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 48 16 3 Class C=480.0 2.4 sp-mz.C.16 empirical 2.4 1 1.474386354233161 0.0254581101061951 0.0027052752570888 0.1882179929574971 0.0593655832834268 0.0 -0.0101301344559873 0.012840512799683 0.0061538031865031 0.0552748482027647 1.511401392755463 0.0055585868276925 7.39165282695e-05 0.0006237833734212 0.0199845114227848 0.0003848171031169 0.3701334111552445 0.4440138802148881 0.0592749227870561 0.0042869218104194 0.0 0.0042869218104194 0.0634419431594825 0.0591630008644935 0.0042789422949891 0.0 5.88298114275e-05 0.0811721309812587 0.0 0.7160085207819756 0.7411937548835258 0.0251852341015502 1.728988109203282 0.9880454042178544 0.0 0.3731071035932184 0.0 0.0001254657608846 0.0 0.0 1.20349190217e-05 4.165473726e-07 0.0 0.002678802503478049 1.4e-05 0.060089 0.062771 16 3 10603.078787302152565379
BT-MZ SystemG 48 16 3 Class C=480.0 2.4 bt-mz.C.16 empirical 2.4 1 1.622579597292802 0.0159592452277324 0.0011642627094613 0.3648210643656309 0.0149642612620214 0.0 0.0091998327349946 0.0036844906019805 0.0149861366838224 1.631728430328883 0.0033253374126518 3.04199397951e-05 0.0002200107290611 0.0076273618647904 1.79434061559e-05 0.6501005238528238 0.3462776979286276 0.0276945559780719 0.0062472402671808 0.0062472402671808 0.0 0.0279403915206297 0.0063286827864823 7.23668325813e-05 0.0231176948006248 0.0 0.9638858466505084 0.0158025510318459 0.0 0.9954958851468276 0.6523312878827519 0.0001482688195309 9.5228925033e-06 0.0005692412013614 0.0 9.7532071045e-06 0.0 0.0341898763809427 0.0 0.0 1.1725520816e-06 4.399115931e-07 0.0 4.1976951132e-10 263.7344 96.5125 77.8094 16 3 78324692750.103278273
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
BT-MZ SystemG 48 8 6 Class C=480.0 2.4 bt-mz.C.8 empirical 2.4 1 1.477830663333103 0.0139481293144924 0.0012013820739431 0.3347416561098809 0.0149150525167892 0.0 0.0078065722287315 0.003346214267876 0.0128226022281644 1.483310563547803 0.0054947282245671 6.88632792424e-05 0.000342250658572 0.0058827757283105 2.03499316223e-05 0.6001404089148147 0.38917629790409 0.0230633029693563 0.0054269501865539 0.0054269501865539 0.0 0.0227821240927285 0.0053667537343984 9.5909869635e-05 0.0201442326079998 0.0 0.8799207290402654 0.0138104479102445 0.0 0.9933075663223314 0.6011919106241626 0.0001997598255236 7.8986784041e-06 0.0004791880062844 0.0 1.17146986217e-05 0.0 0.0283572118828113 0.0 0.0 2.0738164411e-06 4.427188647e-07 0.0 4.198285021e-10 286.6 113.3605 82.0684 8 6 94851487692.74090693
sp-mz SystemG 48 16 3 Class D=1632.0 2.4 sp-mz.D.16 empirical 2.4 1 1.44487413180323 0.0251345143106456 0.0025563019103093 0.186416122818312 0.0551501215183179 0.0 0.0131579933843012 0.0059979715992485 0.053170491316767 1.462827663927599 0.0041872484577517 5.56148166525e-05 0.0005430852755691 0.019006267355717 0.0002810900672463 0.3764888561214698 0.4359941417803027 0.0595745118486537 0.0040283461927038 0.0040283461927038 0.0 0.0596388089778151 0.0040304348869498 1.52934230538e-05 0.0777496242492653 0.0 0.740865280706318 0.0251681601975533 0.0 0.9894327161784422 0.3765485038204119 3.59751177604e-05 0.0070390536229575 1.48639552e-07 0.0 1.81746666669e-05 0.0 0.0637115401551274 0.0 0.0 3.678555073e-07 4.428100128e-07 0.0 4.1927907297e-10 282.4314 103.6358 83.2398 16 3 1437494174776.342403436
SP--MZ SystemG 48 16 3 Class D=1632.0 2.4 sp-mz.D.16 empirical 2.4 1 1.44487413180323 0.0251345143106456 0.0025563019103093 0.186416122818312 0.0551501215183179 0.0 0.0131579933843012 0.0059979715992485 0.053170491316767 1.462827663927599 0.0041872484577517 5.56148166525e-05 0.0005430852755691 0.019006267355717 0.0002810900672463 0.3764888561214698 0.4359941417803027 0.0595745118486537 0.0040283461927038 0.0040283461927038 0.0 0.0596388089778151 0.0040304348869498 1.52934230538e-05 0.0777496242492653 0.0 0.740865280706318 0.0251681601975533 0.0 0.9894327161784422 0.3765485038204119 3.59751177604e-05 0.0070390536229575 1.48639552e-07 0.0 1.81746666669e-05 0.0 0.0637115401551274 0.0 0.0 3.678555073e-07 4.428100128e-07 0.0 4.1927907297e-10 282.4314 103.6358 83.2398 16 3 1437494174776.342403436
SP--MZ SystemG 48 8 6 Class D=1632.0 2.4 sp-mz.D.8 empirical 2.4 1 1.218338256677423 0.0211107823257783 0.0024529091364407 0.1474365641276774 0.0498184740562064 0.0 0.0104009871031882 0.0048652945179179 0.0514603143156502 1.232475740159255 0.0077669006837157 9.20797429665e-05 0.0007823751144407 0.0194807492883513 0.0002376559555567 0.3085251304902088 0.4886238242000109 0.046534437909488 0.0035172142420656 0.0035172142420656 0.0 0.0459839907540906 0.0036022852620884 2.74650208617e-05 0.0714273000347925 0.0 0.608964088013759 0.0209719520737452 0.0 0.989825585058523 0.3002531847417982 5.58044722677e-05 0.0043381698217812 1.152254295e-07 0.0 1.86180784727e-05 0.0 0.050076194537115 0.0 0.0 6.335600644e-07 4.495014562e-07 0.0 4.1968811511e-10 307.9247 115.8872 89.4009 8 6 1896725276081.168559255
sp-mz SystemG 48 8 6 Class D=1632.0 2.4 sp-mz.D.8 empirical 2.4 1 1.218338256677423 0.0211107823257783 0.0024529091364407 0.1474365641276774 0.0498184740562064 0.0 0.0104009871031882 0.0048652945179179 0.0514603143156502 1.232475740159255 0.0077669006837157 9.20797429665e-05 0.0007823751144407 0.0194807492883513 0.0002376559555567 0.3085251304902088 0.4886238242000109 0.046534437909488 0.0035172142420656 0.0035172142420656 0.0 0.0459839907540906 0.0036022852620884 2.74650208617e-05 0.0714273000347925 0.0 0.608964088013759 0.0209719520737452 0.0 0.989825585058523 0.3002531847417982 5.58044722677e-05 0.0043381698217812 1.152254295e-07 0.0 1.86180784727e-05 0.0 0.050076194537115 0.0 0.0 6.335600644e-07 4.495014562e-07 0.0 4.1968811511e-10 307.9247 115.8872 89.4009 8 6 1896725276081.168559255
sp-mz SystemG 48 16 3 Class C=480.0 2.8 sp-mz.C.16 empirical 2.8 1 1.39310243205912 0.0236999700812089 0.002519913225085 0.1726760993055018 0.0590546105591874 0.0 -0.0093810704767552 0.0118884660890999 0.005709892893531 0.0571921174684691 1.44483199400196 0.0049754205548211 6.39007445443e-05 0.0005627603200011 0.0242255185446562 0.0003447304182534 0.344954540013507 0.4398006743543091 0.0539870181695514 0.003904959907202 0.0 0.003904959907202 0.0579110746848474 0.0539995052289965 0.0039115694558509 0.0 5.47895477412e-05 0.0823067028630183 0.0 0.6955142784301338 0.7189834849008858 0.023469206470752 1.700074421668906 0.9882544447376368 0.0 0.3478582310566374 0.0 0.000117637286727 0.0 0.0 1.02254427595e-05 3.868304679e-07 0.0 0.002481753326686958 1.2e-05 0.055918 0.058421 16 3 10528.70030192808336262
BT-MZ SystemG 48 16 3 Class C=480.0 2.8 bt-mz.C.16 empirical 2.8 1 1.588961488833503 0.0150322402283255 0.001097374603928 0.3397735364349539 0.0227120426978329 0.0 0.0084356550290252 0.0033505016828635 0.028942000968519 1.585607114320475 0.0030300146286249 3.91758556383e-05 0.0001932293549125 0.0134473383057571 1.73969967049e-05 0.595692671277812 0.3535704419024601 0.025473254772005 0.0057647739338317 0.0057647739338317 0.0 0.0257433578339305 0.005837831328505 6.42187936972e-05 0.0398246417904755 0.0 0.9360282511773362 0.0143831960336714 0.0 0.995697069728351 0.59682617397526 0.0001352496311155 9.5707544737e-06 0.0005115223168501 0.0 9.4048640871e-06 0.0 0.031680686207088 0.0 0.0 1.1705312098e-06 3.655268514e-07 0.0 3.5991919604e-10 277.6448 109.1207 78.3448 16 3 83257290329.882011591
BT-MZ SystemG 48 8 6 Class C=480.0 2.8 bt-mz.C.8 empirical 2.8 1 1.43073838196736 0.0133219943621356 0.0013321959155485 0.3182846117820016 0.0158493812770652 0.0 0.0073573923178235 0.0032225296339916 0.0143862374083812 1.433471032241252 0.0051681788323532 6.23870066069e-05 0.0003453448636894 0.0060842881627441 2.17590552707e-05 0.5725227561793764 0.3850870670865779 0.0219891621683166 0.0051889920458197 0.0051889920458197 0.0 0.0219294591019933 0.0052570183873121 8.97931396791e-05 0.0258938362022191 0.0 0.8566185795163148 0.013248955178826 0.0 0.9931299640302425 0.5741976180284436 0.0001853665591438 8.7054792571e-06 0.0004558817822811 0.0 1.25335781272e-05 0.0 0.0270812496797154 0.0 0.0 1.8288074028e-06 3.934271928e-07 0.0 3.6129310614e-10 309.9514 131.6057 82.4571 8 6 98560922959.325636249
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 48 16 3 Class D=1632.0 2.8 sp-mz.D.16 empirical 2.8 1 1.388683678108194 0.023834018045619 0.0024202620987914 0.1759177977761494 0.055163176742726 0.0 0.0123512288728378 0.0056622914913656 0.0577950591769039 1.4083830021971 0.0039255390361989 6.4312352351e-05 0.0004980077261958 0.0207825984632753 0.000267945038069 0.3529952864552384 0.4695389815451135 0.0562933972855107 0.0038082636151094 0.0038082636151094 0.0 0.0563737985712718 0.0038062184515744 1.4729252104e-05 0.079676133791121 0.0 0.7200732139375605 0.0237800343030091 0.0 0.9903250487789378 0.35308505708123 3.464327949e-05 0.0066196536988653 1.392960899e-07 0.0 1.75453043263e-05 0.0 0.0603500849920729 0.0 0.0 3.264328778e-07 3.667040566e-07 0.0 3.5956425652e-10 302.389 117.3178 83.6597 16 3 1515999819547.358160749
SP--MZ SystemG 48 16 3 Class D=1632.0 2.8 sp-mz.D.16 empirical 2.8 1 1.388683678108194 0.023834018045619 0.0024202620987914 0.1759177977761494 0.055163176742726 0.0 0.0123512288728378 0.0056622914913656 0.0577950591769039 1.4083830021971 0.0039255390361989 6.4312352351e-05 0.0004980077261958 0.0207825984632753 0.000267945038069 0.3529952864552384 0.4695389815451135 0.0562933972855107 0.0038082636151094 0.0038082636151094 0.0 0.0563737985712718 0.0038062184515744 1.4729252104e-05 0.079676133791121 0.0 0.7200732139375605 0.0237800343030091 0.0 0.9903250487789378 0.35308505708123 3.464327949e-05 0.0066196536988653 1.392960899e-07 0.0 1.75453043263e-05 0.0 0.0603500849920729 0.0 0.0 3.264328778e-07 3.667040566e-07 0.0 3.5956425652e-10 302.389 117.3178 83.6597 16 3 1515999819547.358160749
sp-mz SystemG 48 8 6 Class D=1632.0 2.8 sp-mz.D.8 empirical 2.8 1 1.169806730858125 0.0185920532982882 0.0021758577898889 0.1321822737804051 0.0573527925965434 0.0 0.0092801318198105 0.0041570776539455 0.0607579174354198 1.124921343707717 0.0079210181803742 8.26954573713e-05 0.0006680457715159 0.0240528501907073 0.0002124311765827 0.2623699407219542 0.4954144766799192 0.0403156115121983 0.0032370915758691 0.0032370915758691 0.0 0.0414166365362706 0.0031102499665074 2.38779322285e-05 0.0722101653378854 0.0 0.5732164730743796 0.0183283892507891 0.0 0.9894292736497204 0.2629100900234501 4.84229919788e-05 0.003794896428214 1.00261115e-07 0.0 1.67092201756e-05 0.0 0.0434648040309211 0.0 0.0 5.867083192e-07 3.786948818e-07 0.0 3.5984955301e-10 330.4147 133.164 90.0734 8 6 2154533975420.707720723
SP--MZ SystemG 48 8 6 Class D=1632.0 2.8 sp-mz.D.8 empirical 2.8 1 1.169806730858125 0.0185920532982882 0.0021758577898889 0.1321822737804051 0.0573527925965434 0.0 0.0092801318198105 0.0041570776539455 0.0607579174354198 1.124921343707717 0.0079210181803742 8.26954573713e-05 0.0006680457715159 0.0240528501907073 0.0002124311765827 0.2623699407219542 0.4954144766799192 0.0403156115121983 0.0032370915758691 0.0032370915758691 0.0 0.0414166365362706 0.0031102499665074 2.38779322285e-05 0.0722101653378854 0.0 0.5732164730743796 0.0183283892507891 0.0 0.9894292736497204 0.2629100900234501 4.84229919788e-05 0.003794896428214 1.00261115e-07 0.0 1.67092201756e-05 0.0 0.0434648040309211 0.0 0.0 5.867083192e-07 3.786948818e-07 0.0 3.5984955301e-10 330.4147 133.164 90.0734 8 6 2154533975420.707720723