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 160 32 5 Class C=480.0 2.4 sp-mz.C.32 empirical 2.4 1 1.302869030128899 0.0219491116329296 0.00313121460311 0.1638215119611482 0.0537077559960249 0.0 -0.0081503911245479 0.0111825328460089 0.0053475766905785 0.0499396450485992 1.334388937345401 0.0092222091900073 0.0001232747425922 0.001031889892655 0.0200862865133393 0.0003692277638576 0.3285185489076427 0.4972202212909983 0.0495703807605931 0.0040748945640895 0.0 0.0040748945640895 0.0535888620720179 0.0495058075872988 0.0040830544847192 0.0 9.45088268403e-05 0.0740454797561214 0.0 0.6445569293035118 0.6669396400798078 0.0223827107762959 1.646979003148118 0.9833901894192788 0.0 0.3279405595877462 0.0 0.0002125714493944 0.0 0.0 2.09647191392e-05 5.247202511e-07 0.0 0.003198136218700084 2.6e-05 0.050478 0.053603 32 5 3489.695321525832671551
sp-mz SystemG 160 32 5 Class D=1632.0 2.4 sp-mz.D.32 empirical 2.4 1 1.305099947035989 0.0221061093383717 0.0024039712248788 0.1654286824342375 0.0493440878245264 0.0 0.0115469775778519 0.0053013293025955 0.0470878881179004 1.285347358574771 0.0149326723744171 8.93583756275e-05 0.0011030748358251 0.0240643417038651 0.0002416101966529 0.3387039990506316 0.4714698607723751 0.0503553626698347 0.0042626629069212 0.0042626629069212 0.0 0.0509742141851483 0.0038477917041296 3.17150005422e-05 0.0638816023158282 0.0 0.6521140511829813 0.0228648030210237 0.0 0.9885459895915572 0.3312815800124934 7.11987892269e-05 0.0007426422355216 1.432677753e-07 0.0 2.27294341613e-05 0.0 0.0550188807206638 0.0 0.0 1.1372286834e-06 4.947039026e-07 0.0 4.1963460451e-10 301.7134 112.9189 87.8986 32 5 520274252060.156915585
sp-mz SystemG 160 32 5 Class C=480.0 2.8 sp-mz.C.32 empirical 2.8 1 1.253680245788238 0.0191057963800339 0.0025441290260895 0.1386208028159887 0.0635562050268958 0.0 -0.0069714134989921 0.0094774650243183 0.0044650265805622 0.0671753538341018 1.279359725621833 0.0076022922371567 0.0001153662271195 0.000789433674716 0.0250143805501969 0.0003245726315094 0.2751820649497185 0.4917958986584182 0.0415447460684498 0.0033848221809839 0.0 0.0033848221809839 0.0447053024114183 0.041336156132642 0.0033691462787763 0.0 7.74771484782e-05 0.0906541427458666 0.0 0.622977010882464 0.6424126950876031 0.0194356842051391 1.627610374405998 0.98536780305622 0.0 0.2844199850151745 0.0 0.000190515805786 0.0 0.0 1.86174784967e-05 4.564368002e-07 0.0 0.002684911531821938 2.6e-05 0.044633 0.047029 32 5 4079.67632086822730106
sp-mz SystemG 160 32 5 Class D=1632.0 2.8 sp-mz.D.32 empirical 2.8 1 1.201841993870132 0.0210009313279125 0.0036393321890197 0.1498742252078067 0.0557767051536383 0.0 0.0106337594195256 0.0048611994662474 0.0517389980600568 1.270452892278503 0.0080998584858537 8.02148184873e-05 0.0009619339259495 0.0231470450513395 0.0002296511796724 0.3026802121267175 0.5282062125000085 0.0459171243183777 0.0038936302451619 0.0038936302451619 0.0 0.0467305172679958 0.0035157972893754 2.68206906207e-05 0.0728679305216239 0.0 0.65002886689681 0.0205603048620585 0.0 0.9882017729390044 0.3036512421378317 4.96104538638e-05 0.0006791756735978 1.301864823e-07 0.0 2.13792176234e-05 0.0 0.0504867246554296 0.0 0.0 1.1665878183e-06 4.230762207e-07 0.0 3.6309400962e-10 325.7911 130.7709 89.2251 32 5 563342552013.100325629