atune: update dateset and models

analysis/dataset/mariadb_docker_makenowitharm_chaojixiaoyali-20200611-102141.csv

-"cpu.all.%usr","cpu.all.%nice","cpu.all.%sys","cpu.all.%iowait","cpu.all.%irq","cpu.all.%soft","cpu.all.%steal","cpu.all.%guest","cpu.all.%util","cpu.all.%cutil","io.all-max.r/s","io.all-max.w/s","io.all-max.rMB/s","io.all-max.wMB/s","io.all-max.%rrqm","io.all-max.%wrqm","io.all-max.rareq-sz","io.all-max.wareq-sz","io.all-max.r_await","io.all-max.w_await","io.all-max.%util","io.all-max.blk_sat","sar-network.all-max.rxkB/s","sar-network.all-max.txkB/s","sar-network.all-max.rxpck/s","sar-network.all-max.txpck/s","sar-network.all-max.%ifutil","sar-net_err.all-max.err/s","sar-net_err.all-max.net_sat","perf-memBW.MEM_BW_Util","perf-cpu.IPC","perf-cpu.LLC","perf-cpu.MPKI","perf-cpu.ITLB","perf-cpu.DTLB","perf-cpu.StallBackend/Insts","perf-cpu.StallBackend/cycles","vmstat.b","vmstat.swpd","vmstat.bo","vmstat.in","vmstat.cs","vmstat.mem_sat","vmstat.cpu_util","vmstat.cpu_sat","sar-task.proc/s","sar-task.cswch/s","sar-load.runq-sz","sar-load.plist-sz","sar-load.ldavg-1","sar-load.ldavg-5","sysctl.file-util","workload.type","workload.appname"
-13.42,0.0,3.22,0.0,0.47,1.61,0.0,0.0,18.72,59.5192,8.8,23.2,0.42,0.72,0.0,35.56,48.91,31.86,0.25,0.13,0.32,0.0,25163.1,30296.65,173803.4,173800.6,2.48,0.0,0.0,1.4876902457614403,0.5786988773209647,3.2151927462976784,13.57962168467046,0.33735532832346204,0.7001421893305859,0.3904530211479965,0.22595472498492447,0,978944,750,517980,360365,0,18,0.20833333333333334,62.0,360312.4,20.0,1489.0,14.73,8.6,6.453171330633722e-14,"default","mariadb"
+CPU.STAT.usr,CPU.STAT.nice,CPU.STAT.sys,CPU.STAT.iowait,CPU.STAT.irq,CPU.STAT.soft,CPU.STAT.steal,CPU.STAT.guest,CPU.STAT.util,CPU.STAT.cutil,STORAGE.STAT.rs,STORAGE.STAT.ws,STORAGE.STAT.rMBs,STORAGE.STAT.wMBs,STORAGE.STAT.rrqm,STORAGE.STAT.wrqm,STORAGE.STAT.rareq-sz,STORAGE.STAT.wareq-sz,STORAGE.STAT.r_await,STORAGE.STAT.w_await,STORAGE.STAT.util,STORAGE.STAT.aqu-sz,NET.STAT.rxkBs,NET.STAT.txkBs,NET.STAT.rxpcks,NET.STAT.txpcks,NET.STAT.ifutil,NET.ESTAT.errs,NET.ESTAT.util,MEM.BANDWIDTH.Total_Util,PERF.STAT.IPC,PERF.STAT.CACHE-MISS-RATIO,PERF.STAT.MPKI,PERF.STAT.ITLB-LOAD-MISS-RATIO,PERF.STAT.DTLB-LOAD-MISS-RATIO,PERF.STAT.SBPI,PERF.STAT.SBPC,MEM.VMSTAT.procs.b,MEM.VMSTAT.memory.swpd,MEM.VMSTAT.io.bo,MEM.VMSTAT.system.in,MEM.VMSTAT.system.cs,MEM.VMSTAT.util.swap,MEM.VMSTAT.util.cpu,MEM.VMSTAT.procs.r,SYS.TASKS.procs,SYS.TASKS.cswchs,SYS.LDAVG.runq-sz,SYS.LDAVG.plist-sz,SYS.LDAVG.ldavg-1,SYS.LDAVG.ldavg-5,SYS.FDUTIL.fd-util,workload.type,workload.appname
+13.42,0.0,3.22,0.0,0.47,1.61,0.0,0.0,18.72,59.5192,8.8,23.2,0.42,0.72,0.0,35.56,48.91,31.86,0.25,0.13,0.32,0.0,25163.1,30296.65,173803.4,173800.6,2.48,0.0,0.0,1.4876902457614405,0.5786988773209647,3.2151927462976784,13.57962168467046,0.33735532832346204,0.7001421893305859,0.3904530211479965,0.2259547249849245,0,978944,750,517980,360365,0,18,0.20833333333333331,62.0,360312.4,20.0,1489.0,14.73,8.6,6.453171330633722e-14,default,mariadb_docker

analysis/dataset/mariadb_docker_makenowitharm_xiaoyali-20200610-170052.csv

-"cpu.all.%usr","cpu.all.%nice","cpu.all.%sys","cpu.all.%iowait","cpu.all.%irq","cpu.all.%soft","cpu.all.%steal","cpu.all.%guest","cpu.all.%util","cpu.all.%cutil","io.all-max.r/s","io.all-max.w/s","io.all-max.rMB/s","io.all-max.wMB/s","io.all-max.%rrqm","io.all-max.%wrqm","io.all-max.rareq-sz","io.all-max.wareq-sz","io.all-max.r_await","io.all-max.w_await","io.all-max.%util","io.all-max.blk_sat","sar-network.all-max.rxkB/s","sar-network.all-max.txkB/s","sar-network.all-max.rxpck/s","sar-network.all-max.txpck/s","sar-network.all-max.%ifutil","sar-net_err.all-max.err/s","sar-net_err.all-max.net_sat","perf-memBW.MEM_BW_Util","perf-cpu.IPC","perf-cpu.LLC","perf-cpu.MPKI","perf-cpu.ITLB","perf-cpu.DTLB","perf-cpu.StallBackend/Insts","perf-cpu.StallBackend/cycles","vmstat.b","vmstat.swpd","vmstat.bo","vmstat.in","vmstat.cs","vmstat.mem_sat","vmstat.cpu_util","vmstat.cpu_sat","sar-task.proc/s","sar-task.cswch/s","sar-load.runq-sz","sar-load.plist-sz","sar-load.ldavg-1","sar-load.ldavg-5","sysctl.file-util","workload.type","workload.appname"
-31.71,0.0,7.79,0.01,1.16,3.97,0.0,0.0,44.629999999999995,59.69056338028171,0.0,250.4,0.0,12.6,0.0,31.21,0.0,51.51,0.0,0.18,3.84,0.0,50946.4,61186.78,351627.2,351623.0,5.01,0.0,0.0,3.2207213659414853,0.49991731629191316,3.3128313509526115,14.098702502593065,0.363754893532224,0.7104150754948121,0.6101106574250439,0.30500488250102276,0,806912,12426,1000785,736330,0,45,0.4166666666666667,66.2,736348.0,43.0,1448.0,20.04,16.87,3.95516952522712e-14,"default","mariadb"
-30.62,0.0,8.19,0.0,1.15,4.01,0.0,0.0,43.97,60.76691176470589,0.0,287.8,0.0,14.03,0.0,29.74,0.0,49.93,0.0,0.17,4.64,0.0,50965.9,61245.38,351748.2,351742.0,5.02,0.0,0.0,3.2222795666916726,0.5006868373294375,3.323176953355672,14.134739782025196,0.3645848230845686,0.7096735804599479,0.6053624110314723,0.3030969910174709,0,806912,14372,1001466,736686,0,44,0.5416666666666666,20.2,736576.8,44.0,1448.0,21.4,17.2,3.95516952522712e-14,"default","mariadb"
-30.57,0.0,8.02,0.0,1.17,4.0,0.0,0.0,43.760000000000005,59.69400000000001,0.0,290.2,0.0,14.07,0.0,29.84,0.0,49.67,0.0,0.18,4.4,0.0,51060.59,61375.98,352349.4,352344.6,5.03,0.0,0.0,3.190528345686422,0.5007501563732302,3.300501523695871,14.029825090551817,0.3602114777542812,0.7073966329631217,0.6097532200096508,0.30533402026891326,0,806912,14416,999077,736775,0,44,0.4270833333333333,18.4,736636.8,36.0,1451.0,22.89,17.58,3.95516952522712e-14,"default","mariadb"
-31.32,0.0,7.8,0.01,1.15,4.0,0.0,0.0,44.269999999999996,60.62188405797102,0.0,275.2,0.0,14.11,0.0,29.51,0.0,52.49,0.0,0.19,4.56,0.0,51113.32,61401.94,352759.6,352758.0,5.03,0.0,0.0,3.1959582343585895,0.5006535605762611,3.2985490671204896,14.021523899625157,0.36022183568973654,0.7087257328290798,0.6107372511219343,0.30576777935075455,0,806912,14448,1001949,737736,0,44,0.3854166666666667,17.4,737665.8,48.0,1452.0,24.26,17.95,3.95516952522712e-14,"default","mariadb"
-31.64,0.0,7.77,0.01,1.17,4.0,0.0,0.0,44.58,60.347571428571456,0.4,274.4,0.0,14.13,0.0,28.17,4.0,52.74,0.0,0.19,3.92,0.0,51274.27,61649.06,353852.2,353844.6,5.05,0.0,0.0,3.1915749305326333,0.5013861572701642,3.302534750918664,14.040342249541096,0.3610064889679242,0.7065957351438101,0.6070447901484874,0.30436385462342336,0,806912,14475,1007743,739842,0,45,0.3958333333333333,18.2,739810.0,49.0,1451.0,25.52,18.32,3.95516952522712e-14,"default","mariadb"
-31.52,0.0,7.77,0.01,1.17,3.99,0.0,0.0,44.45,60.31514285714286,0.0,255.8,0.0,13.39,0.0,27.86,0.0,53.6,0.0,0.2,3.36,0.0,51182.2,61585.32,353148.6,353145.8,5.05,0.0,0.0,3.2116447159789945,0.5014147041085175,3.2975178810547066,14.021086085472842,0.3610872816428585,0.7083107935994584,0.6074905462168242,0.3046046924800306,0,806912,14501,1006105,738184,0,45,0.3645833333333333,18.0,738062.2,38.0,1451.0,27.08,18.76,3.95516952522712e-14,"default","mariadb"
-29.94,0.0,8.34,0.01,1.12,3.98,0.0,0.0,43.379999999999995,63.836229508196716,0.0,223.4,0.0,12.07,0.0,28.85,0.0,55.31,0.0,0.2,3.2,0.0,50248.74,60423.26,346742.2,346741.6,4.95,0.0,0.0,3.246266209752438,0.501781001102351,3.3648496784837043,14.33316253299005,0.3733856608873416,0.7170629408979883,0.591225837831372,0.29666589278460204,0,806912,11749,981757,723732,0,43,0.4166666666666667,17.8,723739.6,38.0,1451.0,28.28,19.15,3.95516952522712e-14,"default","mariadb"
-29.89,0.0,8.4,0.0,1.14,4.02,0.0,0.0,43.45,64.56109375,0.0,269.8,0.0,15.34,0.0,26.88,0.0,58.21,0.0,0.21,4.48,0.0,50553.27,60688.42,348877.4,348875.6,4.97,0.0,0.0,3.204336136834209,0.5016978599297724,3.367911950810064,14.33535242823185,0.374664091505051,0.7185287734907518,0.5893223874607166,0.29566178059774567,0,806912,15715,990713,730464,0,44,0.4583333333333333,18.2,730331.4,40.0,1451.0,29.06,19.46,3.95516952522712e-14,"default","mariadb"
-30.07,0.0,8.23,0.0,1.12,4.0,0.0,0.0,43.419999999999995,62.90815384615383,0.0,244.8,0.0,14.53,0.0,27.57,0.0,60.77,0.0,0.8,6.24,0.13,50547.29,60831.56,348806.4,348803.2,4.98,0.0,0.0,3.1815380405101275,0.5016608802921789,3.3580997971489515,14.288429273229768,0.3729454298753181,0.7180804069368959,0.593312584882258,0.29764171362046166,0,806912,14879,990372,730173,0,43,0.5,18.2,730120.6,32.0,1451.0,30.01,19.82,3.95516952522712e-14,"default","mariadb"
-30.8,0.0,8.08,0.0,1.14,3.99,0.0,0.0,44.010000000000005,65.23809523809524,0.0,251.8,0.0,13.97,0.0,27.35,0.0,56.81,0.0,0.2,4.16,0.0,50778.96,61058.49,350414.4,350413.0,5.0,0.0,0.0,3.1875600516129032,0.5015141878501401,3.351024512676811,14.257132753135416,0.371352810978162,0.7162791771128376,0.5934699372153962,0.2976335935760531,0,806912,14308,997812,733251,0,44,0.4791666666666667,18.2,733179.2,40.0,1451.0,30.89,20.17,3.95516952522712e-14,"default","mariadb"
-31.06,0.0,7.94,0.0,1.14,3.99,0.0,0.0,44.13,65.83301587301588,0.0,241.8,0.0,13.9,0.0,28.63,0.0,58.88,0.0,0.2,4.08,0.0,50792.58,61155.2,350495.6,350495.2,5.01,0.0,0.0,3.1824279141785445,0.5018378741874012,3.3484780698813235,14.246219949868586,0.37097382429335335,0.7157559881724366,0.5922132177156448,0.2971950222440998,0,806912,14241,993699,733466,0,44,0.4375,18.2,733372.0,43.0,1451.0,31.54,20.49,3.95516952522712e-14,"default","mariadb"
-30.66,0.0,7.98,0.01,1.11,3.98,0.0,0.0,43.73,64.380625,0.0,244.6,0.0,13.9,0.0,28.48,0.0,58.18,0.0,0.2,4.16,0.0,50478.27,60641.55,348371.0,348368.8,4.97,0.0,0.0,3.1728374973743434,0.5009162882056492,3.353311535266098,14.26933669780553,0.3719826052206388,0.7169602916998192,0.5941789389791501,0.2976339086434068,0,806912,14235,989211,728798,0,44,0.4895833333333333,18.2,728832.8,46.0,1451.0,31.9,20.74,3.95516952522712e-14,"default","mariadb"
-28.28,0.0,7.99,0.0,1.08,3.82,0.0,0.0,41.17,57.75876923076922,0.0,199.6,0.0,11.15,0.0,28.36,0.0,57.21,0.0,0.2,3.2,0.0,48080.76,57838.33,331771.2,331768.0,4.74,0.0,0.0,3.147349499774944,0.5040780922548489,3.4040656611892413,14.518029900956083,0.3788907164034491,0.7206074153379849,0.5696537541514344,0.2871499776384677,0,806912,11422,926543,674485,0,41,0.4791666666666667,18.4,674530.0,37.0,1452.0,32.87,21.13,3.95516952522712e-14,"default","mariadb"
-27.59,0.0,7.97,0.01,1.06,3.74,0.0,0.0,40.36000000000001,64.45872727272729,0.0,244.4,0.0,13.9,0.0,28.54,0.0,58.26,0.0,0.2,3.44,0.0,47274.59,56841.55,326224.8,326225.0,4.66,0.0,0.0,3.1358263117779446,0.505110839250484,3.423680573953938,14.609475452109796,0.3832687488654455,0.7222510152884911,0.5597423433965945,0.2827319248370864,0,806912,14408,905654,657828,0,41,0.40625,18.2,657591.2,44.0,1452.0,33.52,21.46,3.95516952522712e-14,"default","mariadb"
-30.14,0.0,8.16,0.01,1.12,3.91,0.0,0.0,43.33,62.39046153846153,0.0,246.0,0.0,13.81,0.0,28.53,0.0,57.47,0.0,0.2,3.12,0.0,50122.54,60159.97,345951.6,345948.8,4.93,0.0,0.0,3.176259946586647,0.5019717071033188,3.3719067306529036,14.360039737064241,0.3757463537647065,0.7169171130571407,0.5893257136078459,0.29582483449961194,0,806912,14146,976727,722984,0,43,0.4895833333333333,18.2,722884.0,42.0,1452.0,33.64,21.69,3.95516952522712e-14,"default","mariadb"
-31.18,0.0,7.93,0.0,1.14,3.98,0.0,0.0,44.23,62.27257575757574,0.0,259.0,0.0,13.75,0.0,27.73,0.0,54.38,0.0,0.19,3.76,0.0,50825.68,61065.77,350771.6,350768.0,5.0,0.0,0.0,3.1621928138034505,0.5015647709136816,3.3395555832163026,14.207703775362226,0.36927505455261217,0.7135978659260028,0.5993605227300446,0.30061812327779924,0,806912,14086,996822,733590,0,44,0.4166666666666667,18.2,733502.4,41.0,1452.0,34.55,22.07,3.95516952522712e-14,"default","mariadb"
-30.9,0.0,8.03,0.0,1.14,3.99,0.0,0.0,44.06,61.70044117647056,0.0,276.0,0.0,13.75,0.0,26.98,0.0,51.02,0.0,0.18,3.36,0.0,51006.48,61239.39,352056.0,352056.2,5.02,0.0,0.0,3.1583613791447864,0.501937280763522,3.3353625956483413,14.191095788250639,0.3686359809439813,0.7121632514438282,0.5979320477737002,0.30012438614089537,0,806912,14086,1001893,736083,0,44,0.46875,18.2,736039.6,41.0,1452.0,34.83,22.34,3.95516952522712e-14,"default","mariadb"
+CPU.STAT.usr,CPU.STAT.nice,CPU.STAT.sys,CPU.STAT.iowait,CPU.STAT.irq,CPU.STAT.soft,CPU.STAT.steal,CPU.STAT.guest,CPU.STAT.util,CPU.STAT.cutil,STORAGE.STAT.rs,STORAGE.STAT.ws,STORAGE.STAT.rMBs,STORAGE.STAT.wMBs,STORAGE.STAT.rrqm,STORAGE.STAT.wrqm,STORAGE.STAT.rareq-sz,STORAGE.STAT.wareq-sz,STORAGE.STAT.r_await,STORAGE.STAT.w_await,STORAGE.STAT.util,STORAGE.STAT.aqu-sz,NET.STAT.rxkBs,NET.STAT.txkBs,NET.STAT.rxpcks,NET.STAT.txpcks,NET.STAT.ifutil,NET.ESTAT.errs,NET.ESTAT.util,MEM.BANDWIDTH.Total_Util,PERF.STAT.IPC,PERF.STAT.CACHE-MISS-RATIO,PERF.STAT.MPKI,PERF.STAT.ITLB-LOAD-MISS-RATIO,PERF.STAT.DTLB-LOAD-MISS-RATIO,PERF.STAT.SBPI,PERF.STAT.SBPC,MEM.VMSTAT.procs.b,MEM.VMSTAT.memory.swpd,MEM.VMSTAT.io.bo,MEM.VMSTAT.system.in,MEM.VMSTAT.system.cs,MEM.VMSTAT.util.swap,MEM.VMSTAT.util.cpu,MEM.VMSTAT.procs.r,SYS.TASKS.procs,SYS.TASKS.cswchs,SYS.LDAVG.runq-sz,SYS.LDAVG.plist-sz,SYS.LDAVG.ldavg-1,SYS.LDAVG.ldavg-5,SYS.FDUTIL.fd-util,workload.type,workload.appname
+31.71,0.0,7.79,0.01,1.16,3.97,0.0,0.0,44.63,59.690563380281716,0.0,250.4,0.0,12.6,0.0,31.21,0.0,51.51,0.0,0.18,3.84,0.0,50946.4,61186.78,351627.2,351623.0,5.01,0.0,0.0,3.2207213659414853,0.4999173162919132,3.3128313509526115,14.098702502593063,0.363754893532224,0.7104150754948121,0.6101106574250439,0.3050048825010228,0,806912,12426,1000785,736330,0,45,0.4166666666666667,66.2,736348.0,43.0,1448.0,20.04,16.87,3.95516952522712e-14,default,mariadb_docker
+30.62,0.0,8.19,0.0,1.15,4.01,0.0,0.0,43.97,60.76691176470589,0.0,287.8,0.0,14.03,0.0,29.74,0.0,49.93,0.0,0.17,4.64,0.0,50965.9,61245.38,351748.2,351742.0,5.02,0.0,0.0,3.2222795666916726,0.5006868373294375,3.323176953355672,14.134739782025195,0.3645848230845686,0.7096735804599479,0.6053624110314723,0.3030969910174709,0,806912,14372,1001466,736686,0,44,0.5416666666666666,20.2,736576.8,44.0,1448.0,21.4,17.2,3.95516952522712e-14,default,mariadb_docker
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+31.32,0.0,7.8,0.01,1.15,4.0,0.0,0.0,44.27,60.62188405797102,0.0,275.2,0.0,14.11,0.0,29.51,0.0,52.49,0.0,0.19,4.56,0.0,51113.32,61401.94,352759.6,352758.0,5.03,0.0,0.0,3.195958234358589,0.5006535605762611,3.2985490671204896,14.021523899625153,0.3602218356897365,0.7087257328290798,0.6107372511219343,0.3057677793507545,0,806912,14448,1001949,737736,0,44,0.3854166666666667,17.4,737665.8,48.0,1452.0,24.26,17.95,3.95516952522712e-14,default,mariadb_docker
+31.64,0.0,7.77,0.01,1.17,4.0,0.0,0.0,44.58,60.34757142857146,0.4,274.4,0.0,14.13,0.0,28.17,4.0,52.74,0.0,0.19,3.92,0.0,51274.27,61649.06,353852.2,353844.6,5.05,0.0,0.0,3.1915749305326333,0.5013861572701642,3.3025347509186638,14.040342249541096,0.3610064889679242,0.7065957351438101,0.6070447901484874,0.30436385462342336,0,806912,14475,1007743,739842,0,45,0.3958333333333333,18.2,739810.0,49.0,1451.0,25.52,18.32,3.95516952522712e-14,default,mariadb_docker
+31.52,0.0,7.77,0.01,1.17,3.99,0.0,0.0,44.45,60.31514285714286,0.0,255.8,0.0,13.39,0.0,27.86,0.0,53.6,0.0,0.2,3.36,0.0,51182.2,61585.32,353148.6,353145.8,5.05,0.0,0.0,3.2116447159789945,0.5014147041085175,3.2975178810547066,14.021086085472842,0.3610872816428585,0.7083107935994584,0.6074905462168242,0.3046046924800306,0,806912,14501,1006105,738184,0,45,0.3645833333333333,18.0,738062.2,38.0,1451.0,27.08,18.76,3.95516952522712e-14,default,mariadb_docker
+29.94,0.0,8.34,0.01,1.12,3.98,0.0,0.0,43.38,63.836229508196716,0.0,223.4,0.0,12.07,0.0,28.85,0.0,55.31,0.0,0.2,3.2,0.0,50248.74,60423.26,346742.2,346741.6,4.95,0.0,0.0,3.246266209752438,0.501781001102351,3.3648496784837043,14.33316253299005,0.3733856608873416,0.7170629408979883,0.5912258378313721,0.29666589278460204,0,806912,11749,981757,723732,0,43,0.4166666666666667,17.8,723739.6,38.0,1451.0,28.28,19.15,3.95516952522712e-14,default,mariadb_docker
+29.89,0.0,8.4,0.0,1.14,4.02,0.0,0.0,43.45,64.56109375,0.0,269.8,0.0,15.34,0.0,26.88,0.0,58.21,0.0,0.21,4.48,0.0,50553.27,60688.42,348877.4,348875.6,4.97,0.0,0.0,3.204336136834209,0.5016978599297724,3.367911950810064,14.33535242823185,0.37466409150505103,0.7185287734907518,0.5893223874607166,0.2956617805977457,0,806912,15715,990713,730464,0,44,0.4583333333333333,18.2,730331.4,40.0,1451.0,29.06,19.46,3.95516952522712e-14,default,mariadb_docker
+30.07,0.0,8.23,0.0,1.12,4.0,0.0,0.0,43.42,62.90815384615383,0.0,244.8,0.0,14.53,0.0,27.57,0.0,60.77,0.0,0.8,6.24,0.13,50547.29,60831.56,348806.4,348803.2,4.98,0.0,0.0,3.1815380405101275,0.5016608802921789,3.3580997971489515,14.288429273229768,0.3729454298753181,0.7180804069368959,0.5933125848822579,0.2976417136204617,0,806912,14879,990372,730173,0,43,0.5,18.2,730120.6,32.0,1451.0,30.01,19.82,3.95516952522712e-14,default,mariadb_docker
+30.8,0.0,8.08,0.0,1.14,3.99,0.0,0.0,44.01000000000001,65.23809523809524,0.0,251.8,0.0,13.97,0.0,27.35,0.0,56.81,0.0,0.2,4.16,0.0,50778.96,61058.49,350414.4,350413.0,5.0,0.0,0.0,3.1875600516129032,0.5015141878501401,3.351024512676811,14.257132753135414,0.3713528109781621,0.7162791771128376,0.5934699372153962,0.2976335935760531,0,806912,14308,997812,733251,0,44,0.4791666666666667,18.2,733179.2,40.0,1451.0,30.89,20.17,3.95516952522712e-14,default,mariadb_docker
+31.06,0.0,7.94,0.0,1.14,3.99,0.0,0.0,44.13,65.83301587301588,0.0,241.8,0.0,13.9,0.0,28.63,0.0,58.88,0.0,0.2,4.08,0.0,50792.58,61155.2,350495.6,350495.2,5.01,0.0,0.0,3.1824279141785445,0.5018378741874012,3.3484780698813235,14.246219949868586,0.37097382429335335,0.7157559881724366,0.5922132177156448,0.2971950222440998,0,806912,14241,993699,733466,0,44,0.4375,18.2,733372.0,43.0,1451.0,31.54,20.49,3.95516952522712e-14,default,mariadb_docker
+30.66,0.0,7.98,0.01,1.11,3.98,0.0,0.0,43.73,64.380625,0.0,244.6,0.0,13.9,0.0,28.48,0.0,58.18,0.0,0.2,4.16,0.0,50478.27,60641.55,348371.0,348368.8,4.97,0.0,0.0,3.1728374973743434,0.5009162882056492,3.3533115352660983,14.269336697805528,0.3719826052206388,0.7169602916998192,0.5941789389791501,0.2976339086434068,0,806912,14235,989211,728798,0,44,0.4895833333333333,18.2,728832.8,46.0,1451.0,31.9,20.74,3.95516952522712e-14,default,mariadb_docker
+28.28,0.0,7.99,0.0,1.08,3.82,0.0,0.0,41.17,57.75876923076922,0.0,199.6,0.0,11.15,0.0,28.36,0.0,57.21,0.0,0.2,3.2,0.0,48080.76,57838.33,331771.2,331768.0,4.74,0.0,0.0,3.1473494997749434,0.5040780922548489,3.4040656611892413,14.518029900956087,0.3788907164034491,0.7206074153379849,0.5696537541514344,0.2871499776384677,0,806912,11422,926543,674485,0,41,0.4791666666666667,18.4,674530.0,37.0,1452.0,32.87,21.13,3.95516952522712e-14,default,mariadb_docker
+27.59,0.0,7.97,0.01,1.06,3.74,0.0,0.0,40.36000000000001,64.45872727272729,0.0,244.4,0.0,13.9,0.0,28.54,0.0,58.26,0.0,0.2,3.44,0.0,47274.59,56841.55,326224.8,326225.0,4.66,0.0,0.0,3.135826311777945,0.5051108392504841,3.4236805739539378,14.609475452109795,0.3832687488654455,0.7222510152884911,0.5597423433965945,0.2827319248370864,0,806912,14408,905654,657828,0,41,0.40625,18.2,657591.2,44.0,1452.0,33.52,21.46,3.95516952522712e-14,default,mariadb_docker
+30.14,0.0,8.16,0.01,1.12,3.91,0.0,0.0,43.33,62.39046153846153,0.0,246.0,0.0,13.81,0.0,28.53,0.0,57.47,0.0,0.2,3.12,0.0,50122.54,60159.97,345951.6,345948.8,4.93,0.0,0.0,3.1762599465866472,0.5019717071033188,3.371906730652904,14.36003973706424,0.3757463537647065,0.7169171130571407,0.5893257136078459,0.29582483449961194,0,806912,14146,976727,722984,0,43,0.4895833333333333,18.2,722884.0,42.0,1452.0,33.64,21.69,3.95516952522712e-14,default,mariadb_docker
+31.18,0.0,7.93,0.0,1.14,3.98,0.0,0.0,44.23,62.272575757575744,0.0,259.0,0.0,13.75,0.0,27.73,0.0,54.38,0.0,0.19,3.76,0.0,50825.68,61065.77,350771.6,350768.0,5.0,0.0,0.0,3.1621928138034505,0.5015647709136816,3.339555583216302,14.207703775362225,0.36927505455261217,0.7135978659260028,0.5993605227300446,0.30061812327779924,0,806912,14086,996822,733590,0,44,0.4166666666666667,18.2,733502.4,41.0,1452.0,34.55,22.07,3.95516952522712e-14,default,mariadb_docker
+30.9,0.0,8.03,0.0,1.14,3.99,0.0,0.0,44.06,61.70044117647056,0.0,276.0,0.0,13.75,0.0,26.98,0.0,51.02,0.0,0.18,3.36,0.0,51006.48,61239.39,352056.0,352056.2,5.02,0.0,0.0,3.1583613791447864,0.5019372807635221,3.3353625956483413,14.191095788250639,0.3686359809439813,0.7121632514438282,0.5979320477737002,0.30012438614089537,0,806912,14086,1001893,736083,0,44,0.46875,18.2,736039.6,41.0,1452.0,34.83,22.34,3.95516952522712e-14,default,mariadb_docker

analysis/dataset/mariadb_docker_makewitharm_tcmalloc_os-20200611-170608.csv

-"cpu.all.%usr","cpu.all.%nice","cpu.all.%sys","cpu.all.%iowait","cpu.all.%irq","cpu.all.%soft","cpu.all.%steal","cpu.all.%guest","cpu.all.%util","cpu.all.%cutil","io.all-max.r/s","io.all-max.w/s","io.all-max.rMB/s","io.all-max.wMB/s","io.all-max.%rrqm","io.all-max.%wrqm","io.all-max.rareq-sz","io.all-max.wareq-sz","io.all-max.r_await","io.all-max.w_await","io.all-max.%util","io.all-max.blk_sat","sar-network.all-max.rxkB/s","sar-network.all-max.txkB/s","sar-network.all-max.rxpck/s","sar-network.all-max.txpck/s","sar-network.all-max.%ifutil","sar-net_err.all-max.err/s","sar-net_err.all-max.net_sat","perf-memBW.MEM_BW_Util","perf-cpu.IPC","perf-cpu.LLC","perf-cpu.MPKI","perf-cpu.ITLB","perf-cpu.DTLB","perf-cpu.StallBackend/Insts","perf-cpu.StallBackend/cycles","vmstat.b","vmstat.swpd","vmstat.bo","vmstat.in","vmstat.cs","vmstat.mem_sat","vmstat.cpu_util","vmstat.cpu_sat","sar-task.proc/s","sar-task.cswch/s","sar-load.runq-sz","sar-load.plist-sz","sar-load.ldavg-1","sar-load.ldavg-5","sysctl.file-util","workload.type","workload.appname"
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-46.44,0.0,12.38,0.0,1.53,4.99,0.0,0.0,65.34,85.0970588235294,0.0,345.4,0.0,23.27,0.0,29.02,0.0,68.98,0.0,0.27,6.0,0.0,65533.58,78739.56,452490.0,452670.6,6.45,0.0,0.0,6.2119472012003,0.6675428231812286,2.648124829610176,10.524674600078457,0.2897573898917049,0.7084211611929873,0.46648055273073374,0.31139574512901397,0,978944,22557,1104417,617462,0,65,2.2708333333333335,18.4,617490.8,216.0,1629.0,153.19,94.87,5.828670879282072e-14,"default","mariadb"
-45.42,0.0,12.18,0.0,1.48,4.87,0.0,0.0,63.949999999999996,85.16318181818178,0.0,287.4,0.0,15.78,0.0,29.56,0.0,56.23,0.0,0.21,3.68,0.0,64255.32,77338.31,443521.8,443721.4,6.34,0.0,0.0,6.170303817554388,0.6569507458489301,2.6840707202473246,10.70399820680182,0.2938649077633985,0.7184394503135911,0.47598982636597886,0.31270187144763256,0,978944,17084,1082657,596565,0,64,2.28125,18.0,596586.0,214.0,1629.0,158.46,96.93,5.828670879282072e-14,"default","mariadb"
-49.84,0.0,12.93,0.0,1.6,5.29,0.0,0.0,69.66000000000001,76.36581395348836,0.0,283.6,0.0,15.46,0.0,30.08,0.0,55.83,0.0,0.2,4.32,0.0,69571.2,83632.75,480306.2,480429.8,6.85,0.0,0.0,6.454157846661666,0.6379082247958223,2.7025573443797897,10.81528200853439,0.2933344716481651,0.7254413751298131,0.510860661292406,0.32588221756305863,0,978944,15712,1155768,680379,0,70,2.2083333333333335,17.6,679721.4,209.0,1629.0,163.15,98.93,5.828670879282072e-14,"default","mariadb"
-57.06,0.0,14.22,0.0,1.83,5.76,0.0,0.0,78.87,78.85479166666669,0.0,346.8,0.0,23.7,0.0,28.61,0.0,69.98,0.0,0.26,6.48,0.0,72534.76,87202.78,500732.0,500878.2,7.14,0.0,0.0,7.027214979744936,0.5828763633583741,2.7354748897143133,10.99042490654019,0.2872423984027346,0.7285251193397939,0.6362320176918138,0.37084460472436515,0,978944,23469,1191701,756635,0,79,2.2291666666666665,17.8,756219.8,208.0,1629.0,160.58,99.46,5.828670879282072e-14,"default","mariadb"
-59.36,0.0,14.02,0.02,1.84,5.76,0.0,0.0,80.98,80.96364583333332,0.0,367.2,0.0,31.01,0.0,27.23,0.0,86.48,0.0,0.33,8.08,0.0,71171.0,85639.13,491263.8,491451.2,7.02,0.0,0.0,6.930516193848462,0.5464625136793291,2.7928480008246734,11.288936890604951,0.293021097884409,0.745084748555142,0.7253591805236907,0.3963816011093543,0,978944,31756,1176643,733512,0,81,2.1770833333333335,17.6,733517.6,207.0,1629.0,153.96,99.1,5.828670879282072e-14,"default","mariadb"
-56.43,0.0,13.98,0.01,1.77,5.71,0.0,0.0,77.88999999999999,77.89770833333334,0.0,333.8,0.0,23.61,0.0,29.16,0.0,72.43,0.0,0.28,6.4,0.0,74020.47,89072.57,510969.0,511250.8,7.3,0.0,0.0,6.647432815003751,0.5718719909104062,2.8277182289826652,11.465427792563396,0.3037564990105836,0.7592352707051537,0.6380548291205321,0.3648856854391577,0,978944,24177,1226286,760415,0,77,2.28125,18.2,760629.8,202.0,1629.0,158.61,100.98,5.828670879282072e-14,"default","mariadb"
-55.02,0.0,13.91,0.0,1.73,5.68,0.0,0.0,76.34,76.3532291666667,0.0,278.8,0.0,15.38,0.0,29.52,0.0,56.49,0.0,0.21,4.16,0.0,74749.55,89904.41,516069.8,516241.6,7.36,0.0,0.0,6.668118075918979,0.5718943651356545,2.878888377347832,11.719450212787184,0.309182628454269,0.7708602098558199,0.6210760660054282,0.3551899024691242,0,978944,15755,1236589,774666,0,76,2.0833333333333335,18.2,774227.6,206.0,1629.0,163.13,102.87,5.828670879282072e-14,"default","mariadb"
-52.65,0.0,13.7,0.0,1.71,5.59,0.0,0.0,73.64999999999999,74.72287234042555,0.0,274.8,0.0,14.91,0.0,28.88,0.0,55.56,0.0,0.21,4.16,0.0,73371.18,88251.72,506519.2,506677.4,7.23,0.0,0.0,6.582360495723932,0.5693908577572098,2.934671395173904,11.991230067783826,0.3161856935201381,0.7838913622696047,0.6097229916384056,0.34717069720328386,0,978944,15366,1212748,745044,0,74,2.1770833333333335,18.2,745051.6,204.0,1629.0,167.12,104.7,5.828670879282072e-14,"default","mariadb"
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+46.52,0.0,12.56,0.01,1.52,4.92,0.0,0.0,65.52000000000001,81.64506849315063,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,64840.16,77990.36,447600.4,447798.6,6.39,0.0,0.0,6.2699518463615895,0.6711167775202755,2.6201091096314104,10.394612474592524,0.28561117687407,0.701376088695034,0.4669331181079972,0.3133666495421333,0,978944,16972,1098160,610457,0,65,2.208333333333333,75.6,610333.2,224.0,1628.0,148.07,92.9,5.828670879282073e-14,throughput_performance,kvm
+46.44,0.0,12.38,0.0,1.53,4.99,0.0,0.0,65.34,85.09705882352941,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,65533.58,78739.56,452490.0,452670.6,6.45,0.0,0.0,6.211947201200299,0.6675428231812286,2.648124829610176,10.524674600078457,0.2897573898917049,0.7084211611929873,0.4664805527307338,0.311395745129014,0,978944,22557,1104417,617462,0,65,2.270833333333333,18.4,617490.8,216.0,1629.0,153.19,94.87,5.828670879282073e-14,throughput_performance,kvm
+45.42,0.0,12.18,0.0,1.48,4.87,0.0,0.0,63.95,85.16318181818178,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,64255.32,77338.31,443521.8,443721.4,6.34,0.0,0.0,6.170303817554388,0.6569507458489301,2.6840707202473246,10.70399820680182,0.2938649077633985,0.7184394503135911,0.4759898263659789,0.31270187144763256,0,978944,17084,1082657,596565,0,64,2.28125,18.0,596586.0,214.0,1629.0,158.46,96.93,5.828670879282073e-14,throughput_performance,kvm
+49.84,0.0,12.93,0.0,1.6,5.29,0.0,0.0,69.66000000000001,76.36581395348836,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,69571.2,83632.75,480306.2,480429.8,6.85,0.0,0.0,6.454157846661666,0.6379082247958223,2.7025573443797897,10.81528200853439,0.2933344716481651,0.7254413751298131,0.510860661292406,0.32588221756305863,0,978944,15712,1155768,680379,0,70,2.208333333333333,17.6,679721.4,209.0,1629.0,163.15,98.93,5.828670879282073e-14,throughput_performance,kvm
+57.06,0.0,14.22,0.0,1.83,5.76,0.0,0.0,78.87,78.85479166666669,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,72534.76,87202.78,500732.0,500878.2,7.14,0.0,0.0,7.027214979744937,0.5828763633583741,2.7354748897143133,10.99042490654019,0.2872423984027346,0.7285251193397939,0.6362320176918138,0.3708446047243652,0,978944,23469,1191701,756635,0,79,2.2291666666666665,17.8,756219.8,208.0,1629.0,160.58,99.46,5.828670879282073e-14,throughput_performance,kvm
+59.36,0.0,14.02,0.02,1.84,5.76,0.0,0.0,80.98,80.96364583333332,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,71171.0,85639.13,491263.8,491451.2,7.02,0.0,0.0,6.930516193848463,0.5464625136793291,2.792848000824673,11.288936890604953,0.293021097884409,0.7450847485551422,0.7253591805236907,0.3963816011093543,0,978944,31756,1176643,733512,0,81,2.177083333333333,17.6,733517.6,207.0,1629.0,153.96,99.1,5.828670879282073e-14,throughput_performance,kvm
+56.43,0.0,13.98,0.01,1.77,5.71,0.0,0.0,77.88999999999999,77.89770833333334,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,74020.47,89072.57,510969.0,511250.8,7.3,0.0,0.0,6.647432815003752,0.5718719909104062,2.827718228982665,11.465427792563396,0.3037564990105836,0.7592352707051537,0.6380548291205321,0.3648856854391577,0,978944,24177,1226286,760415,0,77,2.28125,18.2,760629.8,202.0,1629.0,158.61,100.98,5.828670879282073e-14,throughput_performance,kvm
+55.02,0.0,13.91,0.0,1.73,5.68,0.0,0.0,76.34,76.3532291666667,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,74749.55,89904.41,516069.8,516241.6,7.36,0.0,0.0,6.668118075918978,0.5718943651356545,2.8788883773478324,11.719450212787185,0.30918262845426897,0.7708602098558199,0.6210760660054282,0.3551899024691242,0,978944,15755,1236589,774666,0,76,2.083333333333333,18.2,774227.6,206.0,1629.0,163.13,102.87,5.828670879282073e-14,throughput_performance,kvm
+52.65,0.0,13.7,0.0,1.71,5.59,0.0,0.0,73.64999999999998,74.72287234042555,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,73371.18,88251.72,506519.2,506677.4,7.23,0.0,0.0,6.582360495723933,0.5693908577572098,2.9346713951739036,11.991230067783825,0.3161856935201381,0.7838913622696047,0.6097229916384056,0.34717069720328386,0,978944,15366,1212748,745044,0,74,2.177083333333333,18.2,745051.6,204.0,1629.0,167.12,104.7,5.828670879282073e-14,throughput_performance,kvm