Create Training Set

Train application_name system_name processors num_mpi num_omppn input frequency executable_name scenario frequency papi_tot_cyc papi_tot_ins papi_l1_tcm papi_l2_tcm papi_fml_ins papi_br_tkn papi_l2_ldm papi_l2_stm papi_fdv_ins papi_br_cn papi_tot_iis papi_ca_shr papi_ca_cln papi_ca_itv papi_br_ntk papi_br_msp papi_fp_ins papi_res_stl papi_l1_ldm papi_l1_stm papi_l2_tcw papi_l2_dca papi_l2_dcr papi_l2_dcw papi_l1_icm papi_br_ins papi_l1_dch papi_l1_dca papi_l1_dcm papi_l1_tca papi_l1_ica papi_fp_ops papi_l2_ica papi_tlb_dm papi_vec_ins papi_l2_dcm papi_l2_icm papi_l2_tch papi_l2_tca papi_ld_ins papi_sr_ins papi_tlb_im papi_hw_int papi_l3_tcm nruntime power_sys power_cpu power_mem num_mpi num_omppn scaling_factor
sp-mz SystemG 8 8 1 = 2.4 sp-mz.C.8 empirical 2.4 1 1.663018617209337 0.0289723999860871 0.0022826154470963 0.2154859014734921 0.0634164482932815 0.0 -0.0126749880216963 0.0149622481007741 0.007111238393994 0.0587975907693202 1.694311756357591 0.0002426105229739 9.95903295056e-05 3.200427373e-07 0.0205234030035339 0.0004045430600411 0.4294871451554701 0.3986848424981266 0.0680188802651756 0.0043497820345534 0.0 0.0043497820345534 0.0723343133614188 0.0679891786697215 0.0043451346916973 0.0 2.37204192366e-05 0.0844227252107474 0.0 0.8210906169289219 0.850059098560184 0.0289684816312621 1.841093749350661 0.9902798742160632 0.0 0.4302289372174398 0.0 5.14190478995e-05 0.0 0.0 4.8803029908e-06 3.793255007e-07 0.0 0.002269637185700293 1.6e-05 0.07011 0.072397 8 1 62989.161836405644362499
sp-mz SystemG 8 8 1 = 2.8 sp-mz.C.8 empirical 2.8 1 1.635852235525852 0.0283777435314877 0.0022377489000016 0.2114193654165074 0.0624370213315509 0.0 -0.0124057460557105 0.0146453223874722 0.006967451088275 0.058547070188365 1.6689943323734 0.0002446016629734 9.78537302748e-05 7.150653769e-07 0.020540637621006 0.0004010652459126 0.4211406821722648 0.4075855080145617 0.0662749887789602 0.0042345518012514 0.0 0.0042345518012514 0.0707002162447996 0.0664462167339808 0.0042539995108188 0.0 2.20541858807e-05 0.0848814106487988 0.0 0.8071385847415593 0.8354071554181749 0.0282685706766156 1.827648839618386 0.9899712379662438 0.0 0.421432276611575 0.0 5.14191099531e-05 0.0 0.0 6.0603391767e-06 3.714476049e-07 0.0 0.002217258247726762 1.6e-05 0.068439 0.070674 8 1 56403.94533574047672937
sp-mz SystemG 16 8 2 Class C=480.0 2.4 sp-mz.C.8 empirical 2.4 1 1.540085613544053 0.027285504112815 0.0026358498569256 0.1988462428675809 0.0590417259313098 0.0 -0.0111552536603717 0.0137947454728204 0.0065595134701186 0.0553995461130761 1.572001908512389 0.0042185205179361 6.74724100682e-05 0.0004740963856188 0.0193981242501269 0.0003826606714617 0.3969681004506622 0.4340434867343976 0.0628390866594174 0.0044836601511787 0.0 0.0044836601511787 0.0671209497309812 0.0626335237639015 0.0044874259670797 0.0 4.22207800769e-05 0.0791108133811106 0.0 0.7583095979067064 0.7855030803273505 0.0271934824206442 1.776907134581057 0.9891592359779766 0.0 0.3965615394169669 0.0 9.19232244177e-05 0.0 0.0 5.2326400208e-06 3.669554818e-07 0.0 0.002625523978089303 1.3e-05 0.064838 0.067477 8 2 29536.1732161496683628
sp-mz SystemG 16 8 2 Class C=480.0 2.8 sp-mz.C.8 empirical 2.8 1 1.486337020648049 0.0260724133916475 0.0025158839836759 0.1887005916919184 0.0583269725938329 0.0 -0.0106958543338532 0.013225819144554 0.0062959917416067 0.0543335723917813 1.517089798496919 0.0040918636047276 6.3562968539e-05 0.0004471965225689 0.0197727406223902 0.0003605397821048 0.3797079705561298 0.4504856793378904 0.0595479871004792 0.0042542889456832 0.0 0.0042542889456832 0.0634823942143871 0.0592453007014475 0.0042370935129396 0.0 3.96523863794e-05 0.0794450926269799 0.0 0.7354782219643018 0.7613354949172042 0.0258572729529025 1.750316487873981 0.989296053275438 0.0 0.3798431175096209 0.0 8.60029733746e-05 0.0 0.0 5.6183721283e-06 3.454050271e-07 0.0 0.002518681056942729 1.2e-05 0.061503 0.064009 8 2 27599.48855309974081757
sp-mz SystemG 24 8 3 Class C=480.0 2.4 sp-mz.C.8 empirical 2.4 1 1.462439888076812 0.0258853246959983 0.0027334873438998 0.1851879985433307 0.0566662544884569 0.0 -0.0101061489713125 0.0128185708151543 0.006027858964306 0.0563202672287596 1.490592028171569 0.0054607747402247 6.13840274062e-05 0.0006130162589917 0.0196377521011698 0.0003678804227849 0.3688447186639077 0.4531658911428004 0.0583637187997753 0.0043712199081515 0.0 0.0043712199081515 0.0627184696381 0.0583588290759432 0.0043596405621568 0.0 5.43665156732e-05 0.0769160772066205 0.0 0.7048101564171637 0.7302394691605303 0.0254293127433666 1.723110524604132 0.9887553794081084 0.0 0.3698451104522478 0.0 0.0001163634727348 0.0 0.0 6.387117528e-06 3.597885823e-07 0.0 0.002717164192119539 1.0e-05 0.060034 0.062744 8 3 21013.56486501499710339
sp-mz SystemG 24 8 3 Class C=480.0 2.8 sp-mz.C.8 empirical 2.8 1 1.386061014721563 0.0240783786889292 0.0025441369070142 0.1730995680697766 0.0577186119895546 0.0 -0.0095553345485353 0.0121221694380978 0.0057293622263799 0.0554537845100397 1.415817917780281 0.005030618686858 7.43098542213e-05 0.0005672111625802 0.0202329021515785 0.0003520833069032 0.3499751903605214 0.4553065328820591 0.0553373938398774 0.0041331856300528 0.0 0.0041331856300528 0.0587628580733042 0.0546679219197791 0.0040949361535251 0.0 5.19329854358e-05 0.0757843807595216 0.0 0.6872431028432343 0.7111600963261413 0.023916993482907 1.701458690502284 0.9895472543406902 0.0 0.3480342615457343 0.0 0.0001095124947142 0.0 0.0 7.4639726895e-06 3.393121517e-07 0.0 0.00253070984395222 1.1e-05 0.056303 0.05884 8 3 20773.3415688221222183
sp-mz SystemG 32 8 4 Class C=480.0 2.4 sp-mz.C.8 empirical 2.4 1 1.381013144577492 0.0246840977242886 0.0027327985538917 0.179959270333115 0.0545975062479344 0.0 -0.0095664036293761 0.0123005461947114 0.0058918102994291 0.0519817308874568 1.429126077790823 0.0073243422481601 8.2654516716e-05 0.000724488555111 0.0186483812406056 0.0003548778161874 0.3591301583096664 0.4712546206338021 0.0567309864979538 0.0043706598625077 0.0 0.0043706598625077 0.0610108836766839 0.0566540017025757 0.0043568819741082 0.0 6.67389823818e-05 0.0736406223775665 0.0 0.6787788840743697 0.7034136457819975 0.0246347617076278 1.691632735242655 0.9889943210353898 0.0 0.3595347646205869 0.0 0.000143253854924 0.0 0.0 5.7478798165e-06 3.425441873e-07 0.0 0.002764148781673282 9.0e-06 0.05772 0.060458 8 4 17017.408871719661722331
sp-mz SystemG 32 8 4 Class C=480.0 2.8 sp-mz.C.8 empirical 2.8 1 1.339982272360066 0.0231456705615219 0.0025532262385 0.1662893422017626 0.056294430598442 0.0 -0.0089894742260116 0.011566491281938 0.0053724319183574 0.0550036258489124 1.366171632641921 0.0067667735317863 7.80366336316e-05 0.000684719030407 0.0207523760333151 0.0003228082364072 0.3350013931520047 0.488652397854433 0.0517275474551513 0.0039847558612313 0.0 0.0039847558612313 0.0567975077836705 0.0527407837608616 0.0040567240228088 0.0 6.19632419856e-05 0.0726280154149509 0.0 0.6653896794164674 0.6883021132545698 0.0229124338381025 1.672740787048871 0.9885539860977132 0.0 0.3297116575316859 0.0 0.0001302904730974 0.0 0.0 6.7519375693e-06 3.222480414e-07 0.0 0.00253321972880259 9.0e-06 0.054283 0.056861 8 4 17011.788006392198506821
sp-mz SystemG 40 8 5 Class C=480.0 2.4 sp-mz.C.8 empirical 2.4 1 1.285789787747448 0.0229690682018596 0.0032492509012682 0.1647346291572458 0.0499570672951865 0.0 -0.0078489865874238 0.0110896891539224 0.0053411360854422 0.0508449049952109 1.316596230240849 0.0088170303972152 0.0001286165906694 0.0009815224117523 0.0189735957843004 0.0003370994080796 0.326413833837821 0.4935654827982666 0.0495807365678804 0.0041647128293188 0.0 0.0041647128293188 0.0539092192489125 0.0497330785418893 0.0041761407070231 0.0 7.87378023021e-05 0.0706700906384565 0.0 0.6272987994068102 0.6499813135063378 0.0226825140995276 1.638347876024668 0.9873611341101556 0.0 0.3286568600995025 0.0 0.0001751155665901 0.0 0.0 5.2574989929e-06 3.209883202e-07 0.0 0.00231918727889376 1.5e-05 0.050868 0.054157 8 5 18790.656277136435311951
sp-mz SystemG 40 8 5 Class C=480.0 2.8 sp-mz.C.8 empirical 2.8 1 1.229125728510767 0.0208922025104955 0.0027340211880165 0.1488372797955525 0.0540364888528178 0.0 -0.0080314289500604 0.0102213019484968 0.0048854062941777 0.0496199526814373 1.252622088541352 0.0076651555210952 0.0001178950756666 0.0008503347661921 0.0182827958174206 0.0003141742367237 0.2960019214898844 0.4705594675744907 0.0454250142713153 0.0037484789916645 0.0 0.0037484789916645 0.0493366674606865 0.0455411961761037 0.0037954712845828 0.0 6.73893033077e-05 0.0768464941577996 0.0 0.6003669827717828 0.6212620346222358 0.020895051850453 1.610493162972601 0.9878303745682208 0.0 0.2994546165994287 0.0 0.0001593793918084 0.0 0.0 6.4492045843e-06 2.975252901e-07 0.0 0.002322566650585356 1.0e-05 0.046715 0.049618 8 5 17564.817780242530512487
sp-mz SystemG 48 8 6 Class C=480.0 2.4 sp-mz.C.8 empirical 2.4 1 1.207792977506238 0.020681074454775 0.0024085139557413 0.1531623388640767 0.0488578828576306 0.0 -0.0076321360505888 0.0102737198492399 0.004837958561787 0.0530310013147843 1.232283840034129 0.008573688511686 0.0001213458309079 0.0007695387782279 0.0227158524578276 0.0003099162275326 0.3019488215193884 0.5052873578826331 0.0452118050225118 0.0038543878842046 0.0 0.0038543878842046 0.0480318444970609 0.0442729807121628 0.0037588637848981 0.0 8.3788551056e-05 0.0669662696968315 0.0 0.5886887629922032 0.6097222550558312 0.021033492063628 1.592283845052256 0.9868147408944568 0.0 0.2995361800915429 0.0 0.0001817822968414 0.0 0.0 7.0564076957e-06 3.175720598e-07 0.0 0.002497904364658013 1.6e-05 0.045675 0.048293 8 6 15606.771640889987801095
sp-mz SystemG 48 8 6 Class C=480.0 2.8 sp-mz.C.8 empirical 2.8 1 1.129761608520675 0.0188244036870723 0.0022872656385535 0.1361672218198492 0.0500739915215448 0.0 -0.0070267847922923 0.0093782006787752 0.0043495572691987 0.0612970333525774 1.16950569150412 0.0077782349042183 0.0001019813425928 0.0006706861251219 0.0240565185974968 0.0002812481029749 0.270593061247776 0.5173667856779971 0.0406575589132075 0.0033759810013118 0.0 0.0033759810013118 0.0440386111610668 0.0405944654769745 0.0034441456840923 0.0 7.47473705594e-05 0.0708912399951323 0.0 0.570476006801079 0.5894089169275376 0.0189329101264586 1.563030414999218 0.9877064180033548 0.0 0.2716302125326306 0.0 0.0001664984236979 0.0 0.0 5.5092740873e-06 2.834652095e-07 0.0 0.002513910917604432 1.4e-05 0.041161 0.043669 8 6 14689.214618308357753882
sp-mz SystemG 56 8 7 Class C=480.0 2.4 sp-mz.C.8 empirical 2.4 1 1.111611987047149 0.0197878139039408 0.0027236975183356 0.1376928076386996 0.048048142524078 0.0 -0.0070049196080844 0.0096478472914988 0.0045678774129836 0.0476486187482648 1.14536745390386 0.0086852163619379 0.0001228445589129 0.0007406974302457 0.0194114754771999 0.0002972021852068 0.2730703789294133 0.5048929472099278 0.0413504975448068 0.0036007072578867 0.0 0.0036007072578867 0.0458830548910231 0.0422174299927564 0.0036656248982668 0.0 8.45272707849e-05 0.0745066174103731 0.0 0.539574432378631 0.5591136147885306 0.0195391824098996 1.537140776287261 0.986463780386578 0.0 0.2801927708064585 0.0 0.0001890594172588 0.0 0.0 7.2999510415e-06 2.999351226e-07 0.0 0.002565665086754171 2.0e-05 0.043947 0.046504 8 7 13646.359059394516146595
sp-mz SystemG 56 8 7 Class C=480.0 2.8 sp-mz.C.8 empirical 2.8 1 1.047666455332968 0.0176192561280077 0.0023497236560143 0.1237808086997917 0.0493563521585601 0.0 -0.0062975034208977 0.008498204168318 0.0040655681487724 0.0515042948105947 1.060322402695793 0.0072265624668762 0.0001297872685658 0.0006864113158301 0.0240828926911176 0.0002543141409807 0.2474262212135293 0.5583739045374282 0.037186103871919 0.0032025189390305 0.0 0.0032025189390305 0.0403481585961284 0.0371216095708491 0.0032265490252793 0.0 7.9068881998e-05 0.0669898746268714 0.0 0.5037137569572295 0.5213415263975723 0.0176277694403427 1.519596404201263 0.986272769113604 0.0 0.247442559472292 0.0 0.0001753224797272 0.0 0.0 9.5353875095e-06 2.686248269e-07 0.0 0.002268632306529465 1.4e-05 0.038208 0.040482 8 7 14802.728896765729626648
sp-mz SystemG 64 8 8 Class C=480.0 2.4 sp-mz.C.8 empirical 2.4 1 1.104050704985825 0.0191745800316236 0.0023597141712874 0.135585628229785 0.0481387046849439 0.0 -0.0071453953032311 0.0095069936345132 0.0045081587783923 0.0502608631527309 1.129419980202717 0.006821496910095 0.0001298845297946 0.000671142609121 0.0211918187761597 0.0002924753365621 0.270904462469673 0.5151814966348555 0.0397341261212655 0.0034986229482632 0.0 0.0034986229482632 0.0440224873032164 0.040463531647849 0.0035589556553674 0.0 8.26392764034e-05 0.0673335909637086 0.0 0.5392912896669779 0.5585203952091946 0.0192291055422166 1.543885435112411 0.9877559877360804 0.0 0.2743902568041634 0.0 0.0001842002688243 0.0 0.0 7.113645298e-06 2.974457627e-07 0.0 0.002381676227504501 1.3e-05 0.040936 0.043278 8 8 14751.255268988322049343
sp-mz SystemG 64 8 8 Class C=480.0 2.8 sp-mz.C.8 empirical 2.8 1 1.039431445435637 0.0173519116679087 0.0021395201436307 0.123735770900156 0.0471379218830889 0.0 -0.0064859536799632 0.0086311642931067 0.0040487966088597 0.0523409115496553 1.061076469047152 0.0061206043073883 0.0001253306756408 0.0005966003859935 0.0213333053344026 0.0002530539369532 0.2437260314807375 0.5110308746069437 0.0360454225965743 0.0031674292262903 0.0 0.0031674292262903 0.0391016525834713 0.0359377269291147 0.0031639256543566 0.0 7.50755783595e-05 0.0743575917769324 0.0 0.5021256306962472 0.5193348086839852 0.017209177987738 1.510229976396508 0.9873075816290092 0.0 0.2451559871463535 0.0 0.0001655128642175 0.0 0.0 5.0649392851e-06 2.682787388e-07 0.0 0.001988210548593507 1.2e-05 0.037384 0.039528 8 8 16715.416797033956016476