apache spark tpc benchmark

Tests for a future article. AMD Ryzen Threadripper 7980X 64-Cores testing with a ASUS Pro WS TRX50-SAGE WIFI (0217 BIOS) and AMD Radeon RX 7900 XT 20GB on Ubuntu 23.10 via the Phoronix Test Suite.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2401048-NE-APACHESPA81
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January 03
 
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January 04
  4 Days, 12 Hours, 1 Minute
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apache spark tpc benchmark, "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q14", Lower Results Are Better "a",17.47,10.04 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q13", Lower Results Are Better "a",3.69,3.32,3.46,3.83,3.66,3.83,3.59,3.43,3.95 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q07", Lower Results Are Better "a",5.12,5.63,5.09 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q52", Lower Results Are Better "a",2.7,2.68,2.9,2.99,2.72,2.67,2.98,2.75,2.71 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q56", Lower Results Are Better "a",6.13,5.62,5.73,5.84 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q60", Lower Results Are Better "a",6.69,6.47,6.8 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q60", Lower Results Are Better "a",5.11,5.32,5.04,4.72,5.33,4.96,5.38,5.36,5.72 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q45", Lower Results Are Better "a",4.55,4.28,4.22 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q99", Lower Results Are Better "a",3.7,3.8,3.84,3.86 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q66", Lower Results Are Better "a",5.03,4.67,5.18 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q27", Lower Results Are Better "a",4.52,4.46,4.95 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q42", Lower Results Are Better "a",3.44,3.39,3.47,3.39 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q45", Lower Results Are Better "a",4.17,4.36,4.24 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q26", Lower Results Are Better "a",5.24,4.94,4.97,5.4 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q31", Lower Results Are Better "a",8.6,9.11,8.6 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q60", Lower Results Are Better "a",6.94,7.01,7.03,7.11 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q83", Lower Results Are Better "a",4.48,4.3,4.71 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q63", Lower Results Are Better "a",3.66,3.86,3.68 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q26", Lower Results Are Better "a",5.11,5.05,4.63 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q76", Lower Results Are Better "a",4.01,4.12,4.06,4.2,4,4.21,4.26,4.29,4.35 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q15", Lower Results Are Better "a",2.81,2.77,2.76 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q70", Lower Results Are Better "a",4.31,3.91,3.91 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q90", Lower Results Are Better "a",3.42,3.87,3.56,3.76 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q84", Lower Results Are Better "a",4.87,4.53,4.92,4.46 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q39", Lower Results Are Better "a",2.4,2.27,2.37 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q44", Lower Results Are Better "a",1.88,1.89,1.75,1.79,1.85,1.87,1.73,1.74,1.86 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q92", Lower Results Are Better "a",3.98,4.03,4.15,4.18 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q79", Lower Results Are Better "a",4.82,4.83,5.26 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q62", Lower Results Are Better "a",3.68,3.53,3.64,3.43 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q86", Lower Results Are Better "a",3.34,3.3,3.22 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q69", Lower Results Are Better "a",4.32,4.28,4.47,4.46,4.39,4.54,4.55,4.64,4.93 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q63", Lower Results Are Better "a",2.55,2.62,2.73,2.57,2.66,3.01,2.61,2.76,2.59 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q82", Lower Results Are Better "a",6.14,6.44,6.33 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q10", Lower Results Are Better "a",5.56,5.49,5.04 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q81", Lower Results Are Better "a",4.53,4.55,4.76 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q89", Lower Results Are Better "a",3.95,4.15,4.11 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q10", Lower Results Are Better "a",4.62,4.52,4.55,4.66,4.52,4.09,4.66,4.64,4.39 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q58", Lower Results Are Better "a",5.13,5.07,5.52 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q18", Lower Results Are Better "a",4.98,5.09,5.32 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q18", Lower Results Are Better "a",5.41,5.3,5.37,5.41 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q62", Lower Results Are Better "a",3.35,3.37,3.44 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q71", Lower Results Are Better "a",4.68,4.45,4.65 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q33", Lower Results Are Better "a",5.5,5.91,5.83 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q36", Lower Results Are Better "a",3.31,3.47,3.4,3.52,3.48,3.48,3.5,3.87,3.41 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q80", Lower Results Are Better "a",10.12,10.99,10.87,10.78,9.98,10.41,10.83,10.83,10.72 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q33", Lower Results Are Better "a",5.74,4.85,5.24,5.29,4.91,4.96,4.96,5.03,5.18 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q68", Lower Results Are Better "a",5.63,5.47,5.54 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q27", Lower Results Are Better "a",5.57,5.53,5.19 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q96", Lower Results Are Better "a",2.01,1.95,2.05 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q81", Lower Results Are Better "a",3.35,3.15,3.26,3.17,3.19,3.24,3.07,3.12,3.26 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q43", Lower Results Are Better "a",3.26,3.29,3.02,3.1 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q19", Lower Results Are Better "a",5.2,5.79,5.56 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q68", Lower Results Are Better "a",5.97,5.58,5.68,5.39 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q54", Lower Results Are Better "a",6.9,6.84,6.92 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q90", Lower Results Are Better "a",3.51,3.56,3.68 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q14", Lower Results Are Better "a",6.13,6.05,6.05,6.12,6.18,6.22,6.23,6.52,6.46 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q04", Lower Results Are Better "a",14.97,15.35,15.06,15.6,15.59,15.36 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q51", Lower Results Are Better "a",7.4,7.08,7.99,7.58,7.21,7.98,7.63,7.36,7.47 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q91", Lower Results Are Better "a",4,3.7,3.9 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q71", Lower Results Are Better "a",2.97,2.73,2.67 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q42", Lower Results Are Better "a",3.64,3.6,3.28 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q89", Lower Results Are Better "a",3.68,3.7,3.56,3.62,3.62,3.95,3.62,3.5,3.97 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q85", Lower Results Are Better "a",5.42,5.86,5.58,5.72,5.66,5.81,5.58,5.68,5.23 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q76", Lower Results Are Better "a",4.76,5.21,5.18 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q57", Lower Results Are Better "a",5.87,5.81,5.35,5.57 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q02", Lower Results Are Better "a",3.66,3.67,3.55,3.58,3.63,3.73,3.56,3.47,3.54 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q08", Lower Results Are Better "a",2.92,3.2,3.24 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q83", Lower Results Are Better "a",5.01,5.13,4.86,4.62 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q91", Lower Results Are Better "a",3.78,3.83,3.83,3.88 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q37", Lower Results Are Better "a",5.77,5.89,5.61 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q74", Lower Results Are Better "a",6.35,6.3,6.51,6.29,6.61,6.35,6.7,6.11,6.8 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q21", Lower Results Are Better "a",3.32,3.35,3.48 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q87", Lower Results Are Better "a",6.11,6.51,6.47,6.29,5.83,6.15,5.54,6.04,6.1 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q82", Lower Results Are Better "a",3.13,3.17,2.98 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q75", Lower Results Are Better "a",10.05,10.02,9.53,10.12,10.28,9.89,10.36,9.61,10.06 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q19", Lower Results Are Better "a",5.15,4.9,5.23,4.93 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q47", Lower Results Are Better "a",6.08,5.74,5.78,5.79,5.72,5.8,5.98,5.87,5.83 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q83", Lower Results Are Better "a",3.28,3.24,3.11,3.33,3.21,3.44,3.3,3.05,3.29 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q08", Lower Results Are Better "a",5,4.87,4.67,4.92 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q52", Lower Results Are Better "a",3.38,3.39,3.66 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q28", Lower Results Are Better "a",10.5,11.99,11.49,11.22 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q13", Lower Results Are Better "a",5.4,5.72,5.51 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q60", Lower Results Are Better "a",5.96,5.91,6.25 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q27", Lower Results Are Better "a",4.38,4.35,4.24,4.27,4.16,4.29,4.14,4.75,4.08 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q36", Lower Results Are Better "a",3.86,3.84,3.82 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q38", Lower Results Are Better "a", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q40", Lower Results Are Better "a",6,5.19,5.36,5.18,5.19,5.66,5.31,4.98,5.37 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q28", Lower Results Are Better "a",12.05,11.79,12.07 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q13", Lower Results Are Better "a",5.68,5.41,5.1,5.81 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q03", Lower Results Are Better "a",3.54,3.6,3.95,3.59 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q94", Lower Results Are Better "a",3.9,3.9,4.04,3.94,3.83,3.8,3.94,3.76,3.86 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q92", Lower Results Are Better "a",4.16,4.43,4.46 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q31", Lower Results Are Better "a",4.23,3.86,3.97 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q48", Lower Results Are Better "a",4,4.05,4.24,3.89 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q05", Lower Results Are Better "a", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q49", Lower Results Are Better "a",2.88,2.81,3.04 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q91", Lower Results Are Better "a",3.05,2.91,2.98,2.77,2.83,2.73,2.79,2.91,3.12 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q57", Lower Results Are Better "a",4.43,4.23,4.28,4.36,4.64,4.3,4.62,4.45,4.42 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q96", Lower Results Are Better "a",2.04,2.05,2.24 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q72", Lower Results Are Better "a",4.42,4.54,4.52 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q69", Lower Results Are Better "a",6.16,6.09,6.7,6.65 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q27", Lower Results Are Better "a",5.31,5.42,5.35,5.04 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q61", Lower Results Are Better "a",1.99,1.93,1.95,1.95 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q98", Lower Results Are Better "a",1.51,1.49,1.47 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q44", Lower Results Are Better "a",1.85,1.91,1.89 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q14", Lower Results Are Better "a",3.94,3.89,3.59 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q23", Lower Results Are Better "a",2.9,3.04,3.2 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q41", Lower Results Are Better "a",2.05,2.05,2.1 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q02", Lower Results Are Better "a",4.47,4.3,4.55,4.32 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q09", Lower Results Are Better "a",5.94,6.12,5.87,6.3 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q48", Lower Results Are Better "a",3.98,3.74,4.04 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q66", Lower Results Are Better "a",4.82,4.63,5.08 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q57", Lower Results Are Better "a",3.31,3.21,3.3 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q02", Lower Results Are Better "a",4.3,4.29,4.41 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q98", Lower Results Are Better "a",1.39,1.38,1.49,1.38,1.4,1.38,1.4,1.43,1.43 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q59", Lower Results Are Better "a",5.71,6.07,5.78,5.8 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q39", Lower Results Are Better "a",3.66,3.57,3.55,3.74 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q06", Lower Results Are Better "a",5.38,5.26,5.48,5.39,5.12,5.1,5.25,5.36,5.26 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q95", Lower Results Are Better "a",4.93,5.09,5.04 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q01", Lower Results Are Better "a",2.33,2.26,2.35 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q10", Lower Results Are Better "a",2.95,2.96,2.99 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q86", Lower Results Are Better "a",3.42,3.49,3.37,3.52 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q67", Lower Results Are Better "a",3.76,3.87,3.74 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q71", Lower Results Are Better "a",5.07,5.44,5.17,5.12 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q31", Lower Results Are Better "a",9.83,9.85,10.44,9.99 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q20", Lower Results Are Better "a",1.43,1.4,1.39,1.45,1.44,1.45,1.42,1.41,1.41 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q20", Lower Results Are Better "a",1.43,1.45,1.42 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q28", Lower Results Are Better "a",5.56,5.52,5.46 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q30", Lower Results Are Better "a",2.96,3.01,3.11,3.01,2.95,3.17,3.06,3,3.08 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q61", Lower Results Are Better "a",1.72,1.73,1.73,1.69,1.78,1.71,1.77,1.71,1.7 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q10", Lower Results Are Better "a",6.87,6.75,7.23 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q34", Lower Results Are Better "a",2.84,3,2.7 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q20", Lower Results Are Better "a",1.48,1.52,1.48,1.5 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q05", Lower Results Are Better "a",6.16,6.08,5.82,5.86,6.24,6.08,6.05,6.27,6.06 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q59", Lower Results Are Better "a",5.85,5.68,5.86 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q38", Lower Results Are Better "a",3.31,3.61,3.33 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q79", Lower Results Are Better "a",5.51,5.14,5.42 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q12", Lower Results Are Better "a",1.34,1.34,1.33 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q61", Lower Results Are Better "a",1.91,1.89,1.91 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q86", Lower Results Are Better "a",3.52,3.59,3.44 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q95", Lower Results Are Better "a",1.86,1.92,1.98 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q83", Lower Results Are Better "a",2.28,2.25,2.21 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q69", Lower Results Are Better "a",2.91,2.9,2.97 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q08", Lower Results Are Better "a",4.91,4.81,5.24 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q01", Lower Results Are Better "a",5.84,5.54,5.73,5.7 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q54", Lower Results Are Better "a",4.66,4.91,4.88,4.82,4.92,4.83,4.89,4.91,5.11 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q06", Lower Results Are Better "a",2.84,2.96,2.96 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q98", Lower Results Are Better "a",1.45,1.52,1.45,1.46 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q59", Lower Results Are Better "a",4.93,4.93,4.79 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q30", Lower Results Are Better "a",4.68,5.16,4.8 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q41", Lower Results Are Better "a",2.07,2.13,2.08,2.05 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q59", Lower Results Are Better "a",3.89,4.1,3.82,3.82,3.95,3.82,4.02,3.87,3.88 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q45", Lower Results Are Better "a",2.48,2.55,2.38 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q62", Lower Results Are Better "a",2.32,2.5,2.43 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q35", Lower Results Are Better "a",3.29,3.15,2.99 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q70", Lower Results Are Better "a",4.85,4.73,4.82,4.54 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q36", Lower Results Are Better "a",4.57,4.59,4.77,4.59 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q06", Lower Results Are Better "a",6.94,6.7 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q77", Lower Results Are Better "a",6.84,6.61,6.68 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q53", Lower Results Are Better "a",2.6,2.44,2.46 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q44", Lower Results Are Better "a",3.91,3.79,3.54 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q93", Lower Results Are Better "a",6.08,6.31,6.53,6.22,6.03,6.03,6.08,5.97,6.23 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q02", Lower Results Are Better "a",3.91,3.74,3.81 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q35", Lower Results Are Better "a",6.55,6.51,6.05 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q40", Lower Results Are Better "a",6.24,5.82,6.22 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q79", Lower Results Are Better "a",2.89,3.07,2.86 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q03", Lower Results Are Better "a",3.03,2.99,3.12 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q85", Lower Results Are Better "a",6.61,6.56,7 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q66", Lower Results Are Better "a",3.48,3.39,3.36 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q66", Lower Results Are Better "a",5.35,4.96,4.85,5.45 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q12", Lower Results Are Better "a",1.41,1.44,1.39,1.44,1.38,1.42,1.41,1.43,1.42 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q48", Lower Results Are Better "a",2.86,2.91,2.8 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q84", Lower Results Are Better "a",3.16,3.09,3.23,3.03,3.06,3.25,3.22,3.21,3.19 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q89", Lower Results Are Better "a",4.37,4.3,4.47,4.55 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q01", Lower Results Are Better "a",4.88,4.68,4.68 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q46", Lower Results Are Better "a",5.76,5.9,5.6,6.25 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q78", Lower Results Are Better "a",11.39,12.13,11.51,11.37,11.61,11.22,10.53,11.39,11.22 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q17", Lower Results Are Better "a",4.22,4.25,4.12 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q41", Lower Results Are Better "a",1.97,1.98,1.96,1.98,1.94,1.85,1.88,1.96,1.95 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q58", Lower Results Are Better "a",5.6,5.56,5.56,5.31 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q37", Lower Results Are Better "a",1.55,1.6,1.61 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q87", Lower Results Are Better "a", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q11", Lower Results Are Better "a",10.51,11.11,10.69,10.5,10.49,10.55 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q95", Lower Results Are Better "a",3.99,3.96,4.08,3.99,3.96,3.93,3.84,3.97,3.99 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q02", Lower Results Are Better "a",2.76,2.96,2.76 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q09", Lower Results Are Better "a",3.44,3.76,3.52 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q94", Lower Results Are Better "a",5.21,5.31,5.28 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q55", Lower Results Are Better "a",3.68,3.76,3.53,3.82 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q49", Lower Results Are Better "a",6.15,6.13,6.44,6.05,6.3,6.39,5.93,6.32,6.18 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q79", Lower Results Are Better "a",5.45,5.07,5.66,5.42 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q76", Lower Results Are Better "a",3.02,2.86,2.84 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q62", Lower Results Are Better "a",3.88,3.92,3.87 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q40", Lower Results Are Better "a",2.48,2.76,2.51 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q81", Lower Results Are Better "a",2.12,2.14,2.26 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q52", Lower Results Are Better "a",4.02,3.9,3.8,3.96 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q30", Lower Results Are Better "a",2.34,2.2,2.13 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q40", Lower Results Are Better "a", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q50", Lower Results Are Better "a",3.17,3.01,3.2 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q16", Lower Results Are Better "a",1.84,1.82,1.83 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q53", Lower Results Are Better "a",3.64,3.73,3.64,3.74 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q57", Lower Results Are Better "a",5.83,5.36,5.59 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q42", Lower Results Are Better "a",3.27,3.34,3.45 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q12", Lower Results Are Better "a",1.43,1.46,1.49 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q71", Lower Results Are Better "a",5.16,5.14,5.44 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q46", Lower Results Are Better "a",5.22,5.59,5.29 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q51", Lower Results Are Better "a",4.35,4.6,4.58 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q61", Lower Results Are Better "a",2,2.09,2 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q50", Lower Results Are Better "a",5.72,5.58,5.6,5.77,5.75,5.56,5.74,5.57,5.7 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q99", Lower Results Are Better "a",2.58,2.61,2.58 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q01", Lower Results Are Better "a",3.9,3.79,3.65,3.58,3.75,3.66,3.54,3.66,3.79 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q18", Lower Results Are Better "a",3.66,3.79,3.64 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q47", Lower Results Are Better "a",9.71,8.89,9.52,8.88 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q41", Lower Results Are Better "a",1.63,1.64,1.64 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q90", Lower Results Are Better "a",2.17,2.24,2.35 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q32", Lower Results Are Better "a",4.34,4.05,4.12 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q77", Lower Results Are Better "a",7.03,7.46,7.92,7.94 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q47", Lower Results Are Better "a",7.76,8.17,8.02 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q53", Lower Results Are Better "a",3.6,3.65,3.8 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q33", Lower Results Are Better "a",2.97,3.06,2.98 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q88", Lower Results Are Better "a",7.85,7.69,7.24 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q32", Lower Results Are Better "a",2.36,2.22,2.29 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q43", Lower Results Are Better "a",3.28,3.14,3.19 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q61", Lower Results Are Better "a",1.74,1.66,1.66 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q65", Lower Results Are Better "a",3.32,3.39,3.35 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q78", Lower Results Are Better "a",4.35,4.86,4.74 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q30", Lower Results Are Better "a",5.42,5.94,5.76,5.67 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q47", Lower Results Are Better "a",4.03,4,3.99 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q60", Lower Results Are Better "a",3.11,3.31,2.94 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q59", Lower Results Are Better "a",3.2,3.16,3.12 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q41", Lower Results Are Better "a",2.14,2.08,2.11 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q54", Lower Results Are Better "a",3.29,3.22,3.48 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q04", Lower Results Are Better "a",4.74,4.78,4.81 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q20", Lower Results Are Better "a",1.32,1.33,1.34 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q98", Lower Results Are Better "a",1.34,1.36,1.35 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q12", Lower Results Are Better "a",1.5,1.47,1.48 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q98", Lower Results Are Better "a",1.48,1.56,1.46 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q12", Lower Results Are Better "a",1.49,1.46,1.54,1.47 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q09", Lower Results Are Better "a",6.17,6.05,6.2 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q05", Lower Results Are Better "a",3.13,3.13,3.06 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q82", Lower Results Are Better "a",4.42,4.95,4.84 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q64", Lower Results Are Better "a",4.67,4.71,4.87 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q85", Lower Results Are Better "a",3.25,3.2,3.19 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q75", Lower Results Are Better "a",5.01,4.97,4.86 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q87", Lower Results Are Better "a",3.24,3.41,3.28 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q91", Lower Results Are Better "a",2.24,2.19,2.15 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q86", Lower Results Are Better "a",2.24,2.41,2.31 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q31", Lower Results Are Better "a",10.22,10.09,10.48 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q26", Lower Results Are Better "a",2.67,2.98,2.83 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q36", Lower Results Are Better "a",2.87,2.8,3.05 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q35", Lower Results Are Better "a", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q25", Lower Results Are Better "a",3.82,4.07,4.06 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q74", Lower Results Are Better "a",3.96,3.99,4.09 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q29", Lower Results Are Better "a",4.09,4.04,4.01 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q22", Lower Results Are Better "a",8.16,8.32,8.64 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q11", Lower Results Are Better "a",4.22,4.2,4.3 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q89", Lower Results Are Better "a",4.25,4.39,4.14 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q05", Lower Results Are Better "b", "Apache Spark TPC-H 3.5 - Scale Factor: 100 - Geometric Mean Of All Queries", Lower Results Are Better "a",24.76507417,27.32978027,27.27698366,26.64611792,24.89246852,26.48455867,26.27599157 "Apache Spark TPC-H 3.5 - Scale Factor: 50 - Geometric Mean Of All Queries", Lower Results Are Better "a",14.28138475,14.15329389,14.20486316 "Apache Spark TPC-H 3.5 - Scale Factor: 10 - Geometric Mean Of All Queries", Lower Results Are Better "a",4.12998428,4.11209868,4.10248496 "Apache Spark TPC-H 3.5 - Scale Factor: 1 - Geometric Mean Of All Queries", Lower Results Are Better "a",1.09465567,1.09778786,1.08102357 "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q35", Lower Results Are Better "a", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q06", Lower Results Are Better "a", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q96", Lower Results Are Better "a",2.33,2.29,2.22 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q47", Lower Results Are Better "a",8.95,8.89 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q20", Lower Results Are Better "a",1.5,1.46,1.48 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q75", Lower Results Are Better "a", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q23", Lower Results Are Better "a", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q29", Lower Results Are Better "a", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q94", Lower Results Are Better "a",1.73,1.68,1.67 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q92", Lower Results Are Better "a",2.37,2.3,2.29 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q84", Lower Results Are Better "a",2.1,2.13,2.15 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q13", Lower Results Are Better "a",2.85,2.93,2.7 "b", "Apache Spark TPC-H 3.5 - Scale Factor: 100 - Q18", Lower Results Are Better "a",64.5668869,64.81609344,64.49449158,63.60952377,62.46572495 "Apache Spark TPC-H 3.5 - Scale Factor: 100 - Q09", Lower Results Are Better "a",52.31237793,52.82659149 "Apache Spark TPC-H 3.5 - Scale Factor: 100 - Q22", Lower Results Are Better "a",9.05501938,8.8803072,9.1738205,9.30252075,9.26007843,8.86476707,8.8231678 "Apache Spark TPC-H 3.5 - Scale Factor: 100 - Q21", Lower Results Are Better "a",139.94970703,135.5594635,140.14802551,136.7908783,138.44438171,137.00564575,138.91200256 "Apache Spark TPC-H 3.5 - Scale Factor: 100 - Q20", Lower Results Are Better "a",30.01433372,29.15943909,28.9604187,28.94903564,28.86587715,28.94969749,29.64972496 "Apache Spark TPC-H 3.5 - Scale Factor: 100 - Q19", Lower Results Are Better "a",24.79785728,24.90997505,24.84799194,24.62571526,24.99674797,24.88853645,24.50510025 "Apache Spark TPC-H 3.5 - Scale Factor: 100 - Q17", Lower Results Are Better "a",58.33784866,57.97835159,58.4793663,57.9991951,58.23239136,58.35047531,58.55880737 "Apache Spark TPC-H 3.5 - Scale Factor: 100 - Q16", Lower Results Are Better "a",10.20375347,10.6462307,10.92955494,10.86391449,10.7174654,11.0525322,9.8033638 "Apache Spark TPC-H 3.5 - Scale Factor: 100 - Q15", Lower Results Are Better "a",22.8640728,22.96604156,23.09531403,23.72071266,22.93332863,23.03782082,23.07262421 "Apache Spark TPC-H 3.5 - Scale Factor: 100 - Q14", Lower Results Are Better "a",24.9477272,25.17083549,25.18420982,25.323843,25.52532196,25.42909813,25.74765968 "Apache Spark TPC-H 3.5 - Scale Factor: 100 - Q13", Lower Results Are Better "a",11.85056019,11.90675163,11.65052795,12.00940228,11.80144119,12.21656322,11.76189709 "Apache Spark TPC-H 3.5 - Scale Factor: 100 - Q12", Lower Results Are Better "a",30.74250031,32.62049103,30.08419228,30.56316948,30.71345329,29.88602066,29.53414917 "Apache Spark TPC-H 3.5 - Scale Factor: 100 - Q11", Lower Results Are Better "a",7.00978422,7.17946148,6.96882677,7.1638298,7.20804644,7.05671978,7.35965729 "Apache Spark TPC-H 3.5 - Scale Factor: 100 - Q10", Lower Results Are Better "a",34.42775345,33.85041428,33.88132095,34.8613472,34.17470169,34.36413193,34.20207596 "Apache Spark TPC-H 3.5 - Scale Factor: 100 - Q08", Lower Results Are Better "a",34.78588867,35.63135529,35.32767487,35.80716324,35.06504059,35.92986298,35.41419601 "Apache Spark TPC-H 3.5 - Scale Factor: 100 - Q07", Lower Results Are Better "a",33.3243103,33.63156128,33.07987595,33.34732819,33.14651489,33.07198715,33.4512291 "Apache Spark TPC-H 3.5 - Scale Factor: 100 - Q06", Lower Results Are Better "a",20.73939323,20.89003181,20.8309021,21.42490959,20.88671494,20.85764122,20.96443939 "Apache Spark TPC-H 3.5 - Scale Factor: 100 - Q05", Lower Results Are Better "a",40.88040543,38.13815308,38.01144791,36.93819809,37.10116577,36.50305939,37.90142822 "Apache Spark TPC-H 3.5 - Scale Factor: 100 - Q04", Lower Results Are Better "a",30.49465561,30.35019112,31.30407715,30.85665131,31.41850853,30.42539406,30.30873108 "Apache Spark TPC-H 3.5 - Scale Factor: 100 - Q03", Lower Results Are Better "a",34.78446198,34.19921875,35.53874969,35.13963699,34.20778275,35.02951431,34.91411591 "Apache Spark TPC-H 3.5 - Scale Factor: 100 - Q02", Lower Results Are Better "a",8.53416443,8.60071659,7.6120019,7.74446106,8.19742203,7.73551369,7.91469955 "Apache Spark TPC-H 3.5 - Scale Factor: 100 - Q01", Lower Results Are Better "a",24.81313515,24.48310852,24.75782013,24.71527481,25.04697037,24.94594955,24.64401817 "Apache Spark TPC-H 3.5 - Scale Factor: 50 - Q22", Lower Results Are Better "a",5.21790791,5.09016895,5.34423447 "Apache Spark TPC-H 3.5 - Scale Factor: 50 - Q21", Lower Results Are Better "a",68.33056641,67.43858337,68.38951111 "Apache Spark TPC-H 3.5 - Scale Factor: 50 - Q20", Lower Results Are Better "a",15.16062737,15.1293602,15.49478912 "Apache Spark TPC-H 3.5 - Scale Factor: 50 - Q19", Lower Results Are Better "a",12.62444019,12.07797623,12.36147404 "Apache Spark TPC-H 3.5 - Scale Factor: 50 - Q18", Lower Results Are Better "a",31.4942894,31.61593246,31.79032135 "Apache Spark TPC-H 3.5 - Scale Factor: 50 - Q17", Lower Results Are Better "a",28.59615707,28.57257271,28.50750732 "Apache Spark TPC-H 3.5 - Scale Factor: 50 - Q16", Lower Results Are Better "a",5.72967482,5.52923489,5.44343853 "Apache Spark TPC-H 3.5 - Scale Factor: 50 - Q15", Lower Results Are Better "a",11.76640987,11.64384651,11.58120823 "Apache Spark TPC-H 3.5 - Scale Factor: 50 - Q14", Lower Results Are Better "a",12.61007214,12.71194363,12.58177471 "Apache Spark TPC-H 3.5 - Scale Factor: 50 - Q13", Lower Results Are Better "a",7.04131508,6.27274036,6.35445404 "Apache Spark TPC-H 3.5 - Scale Factor: 50 - Q12", Lower Results Are Better "a",15.53315353,16.34188843,16.21012688 "Apache Spark TPC-H 3.5 - Scale Factor: 50 - Q11", Lower Results Are Better "a",4.60811567,4.68966436,4.65163183 "Apache Spark TPC-H 3.5 - Scale Factor: 50 - Q10", Lower Results Are Better "a",17.71658707,18.28422737,17.93870354 "Apache Spark TPC-H 3.5 - Scale Factor: 50 - Q09", Lower Results Are Better "a",23.72702408,23.58430862,23.40265083 "Apache Spark TPC-H 3.5 - Scale Factor: 50 - Q08", Lower Results Are Better "a",18.94187355,19.05362511,19.11065292 "Apache Spark TPC-H 3.5 - Scale Factor: 50 - Q07", Lower Results Are Better "a",17.64779854,17.77787018,17.844841 "Apache Spark TPC-H 3.5 - Scale Factor: 50 - Q06", Lower Results Are Better "a",10.27668381,10.25192642,10.2057209 "Apache Spark TPC-H 3.5 - Scale Factor: 50 - Q05", Lower Results Are Better "a",20.14690781,20.0255661,19.85243988 "Apache Spark TPC-H 3.5 - Scale Factor: 50 - Q04", Lower Results Are Better "a",16.19963455,15.38000584,15.12626648 "Apache Spark TPC-H 3.5 - Scale Factor: 50 - Q03", Lower Results Are Better "a",18.07263374,18.16280556,18.22665024 "Apache Spark TPC-H 3.5 - Scale Factor: 50 - Q02", Lower Results Are Better "a",5.22995567,5.1553793,5.22502995 "Apache Spark TPC-H 3.5 - Scale Factor: 50 - Q01", Lower Results Are Better "a",13.10619068,13.04889202,13.12270451 "Apache Spark TPC-H 3.5 - Scale Factor: 10 - Q22", Lower Results Are Better "a",1.84324634,1.80824018,1.74422097 "Apache Spark TPC-H 3.5 - Scale Factor: 10 - Q21", Lower Results Are Better "a",14.66621876,14.94976807,14.78856373 "Apache Spark TPC-H 3.5 - Scale Factor: 10 - Q20", Lower Results Are Better "a",4.68225384,4.70671272,4.67693949 "Apache Spark TPC-H 3.5 - Scale Factor: 10 - Q19", Lower Results Are Better "a",3.10487056,3.09340882,2.99135041 "Apache Spark TPC-H 3.5 - Scale Factor: 10 - Q18", Lower Results Are Better "a",7.70739079,8.02094173,7.55891609 "Apache Spark TPC-H 3.5 - Scale Factor: 10 - Q17", Lower Results Are Better "a",6.58112669,6.46770668,6.5265789 "Apache Spark TPC-H 3.5 - Scale Factor: 10 - Q16", Lower Results Are Better "a",2.26530266,2.10277128,2.11509299 "Apache Spark TPC-H 3.5 - Scale Factor: 10 - Q15", Lower Results Are Better "a",2.95333409,3.0941875,3.03493929 "Apache Spark TPC-H 3.5 - Scale Factor: 10 - Q14", Lower Results Are Better "a",3.05178189,3.08882594,3.07071853 "Apache Spark TPC-H 3.5 - Scale Factor: 10 - Q13", Lower Results Are Better "a",2.06005621,2.00115514,2.26746821 "Apache Spark TPC-H 3.5 - Scale Factor: 10 - Q12", Lower Results Are Better "a",4.09995937,4.1429925,4.0427537 "Apache Spark TPC-H 3.5 - Scale Factor: 10 - Q11", Lower Results Are Better "a",2.25840735,2.0989418,2.16625977 "Apache Spark TPC-H 3.5 - Scale Factor: 10 - Q10", Lower Results Are Better "a",5.40198803,5.47656345,5.45626545 "Apache Spark TPC-H 3.5 - Scale Factor: 10 - Q09", Lower Results Are Better "a",7.48284006,7.6701436,7.6557498 "Apache Spark TPC-H 3.5 - Scale Factor: 10 - Q08", Lower Results Are Better "a",5.52770758,5.41866922,5.39102793 "Apache Spark TPC-H 3.5 - Scale Factor: 10 - Q07", Lower Results Are Better "a",5.2293334,5.3080349,5.35511589 "Apache Spark TPC-H 3.5 - Scale Factor: 10 - Q06", Lower Results Are Better "a",2.16860127,2.16825819,2.21575618 "Apache Spark TPC-H 3.5 - Scale Factor: 10 - Q05", Lower Results Are Better "a",6.53092861,6.467875,6.46425533 "Apache Spark TPC-H 3.5 - Scale Factor: 10 - Q04", Lower Results Are Better "a",4.50241327,4.17228603,4.44928598 "Apache Spark TPC-H 3.5 - Scale Factor: 10 - Q03", Lower Results Are Better "a",5.18597841,5.21057224,5.36702538 "Apache Spark TPC-H 3.5 - Scale Factor: 10 - Q02", Lower Results Are Better "a",2.14529634,2.30715513,2.17145014 "Apache Spark TPC-H 3.5 - Scale Factor: 10 - Q01", Lower Results Are Better "a",4.32218218,4.31718111,4.25682974 "Apache Spark TPC-H 3.5 - Scale Factor: 1 - Q22", Lower Results Are Better "a",0.54437745,0.5560385,0.62701792 "Apache Spark TPC-H 3.5 - Scale Factor: 1 - Q21", Lower Results Are Better "a",3.69869685,3.67667699,3.65443778 "Apache Spark TPC-H 3.5 - Scale Factor: 1 - Q20", Lower Results Are Better "a",1.23177612,1.34359181,1.24926126 "Apache Spark TPC-H 3.5 - Scale Factor: 1 - Q19", Lower Results Are Better "a",0.45934397,0.4881168,0.47522414 "Apache Spark TPC-H 3.5 - Scale Factor: 1 - Q18", Lower Results Are Better "a",1.91147852,1.92893267,1.86496401 "Apache Spark TPC-H 3.5 - Scale Factor: 1 - Q17", Lower Results Are Better "a",1.37656367,1.40494001,1.34022808 "Apache Spark TPC-H 3.5 - Scale Factor: 1 - Q16", Lower Results Are Better "a",0.76989353,0.82728404,0.72600633 "Apache Spark TPC-H 3.5 - Scale Factor: 1 - Q15", Lower Results Are Better "a",1.07672191,1.00751078,1.00806653 "Apache Spark TPC-H 3.5 - Scale Factor: 1 - Q14", Lower Results Are Better "a",0.99136037,0.91422468,0.96825117 "Apache Spark TPC-H 3.5 - Scale Factor: 1 - Q13", Lower Results Are Better "a",0.73817533,0.7331782,0.69973803 "Apache Spark TPC-H 3.5 - Scale Factor: 1 - Q12", Lower Results Are Better "a",1.03664052,1.03078556,1.01342356 "Apache Spark TPC-H 3.5 - Scale Factor: 1 - Q11", Lower Results Are Better "a",0.60015464,0.60439676,0.58884448 "Apache Spark TPC-H 3.5 - Scale Factor: 1 - Q10", Lower Results Are Better "a",1.38230455,1.39777863,1.35766733 "Apache Spark TPC-H 3.5 - Scale Factor: 1 - Q09", Lower Results Are Better "a",2.31914401,2.16812444,2.25163817 "Apache Spark TPC-H 3.5 - Scale Factor: 1 - Q08", Lower Results Are Better "a",1.0706079,1.05747521,1.04613876 "Apache Spark TPC-H 3.5 - Scale Factor: 1 - Q07", Lower Results Are Better "a",1.52758443,1.55736554,1.60369635 "Apache Spark TPC-H 3.5 - Scale Factor: 1 - Q06", Lower Results Are Better "a",0.33452377,0.37637341,0.32964376 "Apache Spark TPC-H 3.5 - Scale Factor: 1 - Q05", Lower Results Are Better "a",1.59137285,1.73265266,1.57812238 "Apache Spark TPC-H 3.5 - Scale Factor: 1 - Q04", Lower Results Are Better "a",1.44118726,1.31622529,1.42253578 "Apache Spark TPC-H 3.5 - Scale Factor: 1 - Q03", Lower Results Are Better "a",1.501248,1.58527553,1.52612913 "Apache Spark TPC-H 3.5 - Scale Factor: 1 - Q02", Lower Results Are Better "a",1.03079832,0.90473956,0.96775097 "Apache Spark TPC-H 3.5 - Scale Factor: 1 - Q01", Lower Results Are Better "a",2.28788924,2.36436486,2.2721467 "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q99", Lower Results Are Better "a",4.43,3.8,3.83 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q90", Lower Results Are Better "a",3.05,3.6,3.98 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q84", Lower Results Are Better "a",4.82,4.33,5.05 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q76", Lower Results Are Better "a",5.08,5.7,5.96 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q73", Lower Results Are Better "a",4.1,4.55,3.92 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q70", Lower Results Are Better "a",4.91,5.06,4.17 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q69", Lower Results Are Better "a",5.95,6.66,7.14 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q68", Lower Results Are Better "a",6.61,6.04,5.89 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q63", Lower Results Are Better "a",4.44,4.27,3.75 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q58", Lower Results Are Better "a",5.38,6.51,6.69 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q56", Lower Results Are Better "a",5.68,6.47,5.63 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q55", Lower Results Are Better "a",3.82,4.37,3.81 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q52", Lower Results Are Better "a",4.24,4.07,3.71 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q44", Lower Results Are Better "a",4.86,6.91,5.31 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q39", Lower Results Are Better "a",3.61,4.07,3.64 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q37", Lower Results Are Better "a",3.43,4.4,4.59 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q36", Lower Results Are Better "a",4.17,4.79,4.43 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q34", Lower Results Are Better "a",5.35,4.94,4.55 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q33", Lower Results Are Better "a",6.54,6.8,7.37 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q30", Lower Results Are Better "a",5.96,6.12,5.29 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q18", Lower Results Are Better "a",5.35,6.45,5.22 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q15", Lower Results Are Better "a",4.82,5.51,5.04 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q07", Lower Results Are Better "a",5.62,6.44,5.81 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 500 - Q03", Lower Results Are Better "a",3.48,3.47,4 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q96", Lower Results Are Better "a",2.59,2.46,2.13,2.16 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q88", Lower Results Are Better "a",7.06,7.78,8.07,6.87 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q82", Lower Results Are Better "a",4.67,4.41,5.21,4.96 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q81", Lower Results Are Better "a",5.75,4.72,5.45,5.49 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q76", Lower Results Are Better "a",5.8,5.89,5.09,5.8 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q73", Lower Results Are Better "a",4.22,3.78,3.95,4.55 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q63", Lower Results Are Better "a",4.43,3.79,3.63,4.13 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q45", Lower Results Are Better "a",4.25,5.3,4.6,4.95 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q44", Lower Results Are Better "a",5.24,9.5,7.57,7.51 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q37", Lower Results Are Better "a",5.05,4.65,4.22,4.71 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q34", Lower Results Are Better "a",5.55,4.62,5.07,5.48 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q33", Lower Results Are Better "a",6.17,7.29,6.33,6.99 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q32", Lower Results Are Better "a",4.2,4.07,4.76,4.43 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q22", Lower Results Are Better "a",6.84,8.55,9.48,6.94 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q21", Lower Results Are Better "a",3.62,3.41,3.24,4.29 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q15", Lower Results Are Better "a",5.76,5.49,5.99,5.14 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q10", Lower Results Are Better "a",6.08,6.53,7.05,7.17 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 100 - Q07", Lower Results Are Better "a",6.13,5.81,5.16,6.58 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q99", Lower Results Are Better "a",2.79,2.89,3.73 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q92", Lower Results Are Better "a",3.79,4.39,4.1 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q88", Lower Results Are Better "a",7.26,7.14,8.2 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q84", Lower Results Are Better "a",4.61,4.54,4.02 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q73", Lower Results Are Better "a",3.73,4.32,4.79 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q69", Lower Results Are Better "a",5.05,5.58,6.11 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q57", Lower Results Are Better "a",5.06,4.61,6.16 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q56", Lower Results Are Better "a",5.38,4.65,4.93 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q55", Lower Results Are Better "a",4.03,3.36,3.09 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q53", Lower Results Are Better "a",3.66,3.09,3.48 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q48", Lower Results Are Better "a",3.52,3.94,3.9 "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q46", Lower Results Are Better "a",4.98,5.62,5.44 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q43", Lower Results Are Better "a",3.46,3.12,2.73 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q34", Lower Results Are Better "a",4.7,4.36,4.97 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q32", Lower Results Are Better "a",3.38,3.81,3.57 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q28", Lower Results Are Better "a",12.21,11.01,9.78 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q26", Lower Results Are Better "a",4.2,3.81,4.56 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q22", Lower Results Are Better "a",6.33,6.01,6.97 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q21", Lower Results Are Better "a",3.39,4,3.51 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q19", Lower Results Are Better "a",5.19,4.58,4.57 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q15", Lower Results Are Better "a",4.58,4.38,4.95 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q13", Lower Results Are Better "a",3.98,4.36,3.78 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q09", Lower Results Are Better "a",5.62,6.33,5.56 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 50 - Q08", Lower Results Are Better "a",4.71,4.3,4.19 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q99", Lower Results Are Better "a",2.76,3.08,2.68,3.66,3.57,2.76,3.58,3.69,2.8 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q97", Lower Results Are Better "a",4.62,4.41,5.26,4.32,4.61,4.69,4.27,4.59,5.01 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q96", Lower Results Are Better "a",2.45,2.26,1.86,2.03,1.84,3.11,2.09,2.32,1.83 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q92", Lower Results Are Better "a",3.3,3.42,3.36,3.75,3.32,3.88,3.64,3.85,3.31 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q90", Lower Results Are Better "a",2.96,3.33,3.27,3.53,3.39,3.56,2.9,3.45,3.73 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q88", Lower Results Are Better "a",6.32,6.26,6.51,6.14,7.78,7.82,8.23,7.61,8.53 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q86", Lower Results Are Better "a",3.12,3.2,3.33,3.22,3.58,3.05,3.56,3.11,2.98 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q82", Lower Results Are Better "a",5.77,5.8,5.14,5.14,5.05,5.44,5.05,5.76,5.19 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q79", Lower Results Are Better "a",3.65,4.22,3.57,3.77,3.51,3.78,3.51,3.54,3.54 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q77", Lower Results Are Better "a",5.06,5.89,5.29,5.32,4.75,5.61,4.98,4.74,4.85 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q73", Lower Results Are Better "a",2.93,4.09,2.82,3.26,2.75,2.97,3.16,3.1,4.33 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q71", Lower Results Are Better "a",3.97,4.13,3.49,3.59,3.7,3.97,3.55,3.28,3.59 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q70", Lower Results Are Better "a",3.49,3.77,4.64,3.7,3.87,3.94,5,3.89,3.96 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q68", Lower Results Are Better "a",3.93,4.49,3.76,3.89,4.47,4.31,3.68,3.03,3.45 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q66", Lower Results Are Better "a",3.63,4.11,3.76,4.52,3.82,4.3,3.99,3.72,3.66 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q65", Lower Results Are Better "a",4.86,5.47,5.21,5.54,4.59,4.73,5.22,5.45,4.75 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q62", Lower Results Are Better "a",3.76,3.26,3.64,3.57,3.26,3.29,3.28,3.7,3.33 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q58", Lower Results Are Better "a",5.01,4.85,4.61,4.07,4.9,4.74,4.31,4.26,4.51 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q56", Lower Results Are Better "a",4.41,4.21,4.61,4.1,4.21,4.5,4.86,5.31,4.88 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q55", Lower Results Are Better "a",2.88,2.92,2.63,2.4,2.79,2.45,2.46,2.5,2.86 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q53", Lower Results Are Better "a",3.23,3.11,2.78,3.2,2.92,2.78,2.76,3,2.63 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q48", Lower Results Are Better "a",3.48,2.66,3.74,3.47,2.9,3.43,3.42,3.45,3.47 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q46", Lower Results Are Better "a",3.61,4.53,3.83,3.68,4.04,3.87,3.72,3.83,3.72 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q45", Lower Results Are Better "a",3.52,2.89,3.39,3.24,3.63,3.73,2.76,3.55,4.17 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q43", Lower Results Are Better "a",2.33,2.84,2.51,2.44,2.3,2.31,2.4,3.45,2.69 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q42", Lower Results Are Better "a",2.81,2.98,2.21,2.38,2.71,2.24,2.31,3.6,3.43 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q39", Lower Results Are Better "a",1.8,1.86,1.56,1.65,2.09,1.66,1.88,1.65,1.63 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q38", Lower Results Are Better "a",6.11,6.93,6.34,6.47,5.89,5.8,6.03,5.99,6.77 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q37", Lower Results Are Better "a",4.89,4.53,4.75,5.22,4.97,4.43,5.27,5.57,5.44 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q35", Lower Results Are Better "a",4.86,5.28,4.63,4.8,4.59,5.34,4.76,4.5,4.64 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q34", Lower Results Are Better "a",3.76,4.19,3.34,3.44,3.29,3.63,4.29,3.85,4.12 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q32", Lower Results Are Better "a",2.63,3.05,3.03,2.86,2.73,3.19,2.97,3.38,3.35 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q31", Lower Results Are Better "a",6.41,7.8,7.66,8.22,7.18,7.11,7.85,6.47,6.58 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q28", Lower Results Are Better "a",8.53,8.04,7.22,8.55,6.7,8.62,7.17,7.45,8.34 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q26", Lower Results Are Better "a",4.52,4.35,3.27,3.84,4.02,4.08,3.92,3.62,3.95 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q24", Lower Results Are Better "a",2.99,2.72,2.92,2.72,2.89,2.94,7.5,3.06,2.7 "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q22", Lower Results Are Better "a",4.38,4.62,4.83,5.37,4.28,5.14,5.04,5.09,4.48 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q21", Lower Results Are Better "a",3.64,3.78,4.24,3.4,4.21,3.74,3.44,3.88,2.84 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q19", Lower Results Are Better "a",4.3,3.88,3.66,4.24,4.13,4.19,4.33,3.44,3.59 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q18", Lower Results Are Better "a",4.81,5.6,5.04,4.11,3.72,4.15,4.37,4.88,3.97 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q15", Lower Results Are Better "a",3.97,3.99,3.67,4.09,4.32,4.11,4.02,3.36,3.72 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q09", Lower Results Are Better "a",5.61,6.66,6.02,5.22,7.08,6.57,5.56,5.03,6.41 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q08", Lower Results Are Better "a",3.04,2.93,4.27,2.96,3.29,3,4.21,3.17,2.96 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q07", Lower Results Are Better "a",5.28,4.11,3.57,4.31,4.75,4.02,4.33,4.48,4.23 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q03", Lower Results Are Better "a",2.47,2.37,2.82,2.91,2.55,2.39,2.82,2.43,2.44 "b", "b", "b", "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q97", Lower Results Are Better "a",3.59,3.84,3.13 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q93", Lower Results Are Better "a",2.74,2.59,2.36 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q89", Lower Results Are Better "a",3.3,2.84,3.32 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q88", Lower Results Are Better "a",5.2,4.39,4.76 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q80", Lower Results Are Better "a",3.97,3.2,3.69 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q77", Lower Results Are Better "a",2.89,2.85,3.29 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q73", Lower Results Are Better "a",2.57,2.23,2.71 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q70", Lower Results Are Better "a",3.16,3.45,3.76 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q68", Lower Results Are Better "a",2.99,3.73,3.44 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q63", Lower Results Are Better "a",2.82,2.27,2.55 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q58", Lower Results Are Better "a",2.98,3.09,2.7 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q56", Lower Results Are Better "a",3.09,2.82,3.34 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q55", Lower Results Are Better "a",2.66,2.4,2.19 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q52", Lower Results Are Better "a",2.73,2.04,2.64 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q46", Lower Results Are Better "a",3.66,2.97,2.66 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q43", Lower Results Are Better "a",2.65,2.86,2.33 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q42", Lower Results Are Better "a",2.64,2.12,2.06 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q39", Lower Results Are Better "a",0.77,1.03,1.22 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q27", Lower Results Are Better "a",3.69,3.11,3.01 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q24", Lower Results Are Better "a",0.43,0.62,0.46 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q22", Lower Results Are Better "a",2.7,3.01,3.53 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q21", Lower Results Are Better "a",2.94,2.55,2.81 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q19", Lower Results Are Better "a",3.41,2.66,2.64 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q07", Lower Results Are Better "a",3.03,3.23,2.57 "b", "Apache Spark TPC-DS 3.5 - Scale Factor: 1 - Q03", Lower Results Are Better "a",2.64,2.67,2.17 "b",