tpcds-spark Tests for a future article. AMD Ryzen Threadripper 3990X 64-Core testing with a Gigabyte TRX40 AORUS PRO WIFI (F6 BIOS) and AMD Radeon RX 5700 8GB on Ubuntu 23.10 via the Phoronix Test Suite. a: Processor: AMD Ryzen Threadripper 3990X 64-Core @ 2.90GHz (64 Cores / 128 Threads), Motherboard: Gigabyte TRX40 AORUS PRO WIFI (F6 BIOS), Chipset: AMD Starship/Matisse, Memory: 128GB, Disk: Samsung SSD 970 EVO Plus 500GB, Graphics: AMD Radeon RX 5700 8GB (1750/875MHz), Audio: AMD Navi 10 HDMI Audio, Monitor: DELL P2415Q, Network: Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 23.10, Kernel: 6.5.0-14-generic (x86_64), Desktop: GNOME Shell 45.0, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 23.2.1-1ubuntu3 (LLVM 15.0.7 DRM 3.54), Compiler: GCC 13.2.0, File-System: ext4, Screen Resolution: 3840x2160 b: Processor: AMD Ryzen Threadripper 3990X 64-Core @ 2.90GHz (64 Cores / 128 Threads), Motherboard: Gigabyte TRX40 AORUS PRO WIFI (F6 BIOS), Chipset: AMD Starship/Matisse, Memory: 128GB, Disk: Samsung SSD 970 EVO Plus 500GB, Graphics: AMD Radeon RX 5700 8GB (1750/875MHz), Audio: AMD Navi 10 HDMI Audio, Monitor: DELL P2415Q, Network: Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 23.10, Kernel: 6.5.0-14-generic (x86_64), Desktop: GNOME Shell 45.0, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 23.2.1-1ubuntu3 (LLVM 15.0.7 DRM 3.54), Compiler: GCC 13.2.0, File-System: ext4, Screen Resolution: 3840x2160 Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q55 Seconds < Lower Is Better a . 4.88 |======================================================= b . 6.10 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q21 Seconds < Lower Is Better a . 4.66 |=========================================================== b . 5.49 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q32 Seconds < Lower Is Better a . 5.87 |============================================================ b . 6.74 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q62 Seconds < Lower Is Better a . 7.78 |===================================================================== b . 6.86 |============================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q33 Seconds < Lower Is Better a . 9.78 |===================================================================== b . 8.76 |============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q21 Seconds < Lower Is Better a . 7.09 |============================================================== b . 7.86 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q22 Seconds < Lower Is Better a . 4.71 |===================================================================== b . 4.27 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q68 Seconds < Lower Is Better a . 5.90 |=============================================================== b . 6.50 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q90 Seconds < Lower Is Better a . 5.92 |===================================================================== b . 5.38 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q55 Seconds < Lower Is Better a . 4.04 |=============================================================== b . 4.43 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q63 Seconds < Lower Is Better a . 4.95 |===================================================================== b . 4.53 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q03 Seconds < Lower Is Better a . 3.85 |=============================================================== b . 4.20 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q34 Seconds < Lower Is Better a . 7.36 |=============================================================== b . 8.00 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q02 Seconds < Lower Is Better a . 7.51 |===================================================================== b . 6.91 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q87 Seconds < Lower Is Better a . 10.98 |=============================================================== b . 11.90 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q09 Seconds < Lower Is Better a . 8.99 |================================================================ b . 9.74 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q66 Seconds < Lower Is Better a . 7.07 |================================================================ b . 7.65 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q08 Seconds < Lower Is Better a . 5.24 |================================================================ b . 5.66 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q77 Seconds < Lower Is Better a . 5.97 |===================================================================== b . 5.53 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q53 Seconds < Lower Is Better a . 5.57 |===================================================================== b . 5.17 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q20 Seconds < Lower Is Better a . 2.70 |===================================================================== b . 2.51 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q32 Seconds < Lower Is Better a . 4.23 |================================================================ b . 4.55 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q74 Seconds < Lower Is Better a . 8.36 |===================================================================== b . 7.79 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q45 Seconds < Lower Is Better a . 4.55 |================================================================ b . 4.88 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q98 Seconds < Lower Is Better a . 2.81 |================================================================ b . 3.01 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q31 Seconds < Lower Is Better a . 17.46 |================================================================ b . 18.67 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q92 Seconds < Lower Is Better a . 4.27 |================================================================= b . 4.56 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q26 Seconds < Lower Is Better a . 5.21 |================================================================= b . 5.56 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q12 Seconds < Lower Is Better a . 2.83 |================================================================= b . 3.02 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q73 Seconds < Lower Is Better a . 5.56 |================================================================= b . 5.93 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q04 Seconds < Lower Is Better a . 30.07 |==================================================================== b . 28.20 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q38 Seconds < Lower Is Better a . 6.65 |================================================================= b . 7.09 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q46 Seconds < Lower Is Better a . 10.54 |================================================================ b . 11.18 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q75 Seconds < Lower Is Better a . 33.65 |==================================================================== b . 31.75 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q82 Seconds < Lower Is Better a . 6.04 |================================================================= b . 6.40 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q94 Seconds < Lower Is Better a . 10.55 |==================================================================== b . 9.96 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q28 Seconds < Lower Is Better a . 19.10 |==================================================================== b . 18.04 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q82 Seconds < Lower Is Better a . 9.40 |================================================================= b . 9.95 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q93 Seconds < Lower Is Better a . 12.39 |==================================================================== b . 11.71 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q81 Seconds < Lower Is Better a . 8.80 |================================================================= b . 9.30 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q85 Seconds < Lower Is Better a . 10.75 |================================================================ b . 11.36 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q75 Seconds < Lower Is Better a . 10.63 |==================================================================== b . 10.07 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q14 Seconds < Lower Is Better a . 26.00 |================================================================ b . 27.44 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q18 Seconds < Lower Is Better a . 6.48 |===================================================================== b . 6.14 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q57 Seconds < Lower Is Better a . 8.72 |===================================================================== b . 8.27 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q30 Seconds < Lower Is Better a . 10.48 |==================================================================== b . 9.94 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q63 Seconds < Lower Is Better a . 5.53 |===================================================================== b . 5.25 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q78 Seconds < Lower Is Better a . 23.00 |==================================================================== b . 21.85 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q70 Seconds < Lower Is Better a . 8.14 |================================================================== b . 8.56 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q87 Seconds < Lower Is Better a . 19.37 |================================================================= b . 20.36 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q83 Seconds < Lower Is Better a . 4.43 |================================================================== b . 4.65 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q83 Seconds < Lower Is Better a . 9.09 |===================================================================== b . 8.66 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q75 Seconds < Lower Is Better a . 22.82 |==================================================================== b . 21.77 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q60 Seconds < Lower Is Better a . 11.92 |================================================================= b . 12.49 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q59 Seconds < Lower Is Better a . 6.36 |================================================================== b . 6.66 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q12 Seconds < Lower Is Better a . 2.57 |================================================================== b . 2.69 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q40 Seconds < Lower Is Better a . 9.88 |================================================================= b . 10.34 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q36 Seconds < Lower Is Better a . 5.45 |================================================================== b . 5.70 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q06 Seconds < Lower Is Better a . 10.58 |==================================================================== b . 10.14 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q93 Seconds < Lower Is Better a . 4.86 |================================================================== b . 5.07 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q64 Seconds < Lower Is Better a . 9.92 |===================================================================== b . 9.51 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q15 Seconds < Lower Is Better a . 9.48 |===================================================================== b . 9.09 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q74 Seconds < Lower Is Better a . 13.45 |==================================================================== b . 12.90 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q54 Seconds < Lower Is Better a . 9.56 |================================================================== b . 9.96 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q59 Seconds < Lower Is Better a . 8.23 |===================================================================== b . 7.90 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q44 Seconds < Lower Is Better a . 3.61 |================================================================== b . 3.76 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q89 Seconds < Lower Is Better a . 8.68 |================================================================== b . 9.03 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q05 Seconds < Lower Is Better a . 6.28 |===================================================================== b . 6.04 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q48 Seconds < Lower Is Better a . 5.33 |================================================================== b . 5.54 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q76 Seconds < Lower Is Better a . 5.70 |================================================================== b . 5.92 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q69 Seconds < Lower Is Better a . 11.54 |==================================================================== b . 11.12 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q95 Seconds < Lower Is Better a . 10.45 |==================================================================== b . 10.07 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q10 Seconds < Lower Is Better a . 6.40 |=================================================================== b . 6.64 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q10 Seconds < Lower Is Better a . 11.42 |==================================================================== b . 11.02 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q18 Seconds < Lower Is Better a . 9.93 |================================================================== b . 10.29 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q29 Seconds < Lower Is Better a . 7.85 |=================================================================== b . 8.13 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q95 Seconds < Lower Is Better a . 3.97 |=================================================================== b . 4.11 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q50 Seconds < Lower Is Better a . 11.11 |==================================================================== b . 10.74 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q03 Seconds < Lower Is Better a . 4.66 |=================================================================== b . 4.82 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q97 Seconds < Lower Is Better a . 9.03 |=================================================================== b . 9.34 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q61 Seconds < Lower Is Better a . 3.23 |=================================================================== b . 3.34 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q02 Seconds < Lower Is Better a . 5.79 |===================================================================== b . 5.60 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q77 Seconds < Lower Is Better a . 9.17 |===================================================================== b . 8.87 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q06 Seconds < Lower Is Better a . 6.22 |=================================================================== b . 6.43 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q14 Seconds < Lower Is Better a . 7.62 |=================================================================== b . 7.87 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q72 Seconds < Lower Is Better a . 9.58 |===================================================================== b . 9.28 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q65 Seconds < Lower Is Better a . 7.23 |=================================================================== b . 7.46 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q37 Seconds < Lower Is Better a . 3.15 |=================================================================== b . 3.25 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q60 Seconds < Lower Is Better a . 5.69 |=================================================================== b . 5.87 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q36 Seconds < Lower Is Better a . 8.56 |=================================================================== b . 8.83 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q98 Seconds < Lower Is Better a . 2.71 |===================================================================== b . 2.63 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q85 Seconds < Lower Is Better a . 6.50 |===================================================================== b . 6.31 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q62 Seconds < Lower Is Better a . 4.67 |=================================================================== b . 4.81 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q44 Seconds < Lower Is Better a . 6.68 |=================================================================== b . 6.88 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q09 Seconds < Lower Is Better a . 8.56 |===================================================================== b . 8.32 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q92 Seconds < Lower Is Better a . 8.02 |=================================================================== b . 8.25 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q23 Seconds < Lower Is Better a . 6.54 |===================================================================== b . 6.36 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q47 Seconds < Lower Is Better a . 15.92 |================================================================== b . 16.37 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q28 Seconds < Lower Is Better a . 11.04 |==================================================================== b . 10.75 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q42 Seconds < Lower Is Better a . 4.15 |=================================================================== b . 4.26 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q83 Seconds < Lower Is Better a . 6.34 |===================================================================== b . 6.18 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q34 Seconds < Lower Is Better a . 8.95 |=================================================================== b . 9.18 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q86 Seconds < Lower Is Better a . 6.23 |=================================================================== b . 6.39 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q68 Seconds < Lower Is Better a . 8.96 |=================================================================== b . 9.19 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q43 Seconds < Lower Is Better a . 4.73 |=================================================================== b . 4.85 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q16 Seconds < Lower Is Better a . 3.64 |===================================================================== b . 3.55 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q01 Seconds < Lower Is Better a . 4.53 |===================================================================== b . 4.42 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q11 Seconds < Lower Is Better a . 20.95 |==================================================================== b . 20.45 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q99 Seconds < Lower Is Better a . 4.78 |===================================================================== b . 4.67 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q90 Seconds < Lower Is Better a . 3.94 |=================================================================== b . 4.03 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q40 Seconds < Lower Is Better a . 15.92 |==================================================================== b . 15.57 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q07 Seconds < Lower Is Better a . 10.52 |=================================================================== b . 10.75 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q94 Seconds < Lower Is Better a . 8.31 |==================================================================== b . 8.49 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q20 Seconds < Lower Is Better a . 2.78 |==================================================================== b . 2.84 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q01 Seconds < Lower Is Better a . 9.95 |===================================================================== b . 9.74 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q81 Seconds < Lower Is Better a . 4.34 |===================================================================== b . 4.25 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q37 Seconds < Lower Is Better a . 9.82 |===================================================================== b . 9.62 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q84 Seconds < Lower Is Better a . 6.11 |===================================================================== b . 5.99 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q76 Seconds < Lower Is Better a . 9.80 |===================================================================== b . 9.61 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q05 Seconds < Lower Is Better a . 17.04 |==================================================================== b . 16.71 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q35 Seconds < Lower Is Better a . 9.76 |==================================================================== b . 9.95 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q98 Seconds < Lower Is Better a . 2.59 |==================================================================== b . 2.64 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q59 Seconds < Lower Is Better a . 10.02 |=================================================================== b . 10.21 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q61 Seconds < Lower Is Better a . 3.81 |===================================================================== b . 3.74 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q35 Seconds < Lower Is Better a . 6.47 |==================================================================== b . 6.59 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q17 Seconds < Lower Is Better a . 8.24 |===================================================================== b . 8.09 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q49 Seconds < Lower Is Better a . 13.33 |==================================================================== b . 13.09 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q36 Seconds < Lower Is Better a . 7.37 |===================================================================== b . 7.24 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q51 Seconds < Lower Is Better a . 8.61 |==================================================================== b . 8.76 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q94 Seconds < Lower Is Better a . 3.46 |==================================================================== b . 3.52 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q71 Seconds < Lower Is Better a . 9.45 |==================================================================== b . 9.61 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q91 Seconds < Lower Is Better a . 5.40 |==================================================================== b . 5.49 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q54 Seconds < Lower Is Better a . 13.22 |==================================================================== b . 13.01 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q14 Seconds < Lower Is Better a . 13.25 |==================================================================== b . 13.04 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q31 Seconds < Lower Is Better a . 7.60 |===================================================================== b . 7.48 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q84 Seconds < Lower Is Better a . 3.96 |===================================================================== b . 3.90 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q70 Seconds < Lower Is Better a . 6.63 |==================================================================== b . 6.73 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q71 Seconds < Lower Is Better a . 4.89 |===================================================================== b . 4.82 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q28 Seconds < Lower Is Better a . 14.98 |==================================================================== b . 14.77 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q25 Seconds < Lower Is Better a . 7.77 |==================================================================== b . 7.88 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q67 Seconds < Lower Is Better a . 7.81 |==================================================================== b . 7.92 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q47 Seconds < Lower Is Better a . 8.07 |==================================================================== b . 8.18 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q41 Seconds < Lower Is Better a . 3.68 |==================================================================== b . 3.73 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q91 Seconds < Lower Is Better a . 4.48 |==================================================================== b . 4.54 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q84 Seconds < Lower Is Better a . 7.67 |==================================================================== b . 7.77 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q76 Seconds < Lower Is Better a . 7.96 |==================================================================== b . 8.06 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q57 Seconds < Lower Is Better a . 5.86 |===================================================================== b . 5.79 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q33 Seconds < Lower Is Better a . 12.18 |==================================================================== b . 12.04 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q62 Seconds < Lower Is Better a . 6.97 |===================================================================== b . 6.89 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q56 Seconds < Lower Is Better a . 5.50 |===================================================================== b . 5.44 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q20 Seconds < Lower Is Better a . 2.82 |===================================================================== b . 2.79 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q43 Seconds < Lower Is Better a . 5.96 |===================================================================== b . 5.90 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q30 Seconds < Lower Is Better a . 4.25 |===================================================================== b . 4.21 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q51 Seconds < Lower Is Better a . 15.23 |=================================================================== b . 15.37 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q04 Seconds < Lower Is Better a . 10.10 |=================================================================== b . 10.19 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q54 Seconds < Lower Is Better a . 6.82 |===================================================================== b . 6.76 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q77 Seconds < Lower Is Better a . 12.87 |==================================================================== b . 12.76 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q47 Seconds < Lower Is Better a . 11.64 |=================================================================== b . 11.74 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q40 Seconds < Lower Is Better a . 5.07 |==================================================================== b . 5.11 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q46 Seconds < Lower Is Better a . 8.05 |==================================================================== b . 8.11 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q52 Seconds < Lower Is Better a . 6.79 |===================================================================== b . 6.74 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q86 Seconds < Lower Is Better a . 4.22 |===================================================================== b . 4.25 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q11 Seconds < Lower Is Better a . 8.61 |===================================================================== b . 8.67 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q01 Seconds < Lower Is Better a . 7.33 |===================================================================== b . 7.38 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q89 Seconds < Lower Is Better a . 7.43 |===================================================================== b . 7.38 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q81 Seconds < Lower Is Better a . 6.05 |===================================================================== b . 6.09 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q49 Seconds < Lower Is Better a . 18.98 |==================================================================== b . 19.10 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q97 Seconds < Lower Is Better a . 6.77 |===================================================================== b . 6.73 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q61 Seconds < Lower Is Better a . 3.52 |===================================================================== b . 3.50 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q85 Seconds < Lower Is Better a . 12.93 |==================================================================== b . 12.86 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q79 Seconds < Lower Is Better a . 7.46 |===================================================================== b . 7.50 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q69 Seconds < Lower Is Better a . 5.69 |===================================================================== b . 5.66 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q33 Seconds < Lower Is Better a . 5.80 |===================================================================== b . 5.83 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q09 Seconds < Lower Is Better a . 6.16 |===================================================================== b . 6.19 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q96 Seconds < Lower Is Better a . 4.29 |===================================================================== b . 4.27 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q12 Seconds < Lower Is Better a . 2.73 |===================================================================== b . 2.74 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q46 Seconds < Lower Is Better a . 5.70 |===================================================================== b . 5.72 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q30 Seconds < Lower Is Better a . 5.95 |===================================================================== b . 5.93 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q41 Seconds < Lower Is Better a . 3.15 |===================================================================== b . 3.16 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q80 Seconds < Lower Is Better a . 20.43 |==================================================================== b . 20.37 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q53 Seconds < Lower Is Better a . 6.93 |===================================================================== b . 6.95 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q44 Seconds < Lower Is Better a . 3.73 |===================================================================== b . 3.74 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q41 Seconds < Lower Is Better a . 3.76 |===================================================================== b . 3.77 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q13 Seconds < Lower Is Better a . 5.90 |===================================================================== b . 5.91 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q05 Seconds < Lower Is Better a . 12.11 |==================================================================== b . 12.13 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q91 Seconds < Lower Is Better a . 7.51 |===================================================================== b . 7.50 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q78 Seconds < Lower Is Better a . 8.91 |===================================================================== b . 8.92 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q99 Seconds < Lower Is Better b . 13.19 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q98 Seconds < Lower Is Better b . 3.05 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q96 Seconds < Lower Is Better b . 4.55 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q95 Seconds < Lower Is Better b . 24.33 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q94 Seconds < Lower Is Better b . 50.48 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q92 Seconds < Lower Is Better b . 8.33 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q91 Seconds < Lower Is Better b . 7.96 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q90 Seconds < Lower Is Better b . 6.07 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q89 Seconds < Lower Is Better b . 8.9 |====================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q88 Seconds < Lower Is Better b . 10.67 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q86 Seconds < Lower Is Better b . 6.84 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q84 Seconds < Lower Is Better b . 8 |======================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q83 Seconds < Lower Is Better b . 9.83 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q82 Seconds < Lower Is Better b . 7.91 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q81 Seconds < Lower Is Better b . 10.23 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q79 Seconds < Lower Is Better b . 11.45 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q77 Seconds < Lower Is Better b . 14.51 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q76 Seconds < Lower Is Better b . 11.03 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q75 Seconds < Lower Is Better b . 40.3 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q74 Seconds < Lower Is Better b . 33.96 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q73 Seconds < Lower Is Better b . 8.28 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q71 Seconds < Lower Is Better b . 11.23 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q70 Seconds < Lower Is Better b . 9.47 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q69 Seconds < Lower Is Better b . 11.92 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q68 Seconds < Lower Is Better b . 11.22 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q66 Seconds < Lower Is Better b . 9.74 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q63 Seconds < Lower Is Better b . 8.79 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q62 Seconds < Lower Is Better b . 8.38 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q61 Seconds < Lower Is Better b . 4.09 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q60 Seconds < Lower Is Better b . 13.98 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q59 Seconds < Lower Is Better b . 12.44 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q58 Seconds < Lower Is Better b . 11.87 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q57 Seconds < Lower Is Better b . 10.59 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q56 Seconds < Lower Is Better b . 11.6 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q55 Seconds < Lower Is Better b . 7.09 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q53 Seconds < Lower Is Better b . 7.98 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q52 Seconds < Lower Is Better b . 7.46 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q48 Seconds < Lower Is Better b . 7.39 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q47 Seconds < Lower Is Better b . 17.81 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q46 Seconds < Lower Is Better b . 12.95 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q45 Seconds < Lower Is Better b . 9.76 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q44 Seconds < Lower Is Better b . 11.23 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q43 Seconds < Lower Is Better b . 6.02 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q42 Seconds < Lower Is Better b . 6.14 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q41 Seconds < Lower Is Better b . 3.98 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q40 Seconds < Lower Is Better b . 12.48 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q39 Seconds < Lower Is Better b . 7.56 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q37 Seconds < Lower Is Better b . 6.52 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q36 Seconds < Lower Is Better b . 10.12 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q34 Seconds < Lower Is Better b . 9.66 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q33 Seconds < Lower Is Better b . 14.18 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q32 Seconds < Lower Is Better b . 7.91 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q31 Seconds < Lower Is Better b . 18.65 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q30 Seconds < Lower Is Better b . 11.8 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q28 Seconds < Lower Is Better b . 20.96 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q27 Seconds < Lower Is Better b . 10.49 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q26 Seconds < Lower Is Better b . 10.23 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q22 Seconds < Lower Is Better b . 14.54 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q21 Seconds < Lower Is Better b . 7.18 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q20 Seconds < Lower Is Better b . 3.02 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q19 Seconds < Lower Is Better b . 11.27 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q18 Seconds < Lower Is Better b . 11.3 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q15 Seconds < Lower Is Better b . 10.52 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q13 Seconds < Lower Is Better b . 13.78 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q12 Seconds < Lower Is Better b . 2.96 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q10 Seconds < Lower Is Better b . 12.72 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q09 Seconds < Lower Is Better b . 11.35 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q08 Seconds < Lower Is Better b . 10.19 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q07 Seconds < Lower Is Better b . 10.81 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q06 Seconds < Lower Is Better b . 13.2 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q05 Seconds < Lower Is Better b . 20.65 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q03 Seconds < Lower Is Better b . 7.5 |====================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q02 Seconds < Lower Is Better b . 9.92 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q01 Seconds < Lower Is Better b . 11.08 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q38 Seconds < Lower Is Better a . 21.85 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q64 Seconds < Lower Is Better a . 25.64 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q25 Seconds < Lower Is Better a . 16.86 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q69 Seconds < Lower Is Better a . 9.02 |===================================================================== b . 9.02 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q15 Seconds < Lower Is Better a . 4.64 |===================================================================== b . 4.64 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q99 Seconds < Lower Is Better a . 6.78 |===================================================================== b . 5.46 |======================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q96 Seconds < Lower Is Better a . 4.80 |===================================================================== b . 4.49 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q88 Seconds < Lower Is Better a . 11.23 |==================================================================== b . 10.60 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q86 Seconds < Lower Is Better a . 7.19 |===================================================================== b . 6.32 |============================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q82 Seconds < Lower Is Better a . 10.95 |==================================================================== b . 10.67 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q79 Seconds < Lower Is Better a . 11.17 |================================================================ b . 11.83 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q73 Seconds < Lower Is Better a . 7.80 |================================================================= b . 8.23 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q66 Seconds < Lower Is Better a . 9.41 |================================================== b . 12.79 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q63 Seconds < Lower Is Better a . 7.09 |===================================================================== b . 6.40 |============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q58 Seconds < Lower Is Better a . 12.79 |==================================================================== b . 11.30 |============================================================ Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q57 Seconds < Lower Is Better a . 9.82 |===================================================================== b . 9.28 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q56 Seconds < Lower Is Better a . 9.68 |============================================================== b . 10.64 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q55 Seconds < Lower Is Better a . 6.93 |===================================================================== b . 6.20 |============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q48 Seconds < Lower Is Better a . 7.83 |===================================================================== b . 6.39 |======================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q45 Seconds < Lower Is Better a . 9.05 |===================================================================== b . 7.92 |============================================================ Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q42 Seconds < Lower Is Better a . 5.59 |===================================================================== b . 5.49 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q39 Seconds < Lower Is Better a . 5.13 |===================================================================== b . 4.63 |============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q35 Seconds < Lower Is Better a . 13.50 |==================================================================== b . 13.28 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q32 Seconds < Lower Is Better a . 7.63 |==================================================================== b . 7.70 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q27 Seconds < Lower Is Better a . 10.52 |=============================================================== b . 11.27 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q26 Seconds < Lower Is Better a . 8.27 |================================================================== b . 8.69 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q22 Seconds < Lower Is Better a . 10.89 |==================================================================== b . 10.97 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q19 Seconds < Lower Is Better a . 10.19 |==================================================================== b . 9.53 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q13 Seconds < Lower Is Better a . 9.07 |===================================================================== b . 8.64 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q08 Seconds < Lower Is Better a . 9.44 |==================================================================== b . 9.51 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q03 Seconds < Lower Is Better a . 6.30 |===================================================================== b . 6.33 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q02 Seconds < Lower Is Better a . 8.26 |===================================================================== b . 7.73 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q99 Seconds < Lower Is Better a . 5.65 |================================================================ b . 6.05 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q96 Seconds < Lower Is Better a . 4.03 |=============================================================== b . 4.40 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q95 Seconds < Lower Is Better a . 8.17 |===================================================================== b . 8.09 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q92 Seconds < Lower Is Better a . 7.41 |===================================================================== b . 6.96 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q90 Seconds < Lower Is Better a . 5.32 |=================================================================== b . 5.49 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q88 Seconds < Lower Is Better a . 11.26 |=========================================================== b . 12.94 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q73 Seconds < Lower Is Better a . 6.41 |=================================================================== b . 6.64 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q71 Seconds < Lower Is Better a . 7.58 |========================================================= b . 9.11 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q70 Seconds < Lower Is Better a . 7.57 |============================================================== b . 8.39 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q68 Seconds < Lower Is Better a . 7.50 |========================================================== b . 8.94 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q65 Seconds < Lower Is Better a . 10.07 |=================================================================== b . 10.19 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q60 Seconds < Lower Is Better a . 10.12 |==================================================================== b . 9.15 |============================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q58 Seconds < Lower Is Better a . 8.78 |================================================================ b . 9.46 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q56 Seconds < Lower Is Better a . 8.33 |===================================================================== b . 8.07 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q52 Seconds < Lower Is Better a . 5.45 |===================================================================== b . 4.96 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q48 Seconds < Lower Is Better a . 7.77 |===================================================================== b . 7.26 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q45 Seconds < Lower Is Better a . 7.58 |===================================================================== b . 5.09 |============================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q43 Seconds < Lower Is Better a . 4.90 |===================================================================== b . 4.86 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q42 Seconds < Lower Is Better a . 4.57 |===================================================================== b . 4.45 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q39 Seconds < Lower Is Better a . 3.83 |===================================================================== b . 3.63 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q38 Seconds < Lower Is Better a . 11.61 |================================================================== b . 11.93 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q37 Seconds < Lower Is Better a . 8.56 |===================================================================== b . 7.90 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q31 Seconds < Lower Is Better a . 13.50 |================================================================ b . 14.40 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q27 Seconds < Lower Is Better a . 8.87 |=================================================================== b . 9.08 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q26 Seconds < Lower Is Better a . 7.66 |===================================================================== b . 7.57 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q24 Seconds < Lower Is Better a . 6.33 |===================================================================== b . 5.83 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q22 Seconds < Lower Is Better a . 8.72 |===================================================================== b . 8.72 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q21 Seconds < Lower Is Better a . 6.09 |=============================================================== b . 6.64 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q19 Seconds < Lower Is Better a . 7.38 |=================================================================== b . 7.59 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q18 Seconds < Lower Is Better a . 9.27 |========================================================== b . 10.94 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q15 Seconds < Lower Is Better a . 6.81 |===================================================================== b . 6.49 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q13 Seconds < Lower Is Better a . 8.59 |===================================================================== b . 7.12 |========================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q10 Seconds < Lower Is Better a . 9.30 |===================================================================== b . 9.17 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q08 Seconds < Lower Is Better a . 8.38 |===================================================================== b . 6.47 |===================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q07 Seconds < Lower Is Better a . 8.60 |================================================================== b . 9.00 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q89 Seconds < Lower Is Better a . 5.61 |===================================================================== b . 5.50 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q88 Seconds < Lower Is Better a . 8.09 |===================================================================== b . 7.61 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q87 Seconds < Lower Is Better a . 6.88 |===================================================================== b . 6.68 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q80 Seconds < Lower Is Better a . 6.94 |===================================================================== b . 5.89 |=========================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q79 Seconds < Lower Is Better a . 5.52 |===================================================================== b . 5.44 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q66 Seconds < Lower Is Better a . 6.21 |============================================================== b . 6.96 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q58 Seconds < Lower Is Better a . 5.92 |===================================================================== b . 5.72 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q53 Seconds < Lower Is Better a . 4.96 |=================================================================== b . 5.08 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q52 Seconds < Lower Is Better a . 4.09 |============================================================= b . 4.61 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q50 Seconds < Lower Is Better a . 6.98 |===================================================================== b . 6.91 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q49 Seconds < Lower Is Better a . 6.33 |===================================================================== b . 5.54 |============================================================ Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q39 Seconds < Lower Is Better a . 1.35 |============================================== b . 2.02 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q34 Seconds < Lower Is Better a . 5.03 |===================================================================== b . 4.91 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q27 Seconds < Lower Is Better a . 5.88 |================================================================= b . 6.26 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q24 Seconds < Lower Is Better a . 1.20 |===================================================================== b . 0.95 |======================================================= Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q19 Seconds < Lower Is Better a . 4.95 |=========================================================== b . 5.78 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q07 Seconds < Lower Is Better a . 5.84 |=============================================================== b . 6.41 |=====================================================================