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
PMLB systemg 2 2 1 Each size of 3D mesh=128.0 2.4 hybrid-orig empirical 2.4 1 0.6666272777958863 0.0250429625937559 0.0166256432339448 0.1351779471716031 0.0186007060938575 0.0045406090635044 0.0119891375722005 0.0176332574022426 0.0221780490408102 0.686905831628667 3.56561636496e-05 0.0001479902988095 3.18466235173e-05 0.0094809643812581 0.0003896848046528 0.2716469600287399 0.6701676704017595 0.0345730414151386 0.0047032266002125 0.0047032266002125 0.0391963477879738 0.0344997166458564 0.0046966311421174 1.7032299347e-05 0.0288769435878394 0.2933481313595052 0.3183276851582454 0.0249795537987402 1.313787286500794 0.9952302878387332 0.2722771294373377 3.65444892001e-05 1.29777603491e-05 0.0003665823637213 0.0165367199355524 4.8422039403e-06 0.0226768811096727 0.0392592094870362 0.2240144808655545 0.0863626526418666 1.1459590094e-06 4.288817873e-07 0.0 4.4779146309e-10 283.358 91.707 95.644 2 1 226587099941.222329657
PMLB systemg 2 1 2 Each size of 3D mesh=128.0 2.4 hybrid-orig empirical 2.4 1 0.4238549551389189 0.0177903565875932 0.0117404128552137 0.1203975565496149 0.0206913702037461 0.0047804688456895 0.0085920366237041 0.0157325239440301 0.0257779929166681 0.5964482863715812 0.000192719587493 0.0003702518491843 0.0001045182256817 0.0107785602995552 0.0005906023315194 0.216839484042437 0.7399326576164478 0.0348717232202029 0.0061682376888799 0.0061682376888799 0.0352707779318047 0.0299619697240824 0.0053088082077223 9.2662493379e-06 0.032321316938553 0.2456587754983504 0.2712575520671748 0.0255987765688244 1.257890588000682 0.9969950281110074 0.2252256539716706 1.73009724518e-05 1.12660725333e-05 0.0006143619246612 0.0153406540751089 4.8300236644e-06 0.0250298742721576 0.0415612278972544 0.1337916274639776 0.0576795066476397 3.402131092e-07 4.240378696e-07 0.0 4.2410349839e-10 227.3 88.5604 99.6597 1 2 366609892609.33221985
gtc_bench systemg 2 1 2 particles per cell=100.0 2.4 gtcmpiomp-orig empirical 2.4 1 0.9577553948483 0.0064391308709131 0.0029756538426406 0.1715130053563007 0.0309013016666117 0.0014148566460654 0.0015579998092238 0.0034963287319321 0.0292928941396641 0.9916368607856828 0.0001658551216973 4.93638239763e-05 1.04906074405e-05 0.0183526443746089 0.0007351229651366 0.3232074192376728 0.3186036245017028 0.0134240595487971 0.0007647782615117 0.0007647782615117 0.0141406601672957 0.0133707541056312 0.0007699060616645 2.20399754702e-05 0.0501041126882272 0.4232368424371731 0.4297387660999877 0.0065019236628146 1.427553944112542 0.9975843163087524 0.3255908114581966 4.54696779324e-05 4.178392629e-06 0.0123067723544573 0.0029705434709358 3.249521027e-06 0.011140488336059 0.0141067093159353 0.2961877442297894 0.090918094494802 4.029549204e-07 4.199688806e-07 0.0 4.2021237433e-10 261.5683 87.0497 84.595 1 2 807542994280.10373604
eq3dyna systemg 2 2 1 element size=200.0 2.4 eqdyna3drun-hybrid-optimized empirical 2.4 1 2.006370328676715 0.0057718893697461 0.0044771038198577 0.1198802765527458 0.1475133313533971 0.0033480516629274 0.0011580371943747 0.0006757268099026 0.2544620851230363 2.149301444062917 2.77935084297e-05 5.7341191669e-06 6.691410852e-07 0.1510886585473215 0.0034390976434409 0.2315052363561414 0.1999500679618273 0.015113052709402 0.0001678483063601 0.0001678483063601 0.0153777355566014 0.0152089314954389 0.0001688040611625 6.2916863299e-06 0.2995836600513208 0.6921498445931898 0.697906455058636 0.0057566104654462 1.705505596221849 0.9960103718404636 0.2313990400632225 1.33836455153e-05 0.0001000461544985 0.0049425380123098 0.0044974688666403 2.1135854608e-06 0.0108691335750228 0.0153780843793543 0.4929462479833527 0.1753115090771701 1.942353764e-07 4.373157923e-07 0.0 4.1953746152e-10 258.5956 84.221 84.4984 2 1 1307318023551.166573307
eq3dyna systemg 2 1 2 element size=200.0 2.4 eqdyna3drun-hybrid-optimized empirical 2.4 1 1.799738400080356 0.0057450979963063 0.0045441062203238 0.1070546914848187 0.1305937789635056 0.0033503560681011 0.0011822718157149 0.0007403738908623 0.2356052028847133 1.924057931859561 2.62572705478e-05 0.0005976686706308 2.6612614879e-06 0.1344198495260242 0.0030468594280399 0.2127419965004465 0.2740646394339686 0.013740700116743 0.0007016189294494 0.0007016189294494 0.0145156631064481 0.0138059557012856 0.0007097074051625 6.3985697884e-06 0.2693089444092959 0.6327928522265757 0.6385995202578219 0.0058066680312461 1.639558653669791 0.9953487241547702 0.2161176770122165 1.38842674624e-05 8.75795163339e-05 0.0047063925016925 0.0046606419074295 3.0932853631e-06 0.0097607225185536 0.0142572815593219 0.447172477437385 0.1601341163850246 2.011597656e-07 4.41475449e-07 0.0 4.1986131566e-10 276.9696 94.7956 86.3909 1 2 1466783864171.726918082
gtc_bench systemg 2 2 1 particles per cell=100.0 2.4 gtcmpiomp-orig empirical 2.4 1 0.9594317019117566 0.0081738969325521 0.003093896874636 0.172092656510544 0.0317586827217983 0.001075814930048 0.0020266653724438 0.0034191166846476 0.0290931746604158 1.001909661759272 4.03813120912e-05 7.28452250199e-05 1.151208205e-07 0.0180176453526161 0.00091685115073 0.3243875007116832 0.3196676596971881 0.0163036364996182 0.0007844208855432 0.0007844208855432 0.0170758589312829 0.0162905792069887 0.0007852797242941 1.47340625453e-05 0.050623337999049 0.4181025617110353 0.4262444088654418 0.0081418471544065 1.423409079338573 0.9976688921707622 0.3260019195574118 3.06602067944e-05 3.3471062597e-06 0.0121728611396512 0.0031009439678847 1.6938848619e-06 0.0140098093991984 0.0171105949633114 0.2970205277280781 0.0919645475925676 6.169930119e-07 4.198158446e-07 0.0 4.2393676411e-10 249.1305 80.0756 81.062 2 1 1607430323790.419517339
eq3dyna systemg 2 2 1 element size=200.0 2.4 eqdyna3drun-hybrid-original empirical 2.4 1 2.095367322902277 0.0044976691546833 0.0034419863721977 0.093354703165586 0.1651070218353152 0.002465832144292 0.0008683826327266 0.0005275450438747 0.2691719441757655 2.160253871696599 2.54787513352e-05 4.4400812122e-06 6.631320002e-07 0.1449911449780353 0.0032390794688577 0.179829739981252 0.2192892863434058 0.0121867685158139 0.000137695643299 0.000137695643299 0.0120593699770486 0.0119254058524891 0.0001339641245594 6.0356451794e-06 0.3152673903073896 0.7304592884139809 0.734937942969775 0.0044786545557941 1.747849244490768 0.997077324253023 0.1842792090414978 1.03383075381e-05 1.98716756884e-05 0.0038078713804546 0.0034532647610046 1.5811281185e-06 0.0084465346745131 0.0118900191007065 0.5021916923818691 0.2077498072535616 2.191886354e-07 4.379472852e-07 0.0 4.1936072877e-10 256.2958 83.7275 83.2139 2 1 1700502276623.79784642
eq3dyna systemg 2 1 2 element size=200.0 2.4 eqdyna3drun-hybrid-original empirical 2.4 1 1.886980112361907 0.0046001304977346 0.0036380792794776 0.0848124195733539 0.1464283540866536 0.0027146116358886 0.0009391734003512 0.0006961417800059 0.2394638825464668 2.071927999423188 3.60125334836e-05 0.0005882354136654 2.0972670951e-06 0.1354367398344163 0.0028065786518808 0.1652274532183549 0.3040941033605196 0.0107470440671652 0.0006512452277633 0.0006512452277633 0.0114817780642347 0.0108554177206367 0.0006263603435979 6.9995880946e-06 0.2895669716718541 0.6628374002220275 0.6673637884705146 0.0045263882484871 1.676835557238052 0.9956462574044586 0.166861483999661 2.36909950475e-05 7.4448804199e-05 0.0036934405466692 0.0036507653964556 2.1149221022e-06 0.007996426844842 0.0117395927848356 0.4557457549100935 0.1869388285378886 2.228533426e-07 4.190190231e-07 0.0 4.1991376167e-10 272.2012 94.1354 85.6555 1 2 1864352653950.970951516
gtcmpi systemg 2 1 2 Particles in Cell=50.0 2.8 gtcmpi empirical 2.8 1 0.9632658768269218 0.0068158224539472 0.003134689810266 0.169184947411934 0.0331249452162669 0.0 0.0016347858134218 0.0034934922346911 0.0312134401676044 1.006016279294319 0.0002620770825952 4.34308147124e-05 1.53623498212e-05 0.0190153440447463 0.0008371046058129 0.3148789316487293 0.3104502461357771 0.014329860407442 0.0008027427517321 0.0008027427517321 0.0 0.0143551710394377 0.0008072622247342 8.54608621387e-05 0.0524843126790291 0.0 0.4240615084788706 0.0066483328048611 0.0 0.9950397326084668 0.3197118569869259 0.0001698888160781 6.9053069624e-06 0.0123100854342763 0.0 3.2512786014e-06 0.0 0.0153026877239187 0.2960012269367859 0.0915782875910788 2.704642121e-07 3.778418642e-07 0.0 3.6100836656e-10 275.3233 101.2333 84.56 1 2 168051185566.960894426
gtcmpi systemg 2 2 1 Particles in Cell=50.0 2.8 gtcmpi empirical 2.8 1 0.9686621910216606 0.0068313576584515 0.0032581448758546 0.1701196311120753 0.0347890558566989 0.0 0.0016642981437621 0.003433900831078 0.0317117193223796 1.022717805184273 0.0002795615489734 3.59152657447e-05 1.21983388279e-05 0.0187133110890674 0.0009033137248639 0.3211758941299627 0.3086842372200408 0.0138779344249052 0.0007948716929379 0.0007948716929379 0.0 0.0139311787988613 0.0008031871141364 8.94999024029e-05 0.0538880129016419 0.0 0.4240256643289672 0.0065889002075515 0.0 0.9949323697292678 0.3217429259021302 0.000178294394943 9.9043252824e-06 0.0123087296137398 0.0 2.7552356924e-06 0.0 0.0148872237531403 0.2957604082357645 0.0920961754382914 4.160336636e-07 3.774755589e-07 0.0 3.7273432393e-10 255.0885 86.2984 81.1295 2 1 166730732884.34566413
PMLB systemg 2 2 1 Each size of 3D mesh=128.0 2.8 hybrid-orig empirical 2.8 1 0.5964491235939688 0.0222660113561496 0.0147656494829863 0.1208616200163476 0.0169382421688384 0.0040353725886 0.0106599235425121 0.0156574426983998 0.0204948326017163 0.605833288277159 3.22814034829e-05 0.0001315364565356 2.80990226441e-05 0.0091459113675508 0.0003497671964801 0.2404202118432797 0.7038759593758364 0.0305303564385648 0.0041715398378787 0.0041715398378787 0.0344982556684355 0.0303546363239045 0.0041436193445309 2.06296847365e-05 0.0250676300638392 0.2607804498034872 0.2828435694323529 0.0220631196288657 1.277681649584004 0.9953854053711496 0.2399019200023969 3.15643741843e-05 1.34687370333e-05 0.000328774296755 0.0146764136806489 4.2811367493e-06 0.0199624685294315 0.0345989439753714 0.2010102168230527 0.0778422422814242 8.095953655e-07 3.933977944e-07 0.0 3.8227314994e-10 293.6443 98.2186 95.7608 2 1 254919407798.573257023
PMLB systemg 2 1 2 Each size of 3D mesh=128.0 2.8 hybrid-orig empirical 2.8 1 0.4319261743935628 0.0180970406737151 0.0118522451424235 0.1069497389665376 0.0188170535244674 0.0051564589951272 0.0095394285801337 0.0139721704015819 0.0238281561194229 0.5520216777860555 0.000177711125547 0.0003351607183056 9.3682033892e-05 0.0103174505932067 0.0005464296812195 0.2143955696680689 0.7387855511995753 0.0312243609193273 0.0055422357149312 0.0055422357149312 0.0367881475465711 0.0312490330170556 0.0055391145295156 7.7287960081e-06 0.0260149685942453 0.2187968303552949 0.2415358790436628 0.0227390486883679 1.223333784940397 0.997121055277572 0.1644562154042444 1.29858353594e-05 1.07361738695e-05 0.0005447822612714 0.0105241934970909 3.3884855852e-06 0.0202698792809812 0.033853601230747 0.1595567315729293 0.0687860685654409 2.767645412e-07 3.653329304e-07 0.0 3.6790699917e-10 309.7565 104.4763 102.0496 1 2 360393760649.095617476
gtc_bench systemg 2 1 2 particles per cell=100.0 2.8 gtcmpiomp-orig empirical 2.8 1 0.9549375855007444 0.0064302026989335 0.0029614264801754 0.1717915057329125 0.0313000407300707 0.0014031618835291 0.0015392243531012 0.0034052391108254 0.0289941785919457 0.9777897188154924 0.0001421944621442 5.03616200813e-05 1.02716723759e-05 0.0181331068866011 0.0007346419751073 0.3190508777988156 0.3254020528821542 0.0129300817398649 0.000750458244112 0.000750458244112 0.0140502045268251 0.0132865355858868 0.0007636689409383 2.14492353985e-05 0.0500354315243805 0.4183301489649494 0.4247433100739301 0.0064131611089807 1.422028430144703 0.9975229003192988 0.3196436206790549 4.47749302669e-05 3.56870292e-06 0.0121543974752175 0.0029460008984631 3.233918928e-06 0.0109815260165858 0.0139303421759795 0.2958390845421407 0.0907026103717846 9.623892799e-07 3.599170684e-07 0.0 3.6039305205e-10 276.6674 97.5402 85.2729 1 2 810834435730.071394977
eq3dyna systemg 2 2 1 element size=200.0 2.8 eqdyna3drun-hybrid-optimized empirical 2.8 1 1.992245847028833 0.0057330457540581 0.0044448076956292 0.1172965723146741 0.1443219868240403 0.0032868824490039 0.0011315711979838 0.0006861961398679 0.2536598183517914 2.128845640474993 2.35227133115e-05 5.9525221476e-06 3.397390981e-07 0.150197456438265 0.0034447509457091 0.2313157751200586 0.2162014357705521 0.0151919054500599 0.0001712896104789 0.0001712896104789 0.0151660670453989 0.0149981140983551 0.0001679529470438 6.1931877999e-06 0.2967294743949682 0.6832295950247592 0.6889307074826767 0.0057011124579175 1.69098220871322 0.9959684859584884 0.233893483194699 1.07815161419e-05 8.2980668568e-06 0.0049768440328347 0.0044243343129581 1.9373223018e-06 0.0107608014720252 0.0152600887843448 0.4785221017711994 0.1730490219073863 1.723560811e-07 3.752265477e-07 0.0 3.5968419833e-10 267.9439 91.4331 84.7633 2 1 1316841966366.957691866
eq3dyna systemg 2 1 2 element size=200.0 2.8 eqdyna3drun-hybrid-optimized empirical 2.8 1 1.768423769431319 0.0055976387346879 0.0044302474471852 0.1052378779111856 0.128721650660386 0.0032422027738515 0.0011475012908653 0.000705837515842 0.2248018386173062 1.883666712978213 2.33271001589e-05 0.0005609397695526 2.5725768276e-06 0.1318822712709284 0.0030238842362539 0.2057038268672622 0.2970636157976376 0.0133422625019607 0.000671318584033 0.000671318584033 0.0139205372223497 0.0132534974324655 0.0006670397898842 6.1566300578e-06 0.265762360935968 0.6099673519883598 0.6155407729208885 0.0055734209325287 1.609434686788413 0.9955226164430448 0.2066330842279932 1.18284048122e-05 8.57066384819e-05 0.0044616385284397 0.0044483265588493 2.9565720007e-06 0.0094651959694777 0.0138682657803527 0.4256316234140073 0.15345795198999 1.788368043e-07 3.808464199e-07 0.0 3.5993335389e-10 293.6266 106.6667 87.5976 1 2 1495421211129.259038395
gtc_bench systemg 2 2 1 particles per cell=100.0 2.8 gtcmpiomp-orig empirical 2.8 1 0.9509249087974004 0.008101694781645 0.0030606654400906 0.1702015274266734 0.031597382313083 0.001057542155533 0.0019997145480765 0.0033584021175872 0.028715223174588 0.9866763777129468 3.18248510896e-05 7.15717650594e-05 1.875772718e-07 0.0178057484340273 0.0009146090499078 0.3210378606186278 0.3253535587354263 0.0160572389762616 0.0007704830563019 0.0007704830563019 0.0168098597701959 0.0160224535903069 0.0007874061798891 1.48179962731e-05 0.0501309591787227 0.4133642906311953 0.4214162461564139 0.0080519555252186 1.419189837149555 0.9973430869656512 0.3218692663632894 2.99722690707e-05 3.0096640114e-06 0.0120241986645257 0.0030386301364479 1.7122807639e-06 0.0137657732781033 0.0168246659637881 0.2934536231140398 0.0909213672287341 5.314491152e-07 3.776654067e-07 0.0 3.6440204534e-10 256.399 84.8565 81.4305 2 1 1624701210026.419002646
bt-mz.C systemg 2 1 2 Class C=480.0 2.8 bt-mz.C.1 empirical 2.8 1 1.801258944222677 0.0158416571432175 0.0011706873429073 0.3990930743971148 0.0412116224105243 -0.0075187495769862 0.0086867060510331 0.0040005706621337 0.0330834447194596 1.823137621065187 0.0028215904932532 3.61831689071e-05 0.0001710046862348 0.0079260775753785 0.0004695169227427 0.7107949360790267 0.3167847405518073 0.0270064312938097 0.0058563789658553 0.0058563789658553 0.0327896498777302 0.0269445224838724 0.0058451273938578 2.69310275228e-05 0.0495026235320951 0.8635947159816936 0.8793824946843364 0.0157877787026428 1.874348945662207 0.9957704479254732 0.709329113622423 5.54671499506e-05 9.21755328315e-05 2.964483321e-07 0.0011645215676068 5.5667367576e-06 0.0317536438040292 0.0329255378284184 0.0 0.0 6.177632189e-07 3.589530262e-07 0.0 3.5911287363e-10 269.5028 98.9488 76.377 1 2 1685607521894.842408521
eq3dyna systemg 2 2 1 element size=200.0 2.8 eqdyna3drun-hybrid-original empirical 2.8 1 2.081706723182463 0.0044349311707753 0.0034196312067023 0.0858480677667177 0.1589245404216704 0.0025434284307756 0.0008859147071639 0.0005311215360306 0.2628644294140162 2.143336112535076 2.10665467552e-05 4.7067930306e-06 6.403765158e-07 0.1472894642400602 0.0027350284002951 0.1812806125023805 0.2352824454297887 0.0111817019148254 0.0001254064268241 0.0001254064268241 0.0120444232193159 0.0119082784187155 0.0001361448006004 4.9785403665e-06 0.3018597457273887 0.7329196305973913 0.7375088514544289 0.0045892208570376 1.732433800010124 0.9945471812650284 0.1816669835050265 1.08313611392e-05 1.51053659901e-05 0.0037642229737188 0.0035124766624519 1.5884948637e-06 0.0081606247642042 0.0115081217145938 0.4970483246905558 0.2056470930098755 1.997389239e-07 3.758001969e-07 0.0 3.5954713341e-10 265.334 89.6927 84.0358 2 1 1711617884874.739544096
eq3dyna systemg 2 1 2 element size=200.0 2.8 eqdyna3drun-hybrid-original empirical 2.8 1 1.843558682357344 0.0045048909760585 0.0035636375144572 0.0823704482287525 0.1420891003118379 0.002642181141268 0.0009023054924018 0.0006674786470984 0.2298572203846621 1.926111347500017 2.66969109936e-05 0.0006006477841904 1.9881237515e-06 0.127415587181473 0.0027571656676327 0.1617592555092076 0.316601832659089 0.010382593964445 0.0006016515740778 0.0006016515740778 0.0110015026757625 0.0103876361841667 0.0006138664915958 6.4646592944e-06 0.2730643132742194 0.6431646670986036 0.6476717983464719 0.0045071312478683 1.644569384379085 0.996973164197969 0.1684839071964521 1.04024045211e-05 8.89888941295e-05 0.0034657752616738 0.0035607242683044 2.217764947e-06 0.0076590414472165 0.0112202528609042 0.4317943216900739 0.1770273673930321 1.979948227e-07 3.766205015e-07 0.0 3.5978990611e-10 288.7771 105.3908 86.5029 1 2 1908405587093.028077947