dg AMD Ryzen 7 7840U testing with a Framework FRANMDCP07 (03.03 BIOS) and AMD Phoenix1 512MB on Ubuntu 23.10 via the Phoronix Test Suite. a: Processor: AMD Ryzen 7 7840U @ 5.13GHz (8 Cores / 16 Threads), Motherboard: Framework FRANMDCP07 (03.03 BIOS), Chipset: AMD Device 14e8, Memory: 16GB, Disk: 512GB Western Digital WD PC SN740 SDDPNQD-512G, Graphics: AMD Phoenix1 512MB (2700/2800MHz), Audio: AMD Rembrandt Radeon HD Audio, Network: MEDIATEK MT7922 802.11ax PCI OS: Ubuntu 23.10, Kernel: 6.7.0-060700rc5-generic (x86_64), Desktop: GNOME Shell 45.1, Display Server: X Server 1.21.1.7 + Wayland, OpenGL: 4.6 Mesa 24.0~git2312160600.5d937f~oibaf~m (git-5d937f0 2023-12-16 mantic-oibaf-ppa) (LLVM 16.0.6 DRM 3.56), Compiler: GCC 13.2.0, File-System: ext4, Screen Resolution: 2256x1504 b: Processor: AMD Ryzen 7 7840U @ 5.13GHz (8 Cores / 16 Threads), Motherboard: Framework FRANMDCP07 (03.03 BIOS), Chipset: AMD Device 14e8, Memory: 16GB, Disk: 512GB Western Digital WD PC SN740 SDDPNQD-512G, Graphics: AMD Phoenix1 512MB (2700/2800MHz), Audio: AMD Rembrandt Radeon HD Audio, Network: MEDIATEK MT7922 802.11ax PCI OS: Ubuntu 23.10, Kernel: 6.7.0-060700rc5-generic (x86_64), Desktop: GNOME Shell 45.1, Display Server: X Server 1.21.1.7 + Wayland, OpenGL: 4.6 Mesa 24.0~git2312160600.5d937f~oibaf~m (git-5d937f0 2023-12-16 mantic-oibaf-ppa) (LLVM 16.0.6 DRM 3.56), Compiler: GCC 13.2.0, File-System: ext4, Screen Resolution: 2256x1504 c: Processor: AMD Ryzen 7 7840U @ 5.13GHz (8 Cores / 16 Threads), Motherboard: Framework FRANMDCP07 (03.03 BIOS), Chipset: AMD Device 14e8, Memory: 16GB, Disk: 512GB Western Digital WD PC SN740 SDDPNQD-512G, Graphics: AMD Phoenix1 512MB (2700/2800MHz), Audio: AMD Rembrandt Radeon HD Audio, Network: MEDIATEK MT7922 802.11ax PCI OS: Ubuntu 23.10, Kernel: 6.7.0-060700rc5-generic (x86_64), Desktop: GNOME Shell 45.1, Display Server: X Server 1.21.1.7 + Wayland, OpenGL: 4.6 Mesa 24.0~git2312160600.5d937f~oibaf~m (git-5d937f0 2023-12-16 mantic-oibaf-ppa) (LLVM 16.0.6 DRM 3.56), Compiler: GCC 13.2.0, File-System: ext4, Screen Resolution: 2256x1504 SVT-AV1 1.8 Encoder Mode: Preset 4 - Input: Bosphorus 4K Frames Per Second > Higher Is Better a . 3.454 |================================================================ b . 3.646 |==================================================================== c . 3.653 |==================================================================== SVT-AV1 1.8 Encoder Mode: Preset 8 - Input: Bosphorus 4K Frames Per Second > Higher Is Better a . 27.61 |=============================================================== b . 29.78 |==================================================================== c . 29.69 |==================================================================== SVT-AV1 1.8 Encoder Mode: Preset 12 - Input: Bosphorus 4K Frames Per Second > Higher Is Better a . 100.72 |================================================================ b . 105.49 |=================================================================== c . 97.29 |============================================================== SVT-AV1 1.8 Encoder Mode: Preset 13 - Input: Bosphorus 4K Frames Per Second > Higher Is Better a . 103.06 |=============================================================== b . 109.63 |=================================================================== c . 104.70 |================================================================ SVT-AV1 1.8 Encoder Mode: Preset 4 - Input: Bosphorus 1080p Frames Per Second > Higher Is Better a . 13.59 |=================================================================== b . 13.79 |==================================================================== c . 13.84 |==================================================================== SVT-AV1 1.8 Encoder Mode: Preset 8 - Input: Bosphorus 1080p Frames Per Second > Higher Is Better a . 93.69 |================================================================== b . 96.70 |==================================================================== c . 96.69 |==================================================================== SVT-AV1 1.8 Encoder Mode: Preset 12 - Input: Bosphorus 1080p Frames Per Second > Higher Is Better a . 411.39 |================================================================= b . 420.09 |=================================================================== c . 421.27 |=================================================================== SVT-AV1 1.8 Encoder Mode: Preset 13 - Input: Bosphorus 1080p Frames Per Second > Higher Is Better a . 499.53 |================================================================== b . 505.58 |================================================================== c . 509.85 |=================================================================== rav1e 0.7 Speed: 1 Frames Per Second > Higher Is Better a . 0.944 |=================================================================== b . 0.959 |==================================================================== c . 0.958 |==================================================================== rav1e 0.7 Speed: 5 Frames Per Second > Higher Is Better a . 4.317 |=================================================================== b . 4.384 |==================================================================== c . 4.396 |==================================================================== rav1e 0.7 Speed: 6 Frames Per Second > Higher Is Better a . 5.820 |=================================================================== b . 5.877 |==================================================================== c . 5.836 |==================================================================== rav1e 0.7 Speed: 10 Frames Per Second > Higher Is Better a . 14.89 |=================================================================== b . 15.02 |==================================================================== c . 15.00 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q01 Seconds < Lower Is Better a . 3.00 |===================================================================== b . 2.84 |================================================================= c . 2.98 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q02 Seconds < Lower Is Better a . 3.42 |==================================================================== b . 3.46 |===================================================================== c . 3.38 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q03 Seconds < Lower Is Better a . 2.25 |===================================================================== b . 2.26 |===================================================================== c . 2.26 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q04 Seconds < Lower Is Better a . 5.30 |================================================================== b . 5.55 |===================================================================== c . 5.02 |============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q05 Seconds < Lower Is Better a . 4.03 |================================================================== b . 4.22 |===================================================================== c . 4.06 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q06 Seconds < Lower Is Better a . 3.08 |==================================================================== b . 3.08 |==================================================================== c . 3.14 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q07 Seconds < Lower Is Better a . 3.20 |==================================================================== b . 3.27 |===================================================================== c . 3.11 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q08 Seconds < Lower Is Better a . 2.94 |===================================================================== b . 2.94 |===================================================================== c . 2.87 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q09 Seconds < Lower Is Better a . 2.93 |===================================================================== b . 2.82 |================================================================== c . 2.85 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q10 Seconds < Lower Is Better a . 3.91 |===================================================================== b . 3.62 |================================================================ c . 3.84 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q11 Seconds < Lower Is Better a . 4.45 |===================================================================== b . 4.30 |=================================================================== c . 4.21 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q12 Seconds < Lower Is Better a . 1.66 |===================================================================== b . 1.57 |================================================================= c . 1.56 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q13 Seconds < Lower Is Better a . 3.06 |===================================================================== b . 3.07 |===================================================================== c . 2.97 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q14 Seconds < Lower Is Better a . 2.87 |================================================================ b . 3.11 |===================================================================== c . 3.02 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q15 Seconds < Lower Is Better a . 2.77 |===================================================================== b . 2.71 |==================================================================== c . 2.69 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q16 Seconds < Lower Is Better a . 2.10 |===================================================================== b . 2.03 |=================================================================== c . 2.03 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q17 Seconds < Lower Is Better a . 4.43 |===================================================================== b . 4.33 |=================================================================== c . 4.34 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q18 Seconds < Lower Is Better a . 3.97 |===================================================================== b . 3.84 |=================================================================== c . 3.92 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q19 Seconds < Lower Is Better a . 2.99 |===================================================================== b . 2.78 |================================================================ c . 2.97 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q20 Seconds < Lower Is Better a . 1.65 |===================================================================== b . 1.64 |===================================================================== c . 1.60 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q21 Seconds < Lower Is Better a . 2.65 |================================================================= b . 2.81 |===================================================================== c . 2.69 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q22 Seconds < Lower Is Better a . 2.99 |===================================================================== b . 2.97 |===================================================================== c . 2.98 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q23 Seconds < Lower Is Better a . 2.71 |==================================================================== b . 2.73 |==================================================================== c . 2.76 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q24 Seconds < Lower Is Better a . 0.67 |============================================================== b . 0.66 |============================================================= c . 0.75 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q25 Seconds < Lower Is Better a . 4.14 |===================================================================== b . 4.06 |==================================================================== c . 3.98 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q26 Seconds < Lower Is Better a . 2.98 |===================================================================== b . 2.90 |=================================================================== c . 2.96 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q27 Seconds < Lower Is Better a . 3.57 |===================================================================== b . 3.26 |=============================================================== c . 3.50 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q28 Seconds < Lower Is Better a . 4.45 |===================================================================== b . 4.24 |================================================================== c . 4.27 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q29 Seconds < Lower Is Better a . 4.30 |===================================================================== b . 4.12 |================================================================== c . 4.22 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q30 Seconds < Lower Is Better a . 2.93 |===================================================================== b . 2.86 |=================================================================== c . 2.94 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q31 Seconds < Lower Is Better a . 4.79 |===================================================================== b . 4.41 |================================================================ c . 4.57 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q32 Seconds < Lower Is Better a . 2.72 |===================================================================== b . 2.68 |==================================================================== c . 2.63 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q33 Seconds < Lower Is Better a . 3.59 |===================================================================== b . 3.60 |===================================================================== c . 3.52 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q34 Seconds < Lower Is Better a . 2.92 |==================================================================== b . 2.98 |===================================================================== c . 2.95 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q35 Seconds < Lower Is Better a . 3.77 |=================================================================== b . 3.87 |===================================================================== c . 3.81 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q36 Seconds < Lower Is Better a . 3.10 |=================================================================== b . 3.20 |===================================================================== c . 2.99 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q37 Seconds < Lower Is Better a . 1.79 |===================================================================== b . 1.70 |================================================================== c . 1.78 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q38 Seconds < Lower Is Better a . 3.28 |=================================================================== b . 3.26 |================================================================== c . 3.39 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q39 Seconds < Lower Is Better a . 0.93 |================================================================ b . 1.00 |===================================================================== c . 0.98 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q40 Seconds < Lower Is Better a . 2.69 |=============================================================== b . 2.95 |===================================================================== c . 2.82 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q41 Seconds < Lower Is Better a . 2.11 |=================================================================== b . 2.16 |===================================================================== c . 2.09 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q42 Seconds < Lower Is Better a . 2.28 |===================================================================== b . 2.25 |==================================================================== c . 2.25 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q43 Seconds < Lower Is Better a . 2.50 |===================================================================== b . 2.42 |=================================================================== c . 2.48 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q44 Seconds < Lower Is Better a . 3.15 |=================================================================== b . 3.05 |================================================================= c . 3.25 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q45 Seconds < Lower Is Better a . 2.71 |==================================================================== b . 2.75 |===================================================================== c . 2.63 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q46 Seconds < Lower Is Better a . 3.04 |==================================================================== b . 3.07 |==================================================================== c . 3.10 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q47 Seconds < Lower Is Better a . 4.28 |==================================================================== b . 4.37 |===================================================================== c . 4.12 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q48 Seconds < Lower Is Better a . 2.76 |============================================================== b . 3.06 |===================================================================== c . 2.78 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q49 Seconds < Lower Is Better a . 3.64 |================================================================= b . 3.89 |===================================================================== c . 3.87 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q50 Seconds < Lower Is Better a . 3.00 |===================================================================== b . 2.92 |=================================================================== c . 2.91 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q51 Seconds < Lower Is Better a . 4.51 |===================================================================== b . 4.43 |==================================================================== c . 4.36 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q52 Seconds < Lower Is Better a . 2.31 |===================================================================== b . 2.22 |================================================================== c . 2.30 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q53 Seconds < Lower Is Better a . 2.62 |==================================================================== b . 2.59 |==================================================================== c . 2.64 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q54 Seconds < Lower Is Better a . 3.78 |===================================================================== b . 3.74 |==================================================================== c . 3.77 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q55 Seconds < Lower Is Better a . 2.28 |===================================================================== b . 2.19 |================================================================== c . 2.26 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q56 Seconds < Lower Is Better a . 3.31 |============================================================= b . 3.59 |=================================================================== c . 3.72 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q57 Seconds < Lower Is Better a . 3.71 |==================================================================== b . 3.74 |===================================================================== c . 3.61 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q58 Seconds < Lower Is Better a . 3.68 |===================================================================== b . 3.41 |================================================================ c . 3.31 |============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q59 Seconds < Lower Is Better a . 3.22 |================================================================== b . 3.35 |===================================================================== c . 3.21 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q60 Seconds < Lower Is Better a . 3.67 |===================================================================== b . 3.49 |================================================================== c . 3.65 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q61 Seconds < Lower Is Better a . 2.23 |===================================================================== b . 2.10 |================================================================= c . 2.11 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q62 Seconds < Lower Is Better a . 2.63 |=================================================================== b . 2.66 |==================================================================== c . 2.69 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q63 Seconds < Lower Is Better a . 2.56 |================================================================== b . 2.67 |===================================================================== c . 2.66 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q64 Seconds < Lower Is Better a . 5.52 |================================================================= b . 5.85 |===================================================================== c . 5.48 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q65 Seconds < Lower Is Better a . 3.31 |==================================================================== b . 3.27 |=================================================================== c . 3.37 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q66 Seconds < Lower Is Better a . 3.81 |===================================================================== b . 3.75 |==================================================================== c . 3.78 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q67 Seconds < Lower Is Better a . 4.28 |===================================================================== b . 4.19 |==================================================================== c . 4.17 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q68 Seconds < Lower Is Better a . 3.07 |================================================================== b . 3.19 |===================================================================== c . 3.01 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q69 Seconds < Lower Is Better a . 3.91 |===================================================================== b . 3.90 |===================================================================== c . 3.72 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q70 Seconds < Lower Is Better a . 3.34 |=================================================================== b . 3.40 |==================================================================== c . 3.45 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q71 Seconds < Lower Is Better a . 3.16 |===================================================================== b . 3.16 |===================================================================== c . 3.01 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q72 Seconds < Lower Is Better a . 6.29 |===================================================================== b . 6.01 |================================================================== c . 6.19 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q73 Seconds < Lower Is Better a . 2.78 |==================================================================== b . 2.82 |===================================================================== c . 2.80 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q74 Seconds < Lower Is Better a . 4.03 |==================================================================== b . 4.07 |===================================================================== c . 3.88 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q75 Seconds < Lower Is Better a . 4.97 |==================================================================== b . 5.05 |===================================================================== c . 4.83 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q76 Seconds < Lower Is Better a . 2.99 |================================================================== b . 3.00 |================================================================== c . 3.12 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q77 Seconds < Lower Is Better a . 3.73 |===================================================================== b . 3.72 |===================================================================== c . 3.65 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q78 Seconds < Lower Is Better a . 5.18 |===================================================================== b . 5.11 |==================================================================== c . 5.05 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q79 Seconds < Lower Is Better a . 2.94 |================================================================== b . 2.91 |================================================================= c . 3.07 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q80 Seconds < Lower Is Better a . 4.48 |=================================================================== b . 4.62 |===================================================================== c . 4.54 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q81 Seconds < Lower Is Better a . 2.89 |===================================================================== b . 2.87 |===================================================================== c . 2.84 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q82 Seconds < Lower Is Better a . 3.08 |=================================================================== b . 3.19 |===================================================================== c . 3.05 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q83 Seconds < Lower Is Better a . 3.01 |==================================================================== b . 2.93 |=================================================================== c . 3.04 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q84 Seconds < Lower Is Better a . 2.54 |===================================================================== b . 2.46 |=================================================================== c . 2.48 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q85 Seconds < Lower Is Better a . 4.04 |===================================================================== b . 3.90 |=================================================================== c . 3.87 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q86 Seconds < Lower Is Better a . 2.76 |===================================================================== b . 2.67 |=================================================================== c . 2.75 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q87 Seconds < Lower Is Better a . 3.48 |===================================================================== b . 3.34 |================================================================== c . 3.40 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q88 Seconds < Lower Is Better a . 4.00 |============================================================== b . 4.44 |===================================================================== c . 3.78 |=========================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q89 Seconds < Lower Is Better a . 2.95 |=================================================================== b . 3.03 |===================================================================== c . 3.01 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q90 Seconds < Lower Is Better a . 2.37 |===================================================================== b . 2.23 |================================================================= c . 2.26 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q91 Seconds < Lower Is Better a . 2.94 |===================================================================== b . 2.80 |================================================================== c . 2.81 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q92 Seconds < Lower Is Better a . 2.72 |===================================================================== b . 2.67 |==================================================================== c . 2.63 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q93 Seconds < Lower Is Better a . 2.68 |=================================================================== b . 2.77 |===================================================================== c . 2.72 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q94 Seconds < Lower Is Better a . 2.10 |==================================================================== b . 2.14 |===================================================================== c . 2.08 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q95 Seconds < Lower Is Better a . 2.65 |===================================================================== b . 2.63 |==================================================================== c . 2.59 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q96 Seconds < Lower Is Better a . 1.93 |==================================================================== b . 1.90 |=================================================================== c . 1.97 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q97 Seconds < Lower Is Better a . 3.50 |==================================================================== b . 3.39 |================================================================== c . 3.53 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q98 Seconds < Lower Is Better a . 1.53 |================================================================== b . 1.59 |===================================================================== c . 1.50 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 1 - Q99 Seconds < Lower Is Better a . 2.67 |===================================================================== b . 2.59 |=================================================================== c . 2.66 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q01 Seconds < Lower Is Better a . 3.84 |==================================================================== b . 3.85 |===================================================================== c . 3.87 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q02 Seconds < Lower Is Better a . 3.85 |==================================================================== b . 3.90 |===================================================================== c . 3.80 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q03 Seconds < Lower Is Better a . 3.21 |===================================================================== b . 3.12 |=================================================================== c . 3.17 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q04 Seconds < Lower Is Better a . 14.17 |============================================================ b . 14.11 |============================================================ c . 16.02 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q05 Seconds < Lower Is Better a . 6.82 |==================================================================== b . 6.87 |===================================================================== c . 6.87 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q06 Seconds < Lower Is Better a . 6.34 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q07 Seconds < Lower Is Better a . 4.35 |===================================================================== b . 3.74 |=========================================================== c . 4.30 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q08 Seconds < Lower Is Better a . 3.98 |===================================================================== b . 3.81 |================================================================== c . 3.79 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q09 Seconds < Lower Is Better a . 3.94 |================================================================= b . 3.91 |================================================================= c . 4.16 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q10 Seconds < Lower Is Better a . 5.00 |==================================================================== b . 5.10 |===================================================================== c . 5.01 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q11 Seconds < Lower Is Better a . 10.56 |==================================================================== b . 10.17 |================================================================= c . 10.51 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q12 Seconds < Lower Is Better a . 1.65 |=================================================================== b . 1.71 |===================================================================== c . 1.66 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q13 Seconds < Lower Is Better a . 3.90 |=================================================================== b . 3.78 |================================================================= c . 4.02 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q14 Seconds < Lower Is Better a . 5.82 |=============================================================== b . 6.37 |===================================================================== c . 5.92 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q15 Seconds < Lower Is Better a . 3.74 |===================================================================== b . 3.51 |================================================================= c . 3.33 |============================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q17 Seconds < Lower Is Better a . 11.23 |================================================================== b . 11.39 |=================================================================== c . 11.50 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q18 Seconds < Lower Is Better a . 4.43 |================================================================== b . 4.61 |===================================================================== c . 4.57 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q19 Seconds < Lower Is Better a . 3.89 |===================================================================== b . 3.78 |=================================================================== c . 3.84 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q20 Seconds < Lower Is Better a . 1.75 |===================================================================== b . 1.65 |================================================================= c . 1.62 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q21 Seconds < Lower Is Better a . 3.95 |==================================================================== b . 3.83 |================================================================== c . 3.99 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q22 Seconds < Lower Is Better a . 9.47 |==================================================================== b . 9.56 |===================================================================== c . 9.44 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q23 Seconds < Lower Is Better a . 12.36 |=================================================================== b . 12.42 |==================================================================== c . 12.51 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q24 Seconds < Lower Is Better a . 5.24 |============================================================ b . 6.01 |===================================================================== c . 5.11 |=========================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q25 Seconds < Lower Is Better a . 11.59 |=================================================================== b . 11.70 |==================================================================== c . 11.22 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q26 Seconds < Lower Is Better a . 3.63 |================================================================ b . 3.68 |================================================================ c . 3.94 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q27 Seconds < Lower Is Better a . 4.07 |===================================================================== b . 4.04 |==================================================================== c . 3.96 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q28 Seconds < Lower Is Better a . 6.04 |================================================================ b . 6.56 |===================================================================== c . 6.17 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q29 Seconds < Lower Is Better a . 11.04 |================================================================== b . 11.40 |==================================================================== c . 10.95 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q30 Seconds < Lower Is Better a . 4.07 |==================================================================== b . 4.10 |===================================================================== c . 4.11 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q31 Seconds < Lower Is Better a . 6.43 |=================================================================== b . 6.58 |===================================================================== c . 6.26 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q32 Seconds < Lower Is Better a . 3.46 |==================================================================== b . 3.28 |================================================================= c . 3.50 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q33 Seconds < Lower Is Better a . 4.38 |================================================================= b . 4.33 |================================================================ c . 4.65 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q34 Seconds < Lower Is Better a . 4.55 |================================================================= b . 4.02 |========================================================= c . 4.84 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q35 Seconds < Lower Is Better a . 5.40 |=================================================================== b . 5.57 |===================================================================== c . 5.21 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q36 Seconds < Lower Is Better a . 4.00 |===================================================================== b . 3.82 |================================================================== c . 3.82 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q37 Seconds < Lower Is Better a . 4.35 |=================================================================== b . 4.17 |================================================================= c . 4.45 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q38 Seconds < Lower Is Better a . 5.65 |===================================================================== b . 5.56 |==================================================================== c . 5.38 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q39 Seconds < Lower Is Better a . 2.71 |===================================================================== b . 2.42 |============================================================== c . 2.60 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q40 Seconds < Lower Is Better a . 5.45 |================================================================= b . 5.77 |===================================================================== c . 5.44 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q41 Seconds < Lower Is Better a . 2.45 |===================================================================== b . 2.45 |===================================================================== c . 2.41 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q42 Seconds < Lower Is Better a . 2.92 |===================================================================== b . 2.91 |===================================================================== c . 2.82 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q43 Seconds < Lower Is Better a . 3.08 |===================================================================== b . 3.03 |==================================================================== c . 3.00 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q44 Seconds < Lower Is Better a . 2.18 |=================================================================== b . 2.23 |===================================================================== c . 2.24 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q45 Seconds < Lower Is Better a . 3.21 |================================================================== b . 3.38 |===================================================================== c . 3.25 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q46 Seconds < Lower Is Better a . 4.38 |===================================================================== b . 3.89 |============================================================= c . 4.01 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q47 Seconds < Lower Is Better a . 6.00 |=================================================================== b . 6.15 |===================================================================== c . 6.07 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q48 Seconds < Lower Is Better a . 3.40 |==================================================================== b . 3.39 |==================================================================== c . 3.43 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q49 Seconds < Lower Is Better a . 6.53 |===================================================================== b . 6.52 |===================================================================== c . 6.36 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q50 Seconds < Lower Is Better a . 7.27 |==================================================================== b . 7.17 |=================================================================== c . 7.42 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q51 Seconds < Lower Is Better a . 7.87 |=================================================================== b . 8.09 |===================================================================== c . 8.12 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q52 Seconds < Lower Is Better a . 3.18 |==================================================================== b . 3.04 |================================================================= c . 3.22 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q53 Seconds < Lower Is Better a . 3.14 |================================================================= b . 3.33 |===================================================================== c . 3.33 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q54 Seconds < Lower Is Better a . 5.63 |===================================================================== b . 5.64 |===================================================================== c . 5.50 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q55 Seconds < Lower Is Better a . 2.78 |=================================================================== b . 2.88 |===================================================================== c . 2.81 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q56 Seconds < Lower Is Better a . 4.47 |================================================================== b . 4.21 |============================================================== c . 4.67 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q57 Seconds < Lower Is Better a . 4.95 |==================================================================== b . 5.06 |===================================================================== c . 4.95 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q58 Seconds < Lower Is Better a . 4.58 |===================================================================== b . 4.29 |================================================================= c . 4.14 |============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q59 Seconds < Lower Is Better a . 4.30 |================================================================= b . 4.44 |=================================================================== c . 4.55 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q60 Seconds < Lower Is Better a . 4.72 |=================================================================== b . 4.82 |==================================================================== c . 4.87 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q61 Seconds < Lower Is Better a . 2.39 |===================================================================== b . 2.31 |=================================================================== c . 2.39 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q62 Seconds < Lower Is Better a . 2.96 |===================================================================== b . 2.94 |===================================================================== c . 2.89 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q63 Seconds < Lower Is Better a . 3.19 |============================================================== b . 3.47 |==================================================================== c . 3.53 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q64 Seconds < Lower Is Better a . 15.99 |=============================================================== b . 17.22 |==================================================================== c . 16.36 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q65 Seconds < Lower Is Better a . 5.82 |===================================================================== b . 5.72 |==================================================================== c . 5.66 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q66 Seconds < Lower Is Better a . 4.49 |=============================================================== b . 4.88 |===================================================================== c . 4.80 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q67 Seconds < Lower Is Better a . 9.67 |===================================================================== b . 9.65 |===================================================================== c . 9.47 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q68 Seconds < Lower Is Better a . 4.51 |===================================================================== b . 4.18 |================================================================ c . 4.41 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q69 Seconds < Lower Is Better a . 5.18 |===================================================================== b . 5.01 |=================================================================== c . 4.85 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q70 Seconds < Lower Is Better a . 4.30 |==================================================================== b . 4.34 |===================================================================== c . 4.35 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q71 Seconds < Lower Is Better a . 3.96 |=========================================================== b . 4.60 |===================================================================== c . 4.16 |============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q72 Seconds < Lower Is Better a . 31.63 |==================================================================== b . 31.35 |=================================================================== c . 30.63 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q73 Seconds < Lower Is Better a . 4.28 |===================================================================== b . 3.98 |================================================================ c . 3.69 |=========================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q74 Seconds < Lower Is Better a . 6.17 |=============================================================== b . 6.60 |==================================================================== c . 6.72 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q75 Seconds < Lower Is Better a . 9.77 |===================================================================== b . 9.50 |=================================================================== c . 9.27 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q76 Seconds < Lower Is Better a . 4.54 |===================================================================== b . 3.91 |=========================================================== c . 4.28 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q77 Seconds < Lower Is Better a . 5.09 |==================================================================== b . 5.01 |=================================================================== c . 5.16 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q78 Seconds < Lower Is Better a . 13.20 |======================================================== b . 16.07 |==================================================================== c . 13.45 |========================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q79 Seconds < Lower Is Better a . 3.88 |============================================================== b . 4.34 |===================================================================== c . 3.92 |============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q80 Seconds < Lower Is Better a . 14.61 |================================================================== b . 14.98 |==================================================================== c . 14.23 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q81 Seconds < Lower Is Better a . 3.97 |===================================================================== b . 3.97 |===================================================================== c . 3.95 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q82 Seconds < Lower Is Better a . 4.87 |===================================================================== b . 4.69 |================================================================== c . 4.83 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q83 Seconds < Lower Is Better a . 3.54 |==================================================================== b . 3.60 |===================================================================== c . 3.59 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q84 Seconds < Lower Is Better a . 3.40 |================================================================== b . 3.51 |==================================================================== c . 3.54 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q85 Seconds < Lower Is Better a . 5.09 |=================================================================== b . 5.22 |===================================================================== c . 5.10 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q86 Seconds < Lower Is Better a . 2.96 |=================================================================== b . 3.00 |==================================================================== c . 3.04 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q87 Seconds < Lower Is Better a . 6.28 |===================================================================== b . 5.73 |=============================================================== c . 5.75 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q88 Seconds < Lower Is Better a . 5.16 |============================================================= b . 5.78 |===================================================================== c . 5.82 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q89 Seconds < Lower Is Better a . 3.81 |=================================================================== b . 3.81 |=================================================================== c . 3.90 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q90 Seconds < Lower Is Better a . 2.55 |================================================================= b . 2.37 |============================================================ c . 2.71 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q91 Seconds < Lower Is Better a . 3.17 |================================================================= b . 3.39 |===================================================================== c . 3.30 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q92 Seconds < Lower Is Better a . 3.09 |===================================================================== b . 2.99 |=================================================================== c . 2.87 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q93 Seconds < Lower Is Better a . 8.94 |==================================================================== b . 9.06 |===================================================================== c . 8.94 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q94 Seconds < Lower Is Better a . 3.18 |=============================================================== b . 3.18 |=============================================================== c . 3.46 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q95 Seconds < Lower Is Better a . 3.45 |=================================================================== b . 3.37 |================================================================== c . 3.54 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q96 Seconds < Lower Is Better a . 2.10 |================================================================== b . 2.20 |===================================================================== c . 2.04 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q97 Seconds < Lower Is Better a . 5.68 |=================================================================== b . 5.65 |=================================================================== c . 5.86 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q98 Seconds < Lower Is Better a . 1.64 |=================================================================== b . 1.67 |==================================================================== c . 1.70 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 10 - Q99 Seconds < Lower Is Better a . 3.23 |==================================================================== b . 3.12 |================================================================== c . 3.28 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q01 Seconds < Lower Is Better a . 5.56 |===================================================================== b . 5.44 |==================================================================== c . 5.14 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q02 Seconds < Lower Is Better a . 5.40 |===================================================================== b . 5.37 |===================================================================== c . 5.14 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q03 Seconds < Lower Is Better a . 4.22 |==================================================================== b . 4.28 |===================================================================== c . 4.09 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q05 Seconds < Lower Is Better a . 12.11 |================================================================= b . 12.69 |==================================================================== c . 12.15 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q06 Seconds < Lower Is Better a . 14.69 |==================================================================== c . 14.53 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q07 Seconds < Lower Is Better a . 6.24 |=================================================================== b . 6.45 |===================================================================== c . 6.36 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q08 Seconds < Lower Is Better a . 4.99 |============================================================= b . 5.62 |===================================================================== c . 5.31 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q09 Seconds < Lower Is Better a . 7.06 |===================================================================== b . 7.09 |===================================================================== c . 6.93 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q10 Seconds < Lower Is Better a . 7.15 |===================================================================== b . 6.83 |================================================================== c . 6.62 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q11 Seconds < Lower Is Better a . 29.65 |=================================================================== b . 30.04 |==================================================================== c . 28.64 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q12 Seconds < Lower Is Better a . 1.82 |==================================================================== b . 1.84 |===================================================================== c . 1.83 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q13 Seconds < Lower Is Better a . 6.24 |===================================================================== b . 6.22 |===================================================================== c . 5.98 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q14 Seconds < Lower Is Better a . 19.26 |==================================================================== b . 19.05 |=================================================================== c . 19.20 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q15 Seconds < Lower Is Better a . 5.53 |===================================================================== b . 5.56 |===================================================================== c . 5.33 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q17 Seconds < Lower Is Better a . 34.60 |=================================================================== b . 34.98 |==================================================================== c . 34.92 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q18 Seconds < Lower Is Better a . 6.71 |=================================================================== b . 6.88 |===================================================================== c . 6.63 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q19 Seconds < Lower Is Better a . 5.62 |=================================================================== b . 5.72 |===================================================================== c . 5.76 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q20 Seconds < Lower Is Better a . 1.80 |===================================================================== b . 1.75 |=================================================================== c . 1.80 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q21 Seconds < Lower Is Better a . 4.77 |===================================================================== b . 4.57 |================================================================== c . 4.63 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q22 Seconds < Lower Is Better a . 11.07 |=================================================================== b . 11.16 |==================================================================== c . 11.24 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q24 Seconds < Lower Is Better a . 19.39 |================================================================= b . 20.16 |==================================================================== c . 19.58 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q25 Seconds < Lower Is Better a . 34.19 |================================================================= b . 35.68 |==================================================================== c . 35.09 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q26 Seconds < Lower Is Better a . 4.89 |================================================================== b . 5.08 |===================================================================== c . 4.72 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q27 Seconds < Lower Is Better a . 6.68 |===================================================================== b . 6.39 |================================================================== c . 6.66 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q28 Seconds < Lower Is Better a . 12.55 |=================================================================== b . 12.76 |==================================================================== c . 12.21 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q29 Seconds < Lower Is Better a . 35.32 |================================================================== b . 36.49 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q30 Seconds < Lower Is Better a . 5.53 |==================================================================== b . 5.61 |===================================================================== c . 5.54 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q31 Seconds < Lower Is Better a . 9.95 |================================================================ b . 10.01 |================================================================ c . 10.61 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q32 Seconds < Lower Is Better a . 4.50 |================================================================== b . 4.69 |===================================================================== c . 4.64 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q33 Seconds < Lower Is Better a . 6.50 |==================================================================== b . 6.64 |===================================================================== c . 6.55 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q34 Seconds < Lower Is Better a . 5.53 |==================================================================== b . 5.42 |=================================================================== c . 5.61 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q35 Seconds < Lower Is Better a . 8.33 |===================================================================== b . 8.11 |=================================================================== c . 8.06 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q36 Seconds < Lower Is Better a . 6.33 |===================================================================== b . 5.84 |================================================================ c . 6.01 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q37 Seconds < Lower Is Better a . 6.76 |===================================================================== b . 6.54 |=================================================================== c . 6.76 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q38 Seconds < Lower Is Better a . 12.23 |============================================================== b . 13.47 |==================================================================== c . 13.15 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q39 Seconds < Lower Is Better a . 3.97 |================================================================== b . 4.00 |================================================================== c . 4.16 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q40 Seconds < Lower Is Better a . 13.08 |================================================================= b . 13.62 |==================================================================== c . 13.24 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q41 Seconds < Lower Is Better a . 2.72 |===================================================================== b . 2.67 |==================================================================== c . 2.65 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q42 Seconds < Lower Is Better a . 3.92 |==================================================================== b . 3.97 |===================================================================== c . 3.66 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q43 Seconds < Lower Is Better a . 4.01 |==================================================================== b . 4.05 |===================================================================== c . 3.98 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q44 Seconds < Lower Is Better a . 2.36 |==================================================================== b . 2.38 |===================================================================== c . 2.31 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q45 Seconds < Lower Is Better a . 4.42 |===================================================================== b . 4.29 |=================================================================== c . 4.34 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q46 Seconds < Lower Is Better a . 6.46 |================================================================= b . 6.45 |================================================================= c . 6.81 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q47 Seconds < Lower Is Better a . 8.78 |==================================================================== b . 8.78 |==================================================================== c . 8.90 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q48 Seconds < Lower Is Better a . 4.86 |================================================================== b . 5.03 |==================================================================== c . 5.10 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q49 Seconds < Lower Is Better a . 11.93 |================================================================= b . 12.57 |==================================================================== c . 11.62 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q50 Seconds < Lower Is Better a . 17.33 |==================================================================== b . 16.58 |================================================================= c . 17.17 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q51 Seconds < Lower Is Better a . 17.09 |==================================================================== b . 17.09 |==================================================================== c . 16.81 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q52 Seconds < Lower Is Better a . 4.30 |================================================================== b . 4.47 |===================================================================== c . 4.16 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q53 Seconds < Lower Is Better a . 4.38 |=================================================================== b . 4.50 |===================================================================== c . 4.48 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q54 Seconds < Lower Is Better a . 10.30 |==================================================================== b . 10.35 |==================================================================== c . 10.22 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q55 Seconds < Lower Is Better a . 3.91 |===================================================================== b . 3.76 |================================================================== c . 3.89 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q56 Seconds < Lower Is Better a . 5.84 |=================================================================== b . 5.63 |================================================================= c . 5.98 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q57 Seconds < Lower Is Better a . 6.88 |==================================================================== b . 7.01 |===================================================================== c . 6.75 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q58 Seconds < Lower Is Better a . 6.52 |==================================================================== b . 6.48 |==================================================================== c . 6.61 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q59 Seconds < Lower Is Better a . 6.87 |================================================================== b . 7.18 |===================================================================== c . 6.94 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q60 Seconds < Lower Is Better a . 6.38 |================================================================ b . 6.93 |===================================================================== c . 6.71 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q61 Seconds < Lower Is Better a . 2.42 |================================================================= b . 2.56 |===================================================================== c . 2.51 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q62 Seconds < Lower Is Better a . 3.65 |================================================================== b . 3.83 |===================================================================== c . 3.55 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q63 Seconds < Lower Is Better a . 4.52 |=================================================================== b . 4.36 |================================================================ c . 4.67 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q64 Seconds < Lower Is Better a . 47.61 |=================================================================== b . 48.53 |==================================================================== c . 46.31 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q65 Seconds < Lower Is Better a . 12.51 |================================================================= b . 13.00 |==================================================================== c . 12.16 |================================================================ Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q66 Seconds < Lower Is Better a . 6.39 |==================================================================== b . 6.50 |===================================================================== c . 6.29 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q67 Seconds < Lower Is Better a . 51.65 |==================================================================== b . 51.82 |==================================================================== c . 51.71 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q68 Seconds < Lower Is Better a . 7.22 |===================================================================== b . 7.00 |=================================================================== c . 6.91 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q69 Seconds < Lower Is Better a . 6.80 |=================================================================== b . 6.98 |===================================================================== c . 6.90 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q70 Seconds < Lower Is Better a . 6.32 |===================================================================== b . 6.07 |================================================================== c . 6.36 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q71 Seconds < Lower Is Better a . 6.34 |================================================================== b . 6.59 |===================================================================== c . 6.58 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q72 Seconds < Lower Is Better a . 96.66 |================================================================= b . 100.20 |=================================================================== c . 98.00 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q73 Seconds < Lower Is Better a . 5.06 |============================================================== b . 5.13 |============================================================== c . 5.67 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q74 Seconds < Lower Is Better a . 27.33 |==================================================================== b . 26.84 |=================================================================== c . 26.64 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q76 Seconds < Lower Is Better a . 6.30 |===================================================================== b . 6.09 |=================================================================== c . 5.94 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q77 Seconds < Lower Is Better a . 7.36 |===================================================================== b . 6.92 |================================================================= c . 7.18 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q78 Seconds < Lower Is Better a . 49.96 |=================================================================== b . 50.53 |==================================================================== c . 50.48 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q79 Seconds < Lower Is Better a . 6.88 |=================================================================== b . 7.05 |===================================================================== c . 6.96 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q80 Seconds < Lower Is Better a . 49.56 |================================================================== b . 51.18 |==================================================================== c . 50.57 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q81 Seconds < Lower Is Better a . 5.43 |=================================================================== b . 5.38 |================================================================== c . 5.60 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q82 Seconds < Lower Is Better a . 11.33 |================================================================== b . 11.59 |==================================================================== c . 11.14 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q83 Seconds < Lower Is Better a . 4.74 |=================================================================== b . 4.53 |================================================================ c . 4.88 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q84 Seconds < Lower Is Better a . 4.04 |=================================================================== b . 4.19 |===================================================================== c . 4.18 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q85 Seconds < Lower Is Better a . 6.87 |===================================================================== b . 6.70 |=================================================================== c . 6.77 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q86 Seconds < Lower Is Better a . 3.75 |===================================================================== b . 3.70 |==================================================================== c . 3.72 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q87 Seconds < Lower Is Better a . 12.42 |==================================================================== b . 12.48 |==================================================================== c . 12.32 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q88 Seconds < Lower Is Better a . 9.83 |============================================================== b . 10.73 |==================================================================== c . 9.64 |============================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q89 Seconds < Lower Is Better a . 5.18 |================================================================= b . 5.53 |===================================================================== c . 5.05 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q90 Seconds < Lower Is Better a . 2.77 |================================================================= b . 2.95 |===================================================================== c . 2.81 |================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q91 Seconds < Lower Is Better a . 3.93 |===================================================================== b . 3.80 |=================================================================== c . 3.71 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q92 Seconds < Lower Is Better a . 3.76 |=============================================================== b . 3.93 |================================================================== c . 4.13 |===================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q93 Seconds < Lower Is Better a . 25.73 |==================================================================== b . 25.52 |=================================================================== c . 25.51 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q94 Seconds < Lower Is Better a . 5.40 |=============================================================== b . 5.90 |===================================================================== c . 5.41 |=============================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q95 Seconds < Lower Is Better a . 5.41 |===================================================================== b . 5.39 |===================================================================== c . 5.24 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q96 Seconds < Lower Is Better a . 3.07 |================================================================ b . 3.30 |===================================================================== c . 2.91 |============================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q97 Seconds < Lower Is Better a . 13.72 |================================================================== b . 13.96 |==================================================================== c . 14.05 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q98 Seconds < Lower Is Better a . 1.75 |==================================================================== b . 1.77 |===================================================================== c . 1.73 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q99 Seconds < Lower Is Better a . 4.72 |===================================================================== b . 4.74 |===================================================================== c . 4.49 |================================================================= Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q04 Seconds < Lower Is Better b . 45.64 |==================================================================== c . 45.22 |=================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q75 Seconds < Lower Is Better b . 18.81 |================================================================== c . 19.41 |==================================================================== Apache Spark TPC-DS 3.5 Scale Factor: 50 - Q23 Seconds < Lower Is Better c . 61.6 |===================================================================== Speedb 2.7 Test: Random Fill Op/s > Higher Is Better a . 786897 |=================================================================== b . 784311 |=================================================================== c . 785746 |=================================================================== Speedb 2.7 Test: Random Read Op/s > Higher Is Better a . 55139619 |================================================================= b . 53609393 |=============================================================== c . 54072350 |================================================================ Speedb 2.7 Test: Update Random Op/s > Higher Is Better a . 436339 |=================================================================== b . 435465 |=================================================================== c . 437229 |=================================================================== Speedb 2.7 Test: Sequential Fill Op/s > Higher Is Better a . 915338 |================================================================== b . 916208 |================================================================== c . 924399 |=================================================================== Speedb 2.7 Test: Random Fill Sync Op/s > Higher Is Better a . 26884 |==================================================================== b . 24059 |============================================================= c . 22747 |========================================================== Speedb 2.7 Test: Read While Writing Op/s > Higher Is Better a . 2562060 |================================================================== b . 2541930 |================================================================= c . 2516735 |================================================================= Speedb 2.7 Test: Read Random Write Random Op/s > Higher Is Better a . 1710801 |================================================================== b . 1697087 |================================================================= c . 1707978 |==================================================================