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 56 8 7 Class C=480.0 2.4 sp-mz.C.8 empirical 2.4 1 1.111611987047149 0.0197878139039408 0.0027236975183356 0.1376928076386996 0.048048142524078 0.0 -0.0070049196080844 0.0096478472914988 0.0045678774129836 0.0476486187482648 1.14536745390386 0.0086852163619379 0.0001228445589129 0.0007406974302457 0.0194114754771999 0.0002972021852068 0.2730703789294133 0.5048929472099278 0.0413504975448068 0.0036007072578867 0.0 0.0036007072578867 0.0458830548910231 0.0422174299927564 0.0036656248982668 0.0 8.45272707849e-05 0.0745066174103731 0.0 0.539574432378631 0.5591136147885306 0.0195391824098996 1.537140776287261 0.986463780386578 0.0 0.2801927708064585 0.0 0.0001890594172588 0.0 0.0 7.2999510415e-06 2.999351226e-07 0.0 0.002565665086754171 2.0e-05 0.043947 0.046504 8 7 13646.359059394516146595
sp-mz SystemG 56 8 7 Class D=1632.0 2.4 sp-mz.D.8 empirical 2.4 1 1.09989409052195 0.0190552178512916 0.0024147610567274 0.1370252807523693 0.0497219936199672 0.0 0.0098872329075911 0.0044500907585408 0.0562762933526258 1.127738281094123 0.0070420506758883 9.84077604277e-05 0.0007100787781185 0.0218780598110541 0.0002177585630544 0.2825315288325417 0.4976446214719916 0.0417215224801697 0.0033304958736735 0.0033304958736735 0.0 0.0412082929371421 0.0033752562599447 2.58384873243e-05 0.0732452775627104 0.0 0.5502732832234555 0.0193193324355665 0.0 0.9885796225164126 0.2769046427144015 5.79092148881e-05 0.0038397581362103 1.060850195e-07 0.0 2.1913072698e-05 0.0 0.0451116778046871 0.0 0.0 8.697227492e-07 4.480209515e-07 0.0 4.2074548683e-10 311.7394 118.456 90.8509 8 7 1818742032779.51296379
sp-mz SystemG 56 8 7 Class C=480.0 2.8 sp-mz.C.8 empirical 2.8 1 1.047666455332968 0.0176192561280077 0.0023497236560143 0.1237808086997917 0.0493563521585601 0.0 -0.0062975034208977 0.008498204168318 0.0040655681487724 0.0515042948105947 1.060322402695793 0.0072265624668762 0.0001297872685658 0.0006864113158301 0.0240828926911176 0.0002543141409807 0.2474262212135293 0.5583739045374282 0.037186103871919 0.0032025189390305 0.0 0.0032025189390305 0.0403481585961284 0.0371216095708491 0.0032265490252793 0.0 7.9068881998e-05 0.0669898746268714 0.0 0.5037137569572295 0.5213415263975723 0.0176277694403427 1.519596404201263 0.986272769113604 0.0 0.247442559472292 0.0 0.0001753224797272 0.0 0.0 9.5353875095e-06 2.686248269e-07 0.0 0.002268632306529465 1.4e-05 0.038208 0.040482 8 7 14802.728896765729626648
sp-mz SystemG 56 8 7 Class D=1632.0 2.8 sp-mz.D.8 empirical 2.8 1 1.058745529599007 0.0176040950881323 0.0022740132886847 0.1237087358331575 0.0483074448301762 0.0 0.00885482723133 0.0040179279312222 0.0616942546174143 1.073567801247842 0.0072475488157172 8.55955578716e-05 0.0006571595668946 0.0269864472339696 0.0001992040830155 0.2479170268130118 0.5030383537528544 0.0382395182107911 0.0029981488052433 0.0029981488052433 0.0 0.0377166082722569 0.0030504495799001 2.55561133088e-05 0.0710142210788345 0.0 0.5458249796063092 0.0174049043969116 0.0 0.9893602498255056 0.2483697997854761 5.76809323237e-05 0.003462479991159 9.52484623e-08 0.0 1.72774388513e-05 0.0 0.041137043099256 0.0 0.0 5.155573925e-07 3.788619813e-07 0.0 3.6115763934e-10 337.8287 136.4178 91.452 8 7 1972498212420.06349415