apache spark tpc benchmark

Tests for a future article. AMD Ryzen Threadripper 7980X 64-Cores testing with a ASUS Pro WS TRX50-SAGE WIFI (0217 BIOS) and AMD Radeon RX 7900 XT 20GB on Ubuntu 23.10 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 2401048-NE-APACHESPA81
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January 03
 
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January 04
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apache spark tpc benchmark Tests for a future article. AMD Ryzen Threadripper 7980X 64-Cores testing with a ASUS Pro WS TRX50-SAGE WIFI (0217 BIOS) and AMD Radeon RX 7900 XT 20GB on Ubuntu 23.10 via the Phoronix Test Suite. ,,"a","b" Processor,,AMD Ryzen Threadripper 7980X 64-Cores @ 8.21GHz (64 Cores / 128 Threads),AMD Ryzen Threadripper 7980X 64-Cores @ 8.21GHz (64 Cores / 128 Threads) Motherboard,,ASUS Pro WS TRX50-SAGE WIFI (0217 BIOS),ASUS Pro WS TRX50-SAGE WIFI (0217 BIOS) Chipset,,AMD Device 14a4,AMD Device 14a4 Memory,,128GB,128GB Disk,,2000GB Corsair MP700 PRO + 1000GB Western Digital WDS100T1X0E-00AFY0,2000GB Corsair MP700 PRO + 1000GB Western Digital WDS100T1X0E-00AFY0 Graphics,,AMD Radeon RX 7900 XT 20GB (2025/1249MHz),AMD Radeon RX 7900 XT 20GB (2025/1249MHz) Audio,,Realtek ALC1220,Realtek ALC1220 Monitor,,DELL U2723QE,DELL U2723QE Network,,Aquantia Device 04c0 + Intel I226-LM + MEDIATEK MT7922 802.11ax PCI,Aquantia Device 04c0 + Intel I226-LM + MEDIATEK MT7922 802.11ax PCI OS,,Ubuntu 23.10,Ubuntu 23.10 Kernel,,6.7.0-060700rc2daily20231126-generic (x86_64),6.7.0-060700rc2daily20231126-generic (x86_64) Desktop,,GNOME Shell 45.0,GNOME Shell 45.0 Display Server,,X Server 1.21.1.7 + Wayland,X Server 1.21.1.7 + Wayland OpenGL,,4.6 Mesa 23.2.1-1ubuntu3 (LLVM 15.0.7 DRM 3.56),4.6 Mesa 23.2.1-1ubuntu3 (LLVM 15.0.7 DRM 3.56) Compiler,,GCC 13.2.0,GCC 13.2.0 File-System,,ext4,ext4 Screen Resolution,,3840x2160,3840x2160 ,,"a","b" "Apache Spark TPC-DS - 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Scale Factor: 50 - Q70 (sec)",LIB,4.04,3.94 "Apache Spark TPC-DS - Scale Factor: 50 - Q71 (sec)",LIB,4.59,4.24 "Apache Spark TPC-DS - Scale Factor: 50 - Q73 (sec)",LIB,4.28,3.71 "Apache Spark TPC-DS - Scale Factor: 50 - Q75 (sec)",LIB,15.94, "Apache Spark TPC-DS - Scale Factor: 50 - Q76 (sec)",LIB,5.05,5.32 "Apache Spark TPC-DS - Scale Factor: 50 - Q77 (sec)",LIB,6.71,6.77 "Apache Spark TPC-DS - Scale Factor: 50 - Q79 (sec)",LIB,4.97,5.14 "Apache Spark TPC-DS - Scale Factor: 50 - Q81 (sec)",LIB,4.61,4.48 "Apache Spark TPC-DS - Scale Factor: 50 - Q82 (sec)",LIB,6.30,7.01 "Apache Spark TPC-DS - Scale Factor: 50 - Q83 (sec)",LIB,4.50,4.29 "Apache Spark TPC-DS - Scale Factor: 50 - Q84 (sec)",LIB,4.39,4.45 "Apache Spark TPC-DS - Scale Factor: 50 - Q85 (sec)",LIB,6.72,6.92 "Apache Spark TPC-DS - Scale Factor: 50 - Q86 (sec)",LIB,3.29,3.49 "Apache Spark TPC-DS - Scale Factor: 50 - Q88 (sec)",LIB,7.53,7.83 "Apache Spark TPC-DS - Scale Factor: 50 - Q89 (sec)",LIB,4.07,4.53 "Apache Spark TPC-DS - Scale Factor: 50 - Q90 (sec)",LIB,3.58,3.69 "Apache Spark TPC-DS - Scale Factor: 50 - Q91 (sec)",LIB,3.9,3.89 "Apache Spark TPC-DS - Scale Factor: 50 - Q92 (sec)",LIB,4.09,3.86 "Apache Spark TPC-DS - Scale Factor: 50 - Q94 (sec)",LIB,5.27,5.32 "Apache Spark TPC-DS - Scale Factor: 50 - Q95 (sec)",LIB,5.02,5.26 "Apache Spark TPC-DS - Scale Factor: 50 - Q96 (sec)",LIB,2.11,2.02 "Apache Spark TPC-DS - Scale Factor: 50 - Q98 (sec)",LIB,1.49,1.52 "Apache Spark TPC-DS - Scale Factor: 50 - Q99 (sec)",LIB,3.14,3 "Apache Spark TPC-DS - Scale Factor: 50 - Q87 (sec)",LIB,9.98,9.73 "Apache Spark TPC-DS - Scale Factor: 50 - Q05 (sec)",LIB,8.66,8.15 "Apache Spark TPC-DS - Scale Factor: 50 - Q38 (sec)",LIB,9.98,9.36 "Apache Spark TPC-DS - Scale Factor: 100 - Q01 (sec)",LIB,5.70,5.69 "Apache Spark TPC-DS - Scale Factor: 100 - Q02 (sec)",LIB,4.41,4.18 "Apache Spark TPC-DS - Scale Factor: 100 - Q03 (sec)",LIB,3.67,3.45 "Apache Spark TPC-DS - Scale Factor: 100 - Q06 (sec)",LIB,6.82,7.04 "Apache Spark TPC-DS - Scale Factor: 100 - Q07 (sec)",LIB,5.92,5.82 "Apache Spark TPC-DS - Scale Factor: 100 - Q08 (sec)",LIB,4.87,4.71 "Apache Spark TPC-DS - Scale Factor: 100 - Q09 (sec)",LIB,6.06,6.39 "Apache Spark TPC-DS - Scale Factor: 100 - Q10 (sec)",LIB,6.71,6.79 "Apache Spark TPC-DS - Scale Factor: 100 - Q12 (sec)",LIB,1.49,1.5 "Apache Spark TPC-DS - Scale Factor: 100 - Q13 (sec)",LIB,5.50,5.27 "Apache Spark TPC-DS - Scale Factor: 100 - Q15 (sec)",LIB,5.60,4.97 "Apache Spark TPC-DS - Scale Factor: 100 - Q18 (sec)",LIB,5.37,5.97 "Apache Spark TPC-DS - Scale Factor: 100 - Q19 (sec)",LIB,5.05,5.11 "Apache Spark TPC-DS - Scale Factor: 100 - Q20 (sec)",LIB,1.50,1.56 "Apache Spark TPC-DS - Scale Factor: 100 - Q21 (sec)",LIB,3.64,3.62 "Apache Spark TPC-DS - Scale Factor: 100 - Q22 (sec)",LIB,7.95,8.44 "Apache Spark TPC-DS - Scale Factor: 100 - Q26 (sec)",LIB,5.14,4.33 "Apache Spark TPC-DS - Scale Factor: 100 - Q27 (sec)",LIB,5.28,5.16 "Apache Spark TPC-DS - Scale Factor: 100 - Q28 (sec)",LIB,11.30,12.11 "Apache Spark TPC-DS - Scale Factor: 100 - Q30 (sec)",LIB,5.70,5.65 "Apache Spark TPC-DS - Scale Factor: 100 - Q31 (sec)",LIB,10.03,10.42 "Apache Spark TPC-DS - Scale Factor: 100 - Q32 (sec)",LIB,4.37,4.23 "Apache Spark TPC-DS - Scale Factor: 100 - Q33 (sec)",LIB,6.70,6.51 "Apache Spark TPC-DS - Scale Factor: 100 - Q34 (sec)",LIB,5.18,4.96 "Apache Spark TPC-DS - Scale Factor: 100 - Q36 (sec)",LIB,4.63,4.7 "Apache Spark TPC-DS - Scale Factor: 100 - Q37 (sec)",LIB,4.66,6 "Apache Spark TPC-DS - Scale Factor: 100 - Q39 (sec)",LIB,3.63,3.8 "Apache Spark TPC-DS - Scale Factor: 100 - Q41 (sec)",LIB,2.08,2.07 "Apache Spark TPC-DS - Scale Factor: 100 - Q42 (sec)",LIB,3.42,4.01 "Apache Spark TPC-DS - Scale Factor: 100 - Q43 (sec)",LIB,3.17,3.31 "Apache Spark TPC-DS - Scale Factor: 100 - Q44 (sec)",LIB,7.46,6 "Apache Spark TPC-DS - Scale Factor: 100 - Q45 (sec)",LIB,4.78,4.27 "Apache Spark TPC-DS - Scale Factor: 100 - Q46 (sec)",LIB,5.88,6.04 "Apache Spark TPC-DS - Scale Factor: 100 - Q47 (sec)",LIB,9.25,9.08 "Apache Spark TPC-DS - Scale Factor: 100 - Q48 (sec)",LIB,4.05,3.94 "Apache Spark TPC-DS - Scale Factor: 100 - Q52 (sec)",LIB,3.92,4.01 "Apache Spark TPC-DS - Scale Factor: 100 - Q53 (sec)",LIB,3.69,3.63 "Apache Spark TPC-DS - Scale Factor: 100 - Q55 (sec)",LIB,3.70,3.64 "Apache Spark TPC-DS - Scale Factor: 100 - Q56 (sec)",LIB,5.83,7.52 "Apache Spark TPC-DS - Scale Factor: 100 - Q57 (sec)",LIB,5.65,5.3 "Apache Spark TPC-DS - Scale Factor: 100 - Q58 (sec)",LIB,5.51,5.37 "Apache Spark TPC-DS - Scale Factor: 100 - Q59 (sec)",LIB,5.84,5.8 "Apache Spark TPC-DS - Scale Factor: 100 - Q60 (sec)",LIB,7.02,7.47 "Apache Spark TPC-DS - Scale Factor: 100 - Q61 (sec)",LIB,1.96,2.02 "Apache Spark TPC-DS - Scale Factor: 100 - Q62 (sec)",LIB,3.57,3.59 "Apache Spark TPC-DS - Scale Factor: 100 - Q63 (sec)",LIB,4.00,3.78 "Apache Spark TPC-DS - Scale Factor: 100 - Q66 (sec)",LIB,5.15,5.17 "Apache Spark TPC-DS - Scale Factor: 100 - Q68 (sec)",LIB,5.66,5.98 "Apache Spark TPC-DS - Scale Factor: 100 - Q69 (sec)",LIB,6.40,6.15 "Apache Spark TPC-DS - Scale Factor: 100 - Q70 (sec)",LIB,4.74,4.59 "Apache Spark TPC-DS - Scale Factor: 100 - Q71 (sec)",LIB,5.20,5.41 "Apache Spark TPC-DS - Scale Factor: 100 - Q73 (sec)",LIB,4.13,4.82 "Apache Spark TPC-DS - Scale Factor: 100 - Q76 (sec)",LIB,5.65,5.47 "Apache Spark TPC-DS - Scale Factor: 100 - Q77 (sec)",LIB,7.59,7.68 "Apache Spark TPC-DS - Scale Factor: 100 - Q79 (sec)",LIB,5.40,5.43 "Apache Spark TPC-DS - Scale Factor: 100 - Q81 (sec)",LIB,5.35,5.89 "Apache Spark TPC-DS - Scale Factor: 100 - Q82 (sec)",LIB,4.81,4.7 "Apache Spark TPC-DS - Scale Factor: 100 - Q83 (sec)",LIB,4.91,5.3 "Apache Spark TPC-DS - Scale Factor: 100 - Q84 (sec)",LIB,4.70,4.97 "Apache Spark TPC-DS - Scale Factor: 100 - Q86 (sec)",LIB,3.45,3.56 "Apache Spark TPC-DS - Scale Factor: 100 - Q88 (sec)",LIB,7.45,7.32 "Apache Spark TPC-DS - Scale Factor: 100 - Q89 (sec)",LIB,4.42,4.32 "Apache Spark TPC-DS - Scale Factor: 100 - Q90 (sec)",LIB,3.65,3.58 "Apache Spark TPC-DS - Scale Factor: 100 - Q91 (sec)",LIB,3.83,3.55 "Apache Spark TPC-DS - Scale Factor: 100 - Q92 (sec)",LIB,4.09,4.47 "Apache Spark TPC-DS - Scale Factor: 100 - Q96 (sec)",LIB,2.34,2.24 "Apache Spark TPC-DS - Scale Factor: 100 - Q98 (sec)",LIB,1.47,1.48 "Apache Spark TPC-DS - Scale Factor: 100 - Q99 (sec)",LIB,3.80,3.78 "Apache Spark TPC-DS - Scale Factor: 100 - Q35 (sec)",LIB,7.47,7.45 "Apache Spark TPC-DS - Scale Factor: 100 - Q40 (sec)",LIB,6.09,6.28 "Apache Spark TPC-DS - Scale Factor: 500 - Q02 (sec)",LIB,4.33,4.55 "Apache Spark TPC-DS - Scale Factor: 500 - Q03 (sec)",LIB,3.65,3.67 "Apache Spark TPC-DS - Scale Factor: 500 - Q07 (sec)",LIB,5.96,5.29 "Apache Spark TPC-DS - Scale Factor: 500 - Q08 (sec)",LIB,4.99,4.82 "Apache Spark TPC-DS - Scale Factor: 500 - Q09 (sec)",LIB,6.14,6.1 "Apache Spark TPC-DS - Scale Factor: 500 - Q10 (sec)",LIB,6.95,6.68 "Apache Spark TPC-DS - Scale Factor: 500 - Q12 (sec)",LIB,1.48,1.47 "Apache Spark TPC-DS - Scale Factor: 500 - Q13 (sec)",LIB,5.54,5.17 "Apache Spark TPC-DS - Scale Factor: 500 - Q15 (sec)",LIB,5.12,5.47 "Apache Spark TPC-DS - Scale Factor: 500 - Q18 (sec)",LIB,5.67,7.17 "Apache Spark TPC-DS - Scale Factor: 500 - Q19 (sec)",LIB,5.52,5.03 "Apache Spark TPC-DS - Scale Factor: 500 - Q20 (sec)",LIB,1.48,1.48 "Apache Spark TPC-DS - Scale Factor: 500 - Q21 (sec)",LIB,3.38,3.14 "Apache Spark TPC-DS - Scale Factor: 500 - Q22 (sec)",LIB,8.37,8.39 "Apache Spark TPC-DS - Scale Factor: 500 - Q26 (sec)",LIB,4.93,5.65 "Apache Spark TPC-DS - Scale Factor: 500 - Q27 (sec)",LIB,5.43,4.94 "Apache Spark TPC-DS - Scale Factor: 500 - Q28 (sec)",LIB,11.97,12.75 "Apache Spark TPC-DS - Scale Factor: 500 - Q30 (sec)",LIB,5.79,5.66 "Apache Spark TPC-DS - Scale Factor: 500 - Q31 (sec)",LIB,10.26,10.22 "Apache Spark TPC-DS - Scale Factor: 500 - Q32 (sec)",LIB,4.17,4.24 "Apache Spark TPC-DS - Scale Factor: 500 - Q33 (sec)",LIB,6.90,6.56 "Apache Spark TPC-DS - Scale Factor: 500 - Q34 (sec)",LIB,4.95,5.49 "Apache Spark TPC-DS - Scale Factor: 500 - Q36 (sec)",LIB,4.46,4.43 "Apache Spark TPC-DS - Scale Factor: 500 - Q37 (sec)",LIB,4.14,4.91 "Apache Spark TPC-DS - Scale Factor: 500 - Q39 (sec)",LIB,3.77,3.75 "Apache Spark TPC-DS - Scale Factor: 500 - Q41 (sec)",LIB,2.11,2.13 "Apache Spark TPC-DS - Scale Factor: 500 - Q42 (sec)",LIB,3.35,3.28 "Apache Spark TPC-DS - Scale Factor: 500 - Q43 (sec)",LIB,3.20,3.16 "Apache Spark TPC-DS - Scale Factor: 500 - Q44 (sec)",LIB,5.69,8.15 "Apache Spark TPC-DS - Scale Factor: 500 - Q45 (sec)",LIB,4.35,3.4 "Apache Spark TPC-DS - Scale Factor: 500 - Q46 (sec)",LIB,5.37,5.48 "Apache Spark TPC-DS - Scale Factor: 500 - Q47 (sec)",LIB,8.92, "Apache Spark TPC-DS - Scale Factor: 500 - Q48 (sec)",LIB,3.92,3.72 "Apache Spark TPC-DS - Scale Factor: 500 - Q52 (sec)",LIB,4.01,3.72 "Apache Spark TPC-DS - Scale Factor: 500 - Q53 (sec)",LIB,3.68,3.63 "Apache Spark TPC-DS - Scale Factor: 500 - Q55 (sec)",LIB,4.00,4.1 "Apache Spark TPC-DS - Scale Factor: 500 - Q56 (sec)",LIB,5.93,7.04 "Apache Spark TPC-DS - Scale Factor: 500 - Q57 (sec)",LIB,5.59,5.71 "Apache Spark TPC-DS - Scale Factor: 500 - Q58 (sec)",LIB,6.19,5.82 "Apache Spark TPC-DS - Scale Factor: 500 - Q59 (sec)",LIB,5.80,6.03 "Apache Spark TPC-DS - Scale Factor: 500 - Q60 (sec)",LIB,6.65,8.53 "Apache Spark TPC-DS - Scale Factor: 500 - Q61 (sec)",LIB,2.03,2.07 "Apache Spark TPC-DS - Scale Factor: 500 - Q62 (sec)",LIB,3.89,3.8 "Apache Spark TPC-DS - Scale Factor: 500 - Q63 (sec)",LIB,4.15,4.26 "Apache Spark TPC-DS - Scale Factor: 500 - Q66 (sec)",LIB,4.84,5.1 "Apache Spark TPC-DS - Scale Factor: 500 - Q68 (sec)",LIB,6.18,5.98 "Apache Spark TPC-DS - Scale Factor: 500 - Q69 (sec)",LIB,6.58,6.77 "Apache Spark TPC-DS - Scale Factor: 500 - Q70 (sec)",LIB,4.71,4.57 "Apache Spark TPC-DS - Scale Factor: 500 - Q71 (sec)",LIB,5.25,5.36 "Apache Spark TPC-DS - Scale Factor: 500 - Q73 (sec)",LIB,4.19,4.33 "Apache Spark TPC-DS - Scale Factor: 500 - Q76 (sec)",LIB,5.58,6.15 "Apache Spark TPC-DS - Scale Factor: 500 - Q79 (sec)",LIB,5.36,5.57 "Apache Spark TPC-DS - Scale Factor: 500 - Q82 (sec)",LIB,4.74,4.71 "Apache Spark TPC-DS - Scale Factor: 500 - Q84 (sec)",LIB,4.73,4.44 "Apache Spark TPC-DS - Scale Factor: 500 - Q86 (sec)",LIB,3.52,3.65 "Apache Spark TPC-DS - Scale Factor: 500 - Q88 (sec)",LIB,7.59,7.49 "Apache Spark TPC-DS - Scale Factor: 500 - Q89 (sec)",LIB,4.26,4.27 "Apache Spark TPC-DS - Scale Factor: 500 - Q90 (sec)",LIB,3.54,4.11 "Apache Spark TPC-DS - Scale Factor: 500 - Q92 (sec)",LIB,4.35,4.09 "Apache Spark TPC-DS - Scale Factor: 500 - Q96 (sec)",LIB,2.28,2.28 "Apache Spark TPC-DS - Scale Factor: 500 - Q98 (sec)",LIB,1.50,1.49 "Apache Spark TPC-DS - Scale Factor: 500 - Q99 (sec)",LIB,4.02,4.39 "Apache Spark TPC-DS - Scale Factor: 500 - Q06 (sec)",LIB,6.71, "Apache Spark TPC-DS - Scale Factor: 500 - Q35 (sec)",LIB,7.85, "Apache Spark TPC-H - Scale Factor: 1 - Geometric Mean Of All Queries (sec)",LIB,1.09115570, "Apache Spark TPC-H - Scale Factor: 1 - Q01 (sec)",LIB,2.30813360, "Apache Spark TPC-H - Scale Factor: 1 - Q02 (sec)",LIB,0.96776295, "Apache Spark TPC-H - Scale Factor: 1 - Q03 (sec)",LIB,1.53755089, "Apache Spark TPC-H - Scale Factor: 1 - Q04 (sec)",LIB,1.39331611, "Apache Spark TPC-H - Scale Factor: 1 - Q05 (sec)",LIB,1.63404930, "Apache Spark TPC-H - Scale Factor: 1 - Q06 (sec)",LIB,0.34684698, "Apache Spark TPC-H - Scale Factor: 1 - Q07 (sec)",LIB,1.56288211, "Apache Spark TPC-H - Scale Factor: 1 - Q08 (sec)",LIB,1.05807396, "Apache Spark TPC-H - Scale Factor: 1 - Q09 (sec)",LIB,2.24630221, "Apache Spark TPC-H - Scale Factor: 1 - Q10 (sec)",LIB,1.37925017, "Apache Spark TPC-H - Scale Factor: 1 - Q11 (sec)",LIB,0.59779863, "Apache Spark TPC-H - Scale Factor: 1 - Q12 (sec)",LIB,1.02694988, "Apache Spark TPC-H - Scale Factor: 1 - Q13 (sec)",LIB,0.72369719, "Apache Spark TPC-H - Scale Factor: 1 - Q14 (sec)",LIB,0.95794541, "Apache Spark TPC-H - Scale Factor: 1 - Q15 (sec)",LIB,1.03076641, "Apache Spark TPC-H - Scale Factor: 1 - Q16 (sec)",LIB,0.77439463, "Apache Spark TPC-H - Scale Factor: 1 - Q17 (sec)",LIB,1.37391059, "Apache Spark TPC-H - Scale Factor: 1 - Q18 (sec)",LIB,1.90179173, "Apache Spark TPC-H - Scale Factor: 1 - Q19 (sec)",LIB,0.47422830, "Apache Spark TPC-H - Scale Factor: 1 - Q20 (sec)",LIB,1.27487640, "Apache Spark TPC-H - Scale Factor: 1 - Q21 (sec)",LIB,3.67660387, "Apache Spark TPC-H - Scale Factor: 1 - Q22 (sec)",LIB,0.57581129, "Apache Spark TPC-H - Scale Factor: 10 - Geometric Mean Of All Queries (sec)",LIB,4.11485597, "Apache Spark TPC-H - Scale Factor: 10 - Q01 (sec)",LIB,4.29873101, "Apache Spark TPC-H - Scale Factor: 10 - Q02 (sec)",LIB,2.20796720, "Apache Spark TPC-H - Scale Factor: 10 - Q03 (sec)",LIB,5.25452534, "Apache Spark TPC-H - Scale Factor: 10 - Q04 (sec)",LIB,4.37466176, "Apache Spark TPC-H - Scale Factor: 10 - Q05 (sec)",LIB,6.48768631, "Apache Spark TPC-H - Scale Factor: 10 - Q06 (sec)",LIB,2.18420521, "Apache Spark TPC-H - Scale Factor: 10 - Q07 (sec)",LIB,5.29749473, "Apache Spark TPC-H - Scale Factor: 10 - Q08 (sec)",LIB,5.44580158, "Apache Spark TPC-H - Scale Factor: 10 - Q09 (sec)",LIB,7.60291115, "Apache Spark TPC-H - Scale Factor: 10 - Q10 (sec)",LIB,5.44493898, "Apache Spark TPC-H - Scale Factor: 10 - Q11 (sec)",LIB,2.17453631, "Apache Spark TPC-H - Scale Factor: 10 - Q12 (sec)",LIB,4.09523519, "Apache Spark TPC-H - Scale Factor: 10 - Q13 (sec)",LIB,2.10955985, "Apache Spark TPC-H - Scale Factor: 10 - Q14 (sec)",LIB,3.07044212, "Apache Spark TPC-H - Scale Factor: 10 - Q15 (sec)",LIB,3.02748696, "Apache Spark TPC-H - Scale Factor: 10 - Q16 (sec)",LIB,2.16105564, "Apache Spark TPC-H - Scale Factor: 10 - Q17 (sec)",LIB,6.52513742, "Apache Spark TPC-H - Scale Factor: 10 - Q18 (sec)",LIB,7.76241620, "Apache Spark TPC-H - Scale Factor: 10 - Q19 (sec)",LIB,3.06320993, "Apache Spark TPC-H - Scale Factor: 10 - Q20 (sec)",LIB,4.68863535, "Apache Spark TPC-H - Scale Factor: 10 - Q21 (sec)",LIB,14.80151685, "Apache Spark TPC-H - Scale Factor: 10 - Q22 (sec)",LIB,1.79856916, "Apache Spark TPC-H - Scale Factor: 50 - Geometric Mean Of All Queries (sec)",LIB,14.21318060, "Apache Spark TPC-H - Scale Factor: 50 - Q01 (sec)",LIB,13.09259574, "Apache Spark TPC-H - Scale Factor: 50 - Q02 (sec)",LIB,5.20345497, "Apache Spark TPC-H - Scale Factor: 50 - Q03 (sec)",LIB,18.15402985, "Apache Spark TPC-H - Scale Factor: 50 - Q04 (sec)",LIB,15.56863562, "Apache Spark TPC-H - Scale Factor: 50 - Q05 (sec)",LIB,20.00830460, "Apache Spark TPC-H - Scale Factor: 50 - Q06 (sec)",LIB,10.24477704, "Apache Spark TPC-H - Scale Factor: 50 - Q07 (sec)",LIB,17.75683657, "Apache Spark TPC-H - Scale Factor: 50 - Q08 (sec)",LIB,19.03538386, "Apache Spark TPC-H - Scale Factor: 50 - Q09 (sec)",LIB,23.57132784, "Apache Spark TPC-H - Scale Factor: 50 - Q10 (sec)",LIB,17.97983933, "Apache Spark TPC-H - Scale Factor: 50 - Q11 (sec)",LIB,4.64980395, "Apache Spark TPC-H - Scale Factor: 50 - Q12 (sec)",LIB,16.02838961, "Apache Spark TPC-H - Scale Factor: 50 - Q13 (sec)",LIB,6.55616983, "Apache Spark TPC-H - Scale Factor: 50 - Q14 (sec)",LIB,12.63459683, "Apache Spark TPC-H - Scale Factor: 50 - Q15 (sec)",LIB,11.66382154, "Apache Spark TPC-H - Scale Factor: 50 - Q16 (sec)",LIB,5.56744941, "Apache Spark TPC-H - Scale Factor: 50 - Q17 (sec)",LIB,28.55874570, "Apache Spark TPC-H - Scale Factor: 50 - Q18 (sec)",LIB,31.63351440, "Apache Spark TPC-H - Scale Factor: 50 - Q19 (sec)",LIB,12.35463015, "Apache Spark TPC-H - Scale Factor: 50 - Q20 (sec)",LIB,15.26159223, "Apache Spark TPC-H - Scale Factor: 50 - Q21 (sec)",LIB,68.05288696, "Apache Spark TPC-H - Scale Factor: 50 - Q22 (sec)",LIB,5.21743711, "Apache Spark TPC-H - Scale Factor: 100 - Geometric Mean Of All Queries (sec)",LIB,26.23871068, "Apache Spark TPC-H - Scale Factor: 100 - Q01 (sec)",LIB,24.77232524, "Apache Spark TPC-H - Scale Factor: 100 - Q02 (sec)",LIB,8.04842561, "Apache Spark TPC-H - Scale Factor: 100 - Q03 (sec)",LIB,34.83049720, "Apache Spark TPC-H - Scale Factor: 100 - Q04 (sec)",LIB,30.73688698, "Apache Spark TPC-H - Scale Factor: 100 - Q05 (sec)",LIB,37.92483684, "Apache Spark TPC-H - Scale Factor: 100 - Q06 (sec)",LIB,20.94200461, "Apache Spark TPC-H - Scale Factor: 100 - Q07 (sec)",LIB,33.29325812, "Apache Spark TPC-H - Scale Factor: 100 - Q08 (sec)",LIB,35.42302595, "Apache Spark TPC-H - Scale Factor: 100 - 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