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 16 16 1 = 2.4 sp-mz.C.16 empirical 2.4 1 1.686339920556263 0.0287062415227685 0.0022108252659679 0.2184996653130163 0.0642269547714804 0.0 -0.0127052659686496 0.0149147683213616 0.0072085794908438 0.0596578996751825 1.717134519521231 0.0003182711176648 6.46213683177e-05 1.2176853179e-06 0.0208707100823607 0.0004141655568223 0.435328439814016 0.3896622353376182 0.0681367834947923 0.0041887772863681 0.0 0.0041887772863681 0.0724725148852394 0.068279278852154 0.0041932360330854 0.0 2.55095009283e-05 0.0856963255182985 0.0 0.8321589786189255 0.8607884694856052 0.0286294908666796 1.85008311997509 0.9900714403570902 0.0 0.4352450051090369 0.0 5.7182394024e-05 0.0 0.0 1.12156337312e-05 4.038499476e-07 0.0 0.002195030095058014 1.7e-05 0.070136 0.072343 16 1 32145.185234070845852941
sp-mz SystemG 16 8 2 Class C=480.0 2.4 sp-mz.C.8 empirical 2.4 1 1.540085613544053 0.027285504112815 0.0026358498569256 0.1988462428675809 0.0590417259313098 0.0 -0.0111552536603717 0.0137947454728204 0.0065595134701186 0.0553995461130761 1.572001908512389 0.0042185205179361 6.74724100682e-05 0.0004740963856188 0.0193981242501269 0.0003826606714617 0.3969681004506622 0.4340434867343976 0.0628390866594174 0.0044836601511787 0.0 0.0044836601511787 0.0671209497309812 0.0626335237639015 0.0044874259670797 0.0 4.22207800769e-05 0.0791108133811106 0.0 0.7583095979067064 0.7855030803273505 0.0271934824206442 1.776907134581057 0.9891592359779766 0.0 0.3965615394169669 0.0 9.19232244177e-05 0.0 0.0 5.2326400208e-06 3.669554818e-07 0.0 0.002625523978089303 1.3e-05 0.064838 0.067477 8 2 29536.1732161496683628
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 2 8 Class C=480.0 2.4 sp-mz.C.2 empirical 2.4 1 1.088646075015868 0.018886220943514 0.0024079981453442 0.1348098733952908 0.0461378707777995 0.0 -0.0073692213373354 0.0094529603967724 0.0044824614623684 0.0547092760220392 1.131394569987202 0.0067889856819084 0.0001497954772583 0.0006618648909121 0.0190417177118556 0.0002817244651667 0.2676292223954902 0.5224324429412488 0.0392841222235833 0.003476636037761 0.0 0.003476636037761 0.0430936754180349 0.0395924357479935 0.0035012396700414 0.0 7.83105818337e-05 0.0655791452285443 0.0 0.526714779745507 0.5454855418762965 0.0187707621307896 1.530603835437676 0.985966497312692 0.0 0.2682614401121961 0.0 0.000172571960258 0.0 0.0 3.6536274934e-06 2.333842809e-07 0.0 0.00238468382224563 1.0e-05 0.041378 0.043333 2 8 59756.886707860561773726
sp-mz SystemG 16 16 1 Class D=1632.0 2.4 sp-mz.D.16 empirical 2.4 1 1.5771109570786 0.0272389568417242 0.0057922848183504 0.2062361918803263 0.0589306133897853 0.0 0.0145229563706862 0.0066551231613412 0.0546989111156264 1.605193471271408 3.1975934626e-05 5.40055591118e-05 2.5797073e-07 0.0190234209729271 0.0003085771502342 0.414227461885566 0.4275761819161326 0.0663222638231401 0.0038571547129407 0.0038571547129407 0.0 0.0663125822398787 0.0038561206115977 1.00756135919e-05 0.07843277801938 0.0 0.81812394828824 0.0272441568785399 0.0 0.9924351534103047 0.4139681491954247 2.29229996507e-05 0.0073315454345754 1.555133028e-07 0.0 9.5034655688e-06 0.0 0.0702415921892471 0.0 0.0 2.711266979e-07 4.198596178e-07 0.0 4.1906321163e-10 257.1004 84.7379 82.174 16 1 3777329853992.557203941
sp-mz SystemG 16 8 2 Class D=1632.0 2.4 sp-mz.D.8 empirical 2.4 1 1.515966983915141 0.0272766915169905 0.0027448495509585 0.1975102824188125 0.0568328264499971 0.0 0.013904390948146 0.0063764573004917 0.0534339422113118 1.537532666656772 0.0030645312423368 6.90172397348e-05 0.0003816064742299 0.0188929104717945 0.0002985584286736 0.3963853807614715 0.4451213209304117 0.0638517483377324 0.0042143691916723 0.0042143691916723 0.0 0.0636675161495877 0.0042034323173092 1.15530441918e-05 0.0762782100359029 0.0 0.7818187503746733 0.0272190823419341 0.0 0.9913287625765757 0.3960601938000609 2.8112699643e-05 0.005588859229779 1.486699673e-07 0.0 1.43414606814e-05 0.0 0.0680152215813034 0.0 0.0 2.530553618e-07 4.362018109e-07 0.0 4.1916645565e-10 270.6766 95.8564 81.5936 8 2 3939836489155.856429515
sp-mz SystemG 16 16 1 = 2.8 sp-mz.C.16 empirical 2.8 1 1.655964894079263 0.0279861005571709 0.0021578190842054 0.2121146198706808 0.0638053225185755 0.0 -0.0123322677838158 0.0144798435101505 0.006996439179634 0.059469023724957 1.686647237795702 0.0002042504889314 6.36632590864e-05 3.422879672e-07 0.0211016558028924 0.000409672353128 0.4224999635543789 0.4002099411370608 0.0664477406433467 0.004087710531058 0.0 0.004087710531058 0.0702241991878266 0.0661522986293571 0.0040719005584695 0.0 2.4904250886e-05 0.0851617591573751 0.0 0.8170684658427145 0.8447991825851534 0.0277307167424389 1.831621270952882 0.9890308733362316 0.0 0.422122520409978 0.0 5.55862950759e-05 0.0 0.0 9.9174559588e-06 3.920675232e-07 0.0 0.00212927040664604 1.7e-05 0.068246 0.070395 16 1 29142.900218927157637992
sp-mz SystemG 16 8 2 Class C=480.0 2.8 sp-mz.C.8 empirical 2.8 1 1.486337020648049 0.0260724133916475 0.0025158839836759 0.1887005916919184 0.0583269725938329 0.0 -0.0106958543338532 0.013225819144554 0.0062959917416067 0.0543335723917813 1.517089798496919 0.0040918636047276 6.3562968539e-05 0.0004471965225689 0.0197727406223902 0.0003605397821048 0.3797079705561298 0.4504856793378904 0.0595479871004792 0.0042542889456832 0.0 0.0042542889456832 0.0634823942143871 0.0592453007014475 0.0042370935129396 0.0 3.96523863794e-05 0.0794450926269799 0.0 0.7354782219643018 0.7613354949172042 0.0258572729529025 1.750316487873981 0.989296053275438 0.0 0.3798431175096209 0.0 8.60029733746e-05 0.0 0.0 5.6183721283e-06 3.454050271e-07 0.0 0.002518681056942729 1.2e-05 0.061503 0.064009 8 2 27599.48855309974081757
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 16 2 8 Class C=480.0 2.8 sp-mz.C.2 empirical 2.8 1 1.016139700685242 0.0173667400749135 0.0021995777301279 0.1243334503899965 0.0468934664706698 0.0 -0.0063999378916549 0.0086011997109377 0.0040938326138907 0.0513700444013467 1.088013807693266 0.0063230066378894 0.0001470309514683 0.0005999311992116 0.0221799773691931 0.000257094537477 0.245906916272621 0.5293391244915723 0.0358696014610588 0.0031737338366846 0.0 0.0031737338366846 0.0393478078332162 0.0361703880075027 0.0031774198257136 0.0 7.23551389907e-05 0.0647259146903764 0.0 0.486612311841579 0.5037150833919382 0.0171027715503591 1.490759398141576 0.9867033295342096 0.0 0.2475309552566698 0.0 0.0001567637331074 0.0 0.0 4.084674658e-06 2.163256235e-07 0.0 0.002194610589599156 8.0e-06 0.037122 0.039339 2 8 60090.253197988449264202
sp-mz SystemG 16 16 1 Class D=1632.0 2.8 sp-mz.D.16 empirical 2.8 1 1.540338965113947 0.0263967257945501 0.0056006825602389 0.1995240946579916 0.0581226641262685 0.0 0.0140357679433197 0.0064435555937426 0.0543869168684045 1.565479300495852 4.00191266702e-05 5.20931922777e-05 1.800400278e-07 0.0194514923476912 0.0003009949839491 0.4013346712497253 0.4418185599727501 0.063994635357506 0.0037417495494356 0.0037417495494356 0.0 0.063922560585155 0.00373733182686 9.8788350526e-06 0.0764212641184254 0.0 0.7989531845138349 0.0263973909160475 0.0 0.992514964689934 0.4002985589087875 2.19209969422e-05 0.0071163613941403 1.510008751e-07 0.0 9.3317739367e-06 0.0 0.0676335508685779 0.0 0.0 1.895472665e-07 3.616980679e-07 0.0 3.5929759365e-10 267.1153 91.6309 82.5803 16 1 3901513699993.01969998
sp-mz SystemG 16 8 2 Class D=1632.0 2.8 sp-mz.D.8 empirical 2.8 1 1.475810842404104 0.0263850752893395 0.002648448637426 0.1902085251723977 0.0563596819554213 0.0 0.0135854511791881 0.0061267941482432 0.0532042577035906 1.500126580824367 0.0030135626075787 5.78787242971e-05 0.0003825593112225 0.0187535640652633 0.0002829873340219 0.381840097189513 0.4560083487343027 0.061034568257246 0.0040375112187632 0.0040375112187632 0.0 0.0614044822856277 0.0040603187670172 1.15882044863e-05 0.0757255397976631 0.0 0.7643726569068162 0.0264284290010921 0.0 0.9911107102642508 0.3833500067347738 2.68946928394e-05 0.0054243378610013 1.442400361e-07 0.0 1.3971417556e-05 0.0 0.0659640312219425 0.0 0.0 3.408249305e-07 3.709531853e-07 0.0 3.5931212763e-10 287.4893 108.6478 82.4653 8 2 4072113912911.623589219