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 40 8 5 Class C=480.0 2.4 sp-mz.C.8 empirical 2.4 1 1.285789787747448 0.0229690682018596 0.0032492509012682 0.1647346291572458 0.0499570672951865 0.0 -0.0078489865874238 0.0110896891539224 0.0053411360854422 0.0508449049952109 1.316596230240849 0.0088170303972152 0.0001286165906694 0.0009815224117523 0.0189735957843004 0.0003370994080796 0.326413833837821 0.4935654827982666 0.0495807365678804 0.0041647128293188 0.0 0.0041647128293188 0.0539092192489125 0.0497330785418893 0.0041761407070231 0.0 7.87378023021e-05 0.0706700906384565 0.0 0.6272987994068102 0.6499813135063378 0.0226825140995276 1.638347876024668 0.9873611341101556 0.0 0.3286568600995025 0.0 0.0001751155665901 0.0 0.0 5.2574989929e-06 3.209883202e-07 0.0 0.00231918727889376 1.5e-05 0.050868 0.054157 8 5 18790.656277136435311951
sp-mz SystemG 40 8 5 Class D=1632.0 2.4 sp-mz.D.8 empirical 2.4 1 1.264285453872795 0.0231402117451581 0.0033875595486297 0.1628358923474602 0.0481623897680993 0.0 0.0114694521860064 0.0053291542628433 0.0512410585730499 1.31620663622303 0.0067304746831706 8.83421226123e-05 0.0008479872275549 0.0192016975850083 0.0002580550677365 0.3243345553993788 0.4741897354825291 0.0512597530544872 0.003980975140493 0.003980975140493 0.0 0.0515458592459382 0.0038972363771831 2.35628014843e-05 0.0716546788900052 0.0 0.6586507885663357 0.0231019838204964 0.0 0.9893332221384232 0.3275571867843727 6.22883468313e-05 0.0048078581638363 1.260125711e-07 0.0 1.98664869577e-05 0.0 0.0553445708947805 0.0 0.0 5.659458201e-07 4.542487891e-07 0.0 4.2240486059e-10 302.7406 114.1824 88.6263 8 5 2096735202722.161459965
sp-mz SystemG 40 8 5 Class C=480.0 2.8 sp-mz.C.8 empirical 2.8 1 1.229125728510767 0.0208922025104955 0.0027340211880165 0.1488372797955525 0.0540364888528178 0.0 -0.0080314289500604 0.0102213019484968 0.0048854062941777 0.0496199526814373 1.252622088541352 0.0076651555210952 0.0001178950756666 0.0008503347661921 0.0182827958174206 0.0003141742367237 0.2960019214898844 0.4705594675744907 0.0454250142713153 0.0037484789916645 0.0 0.0037484789916645 0.0493366674606865 0.0455411961761037 0.0037954712845828 0.0 6.73893033077e-05 0.0768464941577996 0.0 0.6003669827717828 0.6212620346222358 0.020895051850453 1.610493162972601 0.9878303745682208 0.0 0.2994546165994287 0.0 0.0001593793918084 0.0 0.0 6.4492045843e-06 2.975252901e-07 0.0 0.002322566650585356 1.0e-05 0.046715 0.049618 8 5 17564.817780242530512487
sp-mz SystemG 40 8 5 Class D=1632.0 2.8 sp-mz.D.8 empirical 2.8 1 1.23277763066046 0.0208510224406107 0.002412564694621 0.1497176371021813 0.0548071275551702 0.0 0.0106717185576299 0.0048031932048308 0.0538910720997001 1.251073741449414 0.0056759121722937 7.66744451826e-05 0.0005065657023097 0.0230183767440423 0.0002330348430752 0.3046623819069482 0.5027288504017741 0.0475030618626655 0.0035366350904909 0.0035366350904909 0.0 0.0475140956388017 0.0037032668851279 2.22011475658e-05 0.0730233739634223 0.0 0.6152232952325378 0.0210583893782981 0.0 0.9897401912752748 0.3029846657457849 4.78648280966e-05 0.0042509391460637 1.135451823e-07 0.0 1.87275657041e-05 0.0 0.051204941636512 0.0 0.0 4.43027365e-07 3.85936737e-07 0.0 3.6021948254e-10 326.2021 131.0173 88.6002 8 5 2292949918132.987166441