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 24 8 3 Class C=480.0 2.4 sp-mz.C.8 empirical 2.4 1 1.462439888076812 0.0258853246959983 0.0027334873438998 0.1851879985433307 0.0566662544884569 0.0 -0.0101061489713125 0.0128185708151543 0.006027858964306 0.0563202672287596 1.490592028171569 0.0054607747402247 6.13840274062e-05 0.0006130162589917 0.0196377521011698 0.0003678804227849 0.3688447186639077 0.4531658911428004 0.0583637187997753 0.0043712199081515 0.0 0.0043712199081515 0.0627184696381 0.0583588290759432 0.0043596405621568 0.0 5.43665156732e-05 0.0769160772066205 0.0 0.7048101564171637 0.7302394691605303 0.0254293127433666 1.723110524604132 0.9887553794081084 0.0 0.3698451104522478 0.0 0.0001163634727348 0.0 0.0 6.387117528e-06 3.597885823e-07 0.0 0.002717164192119539 1.0e-05 0.060034 0.062744 8 3 21013.56486501499710339
BT-MZ SystemG 24 8 3 Class C=480.0 2.4 bt-mz.C.8 empirical 2.4 1 1.629944779920928 0.0156402524327667 0.0012055034112561 0.3759139722814333 0.0113467006988372 0.0 0.0087720235330325 0.0037807958984588 0.0110671390388596 1.630176530520399 0.0034425449123909 3.12918871808e-05 0.0002239606631403 0.0027907845976988 1.3397616284e-05 0.6700398427798017 0.3441250918542966 0.0267837035025287 0.0059681242839022 0.0059681242839022 0.0 0.0267356414211135 0.0059490184998998 6.58474134196e-05 0.0139038557812169 0.0 0.9716727895918462 0.0156043765823671 0.0 0.996019624994778 0.6729686043791575 0.0001396336336853 4.3996022015e-06 0.0005805867630986 0.0 8.269237196e-06 0.0 0.0326777239299058 0.0 0.0 1.1866136363e-06 4.410901839e-07 0.0 4.1945374151e-10 268.5206 98.8413 78.3984 8 3 152912284842.429703662
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
BT-MZ SystemG 24 4 6 Class C=480.0 2.4 bt-mz.C.4 empirical 2.4 1 1.474846653447366 0.0142369123364708 0.0013418792250738 0.3360554402898753 0.0115486309970523 0.0 0.0079978107005955 0.0033709912636264 0.0111477244710199 1.486084194773027 0.0049058811367684 7.02626636344e-05 0.0003945972772293 0.004240737855176 2.01202865e-05 0.6027210327207946 0.3768250020579919 0.0235799093821394 0.0057269369500219 0.0057269369500219 0.0 0.0234196723411726 0.0057652598417087 9.56228133548e-05 0.0175194373523568 0.0 0.873930934626674 0.01411471353476 0.0 0.9945323415286476 0.602821119780624 0.0002130150711665 4.1031033241e-06 0.0004897458798865 0.0 1.1526918396e-05 0.0 0.0295528168691722 0.0 0.0 1.9696714325e-06 4.528783834e-07 0.0 4.2041929609e-10 293.5506 113.6351 81.8935 4 6 185338988302.096131793
SP--MZ SystemG 24 8 3 Class D=1632.0 2.4 sp-mz.D.8 empirical 2.4 1 1.451529106602227 0.0260556504493815 0.0025732185365934 0.1875653505163324 0.0558978615187678 0.0 0.0131918501941144 0.0060327164787681 0.0528239252464708 1.464854477526564 0.0042270594996277 5.77449661438e-05 0.000544743978461 0.018863733580183 0.0002872723866968 0.3769864074835822 0.4401705284789277 0.0605379221876466 0.0041799326601835 0.0041799326601835 0.0 0.0610345757264861 0.0042039723340642 1.5417167979e-05 0.0763652705072164 0.0 0.7409112698482985 0.0259288042373955 0.0 0.9902796879685866 0.3747913357612054 3.53757310888e-05 0.0054036302174909 1.439875962e-07 0.0 1.83407716169e-05 0.0 0.0647547304981478 0.0 0.0 3.4056349e-07 4.211315608e-07 0.0 4.1924998236e-10 283.122 103.9951 83.4552 8 3 2856777603800.970616694
sp-mz SystemG 24 8 3 Class D=1632.0 2.4 sp-mz.D.8 empirical 2.4 1 1.451529106602227 0.0260556504493815 0.0025732185365934 0.1875653505163324 0.0558978615187678 0.0 0.0131918501941144 0.0060327164787681 0.0528239252464708 1.464854477526564 0.0042270594996277 5.77449661438e-05 0.000544743978461 0.018863733580183 0.0002872723866968 0.3769864074835822 0.4401705284789277 0.0605379221876466 0.0041799326601835 0.0041799326601835 0.0 0.0610345757264861 0.0042039723340642 1.5417167979e-05 0.0763652705072164 0.0 0.7409112698482985 0.0259288042373955 0.0 0.9902796879685866 0.3747913357612054 3.53757310888e-05 0.0054036302174909 1.439875962e-07 0.0 1.83407716169e-05 0.0 0.0647547304981478 0.0 0.0 3.4056349e-07 4.211315608e-07 0.0 4.1924998236e-10 283.122 103.9951 83.4552 8 3 2856777603800.970616694
sp-mz SystemG 24 8 3 Class C=480.0 2.8 sp-mz.C.8 empirical 2.8 1 1.386061014721563 0.0240783786889292 0.0025441369070142 0.1730995680697766 0.0577186119895546 0.0 -0.0095553345485353 0.0121221694380978 0.0057293622263799 0.0554537845100397 1.415817917780281 0.005030618686858 7.43098542213e-05 0.0005672111625802 0.0202329021515785 0.0003520833069032 0.3499751903605214 0.4553065328820591 0.0553373938398774 0.0041331856300528 0.0 0.0041331856300528 0.0587628580733042 0.0546679219197791 0.0040949361535251 0.0 5.19329854358e-05 0.0757843807595216 0.0 0.6872431028432343 0.7111600963261413 0.023916993482907 1.701458690502284 0.9895472543406902 0.0 0.3480342615457343 0.0 0.0001095124947142 0.0 0.0 7.4639726895e-06 3.393121517e-07 0.0 0.00253070984395222 1.1e-05 0.056303 0.05884 8 3 20773.3415688221222183
BT-MZ SystemG 24 8 3 Class C=480.0 2.8 bt-mz.C.8 empirical 2.8 1 1.604559862297961 0.0152118876558388 0.0011819147463288 0.3658547150934498 0.0120612629906985 0.0 0.0084535033824386 0.0036882231913023 0.0099296114068016 1.60911468161899 0.003307815416988 3.09771054432e-05 0.000218939735436 0.0047029049834382 1.40859241113e-05 0.6531091797226273 0.3524650994024628 0.0256965300393827 0.0057114631905274 0.0057114631905274 0.0 0.0263881470803017 0.0059011164481726 6.16980894119e-05 0.0157759665839448 0.0 0.9561456088049732 0.0147906409676413 0.0 0.99575321474152 0.652426705527817 0.0001309503901423 6.6072176839e-06 0.0005653666732811 0.0 7.4002281322e-06 0.0 0.0318350546376936 0.0 0.0 8.566967172e-07 3.667815081e-07 0.0 3.5946827343e-10 284.4291 110.6909 78.0327 8 3 155963090887.1222438
BT-MZ SystemG 24 4 6 Class C=480.0 2.8 bt-mz.C.4 empirical 2.8 1 1.428022086661072 0.0135786463916602 0.0012639443720236 0.326491551665134 0.0118008461314957 0.0 0.0077321681291909 0.0032498015653858 0.0116352543461805 1.433904269536782 0.0050584472171089 6.66939282469e-05 0.0003306538545122 0.0052202783695628 2.07372071464e-05 0.5796592540047723 0.388523792008605 0.0226663265583627 0.0055530385630729 0.0055530385630729 0.0 0.0224149106903073 0.0055614487331137 9.23690994396e-05 0.0186848088991753 0.0 0.845308063720157 0.013651069054447 0.0 0.9929835825839126 0.5796593035490499 0.0001849286450202 4.8132704152e-06 0.0004663072046363 0.0 9.2511697228e-06 0.0 0.0285654512261354 0.0 0.0 1.6624390322e-06 3.885567148e-07 0.0 3.6041869864e-10 314.5246 131.0623 82.9609 4 6 194439789790.147165268
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 24 8 3 Class D=1632.0 2.8 sp-mz.D.8 empirical 2.8 1 1.405436449601574 0.0247776818546907 0.0024507829527066 0.1783546480662203 0.0559683731855245 0.0 0.0124882074095317 0.0057488192540631 0.0527938863442435 1.424982492112407 0.003989436610455 6.87821340912e-05 0.0005021780007352 0.0195480189537059 0.0002670226442957 0.3574322290334131 0.4537497745948946 0.057554458735231 0.0039754674181228 0.0039754674181228 0.0 0.0576988269124381 0.0039836502930919 1.46744841998e-05 0.0739337389257074 0.0 0.719171625024554 0.0247799663104186 0.0 0.9901837536871204 0.3577398617289713 3.3479080469e-05 0.0051577897452295 1.373932417e-07 0.0 1.75599985509e-05 0.0 0.0615685128580369 0.0 0.0 3.019454674e-07 3.600724389e-07 0.0 3.5942971197e-10 303.698 118.3047 83.8976 8 3 2999218150585.103950776
sp-mz SystemG 24 8 3 Class D=1632.0 2.8 sp-mz.D.8 empirical 2.8 1 1.405436449601574 0.0247776818546907 0.0024507829527066 0.1783546480662203 0.0559683731855245 0.0 0.0124882074095317 0.0057488192540631 0.0527938863442435 1.424982492112407 0.003989436610455 6.87821340912e-05 0.0005021780007352 0.0195480189537059 0.0002670226442957 0.3574322290334131 0.4537497745948946 0.057554458735231 0.0039754674181228 0.0039754674181228 0.0 0.0576988269124381 0.0039836502930919 1.46744841998e-05 0.0739337389257074 0.0 0.719171625024554 0.0247799663104186 0.0 0.9901837536871204 0.3577398617289713 3.3479080469e-05 0.0051577897452295 1.373932417e-07 0.0 1.75599985509e-05 0.0 0.0615685128580369 0.0 0.0 3.019454674e-07 3.600724389e-07 0.0 3.5942971197e-10 303.698 118.3047 83.8976 8 3 2999218150585.103950776