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
sp-mz SystemG 4 4 1 = 2.4 sp-mz.C.4 empirical 2.4 1 1.662651196118627 0.0290264375741723 0.0022762439443099 0.2159387276029331 0.0632803471397938 0.0 -0.0127078035765495 0.0149886965513025 0.0071207917146873 0.0587157524449255 1.693371646616661 0.0002254044976509 9.91368697841e-05 3.471095343e-07 0.0204646467926828 0.000399857297766 0.4307711441816638 0.3987990249877056 0.0680773990003032 0.0043584506678641 0.0 0.0043584506678641 0.072317866149078 0.0679626941256524 0.0043551720234257 0.0 2.3320103827e-05 0.0843676594980374 0.0 0.8170048128322559 0.8458202110889516 0.0288153982566957 1.840496876650349 0.99017628323648 0.0 0.4298717463031815 0.0 5.08133314522e-05 0.0 0.0 4.0979049841e-06 3.693512564e-07 0.0 0.002263316385686705 1.5e-05 0.070312 0.072589 4 1 126362.611435442857091651
sp-mz SystemG 4 4 1 = 2.8 sp-mz.C.4 empirical 2.8 1 1.634061829867055 0.0285361029547326 0.0022369313101704 0.2119702600455286 0.0622688386573481 0.0 -0.0124360135000702 0.0146683382885396 0.0069609865675506 0.0578103870081733 1.665199060207393 0.0002016988421146 0.0001000668511192 3.457730827e-07 0.0202071191930126 0.0004045766183117 0.422396377289429 0.4082404664323024 0.0666465412593993 0.004275801521659 0.0 0.004275801521659 0.0708959039073759 0.066620533792982 0.0042753701143939 0.0 2.25026539824e-05 0.0831203617918352 0.0 0.8070020063761902 0.8354511571691424 0.0284491507929521 1.826188781218077 0.9901806861303944 0.0 0.4222328116448304 0.0 4.99997104481e-05 0.0 0.0 3.3847560644e-06 3.620164908e-07 0.0 0.002222377675797955 1.5e-05 0.068811 0.071047 4 1 112248.109633494697723956
sp-mz SystemG 8 4 2 Class C=480.0 2.4 sp-mz.C.4 empirical 2.4 1 1.537106664077715 0.0272693793729921 0.002709648445017 0.1985066340199401 0.0588773274782598 0.0 -0.0110298317574241 0.0137345216384406 0.0065596274120565 0.0551093110662721 1.567103376491891 0.004233311885126 9.68700301864e-05 0.0004667594682524 0.0192967353884928 0.0003761992828172 0.3959593926798379 0.4375591946217148 0.0626480047333101 0.0044879433041298 0.0 0.0044879433041298 0.0671037822328857 0.0626289299455016 0.004474852287384 0.0 4.13690481512e-05 0.0786733228361038 0.0 0.7521349355236432 0.7791923758329453 0.0270574403093022 1.77025752558139 0.9894964514471573 0.0 0.3959160944596499 0.0 8.78568442918e-05 0.0 0.0 3.6139804055e-06 3.483236491e-07 0.0 0.002694862690223085 1.1e-05 0.064583 0.067293 4 2 57608.417884604141406631
sp-mz SystemG 8 4 2 Class C=480.0 2.8 sp-mz.C.4 empirical 2.8 1 1.48461528290282 0.0262812930975659 0.0026118780816672 0.1909940343816463 0.0570210759481183 0.0 -0.0106212772362739 0.0132273213756597 0.006316567453302 0.0534454067008294 1.51078732705708 0.0040791035592996 8.92574274874e-05 0.0004476518821743 0.0190235609772969 0.0003598140313508 0.3812401318118581 0.4526157144438234 0.0600947940503189 0.0042906894424275 0.0 0.0042906894424275 0.0645967909758797 0.0602822951429001 0.0043144958329796 0.0 3.84828296845e-05 0.0773298836469584 0.0 0.7316808485952733 0.7578721562512085 0.0261913076559352 1.745016553685706 0.9881996464429884 0.0 0.3803116309818552 0.0 8.59021530182e-05 0.0 0.0 4.5912599958e-06 3.340076485e-07 0.0 0.002592498456449758 1.1e-05 0.061843 0.064444 4 2 53235.949150380786440256
sp-mz SystemG 12 4 3 Class C=480.0 2.4 sp-mz.C.4 empirical 2.4 1 1.453071305377952 0.0257183446059433 0.0028138582245656 0.1843473301037199 0.0562488281421773 0.0 -0.0100182333885014 0.0128337910381875 0.0061284258314043 0.0566079703342933 1.46391118975897 0.0053252236283159 0.0001037489248098 0.0005923037393881 0.0194601112934946 0.000371819961281 0.3677659930646741 0.4552862398020909 0.0580851340459795 0.0043366851625051 0.0 0.0043366851625051 0.0623373521074163 0.0580050965340237 0.0043322555733925 0.0 5.30694315708e-05 0.0786012966628847 0.0 0.7032481463771069 0.7286559946148204 0.0254078482377135 1.717560560040869 0.9893162377045086 0.0 0.3704232941827325 0.0 0.0001132469979057 0.0 0.0 5.0573350859e-06 3.332531651e-07 0.0 0.002797768097113928 8.0e-06 0.059768 0.062564 4 3 41051.402050969593233995
sp-mz SystemG 12 4 3 Class C=480.0 2.8 sp-mz.C.4 empirical 2.8 1 1.389227912185938 0.0244080918132959 0.0026655442241439 0.1749572040928482 0.054921849559125 0.0 -0.009456762006918 0.0121121525416795 0.0057648188057239 0.0562476798764084 1.416163125052415 0.0050052726610353 0.0001004904860895 0.0005642650287406 0.0195626189168569 0.0003480388122335 0.3501709805719289 0.4663024005721118 0.0550153375978778 0.0041084349951408 0.0 0.0041084349951408 0.0588659513568181 0.0547764966257675 0.0040894547310506 0.0 4.92895847938e-05 0.0761190919973597 0.0 0.6748209092028276 0.6988025825017942 0.0239816732989666 1.686852357608503 0.9890926022244524 0.0 0.3470859738454319 0.0 0.0001051946633256 0.0 0.0 5.6108729139e-06 3.15560202e-07 0.0 0.002636579845695672 8.0e-06 0.056851 0.059506 4 3 39401.674168752269464399
sp-mz SystemG 16 4 4 Class C=480.0 2.4 sp-mz.C.4 empirical 2.4 1 1.37621322536523 0.0246374581193748 0.0027946552918033 0.1766695900826171 0.05341678395763 0.0 -0.0095462632632177 0.0123660700849016 0.0057731777927573 0.0510744550856808 1.421262271250363 0.0073163574316149 9.72982964533e-05 0.0007305730955766 0.0183285531486368 0.0003489646602699 0.3548517530717794 0.4762356700869709 0.0563617297914478 0.0043393042733456 0.0 0.0043393042733456 0.0609097891868988 0.0565634985097792 0.0043462906771197 0.0 6.3870997853e-05 0.0730252757382125 0.0 0.6849290555969819 0.7097397864291078 0.0248107308321259 1.688426325224168 0.98835991334245 0.0 0.3522456021938969 0.0 0.0001352671424912 0.0 0.0 4.8480971516e-06 3.14981931e-07 0.0 0.002821633822901469 7.0e-06 0.058172 0.061001 4 4 33396.185654984107499483
sp-mz SystemG 16 4 4 Class C=480.0 2.8 sp-mz.C.4 empirical 2.8 1 1.313194328015885 0.0234733658364873 0.0026600456103876 0.1695891581625287 0.0533375754220537 0.0 -0.009030240938603 0.011696576230861 0.0055090368884667 0.0494673906054655 1.328866341764872 0.006817633178935 9.46855326103e-05 0.000694016464417 0.0179758530085304 0.0003340520820074 0.335605358338186 0.4995892774391475 0.0532310718345985 0.0040924323775607 0.0 0.0040924323775607 0.0564134631832394 0.0523850455719836 0.0040284176112557 0.0 5.99032735473e-05 0.0728930054535278 0.0 0.6453016461215431 0.6686001805159171 0.023298534394374 1.655284865308748 0.9874819139102464 0.0 0.3355271783051209 0.0 0.0001284597916505 0.0 0.0 5.9641029035e-06 2.930366925e-07 0.0 0.002647181117078619 7.0e-06 0.054498 0.057153 4 4 32094.779405861384938405
sp-mz SystemG 20 4 5 Class C=480.0 2.4 sp-mz.C.4 empirical 2.4 1 1.276524294204823 0.0230419099147282 0.0033034249491491 0.1634603372014547 0.0510774100413626 0.0 -0.0086204285663301 0.0112019870225398 0.0053267594617697 0.0505940093669185 1.306233640099353 0.0100751939669959 0.0001195686804699 0.0006617773254553 0.0186011892057232 0.0003430268572265 0.3226109043043102 0.4786189935794485 0.0495087973138144 0.0041002097037279 0.0 0.0041002097037279 0.0536037474667992 0.0494862281610414 0.0041175193057577 0.0 7.62221048039e-05 0.0670810780488199 0.0 0.6260468258690047 0.6487959993300698 0.0227491734610651 1.636085053024497 0.9876212353322288 0.0 0.3262997498724666 0.0 0.0001705822195445 0.0 0.0 5.4910882224e-06 2.915602269e-07 0.0 0.003073207931844233 1.3e-05 0.050665 0.053764 4 5 28255.22578548428390394
sp-mz SystemG 20 4 5 Class C=480.0 2.8 sp-mz.C.4 empirical 2.8 1 1.220993590119983 0.0208834571215634 0.0028395875008989 0.1529744002314019 0.0487534384153622 0.0 -0.0073502293796852 0.0104697345360731 0.0049612266043654 0.0476182112551112 1.229448499233229 0.0098793883455447 0.0001226723942347 0.0008343246591079 0.0194388409686677 0.0003195919166174 0.303654952630392 0.5087176814521542 0.045721156846187 0.0036349219378594 0.0 0.0036349219378594 0.0493417027765424 0.0455821287898241 0.0037595739867183 0.0 7.07764587521e-05 0.0695562279740698 0.0 0.5952335815632968 0.6164292409065278 0.0211956593432312 1.604235557792193 0.9871759066491804 0.0 0.3047012656377844 0.0 0.0001573874657822 0.0 0.0 6.0966715424e-06 2.714154986e-07 0.0 0.002965277519901474 1.4e-05 0.047265 0.050065 4 5 27636.456098963347441964
sp-mz SystemG 24 4 6 Class C=480.0 2.4 sp-mz.C.4 empirical 2.4 1 1.187328706117492 0.0209581659139022 0.0026655593429174 0.151680618196283 0.0490848976285595 0.0 -0.0074099616413271 0.0100267232205294 0.0049060109835086 0.0479574043503653 1.225595896764799 0.0072748128505891 0.0001506649046186 0.0007935239191775 0.0189328848124761 0.0003129517158769 0.3028266822937672 0.5117550041553072 0.0447623920263826 0.0036872024851651 0.0 0.0036872024851651 0.0488532087147052 0.0450253268776614 0.0038278818370438 0.0 8.0533996589e-05 0.0681647065049134 0.0 0.581854005891911 0.6027432689359868 0.0208892630440758 1.584675344496905 0.9865354965489304 0.0 0.298081043542305 0.0 0.0001612751127813 0.0 0.0 5.5186339266e-06 2.795163179e-07 0.0 0.002914800269397019 1.3e-05 0.045287 0.047952 4 6 26626.484776624253715022
sp-mz SystemG 24 4 6 Class C=480.0 2.8 sp-mz.C.4 empirical 2.8 1 1.148410843253606 0.0188745909668607 0.0023040500863782 0.1365121221349271 0.0502441549666187 0.0 -0.0069326907079149 0.0094037267150955 0.0044574452332692 0.0506843732784047 1.13732719015787 0.0070024992931083 0.0001272836204819 0.0006517546075428 0.0214753331872991 0.0002749590202787 0.2749293815660029 0.5292704518502119 0.0403652411071276 0.0034004608907983 0.0 0.0034004608907983 0.0439715155457507 0.040565677051331 0.0034058384944196 0.0 6.71227028711e-05 0.07407018784157 0.0 0.5618590343480181 0.5809126425916114 0.0190536082435933 1.565786436566272 0.9871214517972008 0.0 0.2748286979747788 0.0 0.0001622234373474 0.0 0.0 5.8783775382e-06 2.523227355e-07 0.0 0.002388222845918215 1.3e-05 0.041945 0.044439 4 6 30843.988502119276518991
sp-mz SystemG 28 4 7 Class C=480.0 2.4 sp-mz.C.4 empirical 2.4 1 1.119060167447962 0.0197333255147774 0.0026639345576573 0.1388726812441403 0.0501376908013562 0.0 -0.0069346156607215 0.009510762998419 0.0045344470655439 0.0478320356999484 1.15336093193888 0.0073806802455686 0.0001475454925159 0.0008176236378281 0.0190826706388555 0.0002975343757961 0.2788874993109495 0.5235711192076493 0.0409169394435183 0.0035358200972048 0.0 0.0035358200972048 0.0448396155687111 0.0412713970915061 0.003568218477205 0.0 8.1457872217e-05 0.0687474866060496 0.0 0.5290573528366791 0.5482558024908424 0.0191984496541633 1.543795156423093 0.9864754534827758 0.0 0.2746045121871958 0.0 0.0001766486400091 0.0 0.0 4.4178707611e-06 2.578506604e-07 0.0 0.002627295445594272 2.0e-05 0.041942 0.044444 4 7 26627.712584557042836479
sp-mz SystemG 28 4 7 Class C=480.0 2.8 sp-mz.C.4 empirical 2.8 1 1.042554724406522 0.0180120718735668 0.0024996552236395 0.1259713828513855 0.0468014414354946 0.0 -0.0063599137183567 0.0086699428626308 0.0041097504642282 0.0470640602397103 1.073110293509341 0.0075393549652607 0.0001247768434282 0.0006947846426864 0.0225267680248464 0.0002538698840199 0.2538849450052011 0.5426978632254873 0.0372786075374183 0.0032411418423887 0.0 0.0032411418423887 0.0411772284100837 0.0379188988194112 0.0032583295906725 0.0 7.24796107295e-05 0.0703043463463308 0.0 0.5219980268385352 0.5395672405909255 0.0175692137523904 1.51000945115519 0.986953021014515 0.0 0.2508596569251125 0.0 0.0001680244302801 0.0 0.0 4.5405347801e-06 2.319784987e-07 0.0 0.002367014834423925 1.8e-05 0.038546 0.040902 4 7 27833.716562251417188616
sp-mz SystemG 32 4 8 Class C=480.0 2.4 sp-mz.C.4 empirical 2.4 1 1.096049299509869 0.0190196327422482 0.0023765884416331 0.1376552396712493 0.0484758194884436 0.0 -0.0070533828179146 0.0094352528833777 0.0044776435279973 0.0500173713300529 1.142725860821788 0.0069983159372325 0.0001517088467777 0.0006501827535064 0.021359417319809 0.0002838878956965 0.2712868209002278 0.5251181154827431 0.0392084016714163 0.0034373720037372 0.0 0.0034373720037372 0.0432341060505237 0.0397446115953184 0.0034894944552053 0.0 7.845143508e-05 0.066744096842074 0.0 0.5193553059342144 0.5380976201377462 0.0187423142035318 1.533438062382144 0.9869731715582656 0.0 0.2728207921436634 0.0 0.0001761614119832 0.0 0.0 5.0539182502e-06 2.541666976e-07 0.0 0.002406165244482668 1.0e-05 0.040925 0.043313 4 8 29440.240300383183138801
sp-mz SystemG 32 4 8 Class C=480.0 2.8 sp-mz.C.4 empirical 2.8 1 1.029880753070749 0.0174659874086393 0.0021741454359618 0.1236652732555611 0.0495165021484135 0.0 -0.0064623866977196 0.0086578129741219 0.0040978070079026 0.0496529182976754 1.047829161106954 0.006166634872047 0.0001393912670987 0.0005954981221028 0.0197496408392954 0.0002608659066174 0.2459898388805871 0.5406575556049872 0.0363295112508582 0.003198500615789 0.0 0.003198500615789 0.0396527873634556 0.0364430665633375 0.0032097208001181 0.0 7.12068537233e-05 0.0725500017534273 0.0 0.5036406746322273 0.5209126654044165 0.0172719907721892 1.499274921785689 0.9863234123715884 0.0 0.2487091146234357 0.0 0.0001626288201082 0.0 0.0 4.7809275567e-06 2.322134765e-07 0.0 0.002183024001850386 1.0e-05 0.037589 0.039782 4 8 30340.379191368753179775