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 112 16 7 Class C=480.0 2.4 sp-mz.C.16 empirical 2.4 1 1.144164230964812 0.0194839003988462 0.0025494477224096 0.1389997781039745 0.0488931267762853 0.0 -0.0072883614386705 0.0095862232335576 0.0045334931629952 0.0541685098960126 1.166816418007972 0.0082812688844836 0.000126995220683 0.0007732812609634 0.0213004547330293 0.0002985245127306 0.2764624729066447 0.5307779908181874 0.0410971143517692 0.003466511316889 0.0 0.003466511316889 0.0445481474989716 0.0411419161283519 0.0034062313706197 0.0 8.92308434511e-05 0.069212579441561 0.0 0.5411730268918863 0.5601928038345064 0.0190197769426201 1.544716421089054 0.9857530232331528 0.0 0.2765032138446427 0.0 0.0001971784442245 0.0 0.0 1.19761125249e-05 3.806034871e-07 0.0 0.002449046059997158 1.9e-05 0.042392 0.044896 16 7 7094.80980525950693634
sp-mz SystemG 112 16 7 Class D=1632.0 2.4 sp-mz.D.16 empirical 2.4 1 1.111715877102283 0.0190568919637794 0.0025577416830572 0.1328393692758152 0.0522283778181486 0.0 0.0095228254820522 0.0044729332573766 0.0509299283209764 1.168369200459037 0.0056775539286456 9.733262327e-05 0.0007737215549808 0.0214317574361352 0.0002133857185381 0.2723435340169746 0.5151902909760089 0.0410879379128454 0.0033280887566454 0.0033280887566454 0.0 0.0420290992799829 0.0033484096204566 2.76178834062e-05 0.0691918421012262 0.0 0.5514894378050155 0.0184588427714279 0.0 0.9884382195076112 0.2742414587087351 6.07397238252e-05 0.0050795708987384 1.145509705e-07 0.0 1.94093710382e-05 0.0 0.0446658047375076 0.0 0.0 7.139005678e-07 4.490225068e-07 0.0 4.2128751192e-10 311.9396 117.3121 90.7329 16 7 883864222091.418503208
sp-mz SystemG 112 16 7 Class C=480.0 2.8 sp-mz.C.16 empirical 2.8 1 1.067514530247231 0.0171303926146162 0.0022641292760349 0.1231080830079503 0.0539498932275654 0.0 -0.006113291244246 0.0084264798181658 0.0039959669441629 0.0536160062346628 1.097197640094863 0.0069532102204113 0.0001114383759777 0.0006804564478055 0.0246802978842748 0.0002676567484073 0.2421046062499236 0.4897792947729256 0.0374639870574341 0.0030981629100511 0.0 0.0030981629100511 0.0400247977750925 0.0369237024059733 0.0031010953691192 0.0 8.00010126245e-05 0.0816591733900686 0.0 0.5168483724476024 0.5337960837774207 0.0169477113298183 1.520816890656437 0.9864929372309024 0.0 0.2423084421694045 0.0 0.0001808152668954 0.0 0.0 1.26885146898e-05 3.340731061e-07 0.0 0.002199219834289136 2.0e-05 0.038004 0.040294 16 7 7723.034202940437836373
sp-mz SystemG 112 16 7 Class D=1632.0 2.8 sp-mz.D.16 empirical 2.8 1 1.065892300570072 0.016685687912464 0.0020472369878066 0.1206458485484561 0.0514142319566706 0.0 0.0085852898964501 0.0038960495844591 0.0598164064990654 1.114507236368788 0.0070230891048605 7.9792995498e-05 0.000544701616157 0.0285081572719049 0.0001889041491573 0.2415365192142202 0.5034052797856694 0.037323858611205 0.002838094590201 0.002838094590201 0.0 0.0364828103559478 0.0028495797577796 2.32290020881e-05 0.0793470716017068 0.0 0.5386071235811946 0.0165325097628319 0.0 0.9887602465761034 0.2420562868695925 5.57671502885e-05 0.0044590863887492 9.99301132e-08 0.0 1.60442732665e-05 0.0 0.0388683061879684 0.0 0.0 6.730314281e-07 3.859292661e-07 0.0 3.6018077986e-10 335.8925 136.9268 91.3633 16 7 1007634749808.329208941