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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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: Processor: AMD Ryzen Threadripper 7980X 64-Cores @ 8.21GHz (64 Cores / 128 Threads), Motherboard: ASUS Pro WS TRX50-SAGE WIFI (0217 BIOS), Chipset: AMD Device 14a4, Memory: 128GB, Disk: 2000GB Corsair MP700 PRO + 1000GB Western Digital WDS100T1X0E-00AFY0, Graphics: AMD Radeon RX 7900 XT 20GB (2025/1249MHz), Audio: Realtek ALC1220, Monitor: DELL U2723QE, Network: Aquantia Device 04c0 + Intel I226-LM + MEDIATEK MT7922 802.11ax PCI OS: Ubuntu 23.10, Kernel: 6.7.0-060700rc2daily20231126-generic (x86_64), Desktop: GNOME Shell 45.0, Display Server: X Server 1.21.1.7 + Wayland, OpenGL: 4.6 Mesa 23.2.1-1ubuntu3 (LLVM 15.0.7 DRM 3.56), Compiler: GCC 13.2.0, File-System: ext4, Screen Resolution: 3840x2160 b: Processor: AMD Ryzen Threadripper 7980X 64-Cores @ 8.21GHz (64 Cores / 128 Threads), Motherboard: ASUS Pro WS TRX50-SAGE WIFI (0217 BIOS), Chipset: AMD Device 14a4, Memory: 128GB, Disk: 2000GB Corsair MP700 PRO + 1000GB Western Digital WDS100T1X0E-00AFY0, Graphics: AMD Radeon RX 7900 XT 20GB (2025/1249MHz), Audio: Realtek ALC1220, Monitor: DELL U2723QE, Network: Aquantia Device 04c0 + Intel I226-LM + MEDIATEK MT7922 802.11ax PCI OS: Ubuntu 23.10, Kernel: 6.7.0-060700rc2daily20231126-generic (x86_64), Desktop: GNOME Shell 45.0, Display Server: X Server 1.21.1.7 + Wayland, OpenGL: 4.6 Mesa 23.2.1-1ubuntu3 (LLVM 15.0.7 DRM 3.56), Compiler: GCC 13.2.0, File-System: ext4, Screen Resolution: 3840x2160 Apache Spark TPC-H 3.5 Scale Factor: 100 - Q18 Seconds < Lower Is Better a . 63.99 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 100 - Q09 Seconds < Lower Is Better a . 52.57 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 100 - Q22 Seconds < Lower Is Better a . 9.05138302 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 100 - Q21 Seconds < Lower Is Better a . 138.12 |=================================================================== Apache Spark TPC-H 3.5 Scale Factor: 100 - Q20 Seconds < Lower Is Better a . 29.22 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 100 - Q19 Seconds < Lower Is Better a . 24.80 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 100 - Q17 Seconds < Lower Is Better a . 58.28 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 100 - Q16 Seconds < Lower Is Better a . 10.60 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 100 - Q15 Seconds < Lower Is Better a . 23.10 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 100 - Q14 Seconds < Lower Is Better a . 25.33 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 100 - Q13 Seconds < Lower Is Better a . 11.89 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 100 - Q12 Seconds < Lower Is Better a . 30.59 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 100 - Q11 Seconds < Lower Is Better a . 7.13518940 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 100 - Q10 Seconds < Lower Is Better a . 34.25 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 100 - Q08 Seconds < Lower Is Better a . 35.42 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 100 - Q07 Seconds < Lower Is Better a . 33.29 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 100 - Q06 Seconds < Lower Is Better a . 20.94 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 100 - Q05 Seconds < Lower Is Better a . 37.92 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 100 - Q04 Seconds < Lower Is Better a . 30.74 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 100 - Q03 Seconds < Lower Is Better a . 34.83 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 100 - Q02 Seconds < Lower Is Better a . 8.04842561 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 100 - Q01 Seconds < Lower Is Better a . 24.77 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 100 - Geometric Mean Of All Queries Seconds < Lower Is Better a . 26.24 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q23 Seconds < Lower Is Better a . 7.52 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q29 Seconds < Lower Is Better a . 8.69 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q75 Seconds < Lower Is Better a . 15.94 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q04 Seconds < Lower Is Better a . 15.32 |================================================================== b . 14.47 |=============================================================== b . 15.74 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q11 Seconds < Lower Is Better a . 10.64 |=================================================================== b . 10.87 |==================================================================== b . 10.60 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q35 Seconds < Lower Is Better a . 7.47 |===================================================================== b . 7.45 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q96 Seconds < Lower Is Better a . 2.34 |===================================================================== b . 2.24 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q47 Seconds < Lower Is Better a . 9.25 |===================================================================== b . 9.08 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q06 Seconds < Lower Is Better a . 6.82 |=================================================================== b . 7.04 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q35 Seconds < Lower Is Better a . 7.85 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q84 Seconds < Lower Is Better a . 3.16 |=================================================================== b . 3.23 |===================================================================== b . 3.25 |===================================================================== b . 3.16 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q81 Seconds < Lower Is Better a . 3.20 |==================================================================== b . 3.23 |===================================================================== b . 3.17 |==================================================================== b . 2.94 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q71 Seconds < Lower Is Better a . 3.70 |============================================================= b . 3.92 |================================================================= b . 4.16 |===================================================================== b . 3.99 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q55 Seconds < Lower Is Better a . 2.65 |============================================================= b . 2.99 |===================================================================== b . 2.44 |======================================================== b . 2.73 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q43 Seconds < Lower Is Better a . 2.59 |===================================================================== b . 2.43 |================================================================= b . 2.45 |================================================================= b . 2.30 |============================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q30 Seconds < Lower Is Better a . 3.04 |==================================================================== b . 2.96 |================================================================== b . 3.00 |=================================================================== b . 3.08 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q20 Seconds < Lower Is Better a . 1.42 |==================================================================== b . 1.43 |===================================================================== b . 1.44 |===================================================================== b . 1.38 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q80 Seconds < Lower Is Better a . 10.61 |================================================================= b . 10.16 |============================================================== b . 10.09 |============================================================== b . 11.11 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q65 Seconds < Lower Is Better a . 5.09 |==================================================================== b . 4.92 |================================================================== b . 4.94 |================================================================== b . 5.17 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q42 Seconds < Lower Is Better a . 2.74 |=============================================================== b . 2.31 |===================================================== b . 2.24 |==================================================== b . 2.99 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q12 Seconds < Lower Is Better a . 1.42 |===================================================================== b . 1.42 |===================================================================== b . 1.39 |=================================================================== b . 1.43 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q61 Seconds < Lower Is Better a . 1.73 |================================================================== b . 1.73 |================================================================== b . 1.80 |===================================================================== b . 1.78 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q24 Seconds < Lower Is Better a . 3.38 |===================================================================== b . 2.80 |========================================================= b . 2.83 |========================================================== b . 2.79 |========================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q06 Seconds < Lower Is Better a . 5.29 |=================================================================== b . 5.16 |================================================================== b . 5.39 |===================================================================== b . 5.41 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q40 Seconds < Lower Is Better a . 6.09 |=================================================================== b . 6.28 |===================================================================== b . 6.26 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q99 Seconds < Lower Is Better a . 3.80 |======================================================== b . 3.78 |======================================================== b . 4.68 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q98 Seconds < Lower Is Better a . 1.47 |=================================================================== b . 1.48 |=================================================================== b . 1.52 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q92 Seconds < Lower Is Better a . 4.09 |============================================================= b . 4.47 |=================================================================== b . 4.63 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q91 Seconds < Lower Is Better a . 3.83 |===================================================================== b . 3.55 |================================================================ b . 3.65 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q90 Seconds < Lower Is Better a . 3.65 |============================================================== b . 3.58 |============================================================= b . 4.07 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q89 Seconds < Lower Is Better a . 4.42 |===================================================================== b . 4.32 |=================================================================== b . 4.30 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q88 Seconds < Lower Is Better a . 7.45 |=================================================================== b . 7.32 |================================================================== b . 7.62 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q86 Seconds < Lower Is Better a . 3.45 |=================================================================== b . 3.56 |===================================================================== b . 3.40 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q84 Seconds < Lower Is Better a . 4.70 |================================================================= b . 4.97 |===================================================================== b . 4.38 |============================================================= Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q83 Seconds < Lower Is Better a . 4.91 |================================================================ b . 5.30 |===================================================================== b . 5.05 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q82 Seconds < Lower Is Better a . 4.81 |==================================================================== b . 4.70 |================================================================== b . 4.91 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q81 Seconds < Lower Is Better a . 5.35 |=============================================================== b . 5.89 |===================================================================== b . 5.25 |============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q79 Seconds < Lower Is Better a . 5.40 |===================================================================== b . 5.43 |===================================================================== b . 5.30 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q77 Seconds < Lower Is Better a . 7.59 |==================================================================== b . 7.68 |===================================================================== b . 7.56 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q76 Seconds < Lower Is Better a . 5.65 |================================================================ b . 5.47 |============================================================== b . 6.08 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q73 Seconds < Lower Is Better a . 4.13 |=========================================================== b . 4.82 |===================================================================== b . 4.10 |=========================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q71 Seconds < Lower Is Better a . 5.20 |================================================================== b . 5.41 |===================================================================== b . 5.18 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q70 Seconds < Lower Is Better a . 4.74 |===================================================================== b . 4.59 |=================================================================== b . 4.70 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q69 Seconds < Lower Is Better a . 6.40 |==================================================================== b . 6.15 |================================================================= b . 6.50 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q68 Seconds < Lower Is Better a . 5.66 |=============================================================== b . 5.98 |=================================================================== b . 6.20 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q66 Seconds < Lower Is Better a . 5.15 |=================================================================== b . 5.17 |=================================================================== b . 5.30 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q63 Seconds < Lower Is Better a . 4.00 |===================================================================== b . 3.78 |================================================================= b . 3.68 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q62 Seconds < Lower Is Better a . 3.57 |============================================================= b . 3.59 |============================================================= b . 4.03 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q61 Seconds < Lower Is Better a . 1.96 |================================================================= b . 2.02 |=================================================================== b . 2.07 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q60 Seconds < Lower Is Better a . 7.02 |================================================================= b . 7.47 |===================================================================== b . 6.34 |=========================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q59 Seconds < Lower Is Better a . 5.84 |================================================================== b . 5.80 |================================================================== b . 6.09 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q58 Seconds < Lower Is Better a . 5.51 |===================================================================== b . 5.37 |=================================================================== b . 5.38 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q57 Seconds < Lower Is Better a . 5.65 |==================================================================== b . 5.30 |================================================================ b . 5.73 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q56 Seconds < Lower Is Better a . 5.83 |===================================================== b . 7.52 |===================================================================== b . 6.37 |========================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q55 Seconds < Lower Is Better a . 3.70 |===================================================================== b . 3.64 |==================================================================== b . 3.61 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q53 Seconds < Lower Is Better a . 3.69 |===================================================================== b . 3.63 |==================================================================== b . 3.71 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q52 Seconds < Lower Is Better a . 3.92 |=================================================================== b . 4.01 |===================================================================== b . 3.95 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q48 Seconds < Lower Is Better a . 4.05 |===================================================================== b . 3.94 |=================================================================== b . 3.81 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q46 Seconds < Lower Is Better a . 5.88 |=================================================================== b . 6.04 |===================================================================== b . 6.03 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q45 Seconds < Lower Is Better a . 4.78 |=================================================================== b . 4.27 |============================================================ b . 4.90 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q44 Seconds < Lower Is Better a . 7.46 |================================================================= b . 6.00 |==================================================== b . 7.91 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q43 Seconds < Lower Is Better a . 3.17 |=============================================================== b . 3.31 |================================================================== b . 3.48 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q42 Seconds < Lower Is Better a . 3.42 |=========================================================== b . 4.01 |===================================================================== b . 3.31 |========================================================= Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q41 Seconds < Lower Is Better a . 2.08 |=================================================================== b . 2.07 |=================================================================== b . 2.14 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q39 Seconds < Lower Is Better a . 3.63 |================================================================== b . 3.80 |===================================================================== b . 3.62 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q37 Seconds < Lower Is Better a . 4.66 |====================================================== b . 6.00 |===================================================================== b . 5.28 |============================================================= Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q36 Seconds < Lower Is Better a . 4.63 |=================================================================== b . 4.70 |==================================================================== b . 4.78 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q34 Seconds < Lower Is Better a . 5.18 |===================================================================== b . 4.96 |================================================================== b . 4.67 |============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q33 Seconds < Lower Is Better a . 6.70 |===================================================================== b . 6.51 |=================================================================== b . 6.53 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q32 Seconds < Lower Is Better a . 4.37 |===================================================================== b . 4.23 |=================================================================== b . 3.83 |============================================================ Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q31 Seconds < Lower Is Better a . 10.03 |================================================================= b . 10.42 |==================================================================== b . 10.47 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q30 Seconds < Lower Is Better a . 5.70 |===================================================================== b . 5.65 |==================================================================== b . 5.71 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q28 Seconds < Lower Is Better a . 11.30 |=============================================================== b . 12.11 |==================================================================== b . 12.06 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q27 Seconds < Lower Is Better a . 5.28 |=================================================================== b . 5.16 |================================================================= b . 5.45 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q26 Seconds < Lower Is Better a . 5.14 |===================================================================== b . 4.33 |========================================================== b . 4.53 |============================================================= Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q22 Seconds < Lower Is Better a . 7.95 |================================================================= b . 8.44 |===================================================================== b . 7.83 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q21 Seconds < Lower Is Better a . 3.64 |===================================================================== b . 3.62 |===================================================================== b . 3.40 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q20 Seconds < Lower Is Better a . 1.50 |================================================================== b . 1.56 |===================================================================== b . 1.54 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q19 Seconds < Lower Is Better a . 5.05 |================================================================ b . 5.11 |================================================================= b . 5.42 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q18 Seconds < Lower Is Better a . 5.37 |============================================================== b . 5.97 |===================================================================== b . 5.45 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q15 Seconds < Lower Is Better a . 5.60 |===================================================================== b . 4.97 |============================================================= b . 5.05 |============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q13 Seconds < Lower Is Better a . 5.50 |===================================================================== b . 5.27 |================================================================== b . 5.17 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q12 Seconds < Lower Is Better a . 1.49 |===================================================================== b . 1.50 |===================================================================== b . 1.49 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q10 Seconds < Lower Is Better a . 6.71 |================================================================== b . 6.79 |================================================================== b . 7.06 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q09 Seconds < Lower Is Better a . 6.06 |================================================================= b . 6.39 |===================================================================== b . 6.11 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q08 Seconds < Lower Is Better a . 4.87 |=================================================================== b . 4.71 |================================================================ b . 5.05 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q07 Seconds < Lower Is Better a . 5.92 |=================================================================== b . 5.82 |================================================================== b . 6.10 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q03 Seconds < Lower Is Better a . 3.67 |===================================================================== b . 3.45 |================================================================= b . 3.55 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q02 Seconds < Lower Is Better a . 4.41 |===================================================================== b . 4.18 |================================================================= b . 4.31 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q01 Seconds < Lower Is Better a . 5.70 |=================================================================== b . 5.69 |=================================================================== b . 5.89 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q05 Seconds < Lower Is Better a . 8.66 |===================================================================== b . 8.15 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q40 Seconds < Lower Is Better a . 8.45 |=================================================================== b . 8.64 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q85 Seconds < Lower Is Better a . 6.72 |=================================================================== b . 6.92 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q99 Seconds < Lower Is Better a . 3.18 |=========================================================== b . 3.71 |===================================================================== b . 2.76 |=================================================== b . 2.67 |================================================== b . 3.65 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q98 Seconds < Lower Is Better a . 1.41 |=================================================================== b . 1.41 |=================================================================== b . 1.43 |==================================================================== b . 1.46 |===================================================================== b . 1.39 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q97 Seconds < Lower Is Better a . 4.64 |============================================================ b . 4.45 |========================================================= b . 4.62 |=========================================================== b . 5.38 |===================================================================== b . 4.37 |======================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q96 Seconds < Lower Is Better a . 2.20 |==================================================================== b . 2.23 |===================================================================== b . 1.77 |======================================================= b . 1.96 |============================================================= b . 1.84 |========================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q95 Seconds < Lower Is Better a . 3.97 |==================================================================== b . 3.95 |==================================================================== b . 4.03 |===================================================================== b . 3.93 |=================================================================== b . 3.99 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q94 Seconds < Lower Is Better a . 3.89 |=================================================================== b . 3.94 |==================================================================== b . 3.77 |================================================================= b . 3.87 |=================================================================== b . 4.01 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q93 Seconds < Lower Is Better a . 6.16 |===================================================================== b . 5.97 |=================================================================== b . 6.05 |==================================================================== b . 6.13 |===================================================================== b . 6.07 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q92 Seconds < Lower Is Better a . 3.54 |=============================================================== b . 3.41 |============================================================= b . 3.64 |================================================================= b . 3.85 |===================================================================== b . 3.46 |============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q91 Seconds < Lower Is Better a . 2.90 |==================================================================== b . 2.77 |================================================================= b . 2.88 |==================================================================== b . 2.86 |=================================================================== b . 2.94 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q90 Seconds < Lower Is Better a . 3.35 |======================================================== b . 3.81 |================================================================ b . 4.13 |===================================================================== b . 3.50 |========================================================== b . 3.57 |============================================================ Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q89 Seconds < Lower Is Better a . 3.69 |================================================================== b . 3.73 |=================================================================== b . 3.83 |===================================================================== b . 3.54 |================================================================ b . 3.57 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q88 Seconds < Lower Is Better a . 7.24 |=========================================================== b . 7.20 |=========================================================== b . 8.45 |===================================================================== b . 6.83 |======================================================== b . 7.35 |============================================================ Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q87 Seconds < Lower Is Better a . 6.12 |================================================================ b . 6.23 |================================================================== b . 6.56 |===================================================================== b . 6.10 |================================================================ b . 6.27 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q86 Seconds < Lower Is Better a . 3.24 |================================================================== b . 3.40 |===================================================================== b . 3.24 |================================================================== b . 3.34 |==================================================================== b . 3.03 |============================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q85 Seconds < Lower Is Better a . 5.62 |================================================================== b . 5.84 |===================================================================== b . 5.85 |===================================================================== b . 5.43 |================================================================ b . 5.41 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q83 Seconds < Lower Is Better a . 3.25 |===================================================================== b . 3.20 |==================================================================== b . 3.25 |===================================================================== b . 3.26 |===================================================================== b . 3.04 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q82 Seconds < Lower Is Better a . 5.37 |================================================================ b . 5.09 |============================================================= b . 5.76 |===================================================================== b . 5.14 |============================================================== b . 4.86 |========================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q79 Seconds < Lower Is Better a . 3.68 |========================================================= b . 3.45 |===================================================== b . 4.49 |===================================================================== b . 3.89 |============================================================ b . 3.70 |========================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q78 Seconds < Lower Is Better a . 11.37 |==================================================================== b . 11.20 |=================================================================== b . 11.07 |================================================================== b . 11.29 |==================================================================== b . 11.25 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q77 Seconds < Lower Is Better a . 5.17 |===================================================================== b . 5.12 |==================================================================== b . 5.15 |===================================================================== b . 5.09 |==================================================================== b . 5.08 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q76 Seconds < Lower Is Better a . 4.17 |===================================================================== b . 4.01 |================================================================== b . 3.74 |============================================================== b . 3.66 |============================================================= b . 3.75 |============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q75 Seconds < Lower Is Better a . 9.99 |================================================================= b . 10.47 |==================================================================== b . 9.75 |=============================================================== b . 10.31 |=================================================================== b . 10.42 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q74 Seconds < Lower Is Better a . 6.45 |================================================================== b . 6.29 |================================================================= b . 6.24 |================================================================ b . 6.33 |================================================================= b . 6.72 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q73 Seconds < Lower Is Better a . 3.27 |================================================================= b . 3.48 |===================================================================== b . 2.89 |========================================================= b . 2.83 |======================================================== b . 2.81 |======================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q70 Seconds < Lower Is Better a . 4.03 |================================================================ b . 3.97 |=============================================================== b . 4.02 |================================================================ b . 3.85 |============================================================= b . 4.32 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q69 Seconds < Lower Is Better a . 4.51 |================================================================== b . 4.32 |=============================================================== b . 4.72 |===================================================================== b . 4.38 |================================================================ b . 4.19 |============================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q68 Seconds < Lower Is Better a . 3.89 |==================================================================== b . 3.87 |==================================================================== b . 3.94 |===================================================================== b . 3.44 |============================================================ b . 3.42 |============================================================ Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q66 Seconds < Lower Is Better a . 3.95 |====================================================== b . 3.69 |================================================== b . 5.08 |===================================================================== b . 4.47 |============================================================= b . 4.61 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q63 Seconds < Lower Is Better a . 2.68 |============================================================== b . 3.00 |===================================================================== b . 2.85 |================================================================== b . 2.89 |================================================================== b . 2.67 |============================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q62 Seconds < Lower Is Better a . 3.45 |================================================================== b . 3.26 |============================================================== b . 3.62 |===================================================================== b . 3.50 |=================================================================== b . 3.34 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q60 Seconds < Lower Is Better a . 5.22 |========================================================= b . 5.30 |========================================================== b . 4.96 |====================================================== b . 6.33 |===================================================================== b . 4.94 |====================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q59 Seconds < Lower Is Better a . 3.91 |=================================================================== b . 3.88 |=================================================================== b . 3.90 |=================================================================== b . 4.01 |===================================================================== b . 3.89 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q58 Seconds < Lower Is Better a . 4.58 |=================================================================== b . 4.52 |================================================================== b . 4.45 |================================================================= b . 4.72 |===================================================================== b . 3.99 |========================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q57 Seconds < Lower Is Better a . 4.41 |================================================================== b . 4.39 |================================================================== b . 4.45 |=================================================================== b . 4.32 |================================================================= b . 4.58 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q56 Seconds < Lower Is Better a . 4.57 |============================================================== b . 4.65 |=============================================================== b . 5.10 |===================================================================== b . 4.94 |=================================================================== b . 4.45 |============================================================ Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q54 Seconds < Lower Is Better a . 4.88 |=================================================================== b . 5.05 |===================================================================== b . 4.89 |=================================================================== b . 4.93 |=================================================================== b . 4.94 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q53 Seconds < Lower Is Better a . 2.93 |============================================================= b . 3.31 |===================================================================== b . 2.68 |======================================================== b . 2.98 |============================================================== b . 2.95 |============================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q52 Seconds < Lower Is Better a . 2.79 |========================================================= b . 2.57 |==================================================== b . 3.32 |==================================================================== b . 2.62 |===================================================== b . 3.39 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q51 Seconds < Lower Is Better a . 7.52 |================================================================= b . 7.70 |=================================================================== b . 7.91 |===================================================================== b . 7.32 |=============================================================== b . 7.96 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q50 Seconds < Lower Is Better a . 5.67 |==================================================================== b . 5.73 |===================================================================== b . 5.68 |==================================================================== b . 5.72 |===================================================================== b . 5.62 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q49 Seconds < Lower Is Better a . 6.21 |===================================================================== b . 6.24 |===================================================================== b . 6.09 |=================================================================== b . 6.19 |==================================================================== b . 6.21 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q48 Seconds < Lower Is Better a . 3.34 |=============================================================== b . 3.18 |============================================================ b . 3.66 |===================================================================== b . 2.70 |=================================================== b . 3.01 |========================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q47 Seconds < Lower Is Better a . 5.84 |==================================================================== b . 5.51 |================================================================ b . 5.91 |===================================================================== b . 5.64 |================================================================== b . 5.82 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q46 Seconds < Lower Is Better a . 3.87 |================================================================== b . 4.07 |===================================================================== b . 3.70 |=============================================================== b . 3.88 |================================================================== b . 3.82 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q45 Seconds < Lower Is Better a . 3.43 |========================================================= b . 3.55 |=========================================================== b . 4.04 |==================================================================== b . 3.45 |========================================================== b . 4.12 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q44 Seconds < Lower Is Better a . 1.82 |================================================================ b . 1.73 |============================================================= b . 1.96 |===================================================================== b . 1.87 |================================================================== b . 1.86 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q41 Seconds < Lower Is Better a . 1.94 |==================================================================== b . 1.91 |=================================================================== b . 1.93 |==================================================================== b . 1.96 |===================================================================== b . 1.94 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q40 Seconds < Lower Is Better a . 5.36 |===================================================================== b . 5.22 |=================================================================== b . 5.38 |===================================================================== b . 5.05 |================================================================= b . 5.32 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q39 Seconds < Lower Is Better a . 1.75 |================================================================ b . 1.58 |========================================================== b . 1.88 |===================================================================== b . 1.66 |============================================================= b . 1.54 |========================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q38 Seconds < Lower Is Better a . 6.26 |===================================================================== b . 5.93 |================================================================= b . 6.30 |===================================================================== b . 5.82 |================================================================ b . 6.03 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q37 Seconds < Lower Is Better a . 5.01 |================================================================ b . 5.39 |===================================================================== b . 4.18 |====================================================== b . 4.59 |=========================================================== b . 4.46 |========================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q36 Seconds < Lower Is Better a . 3.49 |=============================================================== b . 3.65 |================================================================== b . 3.81 |===================================================================== b . 3.60 |================================================================= b . 3.46 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q35 Seconds < Lower Is Better a . 4.82 |===================================================================== b . 4.60 |================================================================== b . 4.52 |================================================================= b . 4.61 |================================================================== b . 4.58 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q34 Seconds < Lower Is Better a . 3.77 |=============================================================== b . 4.01 |=================================================================== b . 3.46 |========================================================== b . 4.13 |===================================================================== b . 3.34 |======================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q33 Seconds < Lower Is Better a . 5.13 |================================================================== b . 4.92 |=============================================================== b . 5.05 |================================================================= b . 5.35 |===================================================================== b . 4.86 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q32 Seconds < Lower Is Better a . 3.02 |============================================================== b . 3.24 |================================================================== b . 3.00 |============================================================= b . 3.37 |===================================================================== b . 2.63 |====================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q31 Seconds < Lower Is Better a . 7.25 |===================================================================== b . 6.61 |=============================================================== b . 7.24 |===================================================================== b . 6.41 |============================================================= b . 6.80 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q28 Seconds < Lower Is Better a . 7.85 |=============================================================== b . 6.83 |======================================================= b . 7.32 |=========================================================== b . 8.57 |===================================================================== b . 7.90 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q27 Seconds < Lower Is Better a . 4.30 |================================================================= b . 4.60 |===================================================================== b . 4.42 |================================================================== b . 4.45 |=================================================================== b . 4.53 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q26 Seconds < Lower Is Better a . 3.95 |================================================================ b . 4.25 |===================================================================== b . 4.27 |===================================================================== b . 3.80 |============================================================= b . 3.99 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q22 Seconds < Lower Is Better a . 4.80 |================================================================ b . 4.95 |================================================================== b . 5.09 |==================================================================== b . 4.82 |================================================================= b . 5.14 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q21 Seconds < Lower Is Better a . 3.69 |=============================================================== b . 3.41 |========================================================== b . 3.28 |======================================================== b . 4.05 |===================================================================== b . 3.35 |========================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q19 Seconds < Lower Is Better a . 3.97 |===================================================================== b . 3.61 |=============================================================== b . 3.87 |=================================================================== b . 3.92 |==================================================================== b . 3.82 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q18 Seconds < Lower Is Better a . 4.52 |======================================================= b . 5.70 |===================================================================== b . 4.24 |=================================================== b . 5.17 |=============================================================== b . 4.80 |========================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q15 Seconds < Lower Is Better a . 3.92 |=============================================================== b . 3.97 |================================================================ b . 3.24 |==================================================== b . 3.74 |============================================================= b . 4.26 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q14 Seconds < Lower Is Better a . 6.22 |=============================================================== b . 6.20 |=============================================================== b . 6.30 |================================================================ b . 6.76 |===================================================================== b . 6.22 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q13 Seconds < Lower Is Better a . 3.64 |============================================================== b . 3.67 |============================================================== b . 3.03 |=================================================== b . 3.50 |=========================================================== b . 4.06 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q10 Seconds < Lower Is Better a . 4.52 |================================================================= b . 4.51 |================================================================= b . 4.77 |===================================================================== b . 4.28 |============================================================== b . 4.47 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q09 Seconds < Lower Is Better a . 6.02 |============================================================= b . 6.79 |===================================================================== b . 5.61 |========================================================= b . 6.34 |================================================================ b . 5.48 |======================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q08 Seconds < Lower Is Better a . 3.31 |========================================================== b . 3.35 |=========================================================== b . 2.92 |=================================================== b . 3.92 |===================================================================== b . 3.30 |========================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q07 Seconds < Lower Is Better a . 4.34 |===================================================================== b . 4.18 |================================================================== b . 4.25 |=================================================================== b . 4.36 |===================================================================== b . 4.05 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q05 Seconds < Lower Is Better a . 6.07 |=================================================================== b . 6.01 |================================================================== b . 6.17 |==================================================================== b . 6.06 |=================================================================== b . 6.25 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q03 Seconds < Lower Is Better a . 2.58 |============================================================== b . 2.37 |========================================================= b . 2.33 |======================================================== b . 2.87 |===================================================================== b . 2.45 |=========================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q02 Seconds < Lower Is Better a . 3.60 |===================================================================== b . 3.50 |=================================================================== b . 3.62 |===================================================================== b . 3.60 |===================================================================== b . 3.35 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q01 Seconds < Lower Is Better a . 3.70 |===================================================================== b . 3.65 |==================================================================== b . 3.72 |===================================================================== b . 3.71 |===================================================================== b . 3.66 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q98 Seconds < Lower Is Better a . 1.49 |==================================================================== b . 1.52 |===================================================================== b . 1.44 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q73 Seconds < Lower Is Better a . 4.28 |===================================================================== b . 3.71 |============================================================ b . 3.73 |============================================================ Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q48 Seconds < Lower Is Better a . 3.79 |===================================================================== b . 3.62 |================================================================== b . 3.69 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q38 Seconds < Lower Is Better a . 9.98 |===================================================================== b . 9.36 |================================================================= b . 9.76 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q87 Seconds < Lower Is Better a . 9.98 |===================================================================== b . 9.73 |=================================================================== b . 9.75 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q47 Seconds < Lower Is Better a . 7.98 |==================================================================== b . 8.05 |===================================================================== b . 7.93 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q94 Seconds < Lower Is Better a . 5.27 |==================================================================== b . 5.32 |===================================================================== b . 5.19 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q99 Seconds < Lower Is Better a . 4.02 |=============================================================== b . 4.39 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q98 Seconds < Lower Is Better a . 1.50 |===================================================================== b . 1.49 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q96 Seconds < Lower Is Better a . 2.28 |===================================================================== b . 2.28 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q92 Seconds < Lower Is Better a . 4.35 |===================================================================== b . 4.09 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q90 Seconds < Lower Is Better a . 3.54 |=========================================================== b . 4.11 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q89 Seconds < Lower Is Better a . 4.26 |===================================================================== b . 4.27 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q88 Seconds < Lower Is Better a . 7.59 |===================================================================== b . 7.49 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q86 Seconds < Lower Is Better a . 3.52 |=================================================================== b . 3.65 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q84 Seconds < Lower Is Better a . 4.73 |===================================================================== b . 4.44 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q82 Seconds < Lower Is Better a . 4.74 |===================================================================== b . 4.71 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q79 Seconds < Lower Is Better a . 5.36 |================================================================== b . 5.57 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q76 Seconds < Lower Is Better a . 5.58 |=============================================================== b . 6.15 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q73 Seconds < Lower Is Better a . 4.19 |=================================================================== b . 4.33 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q71 Seconds < Lower Is Better a . 5.25 |==================================================================== b . 5.36 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q70 Seconds < Lower Is Better a . 4.71 |===================================================================== b . 4.57 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q69 Seconds < Lower Is Better a . 6.58 |=================================================================== b . 6.77 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q68 Seconds < Lower Is Better a . 6.18 |===================================================================== b . 5.98 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q66 Seconds < Lower Is Better a . 4.84 |================================================================= b . 5.10 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q63 Seconds < Lower Is Better a . 4.15 |=================================================================== b . 4.26 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q62 Seconds < Lower Is Better a . 3.89 |===================================================================== b . 3.80 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q61 Seconds < Lower Is Better a . 2.03 |==================================================================== b . 2.07 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q60 Seconds < Lower Is Better a . 6.65 |====================================================== b . 8.53 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q59 Seconds < Lower Is Better a . 5.80 |================================================================== b . 6.03 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q58 Seconds < Lower Is Better a . 6.19 |===================================================================== b . 5.82 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q57 Seconds < Lower Is Better a . 5.59 |==================================================================== b . 5.71 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q56 Seconds < Lower Is Better a . 5.93 |========================================================== b . 7.04 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q55 Seconds < Lower Is Better a . 4.00 |=================================================================== b . 4.10 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q53 Seconds < Lower Is Better a . 3.68 |===================================================================== b . 3.63 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q52 Seconds < Lower Is Better a . 4.01 |===================================================================== b . 3.72 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q48 Seconds < Lower Is Better a . 3.92 |===================================================================== b . 3.72 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q46 Seconds < Lower Is Better a . 5.37 |==================================================================== b . 5.48 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q45 Seconds < Lower Is Better a . 4.35 |===================================================================== b . 3.40 |====================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q44 Seconds < Lower Is Better a . 5.69 |================================================ b . 8.15 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q43 Seconds < Lower Is Better a . 3.20 |===================================================================== b . 3.16 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q42 Seconds < Lower Is Better a . 3.35 |===================================================================== b . 3.28 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q41 Seconds < Lower Is Better a . 2.11 |==================================================================== b . 2.13 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q39 Seconds < Lower Is Better a . 3.77 |===================================================================== b . 3.75 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q37 Seconds < Lower Is Better a . 4.14 |========================================================== b . 4.91 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q36 Seconds < Lower Is Better a . 4.46 |===================================================================== b . 4.43 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q34 Seconds < Lower Is Better a . 4.95 |============================================================== b . 5.49 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q33 Seconds < Lower Is Better a . 6.90 |===================================================================== b . 6.56 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q32 Seconds < Lower Is Better a . 4.17 |==================================================================== b . 4.24 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q31 Seconds < Lower Is Better a . 10.26 |==================================================================== b . 10.22 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q30 Seconds < Lower Is Better a . 5.79 |===================================================================== b . 5.66 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q28 Seconds < Lower Is Better a . 11.97 |================================================================ b . 12.75 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q27 Seconds < Lower Is Better a . 5.43 |===================================================================== b . 4.94 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q26 Seconds < Lower Is Better a . 4.93 |============================================================ b . 5.65 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q22 Seconds < Lower Is Better a . 8.37 |===================================================================== b . 8.39 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q21 Seconds < Lower Is Better a . 3.38 |===================================================================== b . 3.14 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q20 Seconds < Lower Is Better a . 1.48 |===================================================================== b . 1.48 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q19 Seconds < Lower Is Better a . 5.52 |===================================================================== b . 5.03 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q18 Seconds < Lower Is Better a . 5.67 |======================================================= b . 7.17 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q15 Seconds < Lower Is Better a . 5.12 |================================================================= b . 5.47 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q13 Seconds < Lower Is Better a . 5.54 |===================================================================== b . 5.17 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q12 Seconds < Lower Is Better a . 1.48 |===================================================================== b . 1.47 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q10 Seconds < Lower Is Better a . 6.95 |===================================================================== b . 6.68 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q09 Seconds < Lower Is Better a . 6.14 |===================================================================== b . 6.10 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q08 Seconds < Lower Is Better a . 4.99 |===================================================================== b . 4.82 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q07 Seconds < Lower Is Better a . 5.96 |===================================================================== b . 5.29 |============================================================= Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q03 Seconds < Lower Is Better a . 3.65 |===================================================================== b . 3.67 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q02 Seconds < Lower Is Better a . 4.33 |================================================================== b . 4.55 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q99 Seconds < Lower Is Better a . 3.14 |========================================================= b . 3.00 |====================================================== b . 2.77 |================================================== b . 3.83 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q96 Seconds < Lower Is Better a . 2.11 |==================================================================== b . 2.02 |================================================================= b . 2.10 |==================================================================== b . 2.14 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q95 Seconds < Lower Is Better a . 5.02 |================================================================== b . 5.26 |===================================================================== b . 5.14 |=================================================================== b . 5.25 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q92 Seconds < Lower Is Better a . 4.09 |===================================================================== b . 3.86 |================================================================= b . 3.87 |================================================================= b . 3.74 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q91 Seconds < Lower Is Better a . 3.90 |===================================================================== b . 3.89 |===================================================================== b . 3.66 |================================================================= b . 3.59 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q90 Seconds < Lower Is Better a . 3.58 |================================================================== b . 3.69 |==================================================================== b . 3.73 |===================================================================== b . 3.42 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q89 Seconds < Lower Is Better a . 4.07 |============================================================== b . 4.53 |===================================================================== b . 4.10 |============================================================== b . 4.06 |============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q88 Seconds < Lower Is Better a . 7.53 |================================================================= b . 7.83 |=================================================================== b . 8.04 |===================================================================== b . 7.99 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q86 Seconds < Lower Is Better a . 3.29 |============================================================== b . 3.49 |================================================================== b . 3.24 |============================================================= b . 3.65 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q84 Seconds < Lower Is Better a . 4.39 |================================================================== b . 4.45 |=================================================================== b . 4.61 |===================================================================== b . 4.27 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q83 Seconds < Lower Is Better a . 4.50 |============================================================== b . 4.29 |=========================================================== b . 4.35 |============================================================ b . 4.98 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q82 Seconds < Lower Is Better a . 6.30 |============================================================== b . 7.01 |===================================================================== b . 6.24 |============================================================= b . 6.64 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q81 Seconds < Lower Is Better a . 4.61 |=================================================================== b . 4.48 |================================================================= b . 4.78 |===================================================================== b . 4.28 |============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q79 Seconds < Lower Is Better a . 4.97 |================================================================ b . 5.14 |=================================================================== b . 5.32 |===================================================================== b . 4.71 |============================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q77 Seconds < Lower Is Better a . 6.71 |==================================================================== b . 6.77 |===================================================================== b . 6.56 |=================================================================== b . 6.69 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q76 Seconds < Lower Is Better a . 5.05 |================================================================ b . 5.32 |=================================================================== b . 5.13 |================================================================= b . 5.46 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q71 Seconds < Lower Is Better a . 4.59 |==================================================================== b . 4.24 |=============================================================== b . 4.64 |==================================================================== b . 4.68 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q70 Seconds < Lower Is Better a . 4.04 |============================================================== b . 3.94 |============================================================= b . 4.48 |===================================================================== b . 4.45 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q69 Seconds < Lower Is Better a . 5.58 |================================================================ b . 5.74 |================================================================== b . 6.01 |===================================================================== b . 5.33 |============================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q68 Seconds < Lower Is Better a . 5.55 |================================================================= b . 5.64 |================================================================== b . 5.36 |=============================================================== b . 5.90 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q66 Seconds < Lower Is Better a . 4.96 |===================================================================== b . 4.01 |======================================================== b . 4.11 |========================================================= b . 4.06 |======================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q63 Seconds < Lower Is Better a . 3.73 |===================================================================== b . 3.64 |=================================================================== b . 3.23 |============================================================ b . 3.66 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q62 Seconds < Lower Is Better a . 3.39 |============================================================== b . 3.76 |===================================================================== b . 3.51 |================================================================ b . 3.63 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q61 Seconds < Lower Is Better a . 1.90 |==================================================================== b . 1.86 |================================================================== b . 1.90 |==================================================================== b . 1.93 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q60 Seconds < Lower Is Better a . 6.04 |==================================================================== b . 6.11 |===================================================================== b . 5.71 |================================================================ b . 5.87 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q59 Seconds < Lower Is Better a . 4.88 |===================================================================== b . 4.72 |=================================================================== b . 4.80 |==================================================================== b . 4.73 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q58 Seconds < Lower Is Better a . 5.24 |============================================================== b . 5.56 |================================================================== b . 5.79 |===================================================================== b . 5.20 |============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q57 Seconds < Lower Is Better a . 5.28 |==================================================================== b . 4.55 |=========================================================== b . 5.36 |===================================================================== b . 5.08 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q56 Seconds < Lower Is Better a . 4.99 |================================================================= b . 4.62 |============================================================ b . 4.52 |=========================================================== b . 5.32 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q55 Seconds < Lower Is Better a . 3.49 |===================================================================== b . 3.45 |==================================================================== b . 3.28 |================================================================= b . 3.50 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q54 Seconds < Lower Is Better a . 6.89 |================================================================== b . 7.16 |===================================================================== b . 6.73 |================================================================= b . 6.54 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q53 Seconds < Lower Is Better a . 3.41 |======================================================== b . 3.42 |======================================================== b . 3.29 |====================================================== b . 4.23 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q52 Seconds < Lower Is Better a . 3.48 |================================================================ b . 3.73 |===================================================================== b . 3.56 |================================================================== b . 3.52 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q46 Seconds < Lower Is Better a . 5.35 |================================================================= b . 5.03 |============================================================== b . 5.64 |===================================================================== b . 5.16 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q45 Seconds < Lower Is Better a . 4.26 |=================================================================== b . 3.62 |========================================================= b . 3.83 |============================================================= b . 4.36 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q44 Seconds < Lower Is Better a . 1.88 |==================================================================== b . 1.90 |===================================================================== b . 1.80 |================================================================= b . 1.89 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q43 Seconds < Lower Is Better a . 3.10 |===================================================================== b . 3.10 |===================================================================== b . 3.06 |==================================================================== b . 3.03 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q42 Seconds < Lower Is Better a . 3.51 |==================================================================== b . 3.36 |================================================================= b . 3.29 |================================================================ b . 3.56 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q41 Seconds < Lower Is Better a . 2.07 |==================================================================== b . 1.99 |================================================================= b . 2.10 |===================================================================== b . 2.06 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q39 Seconds < Lower Is Better a . 2.35 |================================================================ b . 2.42 |================================================================== b . 2.24 |============================================================= b . 2.54 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q37 Seconds < Lower Is Better a . 5.76 |=================================================================== b . 5.84 |==================================================================== b . 5.95 |===================================================================== b . 5.52 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q36 Seconds < Lower Is Better a . 3.84 |================================================================= b . 4.10 |===================================================================== b . 3.98 |=================================================================== b . 3.99 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q35 Seconds < Lower Is Better a . 6.37 |=================================================================== b . 6.56 |===================================================================== b . 6.57 |===================================================================== b . 6.51 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q34 Seconds < Lower Is Better a . 4.68 |===================================================================== b . 4.04 |============================================================ b . 4.06 |============================================================ b . 4.14 |============================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q33 Seconds < Lower Is Better a . 5.75 |================================================================ b . 5.61 |=============================================================== b . 5.78 |================================================================ b . 6.19 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q32 Seconds < Lower Is Better a . 3.59 |================================================================= b . 3.83 |===================================================================== b . 3.78 |==================================================================== b . 3.70 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q31 Seconds < Lower Is Better a . 8.77 |========================================================= b . 10.38 |==================================================================== b . 8.94 |=========================================================== b . 9.57 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q30 Seconds < Lower Is Better a . 4.88 |===================================================================== b . 4.72 |=================================================================== b . 4.82 |==================================================================== b . 4.74 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q28 Seconds < Lower Is Better a . 11.00 |================================================================ b . 11.57 |==================================================================== b . 11.61 |==================================================================== b . 10.98 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q27 Seconds < Lower Is Better a . 4.64 |=========================================================== b . 5.43 |===================================================================== b . 4.40 |======================================================== b . 4.76 |============================================================ Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q26 Seconds < Lower Is Better a . 4.19 |============================================================= b . 4.74 |===================================================================== b . 4.54 |================================================================== b . 3.53 |=================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q22 Seconds < Lower Is Better a . 6.44 |==================================================================== b . 6.54 |===================================================================== b . 6.57 |===================================================================== b . 6.45 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q21 Seconds < Lower Is Better a . 3.63 |========================================================= b . 4.03 |================================================================ b . 4.37 |===================================================================== b . 3.33 |===================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q20 Seconds < Lower Is Better a . 1.43 |================================================================== b . 1.48 |===================================================================== b . 1.49 |===================================================================== b . 1.45 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q19 Seconds < Lower Is Better a . 4.78 |===================================================================== b . 4.54 |================================================================== b . 4.58 |================================================================== b . 4.47 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q18 Seconds < Lower Is Better a . 5.13 |===================================================================== b . 4.61 |============================================================== b . 4.68 |=============================================================== b . 4.96 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q15 Seconds < Lower Is Better a . 4.64 |=========================================================== b . 4.83 |============================================================== b . 5.40 |===================================================================== b . 4.53 |========================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q14 Seconds < Lower Is Better a . 13.76 |===================================================== b . 10.43 |======================================== b . 17.55 |==================================================================== b . 9.97 |======================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q13 Seconds < Lower Is Better a . 4.04 |===================================================================== b . 3.79 |================================================================= b . 3.81 |================================================================= b . 4.05 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q12 Seconds < Lower Is Better a . 1.46 |===================================================================== b . 1.45 |===================================================================== b . 1.44 |==================================================================== b . 1.43 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q10 Seconds < Lower Is Better a . 5.36 |================================================================ b . 5.28 |=============================================================== b . 5.80 |===================================================================== b . 5.19 |============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q09 Seconds < Lower Is Better a . 5.84 |=================================================================== b . 6.04 |===================================================================== b . 5.78 |================================================================== b . 5.47 |============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q08 Seconds < Lower Is Better a . 4.40 |===================================================================== b . 4.27 |=================================================================== b . 4.37 |===================================================================== b . 4.25 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q07 Seconds < Lower Is Better a . 5.28 |================================================================ b . 5.73 |===================================================================== b . 4.34 |==================================================== b . 5.07 |============================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q03 Seconds < Lower Is Better a . 3.05 |==================================================================== b . 3.08 |===================================================================== b . 3.01 |=================================================================== b . 3.10 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q02 Seconds < Lower Is Better a . 3.82 |=================================================================== b . 3.91 |===================================================================== b . 3.79 |=================================================================== b . 3.80 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q01 Seconds < Lower Is Better a . 4.75 |==================================================================== b . 4.79 |===================================================================== b . 4.77 |===================================================================== b . 4.66 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q47 Seconds < Lower Is Better a . 8.92 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 500 - Q06 Seconds < Lower Is Better a . 6.71 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q99 Seconds < Lower Is Better a . 2.59 |==================================================================== b . 2.64 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q98 Seconds < Lower Is Better a . 1.35 |===================================================================== b . 1.34 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q97 Seconds < Lower Is Better a . 3.52 |===================================================================== b . 3.38 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q96 Seconds < Lower Is Better a . 2.00 |===================================================================== b . 1.82 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q95 Seconds < Lower Is Better a . 1.92 |=================================================================== b . 1.99 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q94 Seconds < Lower Is Better a . 1.69 |===================================================================== b . 1.69 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q93 Seconds < Lower Is Better a . 2.56 |===================================================================== b . 2.52 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q92 Seconds < Lower Is Better a . 2.32 |===================================================================== b . 2.32 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q91 Seconds < Lower Is Better a . 2.19 |===================================================================== b . 2.20 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q90 Seconds < Lower Is Better a . 2.25 |==================================================================== b . 2.29 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q89 Seconds < Lower Is Better a . 3.15 |===================================================================== b . 2.82 |============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q88 Seconds < Lower Is Better a . 4.78 |===================================================================== b . 4.40 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q87 Seconds < Lower Is Better a . 3.31 |===================================================================== b . 3.33 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q86 Seconds < Lower Is Better a . 2.32 |===================================================================== b . 2.33 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q85 Seconds < Lower Is Better a . 3.21 |===================================================================== b . 3.23 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q84 Seconds < Lower Is Better a . 2.13 |===================================================================== b . 2.13 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q83 Seconds < Lower Is Better a . 2.25 |=================================================================== b . 2.33 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q82 Seconds < Lower Is Better a . 3.09 |================================================================ b . 3.32 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q81 Seconds < Lower Is Better a . 2.17 |=================================================================== b . 2.22 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q80 Seconds < Lower Is Better a . 3.62 |============================================================ b . 4.15 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q79 Seconds < Lower Is Better a . 2.94 |=================================================================== b . 3.03 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q78 Seconds < Lower Is Better a . 4.65 |==================================================================== b . 4.70 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q77 Seconds < Lower Is Better a . 3.01 |===================================================================== b . 2.88 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q76 Seconds < Lower Is Better a . 2.91 |=================================================================== b . 2.98 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q75 Seconds < Lower Is Better a . 4.95 |===================================================================== b . 4.92 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q74 Seconds < Lower Is Better a . 4.01 |===================================================================== b . 4.02 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q73 Seconds < Lower Is Better a . 2.50 |============================================================== b . 2.78 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q72 Seconds < Lower Is Better a . 4.49 |================================================================= b . 4.75 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q71 Seconds < Lower Is Better a . 2.79 |===================================================================== b . 2.57 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q70 Seconds < Lower Is Better a . 3.46 |=============================================================== b . 3.76 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q69 Seconds < Lower Is Better a . 2.93 |===================================================================== b . 2.83 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q68 Seconds < Lower Is Better a . 3.39 |==================================================================== b . 3.43 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q67 Seconds < Lower Is Better a . 3.79 |================================================================== b . 3.96 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q66 Seconds < Lower Is Better a . 3.41 |=================================================================== b . 3.51 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q65 Seconds < Lower Is Better a . 3.35 |==================================================================== b . 3.39 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q64 Seconds < Lower Is Better a . 4.75 |===================================================================== b . 4.78 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q63 Seconds < Lower Is Better a . 2.55 |==================================================================== b . 2.59 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q62 Seconds < Lower Is Better a . 2.42 |=================================================================== b . 2.50 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q61 Seconds < Lower Is Better a . 1.69 |===================================================================== b . 1.67 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q60 Seconds < Lower Is Better a . 3.12 |==================================================================== b . 3.15 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q59 Seconds < Lower Is Better a . 3.16 |===================================================================== b . 3.13 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q58 Seconds < Lower Is Better a . 2.92 |===================================================================== b . 2.77 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q57 Seconds < Lower Is Better a . 3.27 |===================================================================== b . 3.11 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q56 Seconds < Lower Is Better a . 3.08 |===================================================================== b . 2.80 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q55 Seconds < Lower Is Better a . 2.42 |=============================================================== b . 2.65 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q54 Seconds < Lower Is Better a . 3.33 |===================================================================== b . 3.30 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q53 Seconds < Lower Is Better a . 2.50 |=================================================================== b . 2.58 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q52 Seconds < Lower Is Better a . 2.47 |===================================================================== b . 1.94 |====================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q51 Seconds < Lower Is Better a . 4.51 |==================================================================== b . 4.60 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q50 Seconds < Lower Is Better a . 3.13 |=================================================================== b . 3.20 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q49 Seconds < Lower Is Better a . 2.91 |================================================================= b . 3.09 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q48 Seconds < Lower Is Better a . 2.86 |===================================================================== b . 2.78 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q47 Seconds < Lower Is Better a . 4.01 |==================================================================== b . 4.05 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q46 Seconds < Lower Is Better a . 3.10 |================================================================== b . 3.24 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q45 Seconds < Lower Is Better a . 2.47 |===================================================================== b . 2.39 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q44 Seconds < Lower Is Better a . 3.75 |=================================================================== b . 3.87 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q43 Seconds < Lower Is Better a . 2.61 |================================================================= b . 2.79 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q42 Seconds < Lower Is Better a . 2.27 |===================================================================== b . 1.92 |========================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q41 Seconds < Lower Is Better a . 1.64 |===================================================================== b . 1.61 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q40 Seconds < Lower Is Better a . 2.58 |=================================================================== b . 2.64 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q39 Seconds < Lower Is Better a . 1.01 |========================================================= b . 1.23 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q38 Seconds < Lower Is Better a . 3.42 |===================================================================== b . 3.29 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q37 Seconds < Lower Is Better a . 1.59 |===================================================================== b . 1.55 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q36 Seconds < Lower Is Better a . 2.91 |===================================================================== b . 2.90 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q35 Seconds < Lower Is Better a . 3.14 |===================================================================== b . 3.04 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q34 Seconds < Lower Is Better a . 2.85 |===================================================================== b . 2.74 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q33 Seconds < Lower Is Better a . 3.00 |===================================================================== b . 2.96 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q32 Seconds < Lower Is Better a . 2.29 |===================================================================== b . 2.26 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q31 Seconds < Lower Is Better a . 4.02 |===================================================================== b . 3.78 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q30 Seconds < Lower Is Better a . 2.22 |=================================================================== b . 2.27 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q29 Seconds < Lower Is Better a . 4.05 |===================================================================== b . 4.04 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q28 Seconds < Lower Is Better a . 5.51 |================================================================== b . 5.74 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q27 Seconds < Lower Is Better a . 3.27 |===================================================================== b . 3.22 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q26 Seconds < Lower Is Better a . 2.83 |===================================================================== b . 2.84 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q25 Seconds < Lower Is Better a . 3.98 |===================================================================== b . 3.99 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q24 Seconds < Lower Is Better a . 0.50 |===================================================================== b . 0.50 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q23 Seconds < Lower Is Better a . 3.05 |===================================================================== b . 2.89 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q22 Seconds < Lower Is Better a . 3.08 |================================================================= b . 3.27 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q21 Seconds < Lower Is Better a . 2.77 |================================================================= b . 2.96 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q20 Seconds < Lower Is Better a . 1.33 |===================================================================== b . 1.32 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q19 Seconds < Lower Is Better a . 2.90 |============================================================== b . 3.24 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q18 Seconds < Lower Is Better a . 3.70 |==================================================================== b . 3.77 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q17 Seconds < Lower Is Better a . 4.20 |===================================================================== b . 4.09 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q16 Seconds < Lower Is Better a . 1.83 |===================================================================== b . 1.79 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q15 Seconds < Lower Is Better a . 2.78 |===================================================================== b . 2.44 |============================================================= Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q14 Seconds < Lower Is Better a . 3.81 |===================================================================== b . 3.61 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q13 Seconds < Lower Is Better a . 2.83 |===================================================================== b . 2.83 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q12 Seconds < Lower Is Better a . 1.34 |===================================================================== b . 1.29 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q11 Seconds < Lower Is Better a . 4.24 |===================================================================== b . 4.23 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q10 Seconds < Lower Is Better a . 2.97 |================================================================== b . 3.11 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q09 Seconds < Lower Is Better a . 3.57 |=================================================================== b . 3.66 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q08 Seconds < Lower Is Better a . 3.12 |================================================================ b . 3.37 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q07 Seconds < Lower Is Better a . 2.94 |============================================================= b . 3.31 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q06 Seconds < Lower Is Better a . 2.92 |=================================================================== b . 3.02 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q05 Seconds < Lower Is Better a . 3.11 |===================================================================== b . 3.09 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q04 Seconds < Lower Is Better a . 4.78 |==================================================================== b . 4.82 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q03 Seconds < Lower Is Better a . 2.49 |================================================================ b . 2.70 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q02 Seconds < Lower Is Better a . 2.83 |===================================================================== b . 2.76 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q01 Seconds < Lower Is Better a . 2.31 |================================================================== b . 2.42 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q05 Seconds < Lower Is Better b . 11.02 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 50 - Q22 Seconds < Lower Is Better a . 5.21743711 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 50 - Q21 Seconds < Lower Is Better a . 68.05 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 50 - Q20 Seconds < Lower Is Better a . 15.26 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 50 - Q19 Seconds < Lower Is Better a . 12.35 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 50 - Q18 Seconds < Lower Is Better a . 31.63 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 50 - Q17 Seconds < Lower Is Better a . 28.56 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 50 - Q16 Seconds < Lower Is Better a . 5.56744941 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 50 - Q15 Seconds < Lower Is Better a . 11.66 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 50 - Q14 Seconds < Lower Is Better a . 12.63 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 50 - Q13 Seconds < Lower Is Better a . 6.55616983 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 50 - Q12 Seconds < Lower Is Better a . 16.03 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 50 - Q11 Seconds < Lower Is Better a . 4.64980395 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 50 - Q10 Seconds < Lower Is Better a . 17.98 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 50 - Q09 Seconds < Lower Is Better a . 23.57 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 50 - Q08 Seconds < Lower Is Better a . 19.04 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 50 - Q07 Seconds < Lower Is Better a . 17.76 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 50 - Q06 Seconds < Lower Is Better a . 10.24 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 50 - Q05 Seconds < Lower Is Better a . 20.01 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 50 - Q04 Seconds < Lower Is Better a . 15.57 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 50 - Q03 Seconds < Lower Is Better a . 18.15 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 50 - Q02 Seconds < Lower Is Better a . 5.20345497 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 50 - Q01 Seconds < Lower Is Better a . 13.09 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 50 - Geometric Mean Of All Queries Seconds < Lower Is Better a . 14.21 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 10 - Q22 Seconds < Lower Is Better a . 1.79856916 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 10 - Q21 Seconds < Lower Is Better a . 14.80 |==================================================================== Apache Spark TPC-H 3.5 Scale Factor: 10 - Q20 Seconds < Lower Is Better a . 4.68863535 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 10 - Q19 Seconds < Lower Is Better a . 3.06320993 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 10 - Q18 Seconds < Lower Is Better a . 7.76241620 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 10 - Q17 Seconds < Lower Is Better a . 6.52513742 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 10 - Q16 Seconds < Lower Is Better a . 2.16105564 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 10 - Q15 Seconds < Lower Is Better a . 3.02748696 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 10 - Q14 Seconds < Lower Is Better a . 3.07044212 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 10 - Q13 Seconds < Lower Is Better a . 2.10955985 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 10 - Q12 Seconds < Lower Is Better a . 4.09523519 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 10 - Q11 Seconds < Lower Is Better a . 2.17453631 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 10 - Q10 Seconds < Lower Is Better a . 5.44493898 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 10 - Q09 Seconds < Lower Is Better a . 7.60291115 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 10 - Q08 Seconds < Lower Is Better a . 5.44580158 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 10 - Q07 Seconds < Lower Is Better a . 5.29749473 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 10 - Q06 Seconds < Lower Is Better a . 2.18420521 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 10 - Q05 Seconds < Lower Is Better a . 6.48768631 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 10 - Q04 Seconds < Lower Is Better a . 4.37466176 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 10 - Q03 Seconds < Lower Is Better a . 5.25452534 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 10 - Q02 Seconds < Lower Is Better a . 2.20796720 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 10 - Q01 Seconds < Lower Is Better a . 4.29873101 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 10 - Geometric Mean Of All Queries Seconds < Lower Is Better a . 4.11485597 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 1 - Q22 Seconds < Lower Is Better a . 0.57581129 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 1 - Q21 Seconds < Lower Is Better a . 3.67660387 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 1 - Q20 Seconds < Lower Is Better a . 1.27487640 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 1 - Q19 Seconds < Lower Is Better a . 0.47422830 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 1 - Q18 Seconds < Lower Is Better a . 1.90179173 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 1 - Q17 Seconds < Lower Is Better a . 1.37391059 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 1 - Q16 Seconds < Lower Is Better a . 0.77439463 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 1 - Q15 Seconds < Lower Is Better a . 1.03076641 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 1 - Q14 Seconds < Lower Is Better a . 0.95794541 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 1 - Q13 Seconds < Lower Is Better a . 0.72369719 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 1 - Q12 Seconds < Lower Is Better a . 1.02694988 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 1 - Q11 Seconds < Lower Is Better a . 0.59779863 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 1 - Q10 Seconds < Lower Is Better a . 1.37925017 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 1 - Q09 Seconds < Lower Is Better a . 2.24630221 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 1 - Q08 Seconds < Lower Is Better a . 1.05807396 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 1 - Q07 Seconds < Lower Is Better a . 1.56288211 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 1 - Q06 Seconds < Lower Is Better a . 0.34684698 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 1 - Q05 Seconds < Lower Is Better a . 1.63404930 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 1 - Q04 Seconds < Lower Is Better a . 1.39331611 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 1 - Q03 Seconds < Lower Is Better a . 1.53755089 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 1 - Q02 Seconds < Lower Is Better a . 0.96776295 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 1 - Q01 Seconds < Lower Is Better a . 2.30813360 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 1 - Geometric Mean Of All Queries Seconds < Lower Is Better a . 1.09115570 |===============================================================