B 1.2758 2.5516 3.8274 5.1032 6.379 SE +/- 0.07, N = 3 5.50 5.67
Apache Spark Row Count: 40000000 - Partitions: 1000 - Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Inner Join Test Time A B 13 26 39 52 65 SE +/- 0.35, N = 3 59.54 57.76
Apache Spark Row Count: 40000000 - Partitions: 1000 - Broadcast Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Broadcast Inner Join Test Time A B 13 26 39 52 65 SE +/- 0.27, N = 3 59.43 57.66
Apache Spark Row Count: 40000000 - Partitions: 100 - Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Inner Join Test Time A B 13 26 39 52 65 SE +/- 0.38, N = 3 59.50 57.87
Apache Spark Row Count: 40000000 - Partitions: 500 - Group By Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Group By Test Time A B 8 16 24 32 40 SE +/- 0.22, N = 3 35.20 34.27
Apache Spark Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark A B 50 100 150 200 250 SE +/- 0.82, N = 3 227.64 233.78
Apache Spark Row Count: 10000000 - Partitions: 100 - Repartition Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Repartition Test Time A B 4 8 12 16 20 SE +/- 0.11, N = 3 14.52 14.14
Apache Spark Row Count: 20000000 - Partitions: 2000 - Group By Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Group By Test Time A B 4 8 12 16 20 SE +/- 0.18, N = 3 15.33 14.93
Apache Spark Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test Time A B 14 28 42 56 70 SE +/- 0.32, N = 3 59.01 60.43
Apache Spark Row Count: 1000000 - Partitions: 1000 - Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Inner Join Test Time A B 0.6953 1.3906 2.0859 2.7812 3.4765 SE +/- 0.03, N = 8 3.09 3.02
Apache Spark Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test Time A B 0.5085 1.017 1.5255 2.034 2.5425 SE +/- 0.04, N = 3 2.21 2.26
Apache Spark Row Count: 1000000 - Partitions: 2000 - Repartition Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Repartition Test Time A B 0.9225 1.845 2.7675 3.69 4.6125 SE +/- 0.06, N = 3 4.01 4.10
Apache Spark Row Count: 40000000 - Partitions: 1000 - Group By Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Group By Test Time A B 8 16 24 32 40 SE +/- 0.27, N = 3 34.82 34.06
Apache Spark Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark Time A B 1.0508 2.1016 3.1524 4.2032 5.254 SE +/- 0.04, N = 9 4.57 4.67
Apache Spark Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test Time A B 4 8 12 16 20 SE +/- 0.01, N = 3 15.20 14.94
Apache Spark Row Count: 10000000 - Partitions: 2000 - Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Inner Join Test Time A B 4 8 12 16 20 SE +/- 0.06, N = 3 16.78 17.06
Apache Spark Row Count: 40000000 - Partitions: 500 - Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Inner Join Test Time A B 13 26 39 52 65 SE +/- 0.63, N = 3 59.17 60.15
Apache Spark Row Count: 20000000 - Partitions: 100 - Group By Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Group By Test Time A B 4 8 12 16 20 SE +/- 0.04, N = 3 15.23 15.48
Apache Spark Row Count: 10000000 - Partitions: 1000 - Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Inner Join Test Time A B 4 8 12 16 20 SE +/- 0.04, N = 3 16.11 15.85
Apache Spark Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe A B 3 6 9 12 15 SE +/- 0.14, N = 3 13.15 12.94
Apache Spark Row Count: 40000000 - Partitions: 1000 - Repartition Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Repartition Test Time A B 12 24 36 48 60 SE +/- 0.52, N = 3 51.41 50.59
Apache Spark Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe A B 3 6 9 12 15 SE +/- 0.04, N = 8 12.94 12.74
Apache Spark Row Count: 40000000 - Partitions: 2000 - Repartition Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Repartition Test Time A B 12 24 36 48 60 SE +/- 0.58, N = 3 52.00 51.22
Apache Spark Row Count: 10000000 - Partitions: 1000 - Repartition Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Repartition Test Time A B 4 8 12 16 20 SE +/- 0.01, N = 3 14.38 14.17
Apache Spark Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test Time A B 4 8 12 16 20 SE +/- 0.03, N = 3 15.21 14.99
Apache Spark Row Count: 20000000 - Partitions: 1000 - Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Inner Join Test Time A B 7 14 21 28 35 SE +/- 0.04, N = 3 29.84 30.27
Apache Spark Row Count: 20000000 - Partitions: 100 - Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Inner Join Test Time A B 8 16 24 32 40 SE +/- 0.40, N = 3 32.31 32.77
Apache Spark Row Count: 1000000 - Partitions: 1000 - Group By Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Group By Test Time A B 1.1565 2.313 3.4695 4.626 5.7825 SE +/- 0.04, N = 8 5.14 5.07
Apache Spark Row Count: 1000000 - Partitions: 1000 - Repartition Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Repartition Test Time A B 0.828 1.656 2.484 3.312 4.14 SE +/- 0.03, N = 8 3.63 3.68
Apache Spark Row Count: 1000000 - Partitions: 2000 - Group By Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Group By Test Time A B 1.332 2.664 3.996 5.328 6.66 SE +/- 0.02, N = 3 5.92 5.84
Apache Spark Row Count: 40000000 - Partitions: 100 - Repartition Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Repartition Test Time A B 12 24 36 48 60 SE +/- 0.45, N = 3 51.47 52.13
Apache Spark Row Count: 20000000 - Partitions: 1000 - Repartition Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Repartition Test Time A B 6 12 18 24 30 SE +/- 0.17, N = 3 26.03 26.35
Apache Spark Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark Time A B 9 18 27 36 45 SE +/- 0.15, N = 3 37.25 37.70
Apache Spark Row Count: 1000000 - Partitions: 500 - Repartition Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Repartition Test Time A B 0.756 1.512 2.268 3.024 3.78 SE +/- 0.02, N = 3 3.36 3.32
Apache Spark Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe A B 3 6 9 12 15 SE +/- 0.04, N = 3 12.87 13.01
Apache Spark Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark A B 50 100 150 200 250 SE +/- 0.77, N = 3 228.32 225.89
Apache Spark Row Count: 10000000 - Partitions: 2000 - Group By Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Group By Test Time A B 3 6 9 12 15 SE +/- 0.01, N = 3 10.63 10.52
Apache Spark Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark Time A B 5 10 15 20 25 SE +/- 0.04, N = 3 21.12 20.91
Apache Spark Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark A B 50 100 150 200 250 SE +/- 0.56, N = 3 228.53 226.28
Apache Spark Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test Time A B 4 8 12 16 20 SE +/- 0.06, N = 3 15.79 15.64
Apache Spark Row Count: 40000000 - Partitions: 100 - Group By Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Group By Test Time A B 9 18 27 36 45 SE +/- 0.40, N = 3 39.78 40.12
Apache Spark Row Count: 1000000 - Partitions: 100 - Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Inner Join Test Time A B 0.5378 1.0756 1.6134 2.1512 2.689 SE +/- 0.01, N = 9 2.39 2.37
Apache Spark Row Count: 10000000 - Partitions: 500 - Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Inner Join Test Time A B 4 8 12 16 20 SE +/- 0.07, N = 3 15.66 15.53
Apache Spark Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark A B 50 100 150 200 250 SE +/- 0.49, N = 9 227.95 229.77
Apache Spark Row Count: 10000000 - Partitions: 500 - Repartition Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Repartition Test Time A B 4 8 12 16 20 SE +/- 0.06, N = 3 14.21 14.32
Apache Spark Row Count: 10000000 - Partitions: 500 - Group By Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Group By Test Time A B 3 6 9 12 15 SE +/- 0.11, N = 3 9.81 9.74
Apache Spark Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark A B 50 100 150 200 250 SE +/- 1.20, N = 3 228.69 227.10
Apache Spark Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe A B 3 6 9 12 15 SE +/- 0.05, N = 3 12.91 13.00
Apache Spark Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe A B 3 6 9 12 15 SE +/- 0.03, N = 3 12.93 13.02
Apache Spark Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark Time A B 16 32 48 64 80 SE +/- 0.22, N = 3 70.96 70.48
Apache Spark Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark Time A B 5 10 15 20 25 SE +/- 0.05, N = 3 20.86 20.72
Apache Spark Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark A B 50 100 150 200 250 SE +/- 0.35, N = 3 230.60 229.06
Apache Spark Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark A B 50 100 150 200 250 SE +/- 0.49, N = 8 229.81 231.33
Apache Spark Row Count: 20000000 - Partitions: 500 - Repartition Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Repartition Test Time A B 6 12 18 24 30 SE +/- 0.03, N = 3 26.25 26.08
Apache Spark Row Count: 1000000 - Partitions: 100 - Repartition Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Repartition Test Time A B 0.7155 1.431 2.1465 2.862 3.5775 SE +/- 0.02, N = 9 3.16 3.18
Apache Spark Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe A B 3 6 9 12 15 SE +/- 0.03, N = 3 12.86 12.94
Apache Spark Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe A B 3 6 9 12 15 SE +/- 0.04, N = 3 12.93 12.86
Apache Spark Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark Time A B 9 18 27 36 45 SE +/- 0.20, N = 3 37.63 37.43
Apache Spark Row Count: 20000000 - Partitions: 2000 - Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Inner Join Test Time A B 7 14 21 28 35 SE +/- 0.12, N = 3 30.47 30.63
Apache Spark Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark Time A B 16 32 48 64 80 SE +/- 0.04, N = 3 71.58 71.95
Apache Spark Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test Time A B 0.4478 0.8956 1.3434 1.7912 2.239 SE +/- 0.01, N = 9 1.98 1.99
Apache Spark Row Count: 1000000 - Partitions: 2000 - Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Inner Join Test Time A B 0.8978 1.7956 2.6934 3.5912 4.489 SE +/- 0.10, N = 3 3.99 3.97
Apache Spark Row Count: 40000000 - Partitions: 100 - Broadcast Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Broadcast Inner Join Test Time A B 13 26 39 52 65 SE +/- 0.32, N = 3 57.06 57.34
Apache Spark Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe A B 3 6 9 12 15 SE +/- 0.02, N = 3 12.86 12.92
Apache Spark Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark Time A B 5 10 15 20 25 SE +/- 0.17, N = 3 20.40 20.49
Apache Spark Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark Time A B 5 10 15 20 25 SE +/- 0.06, N = 3 21.16 21.07
Apache Spark Row Count: 10000000 - Partitions: 100 - Group By Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Group By Test Time A B 3 6 9 12 15 SE +/- 0.06, N = 3 9.67 9.63
Apache Spark Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe A B 3 6 9 12 15 SE +/- 0.04, N = 3 12.80 12.85
Apache Spark Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark A B 50 100 150 200 250 SE +/- 1.01, N = 3 229.27 228.38
Apache Spark Row Count: 40000000 - Partitions: 2000 - Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Inner Join Test Time A B 13 26 39 52 65 SE +/- 0.59, N = 3 59.39 59.16
Apache Spark Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe A B 3 6 9 12 15 SE +/- 0.02, N = 3 12.92 12.87
Apache Spark Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe A B 3 6 9 12 15 SE +/- 0.02, N = 3 12.94 12.89
Apache Spark Row Count: 40000000 - Partitions: 500 - Repartition Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Repartition Test Time A B 12 24 36 48 60 SE +/- 0.31, N = 3 51.85 51.65
Apache Spark Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark Time A B 9 18 27 36 45 SE +/- 0.09, N = 3 38.93 38.78
Apache Spark Row Count: 1000000 - Partitions: 500 - Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Inner Join Test Time A B 0.5895 1.179 1.7685 2.358 2.9475 SE +/- 0.04, N = 3 2.62 2.61
Apache Spark Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark A B 50 100 150 200 250 SE +/- 0.52, N = 3 229.17 228.36
Apache Spark Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark Time A B 9 18 27 36 45 SE +/- 0.13, N = 3 37.67 37.55
Apache Spark Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe A B 3 6 9 12 15 SE +/- 0.02, N = 3 12.86 12.82
Apache Spark Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe A B 3 6 9 12 15 SE +/- 0.01, N = 3 12.88 12.92
Apache Spark Row Count: 20000000 - Partitions: 500 - Group By Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Group By Test Time A B 4 8 12 16 20 SE +/- 0.23, N = 3 15.02 15.06
Apache Spark Row Count: 20000000 - Partitions: 100 - Repartition Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Repartition Test Time A B 7 14 21 28 35 SE +/- 0.17, N = 3 27.88 27.95
Apache Spark Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark A B 50 100 150 200 250 SE +/- 0.40, N = 3 228.76 228.20
Apache Spark Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test Time A B 13 26 39 52 65 SE +/- 0.36, N = 3 57.79 57.65
Apache Spark Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark Time A B 16 32 48 64 80 SE +/- 0.10, N = 3 70.91 71.08
Apache Spark Row Count: 20000000 - Partitions: 2000 - Broadcast Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Broadcast Inner Join Test Time A B 7 14 21 28 35 SE +/- 0.10, N = 3 29.28 29.21
Apache Spark Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe A B 3 6 9 12 15 SE +/- 0.05, N = 3 12.93 12.90
Apache Spark Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark A B 50 100 150 200 250 SE +/- 0.86, N = 3 229.38 229.80
Apache Spark Row Count: 40000000 - Partitions: 2000 - Group By Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Group By Test Time A B 8 16 24 32 40 SE +/- 0.16, N = 3 34.61 34.55
Apache Spark Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe A B 3 6 9 12 15 SE +/- 0.04, N = 3 12.91 12.89
Apache Spark Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe A B 3 6 9 12 15 SE +/- 0.02, N = 9 12.91 12.89
Apache Spark Row Count: 20000000 - Partitions: 2000 - Repartition Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Repartition Test Time A B 6 12 18 24 30 SE +/- 0.10, N = 3 26.52 26.56
Apache Spark Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark A B 50 100 150 200 250 SE +/- 0.38, N = 3 228.20 227.86
Apache Spark Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark A B 50 100 150 200 250 SE +/- 1.78, N = 3 228.80 228.61
Apache Spark Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark A B 50 100 150 200 250 SE +/- 0.64, N = 3 230.56 230.39
Apache Spark Row Count: 10000000 - Partitions: 2000 - Repartition Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Repartition Test Time A B 4 8 12 16 20 SE +/- 0.10, N = 3 14.70 14.69
Apache Spark Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark A B 50 100 150 200 250 SE +/- 0.14, N = 3 228.15 228.30
Apache Spark Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark A B 50 100 150 200 250 SE +/- 0.96, N = 3 230.49 230.63
Apache Spark Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark Time A B 16 32 48 64 80 SE +/- 0.17, N = 3 71.18 71.22
Apache Spark Row Count: 20000000 - Partitions: 1000 - Group By Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Group By Test Time A B 4 8 12 16 20 SE +/- 0.21, N = 3 15.15 15.15
Apache Spark Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test Time A B 0.8325 1.665 2.4975 3.33 4.1625 SE +/- 0.21, N = 3 3.70 3.13
Apache Spark Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test Time OpenBenchmarking.org Seconds, Fewer Is Better Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test Time A B 0.6548 1.3096 1.9644 2.6192 3.274 SE +/- 0.14, N = 8 2.91 2.34
Phoronix Test Suite v10.8.5