apache spark tpc benchmark 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-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: 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: 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: 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: 100 - Q56 Seconds < Lower Is Better a . 5.83 |===================================================== b . 7.52 |===================================================================== b . 6.37 |========================================================== 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: 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: 500 - Q45 Seconds < Lower Is Better a . 4.35 |===================================================================== b . 3.40 |====================================================== 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: 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 - 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: 100 - Q42 Seconds < Lower Is Better a . 3.42 |=========================================================== b . 4.01 |===================================================================== b . 3.31 |========================================================= 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: 100 - Q26 Seconds < Lower Is Better a . 5.14 |===================================================================== b . 4.33 |========================================================== b . 4.53 |============================================================= 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: 100 - Q60 Seconds < Lower Is Better a . 7.02 |================================================================= b . 7.47 |===================================================================== b . 6.34 |=========================================================== 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 - 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: 500 - Q26 Seconds < Lower Is Better a . 4.93 |============================================================ b . 5.65 |===================================================================== 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: 1 - Q15 Seconds < Lower Is Better a . 2.78 |===================================================================== b . 2.44 |============================================================= 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: 100 - Q90 Seconds < Lower Is Better a . 3.65 |============================================================== b . 3.58 |============================================================= b . 4.07 |===================================================================== 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: 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: 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: 100 - Q92 Seconds < Lower Is Better a . 4.09 |============================================================= b . 4.47 |=================================================================== b . 4.63 |===================================================================== 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: 100 - Q62 Seconds < Lower Is Better a . 3.57 |============================================================= b . 3.59 |============================================================= b . 4.03 |===================================================================== 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: 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 - 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: 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 - 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 - 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 - 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: 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: 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 - 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: 100 - Q18 Seconds < Lower Is Better a . 5.37 |============================================================== b . 5.97 |===================================================================== b . 5.45 |=============================================================== 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 - 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 - 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: 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 - 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 - 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: 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: 500 - Q27 Seconds < Lower Is Better a . 5.43 |===================================================================== b . 4.94 |=============================================================== 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: 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: 100 - Q43 Seconds < Lower Is Better a . 3.17 |=============================================================== b . 3.31 |================================================================== b . 3.48 |===================================================================== 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: 100 - Q68 Seconds < Lower Is Better a . 5.66 |=============================================================== b . 5.98 |=================================================================== b . 6.20 |===================================================================== 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 - 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: 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 - Q04 Seconds < Lower Is Better a . 15.32 |================================================================== b . 14.47 |=============================================================== b . 15.74 |==================================================================== 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: 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: 1 - Q71 Seconds < Lower Is Better a . 2.79 |===================================================================== b . 2.57 |================================================================ 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: 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 - 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: 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: 100 - Q57 Seconds < Lower Is Better a . 5.65 |==================================================================== b . 5.30 |================================================================ b . 5.73 |===================================================================== 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: 1 - Q08 Seconds < Lower Is Better a . 3.12 |================================================================ b . 3.37 |===================================================================== 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 - Q91 Seconds < Lower Is Better a . 3.83 |===================================================================== b . 3.55 |================================================================ b . 3.65 |================================================================== 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: 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: 500 - Q21 Seconds < Lower Is Better a . 3.38 |===================================================================== b . 3.14 |================================================================ 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: 1 - Q82 Seconds < Lower Is Better a . 3.09 |================================================================ b . 3.32 |===================================================================== 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: 100 - Q19 Seconds < Lower Is Better a . 5.05 |================================================================ b . 5.11 |================================================================= b . 5.42 |===================================================================== 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 - 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: 100 - Q08 Seconds < Lower Is Better a . 4.87 |=================================================================== b . 4.71 |================================================================ b . 5.05 |===================================================================== 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: 100 - Q28 Seconds < Lower Is Better a . 11.30 |=============================================================== b . 12.11 |==================================================================== b . 12.06 |==================================================================== 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: 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: 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: 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 - Q38 Seconds < Lower Is Better a . 9.98 |===================================================================== b . 9.36 |================================================================= b . 9.76 |=================================================================== 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: 500 - Q28 Seconds < Lower Is Better a . 11.97 |================================================================ b . 12.75 |==================================================================== 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 - Q03 Seconds < Lower Is Better a . 3.67 |===================================================================== b . 3.45 |================================================================= b . 3.55 |=================================================================== 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: 500 - Q92 Seconds < Lower Is Better a . 4.35 |===================================================================== b . 4.09 |================================================================= 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: 100 - Q48 Seconds < Lower Is Better a . 4.05 |===================================================================== b . 3.94 |=================================================================== b . 3.81 |================================================================= 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: 1 - Q49 Seconds < Lower Is Better a . 2.91 |================================================================= b . 3.09 |===================================================================== 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 - 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: 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: 1 - Q72 Seconds < Lower Is Better a . 4.49 |================================================================= b . 4.75 |===================================================================== 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 - Q27 Seconds < Lower Is Better a . 5.28 |=================================================================== b . 5.16 |================================================================= b . 5.45 |===================================================================== 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: 50 - Q98 Seconds < Lower Is Better a . 1.49 |==================================================================== b . 1.52 |===================================================================== b . 1.44 |================================================================= 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: 1 - Q14 Seconds < Lower Is Better a . 3.81 |===================================================================== b . 3.61 |================================================================= 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: 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: 100 - Q02 Seconds < Lower Is Better a . 4.41 |===================================================================== b . 4.18 |================================================================= b . 4.31 |=================================================================== 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: 500 - Q48 Seconds < Lower Is Better a . 3.92 |===================================================================== b . 3.72 |================================================================= 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: 1 - Q57 Seconds < Lower Is Better a . 3.27 |===================================================================== b . 3.11 |================================================================== 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: 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: 100 - Q59 Seconds < Lower Is Better a . 5.84 |================================================================== b . 5.80 |================================================================== b . 6.09 |===================================================================== 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: 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: 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: 1 - Q01 Seconds < Lower Is Better a . 2.31 |================================================================== b . 2.42 |===================================================================== 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: 100 - Q86 Seconds < Lower Is Better a . 3.45 |=================================================================== b . 3.56 |===================================================================== b . 3.40 |================================================================== 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: 100 - Q71 Seconds < Lower Is Better a . 5.20 |================================================================== b . 5.41 |===================================================================== b . 5.18 |================================================================== 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: 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: 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: 1 - Q28 Seconds < Lower Is Better a . 5.51 |================================================================== b . 5.74 |===================================================================== 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 - 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: 500 - Q10 Seconds < Lower Is Better a . 6.95 |===================================================================== b . 6.68 |================================================================== 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: 100 - Q20 Seconds < Lower Is Better a . 1.50 |================================================================== b . 1.56 |===================================================================== b . 1.54 |==================================================================== 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: 500 - Q59 Seconds < Lower Is Better a . 5.80 |================================================================== b . 6.03 |===================================================================== 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: 500 - Q79 Seconds < Lower Is Better a . 5.36 |================================================================== b . 5.57 |===================================================================== 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: 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: 500 - Q86 Seconds < Lower Is Better a . 3.52 |=================================================================== b . 3.65 |===================================================================== 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 - Q83 Seconds < Lower Is Better a . 2.25 |=================================================================== b . 2.33 |===================================================================== 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: 500 - Q08 Seconds < Lower Is Better a . 4.99 |===================================================================== b . 4.82 |=================================================================== 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: 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: 1 - Q06 Seconds < Lower Is Better a . 2.92 |=================================================================== b . 3.02 |===================================================================== 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: 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 - 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: 100 - Q41 Seconds < Lower Is Better a . 2.08 |=================================================================== b . 2.07 |=================================================================== b . 2.14 |===================================================================== 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: 1 - Q45 Seconds < Lower Is Better a . 2.47 |===================================================================== b . 2.39 |=================================================================== 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 - Q35 Seconds < Lower Is Better a . 3.14 |===================================================================== b . 3.04 |=================================================================== 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 - Q36 Seconds < Lower Is Better a . 4.63 |=================================================================== b . 4.70 |==================================================================== b . 4.78 |===================================================================== 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: 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: 1 - Q53 Seconds < Lower Is Better a . 2.50 |=================================================================== b . 2.58 |===================================================================== 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: 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: 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 - 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: 100 - Q40 Seconds < Lower Is Better a . 6.09 |=================================================================== b . 6.28 |===================================================================== b . 6.26 |===================================================================== 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: 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 - Q85 Seconds < Lower Is Better a . 6.72 |=================================================================== b . 6.92 |===================================================================== 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: 100 - Q66 Seconds < Lower Is Better a . 5.15 |=================================================================== b . 5.17 |=================================================================== b . 5.30 |===================================================================== 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: 1 - Q48 Seconds < Lower Is Better a . 2.86 |===================================================================== b . 2.78 |=================================================================== 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: 100 - Q89 Seconds < Lower Is Better a . 4.42 |===================================================================== b . 4.32 |=================================================================== b . 4.30 |=================================================================== 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: 100 - Q46 Seconds < Lower Is Better a . 5.88 |=================================================================== b . 6.04 |===================================================================== b . 6.03 |===================================================================== 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: 1 - Q17 Seconds < Lower Is Better a . 4.20 |===================================================================== b . 4.09 |=================================================================== 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: 100 - Q58 Seconds < Lower Is Better a . 5.51 |===================================================================== b . 5.37 |=================================================================== b . 5.38 |=================================================================== 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: 50 - Q87 Seconds < Lower Is Better a . 9.98 |===================================================================== b . 9.73 |=================================================================== b . 9.75 |=================================================================== 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: 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: 1 - Q02 Seconds < Lower Is Better a . 2.83 |===================================================================== b . 2.76 |=================================================================== 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: 50 - Q94 Seconds < Lower Is Better a . 5.27 |==================================================================== b . 5.32 |===================================================================== b . 5.19 |=================================================================== 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: 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: 100 - Q79 Seconds < Lower Is Better a . 5.40 |===================================================================== b . 5.43 |===================================================================== b . 5.30 |=================================================================== 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: 500 - Q62 Seconds < Lower Is Better a . 3.89 |===================================================================== b . 3.80 |=================================================================== 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 - Q81 Seconds < Lower Is Better a . 2.17 |=================================================================== b . 2.22 |===================================================================== 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: 1 - Q30 Seconds < Lower Is Better a . 2.22 |=================================================================== b . 2.27 |===================================================================== 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: 1 - Q50 Seconds < Lower Is Better a . 3.13 |=================================================================== b . 3.20 |===================================================================== 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: 100 - Q53 Seconds < Lower Is Better a . 3.69 |===================================================================== b . 3.63 |==================================================================== b . 3.71 |===================================================================== 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 - Q42 Seconds < Lower Is Better a . 3.35 |===================================================================== b . 3.28 |==================================================================== 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: 500 - Q71 Seconds < Lower Is Better a . 5.25 |==================================================================== b . 5.36 |===================================================================== 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: 1 - Q51 Seconds < Lower Is Better a . 4.51 |==================================================================== b . 4.60 |===================================================================== 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: 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: 1 - Q99 Seconds < Lower Is Better a . 2.59 |==================================================================== b . 2.64 |===================================================================== 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: 1 - Q18 Seconds < Lower Is Better a . 3.70 |==================================================================== b . 3.77 |===================================================================== 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: 1 - Q41 Seconds < Lower Is Better a . 1.64 |===================================================================== b . 1.61 |==================================================================== 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: 500 - Q32 Seconds < Lower Is Better a . 4.17 |==================================================================== b . 4.24 |===================================================================== 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: 50 - Q47 Seconds < Lower Is Better a . 7.98 |==================================================================== b . 8.05 |===================================================================== b . 7.93 |==================================================================== 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: 1 - Q33 Seconds < Lower Is Better a . 3.00 |===================================================================== b . 2.96 |==================================================================== 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: 1 - Q32 Seconds < Lower Is Better a . 2.29 |===================================================================== b . 2.26 |==================================================================== 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: 1 - Q61 Seconds < Lower Is Better a . 1.69 |===================================================================== b . 1.67 |==================================================================== 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 - Q78 Seconds < Lower Is Better a . 4.65 |==================================================================== b . 4.70 |===================================================================== 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: 1 - Q47 Seconds < Lower Is Better a . 4.01 |==================================================================== b . 4.05 |===================================================================== 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: 500 - Q41 Seconds < Lower Is Better a . 2.11 |==================================================================== b . 2.13 |===================================================================== 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 - Q04 Seconds < Lower Is Better a . 4.78 |==================================================================== b . 4.82 |===================================================================== 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 - Q98 Seconds < Lower Is Better a . 1.35 |===================================================================== b . 1.34 |==================================================================== 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 - Q98 Seconds < Lower Is Better a . 1.50 |===================================================================== b . 1.49 |===================================================================== 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: 500 - Q09 Seconds < Lower Is Better a . 6.14 |===================================================================== b . 6.10 |===================================================================== 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: 500 - Q82 Seconds < Lower Is Better a . 4.74 |===================================================================== b . 4.71 |===================================================================== 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 - Q85 Seconds < Lower Is Better a . 3.21 |===================================================================== b . 3.23 |===================================================================== 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 - Q87 Seconds < Lower Is Better a . 3.31 |===================================================================== b . 3.33 |===================================================================== 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 - Q86 Seconds < Lower Is Better a . 2.32 |===================================================================== b . 2.33 |===================================================================== 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: 1 - Q26 Seconds < Lower Is Better a . 2.83 |===================================================================== b . 2.84 |===================================================================== 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: 100 - Q35 Seconds < Lower Is Better a . 7.47 |===================================================================== b . 7.45 |===================================================================== 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 - Q74 Seconds < Lower Is Better a . 4.01 |===================================================================== b . 4.02 |===================================================================== 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: 500 - Q22 Seconds < Lower Is Better a . 8.37 |===================================================================== b . 8.39 |===================================================================== 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: 500 - Q89 Seconds < Lower Is Better a . 4.26 |===================================================================== b . 4.27 |===================================================================== 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: 100 - Geometric Mean Of All Queries Seconds < Lower Is Better a . 26.24 |==================================================================== 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 - Geometric Mean Of All Queries Seconds < Lower Is Better a . 4.11485597 |=============================================================== Apache Spark TPC-H 3.5 Scale Factor: 1 - Geometric Mean Of All Queries Seconds < Lower Is Better a . 1.09115570 |=============================================================== 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: 500 - Q06 Seconds < Lower Is Better a . 6.71 |===================================================================== 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 - Q47 Seconds < Lower Is Better a . 8.92 |===================================================================== 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: 50 - Q75 Seconds < Lower Is Better a . 15.94 |==================================================================== 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: 1 - Q94 Seconds < Lower Is Better a . 1.69 |===================================================================== b . 1.69 |===================================================================== 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 - Q84 Seconds < Lower Is Better a . 2.13 |===================================================================== b . 2.13 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q13 Seconds < Lower Is Better a . 2.83 |===================================================================== b . 2.83 |===================================================================== 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: 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: 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: 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-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 - Q90 Seconds < Lower Is Better a . 3.54 |=========================================================== b . 4.11 |===================================================================== 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 - 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 - 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 - Q63 Seconds < Lower Is Better a . 4.15 |=================================================================== b . 4.26 |===================================================================== 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 - 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 - Q52 Seconds < Lower Is Better a . 4.01 |===================================================================== b . 3.72 |================================================================ 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 - 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 - Q30 Seconds < Lower Is Better a . 5.79 |===================================================================== b . 5.66 |=================================================================== 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 - 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: 100 - Q96 Seconds < Lower Is Better a . 2.34 |===================================================================== b . 2.24 |================================================================== 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 - 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 - 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 - Q63 Seconds < Lower Is Better a . 4.00 |===================================================================== b . 3.78 |================================================================= b . 3.68 |=============================================================== 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 - Q37 Seconds < Lower Is Better a . 4.66 |====================================================== b . 6.00 |===================================================================== b . 5.28 |============================================================= 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 - 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 - Q15 Seconds < Lower Is Better a . 5.60 |===================================================================== b . 4.97 |============================================================= b . 5.05 |============================================================== 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 - Q07 Seconds < Lower Is Better a . 5.92 |=================================================================== b . 5.82 |================================================================== b . 6.10 |===================================================================== 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 - 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 - 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 - 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 - Q73 Seconds < Lower Is Better a . 4.28 |===================================================================== b . 3.71 |============================================================ b . 3.73 |============================================================ 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 - 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 - 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 - Q48 Seconds < Lower Is Better a . 3.79 |===================================================================== b . 3.62 |================================================================== b . 3.69 |=================================================================== 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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: 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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: 1 - Q97 Seconds < Lower Is Better a . 3.52 |===================================================================== b . 3.38 |================================================================== 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 - 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 - Q80 Seconds < Lower Is Better a . 3.62 |============================================================ b . 4.15 |===================================================================== 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 - Q73 Seconds < Lower Is Better a . 2.50 |============================================================== b . 2.78 |===================================================================== 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 - Q68 Seconds < Lower Is Better a . 3.39 |==================================================================== b . 3.43 |===================================================================== 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 - Q58 Seconds < Lower Is Better a . 2.92 |===================================================================== b . 2.77 |================================================================= 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 - Q52 Seconds < Lower Is Better a . 2.47 |===================================================================== b . 1.94 |====================================================== 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 - 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 - Q39 Seconds < Lower Is Better a . 1.01 |========================================================= b . 1.23 |===================================================================== 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 - Q24 Seconds < Lower Is Better a . 0.50 |===================================================================== b . 0.50 |===================================================================== 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 - Q19 Seconds < Lower Is Better a . 2.90 |============================================================== b . 3.24 |===================================================================== 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 - Q03 Seconds < Lower Is Better a . 2.49 |================================================================ b . 2.70 |=====================================================================