spark-meteorlake Intel Core Ultra 7 155H testing with a MTL Coral_MTH (V1.01 BIOS) and Intel Arc MTL 15GB on Ubuntu 23.10 via the Phoronix Test Suite. a: Processor: Intel Core Ultra 7 155H @ 4.80GHz (16 Cores / 22 Threads), Motherboard: MTL Coral_MTH (V1.01 BIOS), Chipset: Intel Device 7e7f, Memory: 16GB, Disk: 1024GB Micron_2550_MTFDKBA1T0TGE, Graphics: Intel Arc MTL 15GB (2250MHz), Audio: Intel Meteor Lake-P HD Audio, Network: Intel Device 7e40 OS: Ubuntu 23.10, Kernel: 6.7.0-rc3-phx-xe (x86_64), Desktop: GNOME Shell 45.1, Display Server: X Server 1.21.1.7 + Wayland, OpenGL: 4.6 Mesa 24.0~git2312220600.68c53e~oibaf~m (git-68c53ec 2023-12-22 mantic-oibaf-ppa), OpenCL: OpenCL 3.0, Compiler: GCC 13.2.0, File-System: ext4, Screen Resolution: 1920x1200 b: Processor: Intel Core Ultra 7 155H @ 4.80GHz (16 Cores / 22 Threads), Motherboard: MTL Coral_MTH (V1.01 BIOS), Chipset: Intel Device 7e7f, Memory: 16GB, Disk: 1024GB Micron_2550_MTFDKBA1T0TGE, Graphics: Intel Arc MTL 15GB (2250MHz), Audio: Intel Meteor Lake-P HD Audio, Network: Intel Device 7e40 OS: Ubuntu 23.10, Kernel: 6.7.0-rc3-phx-xe (x86_64), Desktop: GNOME Shell 45.1, Display Server: X Server 1.21.1.7 + Wayland, OpenGL: 4.6 Mesa 24.0~git2312220600.68c53e~oibaf~m (git-68c53ec 2023-12-22 mantic-oibaf-ppa), OpenCL: OpenCL 3.0, Compiler: GCC 13.2.0, File-System: ext4, Screen Resolution: 1920x1200 Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q02 Seconds < Lower Is Better a . 3.70 |======== b . 33.47 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q85 Seconds < Lower Is Better a . 30.58 |==================================================================== b . 9.77 |====================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q05 Seconds < Lower Is Better a . 14.78 |======================= b . 42.99 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q49 Seconds < Lower Is Better a . 15.23 |======================== b . 43.28 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q50 Seconds < Lower Is Better a . 48.32 |==================================================================== b . 21.82 |=============================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q65 Seconds < Lower Is Better a . 13.88 |==================================================================== b . 7.03 |================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q93 Seconds < Lower Is Better a . 56.63 |==================================================================== b . 29.02 |=================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q90 Seconds < Lower Is Better a . 3.98 |===================================================================== b . 2.94 |=================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q65 Seconds < Lower Is Better a . 28.97 |==================================================================== b . 22.65 |===================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q07 Seconds < Lower Is Better a . 6.11 |===================================================================== b . 4.84 |======================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q73 Seconds < Lower Is Better a . 6.17 |======================================================= b . 7.74 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q63 Seconds < Lower Is Better a . 4.79 |===================================================================== b . 3.82 |======================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q68 Seconds < Lower Is Better a . 8.90 |===================================================================== b . 7.25 |======================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q52 Seconds < Lower Is Better a . 3.20 |======================================================== b . 3.92 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q96 Seconds < Lower Is Better a . 2.18 |========================================================= b . 2.66 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q83 Seconds < Lower Is Better a . 5.64 |========================================================= b . 6.82 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q55 Seconds < Lower Is Better a . 3.23 |========================================================== b . 3.87 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q53 Seconds < Lower Is Better a . 2.97 |========================================================== b . 3.54 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q40 Seconds < Lower Is Better a . 6.79 |========================================================== b . 8.09 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q73 Seconds < Lower Is Better a . 7.60 |========================================================== b . 9.05 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q71 Seconds < Lower Is Better a . 3.73 |========================================================== b . 4.42 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q45 Seconds < Lower Is Better a . 4.49 |=========================================================== b . 5.28 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q61 Seconds < Lower Is Better a . 2.69 |=========================================================== b . 3.15 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q56 Seconds < Lower Is Better a . 7.15 |=========================================================== b . 8.32 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q10 Seconds < Lower Is Better a . 9.44 |========================================================== b . 10.98 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q19 Seconds < Lower Is Better a . 4.66 |=========================================================== b . 5.41 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q40 Seconds < Lower Is Better a . 3.17 |=========================================================== b . 3.68 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q59 Seconds < Lower Is Better a . 12.72 |==================================================================== b . 10.97 |=========================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q66 Seconds < Lower Is Better a . 10.25 |==================================================================== b . 8.84 |=========================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q67 Seconds < Lower Is Better a . 15.70 |==================================================================== b . 13.56 |=========================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q70 Seconds < Lower Is Better a . 4.82 |============================================================ b . 5.58 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q76 Seconds < Lower Is Better a . 6.49 |===================================================================== b . 5.61 |============================================================ Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q04 Seconds < Lower Is Better a . 6.60 |===================================================================== b . 5.74 |============================================================ Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q80 Seconds < Lower Is Better a . 16.10 |============================================================ b . 18.35 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q52 Seconds < Lower Is Better a . 6.40 |===================================================================== b . 5.62 |============================================================= Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q87 Seconds < Lower Is Better a . 23.06 |============================================================ b . 26.16 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q12 Seconds < Lower Is Better a . 1.94 |============================================================= b . 2.20 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q34 Seconds < Lower Is Better a . 5.07 |============================================================= b . 5.74 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q41 Seconds < Lower Is Better a . 2.73 |============================================================= b . 3.09 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q49 Seconds < Lower Is Better a . 8.60 |===================================================================== b . 7.61 |============================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q10 Seconds < Lower Is Better a . 5.39 |============================================================= b . 6.09 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q07 Seconds < Lower Is Better a . 11.14 |==================================================================== b . 9.86 |============================================================ Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q33 Seconds < Lower Is Better a . 10.42 |==================================================================== b . 9.23 |============================================================ Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q34 Seconds < Lower Is Better a . 7.73 |===================================================================== b . 6.85 |============================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q15 Seconds < Lower Is Better a . 7.31 |===================================================================== b . 6.48 |============================================================= Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q47 Seconds < Lower Is Better a . 16.53 |==================================================================== b . 14.70 |============================================================ Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q29 Seconds < Lower Is Better a . 15.09 |============================================================= b . 16.96 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q77 Seconds < Lower Is Better a . 4.72 |============================================================= b . 5.30 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q82 Seconds < Lower Is Better a . 8.46 |===================================================================== b . 7.54 |============================================================= Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q33 Seconds < Lower Is Better a . 4.25 |============================================================== b . 4.76 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q61 Seconds < Lower Is Better a . 2.35 |============================================================== b . 2.63 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q62 Seconds < Lower Is Better a . 5.76 |===================================================================== b . 5.15 |============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q99 Seconds < Lower Is Better a . 4.04 |============================================================== b . 4.51 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q53 Seconds < Lower Is Better a . 3.71 |============================================================== b . 4.14 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q21 Seconds < Lower Is Better a . 5.30 |============================================================== b . 5.91 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q88 Seconds < Lower Is Better a . 6.74 |============================================================== b . 7.51 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q04 Seconds < Lower Is Better a . 49.85 |============================================================= b . 55.48 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q82 Seconds < Lower Is Better a . 3.85 |============================================================== b . 4.28 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q10 Seconds < Lower Is Better a . 4.07 |============================================================== b . 4.52 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q89 Seconds < Lower Is Better a . 4.77 |===================================================================== b . 4.30 |============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q35 Seconds < Lower Is Better a . 14.88 |==================================================================== b . 13.42 |============================================================= Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q40 Seconds < Lower Is Better a . 8.44 |===================================================================== b . 7.62 |============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q76 Seconds < Lower Is Better a . 9.61 |============================================================= b . 10.63 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q33 Seconds < Lower Is Better a . 7.17 |============================================================== b . 7.93 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q06 Seconds < Lower Is Better a . 6.34 |============================================================== b . 7.01 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q65 Seconds < Lower Is Better a . 4.07 |============================================================== b . 4.50 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q51 Seconds < Lower Is Better a . 10.69 |============================================================== b . 11.81 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q56 Seconds < Lower Is Better a . 4.01 |============================================================== b . 4.43 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q37 Seconds < Lower Is Better a . 6.82 |============================================================== b . 7.53 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q98 Seconds < Lower Is Better a . 1.83 |=============================================================== b . 2.02 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q64 Seconds < Lower Is Better a . 19.56 |============================================================== b . 21.59 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q78 Seconds < Lower Is Better a . 5.99 |=============================================================== b . 6.61 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q32 Seconds < Lower Is Better a . 6.20 |===================================================================== b . 5.62 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q81 Seconds < Lower Is Better a . 7.14 |===================================================================== b . 6.48 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q98 Seconds < Lower Is Better a . 1.95 |===================================================================== b . 1.77 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q97 Seconds < Lower Is Better a . 14.25 |============================================================== b . 15.69 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q47 Seconds < Lower Is Better a . 6.67 |=============================================================== b . 7.34 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q55 Seconds < Lower Is Better a . 4.52 |=============================================================== b . 4.97 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q27 Seconds < Lower Is Better a . 7.39 |=============================================================== b . 8.12 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q27 Seconds < Lower Is Better a . 5.41 |=============================================================== b . 5.94 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q66 Seconds < Lower Is Better a . 7.10 |=============================================================== b . 7.79 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q14 Seconds < Lower Is Better a . 3.96 |=============================================================== b . 4.34 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q72 Seconds < Lower Is Better a . 54.89 |==================================================================== b . 50.10 |============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q46 Seconds < Lower Is Better a . 3.88 |=============================================================== b . 4.25 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q38 Seconds < Lower Is Better a . 16.06 |============================================================== b . 17.57 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q42 Seconds < Lower Is Better a . 3.08 |===================================================================== b . 2.82 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q09 Seconds < Lower Is Better a . 8.77 |===================================================================== b . 8.03 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q67 Seconds < Lower Is Better a . 50.11 |============================================================== b . 54.71 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q25 Seconds < Lower Is Better a . 39.38 |============================================================== b . 42.99 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q16 Seconds < Lower Is Better a . 2.40 |=============================================================== b . 2.62 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q57 Seconds < Lower Is Better a . 9.88 |============================================================== b . 10.78 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q58 Seconds < Lower Is Better a . 10.10 |============================================================== b . 11.02 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q42 Seconds < Lower Is Better a . 6.09 |===================================================================== b . 5.59 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q75 Seconds < Lower Is Better a . 6.05 |=============================================================== b . 6.59 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q05 Seconds < Lower Is Better a . 5.02 |===================================================================== b . 4.61 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q61 Seconds < Lower Is Better a . 3.21 |===================================================================== b . 2.95 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q94 Seconds < Lower Is Better a . 2.51 |=============================================================== b . 2.73 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q92 Seconds < Lower Is Better a . 6.40 |===================================================================== b . 5.89 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q43 Seconds < Lower Is Better a . 3.40 |===================================================================== b . 3.13 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q32 Seconds < Lower Is Better a . 3.44 |===================================================================== b . 3.17 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q53 Seconds < Lower Is Better a . 4.97 |================================================================ b . 5.39 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q73 Seconds < Lower Is Better a . 5.23 |================================================================ b . 5.67 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q49 Seconds < Lower Is Better a . 14.35 |=============================================================== b . 15.54 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q97 Seconds < Lower Is Better a . 4.60 |================================================================ b . 4.98 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q80 Seconds < Lower Is Better a . 6.05 |===================================================================== b . 5.59 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q01 Seconds < Lower Is Better a . 4.64 |================================================================ b . 5.02 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q19 Seconds < Lower Is Better a . 3.77 |===================================================================== b . 3.49 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q64 Seconds < Lower Is Better a . 50.98 |=============================================================== b . 55.06 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q26 Seconds < Lower Is Better a . 3.70 |===================================================================== b . 3.43 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q59 Seconds < Lower Is Better a . 8.55 |================================================================ b . 9.22 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q91 Seconds < Lower Is Better a . 4.98 |===================================================================== b . 4.62 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q69 Seconds < Lower Is Better a . 10.28 |=============================================================== b . 11.08 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q01 Seconds < Lower Is Better a . 8.37 |================================================================ b . 9.02 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q18 Seconds < Lower Is Better a . 10.65 |==================================================================== b . 9.89 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q79 Seconds < Lower Is Better a . 5.36 |================================================================ b . 5.77 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q71 Seconds < Lower Is Better a . 9.78 |===================================================================== b . 9.09 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q09 Seconds < Lower Is Better a . 11.81 |=============================================================== b . 12.69 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q31 Seconds < Lower Is Better a . 6.18 |================================================================ b . 6.64 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q21 Seconds < Lower Is Better a . 6.45 |================================================================ b . 6.93 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q23 Seconds < Lower Is Better a . 3.90 |===================================================================== b . 3.63 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q02 Seconds < Lower Is Better a . 5.94 |================================================================ b . 6.38 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q93 Seconds < Lower Is Better a . 9.76 |=============================================================== b . 10.48 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q93 Seconds < Lower Is Better a . 50.27 |=============================================================== b . 53.97 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q37 Seconds < Lower Is Better a . 5.41 |===================================================================== b . 5.04 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q70 Seconds < Lower Is Better a . 8.05 |===================================================================== b . 7.50 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q90 Seconds < Lower Is Better a . 4.70 |===================================================================== b . 4.38 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q70 Seconds < Lower Is Better a . 3.98 |================================================================ b . 4.27 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q98 Seconds < Lower Is Better a . 2.07 |================================================================ b . 2.22 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q06 Seconds < Lower Is Better a . 9.33 |===================================================================== b . 8.70 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q27 Seconds < Lower Is Better a . 9.27 |================================================================ b . 9.94 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q17 Seconds < Lower Is Better a . 12.38 |=============================================================== b . 13.27 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q80 Seconds < Lower Is Better a . 56.76 |=============================================================== b . 60.84 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q08 Seconds < Lower Is Better a . 8.80 |===================================================================== b . 8.21 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q55 Seconds < Lower Is Better a . 2.65 |================================================================ b . 2.84 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q92 Seconds < Lower Is Better a . 3.81 |================================================================ b . 4.08 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q20 Seconds < Lower Is Better a . 2.15 |================================================================= b . 2.30 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q44 Seconds < Lower Is Better a . 2.59 |================================================================= b . 2.77 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q52 Seconds < Lower Is Better a . 2.74 |================================================================= b . 2.93 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q44 Seconds < Lower Is Better a . 3.77 |================================================================= b . 4.03 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q48 Seconds < Lower Is Better a . 6.36 |===================================================================== b . 5.95 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q24 Seconds < Lower Is Better a . 12.01 |==================================================================== b . 11.24 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q26 Seconds < Lower Is Better a . 5.15 |===================================================================== b . 4.82 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q19 Seconds < Lower Is Better a . 6.88 |================================================================= b . 7.35 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q31 Seconds < Lower Is Better a . 14.09 |==================================================================== b . 13.19 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q87 Seconds < Lower Is Better a . 8.23 |===================================================================== b . 7.71 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q99 Seconds < Lower Is Better a . 7.64 |===================================================================== b . 7.16 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q86 Seconds < Lower Is Better a . 3.15 |================================================================= b . 3.36 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q56 Seconds < Lower Is Better a . 5.61 |===================================================================== b . 5.26 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q46 Seconds < Lower Is Better a . 5.48 |===================================================================== b . 5.14 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q81 Seconds < Lower Is Better a . 3.39 |===================================================================== b . 3.18 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q91 Seconds < Lower Is Better a . 4.25 |================================================================= b . 4.53 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q66 Seconds < Lower Is Better a . 6.04 |===================================================================== b . 5.67 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q79 Seconds < Lower Is Better a . 3.55 |================================================================= b . 3.78 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q41 Seconds < Lower Is Better a . 2.48 |===================================================================== b . 2.33 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q30 Seconds < Lower Is Better a . 5.16 |===================================================================== b . 4.85 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q31 Seconds < Lower Is Better a . 9.20 |===================================================================== b . 8.65 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q03 Seconds < Lower Is Better a . 4.88 |================================================================= b . 5.19 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q27 Seconds < Lower Is Better a . 4.17 |================================================================= b . 4.43 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q01 Seconds < Lower Is Better a . 3.05 |================================================================= b . 3.24 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q14 Seconds < Lower Is Better a . 7.19 |===================================================================== b . 6.77 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q78 Seconds < Lower Is Better a . 65.31 |================================================================ b . 69.36 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q09 Seconds < Lower Is Better a . 3.74 |================================================================= b . 3.97 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q39 Seconds < Lower Is Better a . 0.99 |================================================================= b . 1.05 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q93 Seconds < Lower Is Better a . 3.17 |================================================================= b . 3.36 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q48 Seconds < Lower Is Better a . 8.05 |===================================================================== b . 7.60 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q28 Seconds < Lower Is Better a . 19.94 |================================================================ b . 21.11 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q58 Seconds < Lower Is Better a . 5.62 |===================================================================== b . 5.31 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q32 Seconds < Lower Is Better a . 4.47 |================================================================= b . 4.73 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q46 Seconds < Lower Is Better a . 11.67 |==================================================================== b . 11.03 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q57 Seconds < Lower Is Better a . 4.39 |===================================================================== b . 4.15 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q57 Seconds < Lower Is Better a . 8.50 |================================================================= b . 8.99 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q14 Seconds < Lower Is Better a . 19.30 |================================================================ b . 20.41 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q12 Seconds < Lower Is Better a . 2.09 |================================================================= b . 2.21 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q86 Seconds < Lower Is Better a . 6.11 |===================================================================== b . 5.78 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q95 Seconds < Lower Is Better a . 3.18 |================================================================= b . 3.36 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q34 Seconds < Lower Is Better a . 8.66 |================================================================= b . 9.15 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q88 Seconds < Lower Is Better a . 6.54 |===================================================================== b . 6.19 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q69 Seconds < Lower Is Better a . 9.66 |================================================================ b . 10.20 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q06 Seconds < Lower Is Better a . 3.78 |===================================================================== b . 3.58 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q29 Seconds < Lower Is Better a . 12.87 |==================================================================== b . 12.19 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q84 Seconds < Lower Is Better a . 5.02 |================================================================= b . 5.30 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q03 Seconds < Lower Is Better a . 3.42 |================================================================= b . 3.61 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q89 Seconds < Lower Is Better a . 8.39 |===================================================================== b . 7.95 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q39 Seconds < Lower Is Better a . 2.90 |================================================================= b . 3.06 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q25 Seconds < Lower Is Better a . 5.17 |===================================================================== b . 4.90 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q49 Seconds < Lower Is Better a . 4.82 |===================================================================== b . 4.57 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q35 Seconds < Lower Is Better a . 4.43 |================================================================= b . 4.67 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q58 Seconds < Lower Is Better a . 8.42 |===================================================================== b . 7.99 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q54 Seconds < Lower Is Better a . 6.51 |================================================================= b . 6.86 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q75 Seconds < Lower Is Better a . 38.10 |================================================================= b . 40.14 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q75 Seconds < Lower Is Better a . 24.38 |==================================================================== b . 23.16 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q30 Seconds < Lower Is Better a . 7.98 |================================================================== b . 8.40 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q74 Seconds < Lower Is Better a . 4.94 |================================================================== b . 5.20 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q33 Seconds < Lower Is Better a . 5.84 |===================================================================== b . 5.55 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q99 Seconds < Lower Is Better a . 3.43 |===================================================================== b . 3.26 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q11 Seconds < Lower Is Better a . 41.36 |================================================================= b . 43.51 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q95 Seconds < Lower Is Better a . 4.08 |================================================================== b . 4.29 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q45 Seconds < Lower Is Better a . 5.75 |===================================================================== b . 5.47 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q26 Seconds < Lower Is Better a . 6.45 |===================================================================== b . 6.14 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q72 Seconds < Lower Is Better a . 100.57 |================================================================ b . 105.64 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q90 Seconds < Lower Is Better a . 2.79 |================================================================== b . 2.93 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q01 Seconds < Lower Is Better a . 7.13 |===================================================================== b . 6.79 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q81 Seconds < Lower Is Better a . 8.4 |====================================================================== b . 8.0 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q36 Seconds < Lower Is Better a . 3.83 |================================================================== b . 4.02 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q18 Seconds < Lower Is Better a . 9.13 |===================================================================== b . 8.70 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q13 Seconds < Lower Is Better a . 5.56 |===================================================================== b . 5.30 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q83 Seconds < Lower Is Better a . 5.95 |================================================================== b . 6.23 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q76 Seconds < Lower Is Better a . 3.84 |================================================================== b . 4.02 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q63 Seconds < Lower Is Better a . 6.64 |================================================================== b . 6.95 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q96 Seconds < Lower Is Better a . 3.00 |================================================================== b . 3.14 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q83 Seconds < Lower Is Better a . 3.24 |================================================================== b . 3.39 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q71 Seconds < Lower Is Better a . 5.04 |===================================================================== b . 4.82 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q31 Seconds < Lower Is Better a . 18.22 |==================================================================== b . 17.44 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q47 Seconds < Lower Is Better a . 11.00 |==================================================================== b . 10.53 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q23 Seconds < Lower Is Better a . 101.08 |================================================================ b . 105.55 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q85 Seconds < Lower Is Better a . 8.82 |===================================================================== b . 8.45 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q60 Seconds < Lower Is Better a . 4.58 |================================================================== b . 4.78 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q07 Seconds < Lower Is Better a . 8.20 |================================================================== b . 8.55 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q85 Seconds < Lower Is Better a . 6.65 |================================================================== b . 6.93 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q78 Seconds < Lower Is Better a . 16.13 |==================================================================== b . 15.48 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q28 Seconds < Lower Is Better a . 6.28 |================================================================== b . 6.54 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q38 Seconds < Lower Is Better a . 4.60 |===================================================================== b . 4.42 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q73 Seconds < Lower Is Better a . 3.49 |================================================================== b . 3.63 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q94 Seconds < Lower Is Better a . 6.49 |===================================================================== b . 6.24 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q47 Seconds < Lower Is Better a . 5.02 |================================================================== b . 5.22 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q65 Seconds < Lower Is Better a . 14.10 |==================================================================== b . 13.56 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q96 Seconds < Lower Is Better a . 3.53 |================================================================== b . 3.67 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q13 Seconds < Lower Is Better a . 4.22 |===================================================================== b . 4.06 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q43 Seconds < Lower Is Better a . 6.35 |===================================================================== b . 6.11 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q32 Seconds < Lower Is Better a . 6.93 |================================================================== b . 7.20 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q07 Seconds < Lower Is Better a . 4.34 |===================================================================== b . 4.18 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q06 Seconds < Lower Is Better a . 16.98 |==================================================================== b . 16.36 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q17 Seconds < Lower Is Better a . 5.32 |=================================================================== b . 5.52 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q38 Seconds < Lower Is Better a . 26.46 |==================================================================== b . 25.51 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q21 Seconds < Lower Is Better a . 3.64 |===================================================================== b . 3.51 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q95 Seconds < Lower Is Better a . 8.35 |=================================================================== b . 8.65 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q05 Seconds < Lower Is Better a . 21.96 |==================================================================== b . 21.21 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q05 Seconds < Lower Is Better a . 8.31 |=================================================================== b . 8.60 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q54 Seconds < Lower Is Better a . 10.06 |================================================================== b . 10.41 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q11 Seconds < Lower Is Better a . 5.18 |=================================================================== b . 5.36 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q98 Seconds < Lower Is Better a . 2.10 |===================================================================== b . 2.03 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q67 Seconds < Lower Is Better a . 108.73 |================================================================= b . 112.44 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q35 Seconds < Lower Is Better a . 9.79 |===================================================================== b . 9.47 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q58 Seconds < Lower Is Better a . 4.30 |===================================================================== b . 4.16 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q99 Seconds < Lower Is Better a . 6.16 |===================================================================== b . 5.96 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q15 Seconds < Lower Is Better a . 9.31 |=================================================================== b . 9.62 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q91 Seconds < Lower Is Better a . 3.42 |===================================================================== b . 3.31 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q80 Seconds < Lower Is Better a . 35.00 |==================================================================== b . 33.88 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q68 Seconds < Lower Is Better a . 11.41 |================================================================== b . 11.78 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q54 Seconds < Lower Is Better a . 4.78 |===================================================================== b . 4.63 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q38 Seconds < Lower Is Better a . 7.42 |===================================================================== b . 7.19 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q68 Seconds < Lower Is Better a . 4.19 |=================================================================== b . 4.32 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q04 Seconds < Lower Is Better a . 16.92 |================================================================== b . 17.44 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q62 Seconds < Lower Is Better a . 3.65 |=================================================================== b . 3.76 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q66 Seconds < Lower Is Better a . 5.06 |=================================================================== b . 5.21 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q22 Seconds < Lower Is Better a . 22.26 |================================================================== b . 22.91 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q09 Seconds < Lower Is Better a . 4.80 |=================================================================== b . 4.94 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q84 Seconds < Lower Is Better a . 3.10 |=================================================================== b . 3.19 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q74 Seconds < Lower Is Better a . 31.08 |================================================================== b . 31.98 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q74 Seconds < Lower Is Better a . 37.76 |================================================================== b . 38.82 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q46 Seconds < Lower Is Better a . 8.17 |===================================================================== b . 7.95 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q29 Seconds < Lower Is Better a . 5.20 |===================================================================== b . 5.06 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q42 Seconds < Lower Is Better a . 4.90 |===================================================================== b . 4.77 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q92 Seconds < Lower Is Better a . 4.96 |===================================================================== b . 4.83 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q17 Seconds < Lower Is Better a . 39.86 |================================================================== b . 40.93 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q21 Seconds < Lower Is Better a . 4.86 |=================================================================== b . 4.99 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q02 Seconds < Lower Is Better a . 4.53 |=================================================================== b . 4.65 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q20 Seconds < Lower Is Better a . 1.89 |=================================================================== b . 1.94 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q02 Seconds < Lower Is Better a . 9.02 |===================================================================== b . 8.79 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q79 Seconds < Lower Is Better a . 11.58 |================================================================== b . 11.88 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q20 Seconds < Lower Is Better a . 1.97 |=================================================================== b . 2.02 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q95 Seconds < Lower Is Better a . 6.03 |=================================================================== b . 6.18 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q24 Seconds < Lower Is Better a . 5.64 |=================================================================== b . 5.78 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q03 Seconds < Lower Is Better a . 2.50 |===================================================================== b . 2.44 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q44 Seconds < Lower Is Better a . 8.14 |=================================================================== b . 8.34 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q15 Seconds < Lower Is Better a . 3.27 |=================================================================== b . 3.35 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q22 Seconds < Lower Is Better a . 3.38 |=================================================================== b . 3.46 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q97 Seconds < Lower Is Better a . 7.21 |=================================================================== b . 7.38 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q25 Seconds < Lower Is Better a . 13.23 |================================================================== b . 13.54 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q54 Seconds < Lower Is Better a . 11.70 |================================================================== b . 11.97 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q24 Seconds < Lower Is Better a . 0.89 |===================================================================== b . 0.87 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q77 Seconds < Lower Is Better a . 9.36 |===================================================================== b . 9.15 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q43 Seconds < Lower Is Better a . 3.98 |=================================================================== b . 4.07 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q04 Seconds < Lower Is Better a . 60.99 |==================================================================== b . 59.68 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q64 Seconds < Lower Is Better a . 57.89 |=================================================================== b . 59.15 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q22 Seconds < Lower Is Better a . 10.80 |==================================================================== b . 10.57 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q67 Seconds < Lower Is Better a . 5.11 |==================================================================== b . 5.22 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q35 Seconds < Lower Is Better a . 6.68 |===================================================================== b . 6.54 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q62 Seconds < Lower Is Better a . 4.68 |==================================================================== b . 4.78 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q87 Seconds < Lower Is Better a . 4.79 |===================================================================== b . 4.69 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q15 Seconds < Lower Is Better a . 4.8 |====================================================================== b . 4.7 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q60 Seconds < Lower Is Better a . 8.03 |==================================================================== b . 8.20 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q86 Seconds < Lower Is Better a . 3.82 |==================================================================== b . 3.90 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q11 Seconds < Lower Is Better a . 12.50 |=================================================================== b . 12.76 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q50 Seconds < Lower Is Better a . 8.35 |===================================================================== b . 8.18 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q39 Seconds < Lower Is Better a . 7.90 |===================================================================== b . 7.74 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q18 Seconds < Lower Is Better a . 5.0 |====================================================================== b . 4.9 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q17 Seconds < Lower Is Better a . 14.23 |==================================================================== b . 13.95 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q37 Seconds < Lower Is Better a . 2.07 |===================================================================== b . 2.03 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q41 Seconds < Lower Is Better a . 3.13 |===================================================================== b . 3.07 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q30 Seconds < Lower Is Better a . 7.25 |==================================================================== b . 7.39 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q84 Seconds < Lower Is Better a . 4.37 |===================================================================== b . 4.29 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q08 Seconds < Lower Is Better a . 4.96 |===================================================================== b . 4.87 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q81 Seconds < Lower Is Better a . 5.48 |==================================================================== b . 5.58 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q74 Seconds < Lower Is Better a . 8.24 |==================================================================== b . 8.39 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q22 Seconds < Lower Is Better a . 14.12 |=================================================================== b . 14.37 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q69 Seconds < Lower Is Better a . 5.69 |==================================================================== b . 5.79 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q60 Seconds < Lower Is Better a . 5.81 |===================================================================== b . 5.71 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q94 Seconds < Lower Is Better a . 8.67 |==================================================================== b . 8.82 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q28 Seconds < Lower Is Better a . 14.59 |==================================================================== b . 14.35 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q64 Seconds < Lower Is Better a . 6.72 |==================================================================== b . 6.83 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q91 Seconds < Lower Is Better a . 5.61 |===================================================================== b . 5.52 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q40 Seconds < Lower Is Better a . 15.74 |==================================================================== b . 15.49 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q89 Seconds < Lower Is Better a . 3.72 |==================================================================== b . 3.78 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q89 Seconds < Lower Is Better a . 6.22 |==================================================================== b . 6.32 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q76 Seconds < Lower Is Better a . 8.24 |===================================================================== b . 8.11 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q97 Seconds < Lower Is Better a . 26.02 |==================================================================== b . 25.61 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q26 Seconds < Lower Is Better a . 7.94 |===================================================================== b . 7.82 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q88 Seconds < Lower Is Better a . 17.48 |==================================================================== b . 17.22 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q92 Seconds < Lower Is Better a . 3.38 |===================================================================== b . 3.33 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q63 Seconds < Lower Is Better a . 5.41 |===================================================================== b . 5.33 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q60 Seconds < Lower Is Better a . 10.80 |=================================================================== b . 10.96 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q59 Seconds < Lower Is Better a . 5.48 |==================================================================== b . 5.56 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q13 Seconds < Lower Is Better a . 7.68 |===================================================================== b . 7.57 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q84 Seconds < Lower Is Better a . 6.25 |==================================================================== b . 6.34 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q43 Seconds < Lower Is Better a . 5.03 |===================================================================== b . 4.96 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q94 Seconds < Lower Is Better a . 4.36 |===================================================================== b . 4.30 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q77 Seconds < Lower Is Better a . 10.93 |==================================================================== b . 10.78 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q30 Seconds < Lower Is Better a . 3.03 |==================================================================== b . 3.07 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q03 Seconds < Lower Is Better a . 6.29 |===================================================================== b . 6.21 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q86 Seconds < Lower Is Better a . 4.76 |===================================================================== b . 4.70 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q51 Seconds < Lower Is Better a . 19.89 |=================================================================== b . 20.14 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q14 Seconds < Lower Is Better a . 28.74 |=================================================================== b . 29.10 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q45 Seconds < Lower Is Better a . 3.30 |===================================================================== b . 3.26 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q18 Seconds < Lower Is Better a . 5.97 |===================================================================== b . 5.90 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q85 Seconds < Lower Is Better a . 5.07 |==================================================================== b . 5.13 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q37 Seconds < Lower Is Better a . 7.70 |===================================================================== b . 7.61 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q36 Seconds < Lower Is Better a . 9.58 |===================================================================== b . 9.47 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q11 Seconds < Lower Is Better a . 35.15 |==================================================================== b . 34.75 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q68 Seconds < Lower Is Better a . 5.43 |===================================================================== b . 5.37 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q69 Seconds < Lower Is Better a . 4.54 |==================================================================== b . 4.59 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q23 Seconds < Lower Is Better a . 14.74 |=================================================================== b . 14.90 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q72 Seconds < Lower Is Better a . 7.23 |===================================================================== b . 7.16 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q12 Seconds < Lower Is Better a . 2.10 |==================================================================== b . 2.12 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q71 Seconds < Lower Is Better a . 7.42 |==================================================================== b . 7.49 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q08 Seconds < Lower Is Better a . 6.36 |==================================================================== b . 6.42 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q62 Seconds < Lower Is Better a . 3.35 |===================================================================== b . 3.32 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q48 Seconds < Lower Is Better a . 3.38 |===================================================================== b . 3.35 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q36 Seconds < Lower Is Better a . 4.47 |==================================================================== b . 4.51 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q77 Seconds < Lower Is Better a . 6.92 |===================================================================== b . 6.86 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q56 Seconds < Lower Is Better a . 9.45 |==================================================================== b . 9.53 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q34 Seconds < Lower Is Better a . 3.58 |===================================================================== b . 3.55 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q52 Seconds < Lower Is Better a . 5.40 |==================================================================== b . 5.44 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q44 Seconds < Lower Is Better a . 2.72 |==================================================================== b . 2.74 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q88 Seconds < Lower Is Better a . 12.45 |==================================================================== b . 12.36 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q10 Seconds < Lower Is Better a . 8.41 |===================================================================== b . 8.35 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q87 Seconds < Lower Is Better a . 16.17 |==================================================================== b . 16.28 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q96 Seconds < Lower Is Better a . 4.89 |===================================================================== b . 4.86 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q83 Seconds < Lower Is Better a . 4.90 |===================================================================== b . 4.87 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q20 Seconds < Lower Is Better a . 1.75 |===================================================================== b . 1.74 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q36 Seconds < Lower Is Better a . 7.05 |===================================================================== b . 7.01 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q28 Seconds < Lower Is Better a . 8.91 |===================================================================== b . 8.86 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q79 Seconds < Lower Is Better a . 8.93 |===================================================================== b . 8.88 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q12 Seconds < Lower Is Better a . 1.79 |===================================================================== b . 1.80 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q50 Seconds < Lower Is Better a . 3.64 |===================================================================== b . 3.66 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q51 Seconds < Lower Is Better a . 5.59 |===================================================================== b . 5.56 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q13 Seconds < Lower Is Better a . 10.13 |==================================================================== b . 10.08 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q25 Seconds < Lower Is Better a . 12.74 |==================================================================== b . 12.69 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q39 Seconds < Lower Is Better a . 5.27 |===================================================================== b . 5.25 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q61 Seconds < Lower Is Better a . 2.72 |===================================================================== b . 2.73 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q82 Seconds < Lower Is Better a . 11.18 |==================================================================== b . 11.22 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q55 Seconds < Lower Is Better a . 5.80 |===================================================================== b . 5.78 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q75 Seconds < Lower Is Better a . 11.94 |==================================================================== b . 11.90 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q41 Seconds < Lower Is Better a . 3.03 |===================================================================== b . 3.04 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q53 Seconds < Lower Is Better a . 6.15 |===================================================================== b . 6.17 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q57 Seconds < Lower Is Better a . 6.34 |===================================================================== b . 6.32 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q08 Seconds < Lower Is Better a . 3.54 |===================================================================== b . 3.55 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q90 Seconds < Lower Is Better a . 3.61 |===================================================================== b . 3.62 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q42 Seconds < Lower Is Better a . 3.61 |===================================================================== b . 3.62 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q59 Seconds < Lower Is Better a . 3.90 |===================================================================== b . 3.89 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q19 Seconds < Lower Is Better a . 8.32 |===================================================================== b . 8.30 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q48 Seconds < Lower Is Better a . 4.90 |===================================================================== b . 4.91 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q70 Seconds < Lower Is Better a . 10.74 |==================================================================== b . 10.76 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q82 Seconds < Lower Is Better a . 6.04 |===================================================================== b . 6.05 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q45 Seconds < Lower Is Better a . 7.09 |===================================================================== b . 7.08 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q29 Seconds < Lower Is Better b . 41.19 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q24 Seconds < Lower Is Better b . 22.6 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q23 Seconds < Lower Is Better b . 76.11 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q51 Seconds < Lower Is Better a . 34.01 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 100 - Q50 Seconds < Lower Is Better a . 38.17 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q78 Seconds < Lower Is Better a . 49.85 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q72 Seconds < Lower Is Better a . 32.16 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q63 Seconds < Lower Is Better a . 3.53 |===================================================================== b . 3.53 |=====================================================================