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 8 8 1 = 2.4 sp-mz.C.8 empirical 2.4 1 1.663018617209337 0.0289723999860871 0.0022826154470963 0.2154859014734921 0.0634164482932815 0.0 -0.0126749880216963 0.0149622481007741 0.007111238393994 0.0587975907693202 1.694311756357591 0.0002426105229739 9.95903295056e-05 3.200427373e-07 0.0205234030035339 0.0004045430600411 0.4294871451554701 0.3986848424981266 0.0680188802651756 0.0043497820345534 0.0 0.0043497820345534 0.0723343133614188 0.0679891786697215 0.0043451346916973 0.0 2.37204192366e-05 0.0844227252107474 0.0 0.8210906169289219 0.850059098560184 0.0289684816312621 1.841093749350661 0.9902798742160632 0.0 0.4302289372174398 0.0 5.14190478995e-05 0.0 0.0 4.8803029908e-06 3.793255007e-07 0.0 0.002269637185700293 1.6e-05 0.07011 0.072397 8 1 62989.161836405644362499
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 2 4 Class C=480.0 2.4 sp-mz.C.2 empirical 2.4 1 1.378379033991863 0.0245971998080094 0.0028633056230619 0.1788326559452286 0.0535716910877211 0.0 -0.0092432004285917 0.0120576821188675 0.0057005029340595 0.0515044032387593 1.386635461532436 0.0070431794559842 0.0001163277364525 0.0007216654549899 0.0186998169469834 0.0003497809879114 0.3513165177307018 0.4819206145735893 0.0550519198795616 0.0042787780398415 0.0 0.0042787780398415 0.0596152134179143 0.0553162450666823 0.004298968351232 0.0 6.28375071231e-05 0.0714351277198257 0.0 0.6643700513336355 0.6883796713201347 0.0240096199864992 1.677890995524858 0.9890451145535538 0.0 0.3565185670677274 0.0 0.0001345472060106 0.0 0.0 3.6842247896e-06 2.972031376e-07 0.0 0.002859235853335991 6.0e-06 0.057011 0.059873 2 4 65743.048367514617300562
sp-mz SystemG 8 8 1 Class D=1632.0 2.4 sp-mz.D.8 empirical 2.4 1 1.571376775150505 0.0279194218667254 0.0057865512461373 0.2051539144305517 0.0586892030021399 0.0 0.0145612748902666 0.0066180064026052 0.0544057810095697 1.596890634014735 4.67942421217e-05 5.70958873573e-05 1.447592452e-07 0.0189008584598596 0.0003011869284946 0.411439499133124 0.4316158515648429 0.0666777770908764 0.003988118869647 0.003988118869647 0.0 0.0666843003849865 0.003978144476456 1.00072159119e-05 0.0778565891372018 0.0 0.8122789624864346 0.0278786184641929 0.0 0.9919125979170328 0.411364109424874 2.22989400469e-05 0.0057840156590243 1.531467622e-07 0.0 9.6134613495e-06 0.0 0.0707434942018463 0.0 0.0 1.572919471e-07 4.19913936e-07 0.0 4.1916024273e-10 257.357 84.8332 82.1145 8 1 7580900099933.483021151
sp-mz SystemG 8 8 1 = 2.8 sp-mz.C.8 empirical 2.8 1 1.635852235525852 0.0283777435314877 0.0022377489000016 0.2114193654165074 0.0624370213315509 0.0 -0.0124057460557105 0.0146453223874722 0.006967451088275 0.058547070188365 1.6689943323734 0.0002446016629734 9.78537302748e-05 7.150653769e-07 0.020540637621006 0.0004010652459126 0.4211406821722648 0.4075855080145617 0.0662749887789602 0.0042345518012514 0.0 0.0042345518012514 0.0707002162447996 0.0664462167339808 0.0042539995108188 0.0 2.20541858807e-05 0.0848814106487988 0.0 0.8071385847415593 0.8354071554181749 0.0282685706766156 1.827648839618386 0.9899712379662438 0.0 0.421432276611575 0.0 5.14191099531e-05 0.0 0.0 6.0603391767e-06 3.714476049e-07 0.0 0.002217258247726762 1.6e-05 0.068439 0.070674 8 1 56403.94533574047672937
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 8 2 4 Class C=480.0 2.8 sp-mz.C.2 empirical 2.8 1 1.315965379495715 0.0227768175258571 0.0026535868836656 0.1642823351774747 0.0510177525666415 0.0 -0.0087403356361329 0.0113979529902216 0.0054350768403861 0.049354145421469 1.322388989337305 0.0065992119987546 0.0001100690494374 0.0006839008428715 0.0187301148731404 0.0003205950429712 0.3358878713572739 0.4919372735606087 0.0516016529992433 0.0040193010597968 0.0 0.0040193010597968 0.0562610945687631 0.0522006719012331 0.00406042266753 0.0 5.81591336397e-05 0.0709425220491991 0.0 0.6468278145900095 0.6700200124524107 0.0231921978624012 1.66030421752933 0.989029424149762 0.0 0.3310004654631311 0.0 0.0001242894093903 0.0 0.0 3.1794682587e-06 2.803852507e-07 0.0 0.002699285000785427 6.0e-06 0.053913 0.056625 2 4 64366.501851210530932139
sp-mz SystemG 8 8 1 Class D=1632.0 2.8 sp-mz.D.8 empirical 2.8 1 1.533983260918486 0.0271017353344333 0.0056298754245802 0.2001991940274902 0.0574388110553769 0.0 0.0141688497159081 0.0064451192613404 0.0537884126044998 1.558827296969101 3.18188377176e-05 5.71905552708e-05 5.45971595e-08 0.0189044140023852 0.0002944072671668 0.4002992027547144 0.4425060816637261 0.0644132458013279 0.0038668033685754 0.0038668033685754 0.0 0.0647634006127136 0.0038875555555964 9.8449754255e-06 0.0768366094728516 0.0 0.7928057819064442 0.0270949179973065 0.0 0.9925791123186148 0.4009934300934954 2.1854081432e-05 0.0056236599670897 1.489605445e-07 0.0 9.4670443756e-06 0.0 0.0684142744716042 0.0 0.0 1.430782964e-07 3.617373984e-07 0.0 3.5909568811e-10 266.7698 91.1382 82.505 8 1 7797285107311.838949722