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
gtcmpi systemg 1 1 1 Particles in Cell=50.0 2.4 gtcmpi empirical 2.4 1 0.9824824136996988 0.0065059974321218 0.0031555579796743 0.1750656242783554 0.0335072643294116 0.0 0.0016030711169914 0.0035279559906084 0.0303452604266359 1.038013636107425 0.0002035108616131 2.89054901808e-05 1.0625487725e-06 0.0185335697981238 0.0008860520225086 0.3291163938040386 0.2944326058243187 0.013691017011827 0.0008040413716146 0.0008040413716146 0.0 0.0136568188464098 0.0007999286054193 9.03547328811e-05 0.0526490925788119 0.0 0.4352174418788925 0.006319076045998 0.0 0.9948940665515332 0.3289881942582344 0.0001845976405173 6.6345921945e-06 0.0126338666594916 0.0 1.8219962258e-06 0.0 0.0146296277656973 0.3034518298566486 0.0938267425624598 1.2716549051e-06 4.394618038e-07 0.0 4.2103392015e-10 248.1806 81.7955 81.1627 1 1 162172655770.048412333
PMLB systemg 1 1 1 Each size of 3D mesh=128.0 2.4 hybrid-orig empirical 2.4 1 0.5918200146790544 0.0276394043964453 0.0177831857631604 0.1305390344711039 0.0145574049732554 0.0061831103631928 0.0116096550997829 0.0170058472491817 0.0176821175241476 0.6064624672714325 1.20982284626e-05 0.000380786952477 2.36231445204e-05 0.0065627896463761 0.0003606779887947 0.2630248740361666 0.7213455961624142 0.0381213909759617 0.0067115536690265 0.0067115536690265 0.0447983258506828 0.0380890499345861 0.0067092759160967 7.3850728446e-06 0.0212854601726077 0.2368256450378095 0.2645338246952081 0.0277081796573986 1.26193118142676 0.997800292708654 0.2629894974880577 1.37521105339e-05 1.15824273939e-05 0.0003390042455037 0.0177810802045847 3.13791294e-06 0.0270379695726922 0.0448200447388823 0.1807030451759349 0.0738342788478971 2.410709301e-07 4.639857384e-07 0.0 4.2593729766e-10 285.5452 91.6513 97.0817 1 1 466720627876.746810462
gtc_bench systemg 1 1 1 particles per cell=100.0 2.4 gtcmpiomp-orig empirical 2.4 1 0.9705634127963014 0.007262375033312 0.0029870120070338 0.1761581280519873 0.0307686524229125 0.0012168745049851 0.0017547091336787 0.0035085760658877 0.027565160587162 1.005417825076484 2.86281475062e-05 5.68174569399e-05 1.88029461e-07 0.0175742029264192 0.0007870819639101 0.3300789183859548 0.3150334803144063 0.0148824464473537 0.0007744008679731 0.0007744008679731 0.0156486454459472 0.014873279627894 0.0007753658180532 1.30016632045e-05 0.0489409284909257 0.4256477764560893 0.4328915700270469 0.0072437935709576 1.430550676803747 0.9979504685868994 0.3308369213738727 2.622764966e-05 2.944076646e-06 0.0124859411049817 0.0029906402762638 1.3889420441e-06 0.0126523915942416 0.0156408970266395 0.3021993974611128 0.092879778761192 5.108382903e-07 4.199098469e-07 0.0 4.2023958242e-10 248.1296 79.379 80.6236 1 1 1568999177095.650988963
eq3dyna systemg 1 1 1 element size=200.0 2.4 eqdyna3drun-hybrid-optimized empirical 2.4 1 2.02374513333788 0.005892375808616 0.0045737318417706 0.1197787588357569 0.1472883091214014 0.0034095668839454 0.0011710457510769 0.0006945352637596 0.2574065813054562 2.161932177399078 1.38706658281e-05 5.7514266378e-06 9.8305111e-09 0.1528614008367535 0.00347999864559 0.233846383621744 0.2087007593232573 0.015350847964106 0.0001694430974693 0.0001694430974693 0.0156008695973072 0.0154295222022686 0.0001713473950385 6.4603709963e-06 0.3005842837682022 0.7028064269674742 0.708723708259773 0.0059172812922989 1.705125765258788 0.9962051126404252 0.237039124320351 1.31437422245e-05 8.0413588221e-05 0.0050564904748057 0.0044670070791872 2.5243661261e-06 0.0110529040153191 0.0156383324042251 0.4929913882085423 0.1752901457626851 1.487411257e-07 4.201290949e-07 0.0 4.1940684491e-10 257.3299 83.1292 83.6239 1 1 2555910605679.389792771
eq3dyna systemg 1 1 1 element size=200.0 2.4 eqdyna3drun-hybrid-original empirical 2.4 1 2.091717000183706 0.0045580586807424 0.0035081615880507 0.0926140741974623 0.1644385598280106 0.0026121213876328 0.0009116633845875 0.0005351599341537 0.2652475828171614 2.228089530343836 1.44374127094e-05 4.4833357335e-06 2.27448856e-08 0.1475761440098771 0.0029978648731142 0.1807481677104177 0.2291894674481987 0.0120004589526661 0.0001339231918196 0.0001339231918196 0.0120985328640478 0.0119441785479056 0.0001543543161422 5.6574448749e-06 0.3138173773470695 0.7373282416386016 0.741857564766571 0.0045293231279696 1.74129646327202 0.9968968121217474 0.1819957332497415 1.1046944778e-05 8.17632567719e-05 0.0038815318088124 0.0034064489875531 1.86613736e-06 0.0085908180221483 0.0121042875840678 0.4841289070579767 0.2002619039851775 2.018052685e-07 4.310973546e-07 0.0 4.1939334741e-10 253.3041 82.9954 81.9521 1 1 3332128100338.767364522
gtcmpi systemg 1 1 1 Particles in Cell=50.0 2.8 gtcmpi empirical 2.8 1 0.9706458973450536 0.0064195827373846 0.0031172695202234 0.1733376059439102 0.0331858328435725 0.0 0.0015829199078371 0.0034854669726099 0.0299789352194468 1.015976442888614 0.000198591328882 2.86422523236e-05 3.925795878e-07 0.0183578831381849 0.000878816962182 0.3259537391585574 0.301117047086836 0.0133273808800144 0.0007883420952829 0.0007883420952829 0.0 0.0133955313002926 0.0007909614951345 8.61915990015e-05 0.0519629632995195 0.0 0.4300292393458599 0.0062451646317604 0.0 0.9948327043005956 0.3246138487133768 0.0002663305438676 6.7672661838e-06 0.0125126107867297 0.0 1.8636468294e-06 0.0 0.0143828291963265 0.299730374460192 0.0926760921307899 1.2658687186e-06 3.737398746e-07 0.0 3.6104221754e-10 248.0776 83.8759 79.7586 1 1 164150254792.388620891
PMLB systemg 1 1 1 Each size of 3D mesh=128.0 2.8 hybrid-orig empirical 2.8 1 0.5224396841163539 0.0243830546714788 0.0157269845134036 0.1165225974488432 0.0129962338537207 0.00553401632199 0.0103525407977866 0.0153031172068881 0.0159142582411734 0.5368433970367594 1.49052098775e-05 0.0003457117552725 2.09502515527e-05 0.005854601198698 0.0003255299958123 0.2347310431804691 0.7510858953714503 0.0338922191523599 0.0059813687056031 0.0059813687056031 0.0399048702078825 0.0339191244322078 0.0059857457756747 6.0539969026e-06 0.0190682935665095 0.2111114166353666 0.2357838193659336 0.024672402730567 1.233632721116002 0.9979413923280336 0.232396851395732 1.21963272527e-05 7.3564915452e-06 0.0003007687425844 0.0158761454862692 2.7618891998e-06 0.0240091685208189 0.0398936347548342 0.1610245904756679 0.065793777405834 1.82966351e-07 3.627859585e-07 0.0 3.658571298e-10 287.8745 94.9281 96.5854 1 1 528701381617.847044073
gtc_bench systemg 1 1 1 particles per cell=100.0 2.8 gtcmpiomp-orig empirical 2.8 1 0.965700410249187 0.007215007453199 0.0029713149791101 0.1749354190347336 0.0305551037797445 0.001208899794624 0.0017546831179337 0.0034484950769942 0.0270945940425535 0.9978949472836705 2.83288712328e-05 5.63083757612e-05 1.390491318e-07 0.0174325373629724 0.0007809494768405 0.3279495887474509 0.3201003550329413 0.0146282142934893 0.0007590569901693 0.0007590569901693 0.0154445532465693 0.0146796713934202 0.0007648818531491 1.26481853724e-05 0.0485286324519949 0.42204493272153 0.4292348004494947 0.0071898677279648 1.427103802008168 0.9979535945226023 0.3286098248261158 2.51964041473e-05 3.1460289404e-06 0.01238111120653 0.0029546714764319 1.3079022202e-06 0.0124887570421744 0.0154549857643241 0.2987182411827827 0.0918098731722062 1.954266078e-07 3.599840152e-07 0.0 3.6035283297e-10 256.9296 85.237 81.4127 1 1 1576900157316.945541315
eq3dyna systemg 1 1 1 element size=200.0 2.8 eqdyna3drun-hybrid-optimized empirical 2.8 1 2.007394504193572 0.0058499933889842 0.0045372477253379 0.1186046632408245 0.1458130716355346 0.0033617128013609 0.0011509381254096 0.0006847265195353 0.2538301941485923 2.126483260062679 1.21582133933e-05 6.0636288693e-06 1.73241549e-08 0.1504791081559508 0.0034372552397007 0.2345345810014858 0.2055464114913624 0.0151471694942793 0.0001683302880434 0.0001683302880434 0.0153462787230362 0.0151768364052067 0.0001694423178295 8.3381363417e-06 0.2921646800797997 0.6923352151700384 0.698159452948445 0.0058242377784066 1.693812700649077 0.9960111730764628 0.2323939047867064 1.23136595067e-05 7.74389771596e-05 0.0049762534743234 0.0045156503647769 2.5208945202e-06 0.0108066828223307 0.0153183709170376 0.4901133996118185 0.174266855628212 1.339636337e-07 3.754151399e-07 0.0 3.5963408585e-10 265.5978 90.3382 84.3262 1 1 2576728948841.933026132
bt-mz.C systemg 1 1 1 Class C=480.0 2.8 bt-mz.C.1 empirical 2.8 1 1.85967704932354 0.0161564520996917 0.0010105371280947 0.4131548374050348 0.042326280073025 -0.0079809762365755 0.0089953374830385 0.0041422684706121 0.0334903127216251 1.890483688045129 0.0001441617693582 3.68339844251e-05 3.12100307e-08 0.0079301459178541 0.0005849023403067 0.7352331995941385 0.2953793884926195 0.0278603270035043 0.0058698097252254 0.0058698097252254 0.0341266739084329 0.0281687533853945 0.0059579205230384 1.93163848232e-05 0.0507027744744273 0.89387720173465 0.9099635630667656 0.0160863613321157 1.905500716895564 0.9959155614403624 0.736278620787442 3.99329289221e-05 9.41513352511e-05 3.05779122e-07 0.0010071689308341 5.086712836e-06 0.0333190629936376 0.0343355739010164 0.0 0.0 4.433935575e-07 3.759236618e-07 0.0 3.5913818274e-10 249.9675 86.061 74.8555 1 1 3243848440485.651715084
eq3dyna systemg 1 1 1 element size=200.0 2.8 eqdyna3drun-hybrid-original empirical 2.8 1 2.016295779239544 0.0044126336021367 0.0033818471379439 0.0917204117663314 0.1626994810433803 0.0025860794944625 0.000900663121564 0.0005300063156378 0.2628505740893092 2.186327736726826 1.85681158117e-05 4.6368844515e-06 3.32444266e-08 0.1456890489650061 0.0029848707260072 0.1763619727261731 0.2435436134487453 0.0114967707538225 0.0001286928047778 0.0001286928047778 0.0119904351578026 0.0118591376262032 0.0001312975315995 5.3803458332e-06 0.3106451592182561 0.7285024462359283 0.7329801579971663 0.004477711761238 1.732976811385853 0.9971596182157814 0.1809412181700598 1.02901703332e-05 8.46232797174e-05 0.0038422023187068 0.0034581631299155 1.7475698619e-06 0.0085260355036308 0.0120160755065007 0.4924031969958736 0.2036846270351666 1.760879653e-07 3.705993095e-07 0.0 3.5937488025e-10 261.574 88.2015 82.4379 1 1 3456769037768.604585156