MuMMI

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
lulesh-optimized SNL Shepard 1 1 1 number of elements per domain=38.0 2.301 lulesh-v2-ins empirical 2.301 1 1.816840654522273 0.0223796162293895 0.0053914264613948 0.0 0.0014602638195437 0.6707726064792799 0.2439757822623966 0.0 0.0017113826065728 0.0 0.022904051231664 0.0014557319321886 0.0306861641836137 0.0658009705963987 0.0395521983870199 0.0 0.026348963276327 0.0114414625870475 0.4630184967274729 0.0226234513890843 0.0136184520359282 0.0104836739125803 0.0229556909967953 0.0125540575899655 0.0105063339518244 0.0 0.0 8.23855492916e-05 0.0 0.0 0.0 0.0766815811769034 0.0402811545776113 0.0 9.03729569998e-05 7.8128504178e-06 0.0 0.0012095427203986 0.0053645759079088 8.74795645902e-05 7.98881997176e-05 0.0 7.86831458931e-05 4.3806199046e-10 110.199165 74.25784 20.61415 1 1 194838677764.245668127
lulesh-optimized SNL Shepard 2 1 2 number of elements per domain=38.0 2.301 lulesh-v2-ins empirical 2.301 1 1.714899781069767 0.0278942721128382 0.00611076599275 0.0 0.0018325584673585 0.6217319445891029 0.21878476424331 0.0 0.0026099831289634 0.0 0.0239071692732836 0.0018092628892473 0.0331829102058182 0.0792507697701678 0.0469099226371234 0.0 0.0268036242008207 0.0162723023619375 0.4704337833309597 0.0289387047974701 0.0143068160350804 0.0119317141146569 0.0300233476086377 0.0179050108333654 0.0120489559630075 0.0 0.0 0.000142895276455 0.0 0.0 0.0 0.0942315451010826 0.0438831068561287 0.0 0.0001127930796909 9.0371025367e-06 0.0 0.000896674265258 0.0063152437404426 0.0001226021648958 0.0001384849580217 0.0 0.0002906386897804 4.3899796932e-10 114.369693 75.548674 22.692863 1 2 106892266660.565062133
lulesh-optimized SNL Shepard 4 1 4 number of elements per domain=38.0 2.301 lulesh-v2-ins empirical 2.301 1 1.465549529190108 0.0276219273676764 0.0050080444715353 0.0 0.0022830658823573 0.5707137024132886 0.2013120566342234 0.0 0.0021918525047318 0.0 0.0185320107805044 0.0024365325514151 0.0276215698590687 0.0804199719227827 0.047126171522112 0.0 0.0225231913575788 0.0169061158314804 0.4864434121650281 0.0331951599295821 0.0141075219341177 0.0120397398374949 0.0280145313939367 0.0159415197389638 0.0119559743525564 0.0 0.0 0.0001977815029072 0.0 0.0 0.0 0.0887683940999405 0.0415819329159417 0.0 0.000168753927846 1.0563572604e-05 0.0 0.0006979059578498 0.0052041925795642 0.0001937908761763 0.0002037947198184 0.0 0.0005449580743485 4.4005653992e-10 120.524746 81.452763 23.063592 1 4 65119436709.677249512
lulesh-optimized SNL Shepard 8 1 8 number of elements per domain=38.0 2.301 lulesh-v2-ins empirical 2.301 1 1.475494886131429 0.0292805517812875 0.0048183135682641 0.0 0.0032887788724966 0.5232973500877446 0.1840775412898308 0.0 0.00208464868997 0.0 0.0123074555116656 0.0032730986696868 0.0198911596254951 0.0850947151451417 0.0485749982035552 0.0 0.0396597705806054 0.0096719720542801 0.4829690462205729 0.0278366892153742 0.0094261845355201 0.0079104651748389 0.0277776090631745 0.0158527796971636 0.0118008298142449 0.0 0.0 0.000250996385677 0.0 0.0 0.0 0.1004829706527019 0.036193464364284 0.0 0.0002073137802541 1.64517052741e-05 0.0 0.0006895452201767 0.0041404740427813 0.0001970645053606 0.000232585602305 0.0 0.0007410007105536 4.4103275552e-10 139.001984 98.633075 24.983791 1 8 32654322881.346425396
lulesh-optimized SNL Shepard 8 8 1 number of elements per domain=38.0 2.301 lulesh-v2-ins empirical 2.301 1 1.822631396682815 0.0203426158380788 0.0051688998116039 0.0 0.0014999331019852 0.6696229380748189 0.2463978850017522 0.0 0.001612561402894 0.0 0.0163290072763839 0.0011498391101076 0.0224323556826074 0.0750674018286916 0.0490006291874765 0.0 0.0260243957458706 0.0105532260410322 0.4658625897543401 0.0202763198776466 0.0133642139771059 0.0101387201241026 0.0203278594782448 0.0101328348885462 0.0102590178003856 0.0 0.0 0.0001404743250546 0.0 0.0 0.0 0.0885792886152212 0.0379679540897483 0.0 8.2851062891e-05 9.9603377339e-06 0.0 0.0008844309862357 0.0055632493839485 0.0001245491212626 0.000130999192423 0.0 7.67436221318e-05 4.4659291437e-10 104.961496 69.776544 19.80533 8 1 429573340344.262300751
lulesh-optimized SNL Shepard 16 1 16 number of elements per domain=38.0 2.301 lulesh-v2-ins empirical 2.301 1 1.233586203969518 0.0232850193613935 0.0041179963427829 0.0 0.0045526539589236 0.4306301673898534 0.1373208021128939 0.0 0.002081234686834 0.0 0.0079803033935951 0.0042343434948583 0.0144973721544867 0.0806972768370655 0.0443182047985107 0.0 0.0477086797014319 0.01127626894118 0.425278557323451 0.0206954172263631 0.0125592599637088 0.0116254992859943 0.0202711241560478 0.0109395825450129 0.0091939731935919 0.0 0.0 0.0002619106912443 0.0 0.0 0.0 0.1295705841537416 0.0257924038952047 0.0 0.0002055767248121 1.18238051874e-05 0.0 0.0005504781507472 0.0042550135676611 0.0001875323066626 0.0002569134684703 0.0 0.0011160997037897 4.4309807653e-10 159.852185 116.641977 27.715792 1 16 22092508450.185575894
lulesh-optimized SNL Shepard 16 8 2 number of elements per domain=38.0 2.301 lulesh-v2-ins empirical 2.301 1 1.63078203712226 0.0247972436824199 0.0070823646000368 0.0 0.0013432390745589 0.6872507422277315 0.236024441900154 0.0 0.0017565384963525 0.0 0.0145487056371562 0.0020620609391659 0.0312505604993392 0.04506730976133 0.0290768251194952 0.0 0.0551963991199368 0.0100299849765509 0.3634109749010966 0.016757069292025 0.0097611147592238 0.008169165790781 0.0164162187520753 0.0086427980369556 0.0076462795734096 0.0 0.0 0.0001804939349215 0.0 0.0 0.0 0.1994078239086069 0.027174050629198 0.0 0.0001083960477332 1.78696657156e-05 0.0 0.0006778361466469 0.0067861727604416 0.0002417385601675 0.0001806772093004 0.0 0.000266616868319 4.5329934239e-10 106.001097 69.637261 20.980813 8 2 243675098705.452591424
lulesh-optimized SNL Shepard 27 27 1 number of elements per domain=38.0 2.301 lulesh-v2-ins empirical 2.301 1 1.80927956100268 0.0195902576109707 0.005457708520143 0.0 0.0011756425522242 0.6750827354835924 0.2497124718817653 0.0 0.0012215262637121 0.0 0.0161792282638816 0.0015060220509427 0.0285649082704957 0.074809163578869 0.0504156356071961 0.0 0.0249537288492432 0.0079422375924455 0.4009169489635795 0.013896290174047 0.0106909307787785 0.0079771638745055 0.0157225505614607 0.0077796638863438 0.0079807174566183 0.0 0.0 0.0001209733853799 0.0 0.0 0.0 0.0908839106878315 0.0364416402812885 0.0 7.56045325782e-05 7.7332455316e-06 0.0 0.0004733887798735 0.0053704036570446 0.0001156255125182 0.000119958182364 0.0 7.44517676328e-05 4.472111635e-10 100.02719 65.622297 19.027842 27 1 666930108957.353878757
lulesh-optimized SNL Shepard 32 1 32 number of elements per domain=38.0 2.301 lulesh-v2-ins empirical 2.301 1 0.9263235304811688 0.014152883597404 0.0031359220288079 0.0 0.0046632006893097 0.3383475840919061 0.0919317319460363 0.0 0.0012736415535894 0.0 0.0052736668592863 0.0044394928788708 0.0094001653565731 0.0563635939655968 0.0299282144714536 0.0 0.0466317882538915 0.0061875536714136 0.4662473173300402 0.0147666172937646 0.0086068725348736 0.0085504151630031 0.0162740483523367 0.0077180368101299 0.0083222215736496 0.0 0.0 0.0003032146298569 0.0 0.0 0.0 0.1202845847122661 0.0180248525760425 0.0 0.0003210921956863 1.4309769401e-05 0.0 0.000396301784533 0.0029970141733692 0.0001750698870392 0.0002870423523568 0.0 0.0010063451077401 4.4773750135e-10 218.1989 173.198583 29.631246 1 32 22046361920.181828432
lulesh-optimized SNL Shepard 32 8 4 number of elements per domain=38.0 2.301 lulesh-v2-ins empirical 2.301 1 1.605151338036021 0.0253053939727394 0.006277074755286 0.0 0.0023525876159485 0.3486215363629483 0.1276989042606742 0.0 0.0020595189104256 0.0 0.0115840181420292 0.0023605591075901 0.0202923369080769 0.1755893095758807 0.1030354923298995 0.0 0.053902719810969 0.0108088083796222 0.3572464716195169 0.0171637364159618 0.0109866296971713 0.0092589127876456 0.0168605980785175 0.0090278129684807 0.0075972307042988 0.0 0.0 0.0003092888472408 0.0 0.0 0.0 0.2117095517670173 0.027400857367294 0.0 0.0001213363632046 2.01177909579e-05 0.0 0.0005912829298116 0.0060122798060542 0.0002201385237133 0.0002630996132573 0.0 0.0002545453555991 4.6202515122e-10 116.073924 77.560352 22.455642 8 4 134771792911.226613201
lulesh-optimized SNL Shepard 54 27 2 number of elements per domain=38.0 2.301 lulesh-v2-ins empirical 2.301 1 1.856565323185711 0.0191693626501124 0.0052507618454363 0.0 0.0014586423773177 0.7020859531811784 0.2416220102465645 0.0 0.0018145576983359 0.0 0.0152064789879917 0.0015574918940087 0.0220453704898219 0.1720332133434702 0.1030494704643826 0.0 0.0655281409593506 0.009529250694025 0.3753635970071045 0.0177883802873004 0.0101429556755802 0.0081873218915319 0.0175985260563385 0.0093610402507388 0.0081117650223285 0.0 0.0 0.0001891482553165 0.0 0.0 0.0 0.2231729991441131 0.0286615828788901 0.0 6.91267244201e-05 1.06439605896e-05 0.0 0.000348983746771 0.0046552783669612 0.0001591714413386 0.0001847471664947 0.0 0.0002110573425645 4.4963801875e-10 104.576374 68.674717 20.609215 27 2 477048296752.819903755
lulesh-optimized SNL Shepard 64 1 64 number of elements per domain=38.0 2.301 lulesh-v2-ins empirical 2.301 1 0.70616772322748 0.0074864908697383 0.0017225226493163 0.0 0.002223870098152 0.2786614904132005 0.0325260404904171 0.0 0.0004629556451596 0.0 0.0015182997011449 0.0021289209568362 0.0029575261907717 0.1322172511126698 0.0665730965441668 0.0 0.0721022746528387 0.0023206925264901 0.1603341431052341 0.0055782892204771 0.0033014952494886 0.0034123731378498 0.0052788526044847 0.0019509435962703 0.0030095690845399 0.0 0.0 0.0004030509669856 0.0 0.0 0.0 0.186294842528983 0.0057814572651524 0.0 5.71119802608e-05 7.6170610611e-06 0.0 0.0001878828649393 0.0012353967502482 9.41636860296e-05 0.0003170191043071 0.0 0.0004249545142179 5.2035165992e-10 232.293971 189.755903 25.953809 1 64 42187646722.170563918
lulesh-optimized SNL Shepard 64 8 8 number of elements per domain=38.0 2.301 lulesh-v2-ins empirical 2.301 1 1.435363962513619 0.0246162451306809 0.0062644207346791 0.0 0.0026684056807624 0.3329757966688197 0.122115629675261 0.0 0.0018186253074733 0.0 0.0114671518136042 0.0029233466381563 0.0176193686395714 0.1771022163081171 0.1030744161165456 0.0 0.0620024700221763 0.0088277368110525 0.4026780997955087 0.0189807622318723 0.0092421782129256 0.0078346727721929 0.0187948679750932 0.0102789331782052 0.0081188238278912 0.0 0.0 0.0004382358975666 0.0 0.0 0.0 0.2610146391504375 0.0267550406845051 0.0 5.47835891301e-05 1.03535097466e-05 0.0 0.0004677722586726 0.0052305631268337 0.0003204934911264 0.0003752326308332 0.0 0.0003744641812558 4.885477497e-10 129.040511 90.600555 22.994654 8 8 77285491588.459157731
lulesh-optimized SNL Shepard 108 27 4 number of elements per domain=38.0 2.301 lulesh-v2-ins empirical 2.301 1 1.77512357045143 0.0189529487078537 0.0049486053608684 0.0 0.0014278943022819 0.8582874966331141 0.2770381605029 0.0 0.0013939831600241 0.0 0.0073105818536072 0.0010447552245505 0.0100905777060419 0.2678162458062545 0.1553520218595054 0.0 0.1297131420487988 0.0020553135586663 0.2233426101821798 0.0037261235947254 0.0022460456707056 0.0018436519684675 0.0035926037525709 0.0018420013542923 0.0016923704479017 0.0 0.0 7.07664921317e-05 0.0 0.0 0.0 0.4576805238080212 0.0058686443109644 0.0 2.22160573019e-05 3.7568121594e-06 0.0 9.63826460978e-05 0.0010593181122842 6.18359521972e-05 6.94322320895e-05 0.0 0.0001686750478234 4.5719307975e-10 118.379727 81.540645 21.563875 27 4 264384951027.903217076
lulesh-optimized SNL Shepard 128 8 16 number of elements per domain=38.0 2.301 lulesh-v2-ins empirical 2.301 1 1.369943942138633 0.0198559336634571 0.005691687056683 0.0 0.0013486449321731 0.5628370028949152 0.1151667554577738 0.0 0.0006655368298652 0.0 0.0014465352991134 0.0019973575645484 0.0072043088912454 0.320418006316773 0.1810847079747077 0.0 0.1410108516415357 0.0011745319103058 0.2758103576242876 0.0080041490041526 0.001479667224511 0.0012844323689688 0.0017179999000587 0.0007664983341634 0.0008932310133705 0.0 0.0 0.0002055961255339 0.0 0.0 0.0 0.4182282767606945 0.0036143634302323 0.0 7.64098978724e-05 1.09835191936e-05 0.0 8.46398182327e-05 0.0006674405566035 7.24748412639e-05 0.0001131514982758 0.0 8.01504831289e-05 5.1685203558e-10 148.773428 110.737022 22.681877 8 16 59278992614.623611347
lulesh-optimized SNL Shepard 216 27 8 number of elements per domain=38.0 2.301 lulesh-v2-ins empirical 2.301 1 1.684748648098927 0.0182891745976613 0.0047416998537644 0.0 0.0028759976970283 0.6307766699051819 0.2172592723591766 0.0 0.0020010229400741 0.0 0.009662211663493 0.0029139088593863 0.0162805955376537 0.1630741667792644 0.0958921582160089 0.0 0.0631637367289094 0.0092890499116166 0.4249661693923915 0.0189818017768262 0.010895548639196 0.0090967908541404 0.0180643735960223 0.0087786627230669 0.008893018280528 0.0 0.0 0.0004903690747986 0.0 0.0 0.0 0.2141153268008028 0.0270195177261976 0.0 0.0002841565547262 2.63240074994e-05 0.0 0.0003580551114869 0.0045262567375492 0.0003706296290599 0.0004654773308468 0.0 0.0003600902153179 4.6604132674e-10 131.536828 93.652554 22.602501 27 8 157431767936.177599253
lulesh-optimized SNL Shepard 256 8 32 number of elements per domain=38.0 2.301 lulesh-v2-ins empirical 2.301 1 1.009847397518661 0.0094695603894461 0.0031171488966779 0.0 0.0014382917081545 0.4369916802594971 0.1400796295905254 0.0 0.0004768854017848 0.0 0.0023373383793693 0.001756964736146 0.0045277990419311 0.1850901397113526 0.1053731729829722 0.0 0.0901983401971841 0.002670506465825 0.1295977856698738 0.0038409308336194 0.0034187222338132 0.0033216865207972 0.0057712636151668 0.0024700108023204 0.0030361940454771 0.0 0.0 0.0001920782128056 0.0 0.0 0.0 0.2725762745013732 0.0069062528023236 0.0 6.81075403963e-05 1.87257258546e-05 0.0 0.000166320355854 0.0018114809772409 0.0001919702890246 0.0003609251188817 0.0 0.000161983533807 5.175211788e-10 156.701612 120.179053 21.08027 8 32 94381685235.100952355
lulesh-optimized SNL Shepard 432 27 16 number of elements per domain=38.0 2.301 lulesh-v2-ins empirical 2.301 1 1.497835588317052 0.0175859816778159 0.0050333739997799 0.0 0.0040335568373346 0.5477798444574968 0.1855013687024545 0.0 0.001958983836979 0.0 0.0072807643042798 0.0039525371841894 0.0139348765098225 0.1470535616712716 0.0844651907681754 0.0 0.0678515777264514 0.0074623754165153 0.4313457781155771 0.0182528143645488 0.0094205910247258 0.0085368908732555 0.0163644243931032 0.0072514450726875 0.0086328051420176 0.0 0.0 0.0006545510697205 0.0 0.0 0.0 0.2175332468052018 0.0235515240811689 0.0 0.0002841907646316 3.42245380476e-05 0.0 0.0003623618568847 0.0046293311162696 0.0004214704157015 0.0007269019742605 0.0 0.0003990924995407 5.0684360667e-10 156.145587 117.777695 23.07245 27 16 103866808828.617713853
lulesh-optimized SNL Shepard 512 8 64 number of elements per domain=38.0 2.301 lulesh-v2-ins empirical 2.301 1 0.8856151958404246 0.0362484448605396 0.0115959938530958 0.0 0.0005469662124736 0.276623289841851 0.1071264162150465 0.0 0.0002841516977562 0.0 0.0077048544853006 0.0003895673211226 0.001006643838748 0.103654072649902 0.0551812042026745 0.0 0.1444172034044114 0.0099424627694916 0.2161425783389274 0.002549551134692 0.0099097502514519 0.0087294655012131 0.001568390917906 0.0005238320379656 0.0004784263831198 0.0 0.0 0.0098117227060311 0.0 0.0 0.0 0.155023389193671 0.0012209655959947 0.0 4.30570121284e-05 1.64185644262e-05 0.0 0.0001204822962872 0.0004585147007504 0.0001912849551466 0.0005574204283873 0.0 0.0005439546707948 2.13760635281e-09 141.463115 104.693415 20.612305 8 64 48311417985.937829694187939964
lulesh-optimized SNL Shepard 864 27 32 number of elements per domain=38.0 2.301 lulesh-v2-ins empirical 2.301 1 1.220253871124835 0.005606253206093 0.001817620903217 0.0 0.001172816526599 0.4470857777808986 0.1429552515132647 0.0 0.0003736426652201 0.0 0.0020719404676543 0.0011829292735891 0.002988866424953 0.1747586279734444 0.0992927661076178 0.0 0.0762357817377832 0.002053586329647 0.1854626810567629 0.005673697621127 0.002658244527225 0.0026486841528492 0.0050615174062978 0.0021008547225012 0.0027163178104778 0.0 0.0 0.000271193621048 0.0 0.0 0.0 0.2426821151656169 0.0067401656611562 0.0 7.06732949322e-05 1.67080231066e-05 0.0 0.0001189143445705 0.0016711106514251 0.0001748614231334 0.0003509307927126 0.0 0.0001398394161338 4.8048494964e-10 165.006144 129.431375 20.270466 27 32 243813605582.803161701
lulesh-optimized SNL Shepard 1728 27 64 number of elements per domain=38.0 2.301 lulesh-v2-ins empirical 2.301 1 1.7448605469827 0.0179076171633728 0.005224354043668 0.0 0.0011324336371608 0.8286520717107086 0.2682274513459983 0.0 0.0005728072504794 0.0 0.0021988392526612 0.0015999838634332 0.0039683861513996 0.3270892498490494 0.1866147784168654 0.0 0.0964190286321716 0.0015047912562652 0.2051290733383236 0.0063255666148722 0.0016398540952316 0.0014224395947767 0.0047937743384107 0.0015780100943233 0.0015001766604957 0.0 0.0 0.00190903666703 0.0 0.0 0.0 0.4276959696342893 0.0041520918688274 0.0 7.36681957548e-05 2.53814740471e-05 0.0 0.0002449434173215 0.0013753316170233 0.0005268741369425 0.0018435926143501 0.0 0.0001567074569623 1.46407172551e-09 137.821032 102.070419 20.418376 27 64 152021795873.743060029651921176