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 128 32 4 Class C=480.0 2.4 sp-mz.C.32 empirical 2.4 1 1.428206193682391 0.0243106907446701 0.0025929634190036 0.1782611155839029 0.0568858730678265 0.0 -0.0095219849230719 0.0120810879222649 0.0057838589127812 0.0557420718630293 1.450065439152574 0.0073660336472119 8.25345734701e-05 0.0007826171366835 0.0205579420556153 0.0003711283093288 0.3585992063761028 0.4547703868775958 0.0564523319966724 0.0042081609963226 0.0 0.0042081609963226 0.0605301498265504 0.056323014467595 0.0042071353589554 0.0 7.81753714099e-05 0.0780204981947143 0.0 0.7044499905049095 0.728851189850316 0.0244011993454065 1.716626436362525 0.986761482106753 0.0 0.3551009824488034 0.0 0.0001690225927389 0.0 0.0 1.61209081066e-05 5.235192451e-07 0.0 0.002568952644906325 1.7e-05 0.057709 0.0603 32 4 4552.254796594910202255
sp-mz SystemG 128 16 8 Class C=480.0 2.4 sp-mz.C.16 empirical 2.4 1 1.137681742635541 0.0191466521626882 0.0023875723938683 0.13739652219211 0.0477719712292125 0.0 -0.0070704384307761 0.0094132477531697 0.0045650049702578 0.0549446287436436 1.139378875383626 0.0068174999358377 0.0001394961867993 0.0006565256409234 0.0202745176700674 0.0002847811293826 0.2724265411863001 0.5122304511506274 0.0404731711899354 0.0034309860340641 0.0 0.0034309860340641 0.0432567408225109 0.0398319538761478 0.0034247869463631 0.0 8.72942444086e-05 0.0682989581521011 0.0 0.5379386802628416 0.5567492814335405 0.0188106011706989 1.542708948212832 0.9858579416600084 0.0 0.2758689268346938 0.0 0.0002002704609871 0.0 0.0 1.00410155704e-05 3.817877562e-07 0.0 0.002314051757551772 2.1e-05 0.041419 0.043796 16 8 7498.91740466473416726
sp-mz SystemG 128 64 2 Class D=1632.0 2.4 sp-mz.D.64 empirical 2.4 1 1.464903402584592 0.0253931712367191 0.0026298683926341 0.193224454122585 0.0558556612670154 0.0 0.013557052619325 0.0062286959783109 0.0521180830504903 1.508108876555146 0.0029847167239012 4.90330003815e-05 0.0003860043266573 0.0179961825458055 0.0002845032217409 0.3838248548327658 0.4589247192819554 0.0616367307813338 0.0039655063335048 0.0039655063335048 0.0 0.0615511225780562 0.0039577113526049 1.26928041399e-05 0.0745978835674561 0.0 0.7644899858803567 0.0256524226794328 0.0 0.9909007019976322 0.3868219432966721 2.98837558648e-05 6.088888483e-06 1.679917333e-07 0.0 1.47135592181e-05 0.0 0.0648572210540656 0.0 0.0 3.384099702e-07 4.258603235e-07 0.0 4.1929608942e-10 264.6108 93.7566 81.5175 64 2 509482946276.699381672
sp-mz SystemG 128 32 4 Class D=1632.0 2.4 sp-mz.D.32 empirical 2.4 1 1.414425360838915 0.0246113084183421 0.0025903396753765 0.1816166805412041 0.0545434586580895 0.0 0.0129409050700957 0.0059937300944532 0.0519612335558654 1.447613657935698 0.005382368874798 6.2393335448e-05 0.0006400558668777 0.0190532290396984 0.000278067300952 0.3690172171659853 0.4630395472605239 0.0580197509148622 0.0040921859647118 0.0040921859647118 0.0 0.0579069260153514 0.0040853156087086 2.11296789174e-05 0.0750396532610876 0.0 0.7229534598797066 0.0246066454702703 0.0 0.9887019248073788 0.368723966440706 4.90589459724e-05 0.0008194345938847 1.609706611e-07 0.0 2.20786037583e-05 0.0 0.0616765034895213 0.0 0.0 5.263440291e-07 4.442331716e-07 0.0 4.1985011982e-10 296.4973 112.0518 84.8504 32 4 535928049982.377161157
sp-mz SystemG 128 16 8 Class D=1632.0 2.4 sp-mz.D.16 empirical 2.4 1 1.067602334259125 0.0184228050585941 0.0024168666546315 0.1293784313668213 0.047940416720065 0.0 0.0092459943236602 0.0043044685100701 0.0510512718285804 1.083564986380159 0.0050597213406648 0.0001006050199653 0.0005926265591198 0.0201089095595507 0.0002179853686635 0.2585648559806384 0.5037782981084599 0.0391561993090081 0.0030992893341438 0.0030992893341438 0.0 0.0392702596584891 0.0031494840562772 2.81581204911e-05 0.0707347889052237 0.0 0.5191754274258885 0.0176167314321532 0.0 0.9876347228544592 0.2598301134443254 6.65202318958e-05 0.0049160227127388 1.179733851e-07 0.0 2.54811321745e-05 0.0 0.0419977864191387 0.0 0.0 5.915255071e-07 4.405816441e-07 0.0 4.207000097e-10 317.8849 121.5016 92.0628 16 8 755831803347.828636858
sp-mz SystemG 128 32 4 Class C=480.0 2.8 sp-mz.C.32 empirical 2.8 1 1.367028936799077 0.0211244736648332 0.0022580310632491 0.1546735421234848 0.0668899177636119 0.0 -0.0083918180731038 0.0106508033318235 0.0051102751000303 0.0618993219591779 1.393971900162093 0.0063784776642896 7.2416034187e-05 0.0006883558653921 0.0268158173567976 0.0003298959225682 0.3066902590182004 0.4688107841160022 0.0488666763225914 0.00365436962115 0.0 0.00365436962115 0.0523247985351993 0.048691931837935 0.0036328666972643 0.0 7.09649096137e-05 0.0885097559527915 0.0 0.687420374716907 0.7085774630044592 0.0211570882875522 1.692528564907342 0.9878310682433274 0.0 0.3114064863448409 0.0 0.0001509656036616 0.0 0.0 1.53526335359e-05 4.598723079e-07 0.0 0.002252997104069508 1.5e-05 0.050287 0.052548 32 4 5118.416698881042859936
sp-mz SystemG 128 16 8 Class C=480.0 2.8 sp-mz.C.16 empirical 2.8 1 1.057835406431032 0.0166521872695918 0.0020737891152105 0.1216326238853412 0.0475681341439681 0.0 -0.0063185324820756 0.0084208316570614 0.0040293478473801 0.0540237769102545 1.075980001104482 0.005977392318405 0.0001120746560334 0.0005979282726055 0.0234968743181735 0.0002597589491865 0.2419904978585203 0.5014482567121064 0.0352744385754606 0.0030416522689667 0.0 0.0030416522689667 0.0383104530301177 0.0352687933786148 0.0030416596515029 0.0 7.84067846673e-05 0.0736083828586406 0.0 0.5133197555948477 0.5298476636111027 0.016527908016255 1.52531570189134 0.9859140105852172 0.0 0.2429340362565886 0.0 0.0001786301704571 0.0 0.0 1.57336374717e-05 3.38611195e-07 0.0 0.002074527105870368 1.6e-05 0.036364 0.038427 16 8 8217.107384021425865474
sp-mz SystemG 128 64 2 Class D=1632.0 2.8 sp-mz.D.64 empirical 2.8 1 1.433824195439177 0.0227372145478931 0.0023558726046364 0.1734895811172499 0.0616952842107791 0.0 0.0121049698365685 0.0055740060531446 0.0599150243542403 1.457880763489686 0.0026962809436097 4.42098982273e-05 0.0003457128154806 0.0231703271573525 0.0007220519824837 0.3441681105173833 0.461386488588343 0.0545711579405215 0.0035145373780454 0.0035145373780454 0.0 0.0549972042579093 0.0035406679121449 1.15568834549e-05 0.0900654176571827 0.0 0.748787991506541 0.0225338122304702 0.0 0.9911608498541996 0.3415293560826343 2.60455556642e-05 6.1878869834e-06 1.473700202e-07 0.0 1.3032953136e-05 0.0 0.0575912623435357 0.0 0.0 3.303646587e-07 3.776208067e-07 0.0 3.5922377684e-10 280.8373 106.0093 80.8701 64 2 569156974514.705121878
sp-mz SystemG 128 32 4 Class D=1632.0 2.8 sp-mz.D.32 empirical 2.8 1 1.362436072622464 0.0213486696301815 0.0022472519877239 0.158683358104307 0.0623675187402673 0.0 0.0111324930654436 0.0051468269328741 0.0622953445349636 1.3819782750838 0.0045950651905067 5.56330043455e-05 0.0005571721181136 0.0260851149262572 0.0002420738371081 0.3185031420556176 0.4740933605603289 0.0506427903212639 0.0035744280583376 0.0035744280583376 0.0 0.0506670973166067 0.0035763078900948 1.86404831465e-05 0.0879968482320832 0.0 0.7017643236757596 0.0213761894771014 0.0 0.9892443248975388 0.3173876994131787 4.32183855832e-05 0.000720819589217 1.409419843e-07 0.0 1.89758328092e-05 0.0 0.0538370150716793 0.0 0.0 4.343356885e-07 3.638931849e-07 0.0 3.5967433129e-10 317.1326 127.1312 84.8199 32 4 617893090126.609574102
sp-mz SystemG 128 16 8 Class D=1632.0 2.8 sp-mz.D.16 empirical 2.8 1 1.009758226833644 0.0165009769437571 0.0021654154363608 0.1184572555471765 0.048834459877976 0.0 0.0084384568855544 0.0039480110558986 0.0560641586011263 1.024757413638916 0.0053016972708079 9.32237072055e-05 0.0005227985930548 0.0207835832222367 0.0001963616059969 0.2375801596513337 0.5309088430733018 0.0358484336616888 0.0029002779100344 0.0029002779100344 0.0 0.0357661311395814 0.002894523571887 2.59772284172e-05 0.0741133729801126 0.0 0.4949427405055483 0.0164409341612011 0.0 0.9863649181295472 0.2378734371074175 5.98762085694e-05 0.0045664586213225 1.086168347e-07 0.0 2.31869423552e-05 0.0 0.0389443047493204 0.0 0.0 5.731246002e-07 3.815503085e-07 0.0 3.6081733185e-10 347.8171 141.3171 95.5931 16 8 844031658453.16086082