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
nekbone ANL BGQ Mira 8192 128 64 number of elements per node=512.0 1.6 nekbone-inst empirical 1.6 1 0.3123274312804484 0.0 0.0 0.0121709197162055 0.0202016397988248 0.0 0.0 0.0001156957502072 0.0285127365137733 0.3560843853035683 0.0 0.0 0.0 -0.0015881214228177 0.0048285055511448 0.0608313503536068 0.5313436824149561 0.0049635199723413 0.0106423263862681 0.0 0.0 0.0 0.0 8.94379971948e-05 0.0334553962169896 0.0 0.0 0.0156044410381582 0.0 0.0 0.0896126900739989 0.0 0.0 8.20513557768e-05 0.0 0.0 0.0 0.0 0.082545589469269 0.0330614812865192 0.0 2.4622125e-09 0.0 7.1055933347e-10 53.447448 31.07427 9.366602 128 64 10951292360.06093328
nekbone ANL BGQ Mira 8192 256 32 number of elements per node=512.0 1.6 nekbone-inst empirical 1.6 1 0.357098847930754 0.0 0.0 0.0149013805647383 0.0209436972372931 0.0 0.0 0.0001042092409104 0.029006397593387 0.3665350406896662 0.0 0.0 0.0 -0.0010028348269909 0.004442751443695 0.0827531288966467 0.4902466907791261 0.0063653956781266 0.0115584662032116 0.0 0.0 0.0 0.0 9.03369141759e-05 0.0335155233249282 0.0 0.0 0.0183283910422136 0.0 0.0 0.131730014066459 0.0 0.0 0.0001213080385687 0.0 0.0 0.0 0.0 0.1079452313337917 0.0352065918612631 0.0 7.388834e-10 0.0 6.9291390384e-10 51.775331 30.61132 8.161917 256 32 12192521975.934839253
nekbone ANL BGQ Mira 8192 512 16 number of elements per node=512.0 1.6 nekbone-inst empirical 1.6 1 0.4265809023381112 0.0 0.0 0.0190725365261058 0.0216747701988224 0.0 0.0 8.7377375699e-05 0.0304537390489203 0.4542489908575227 0.0 0.0 0.0 0.0010244827374307 0.0040063453334064 0.1162440302600726 0.3893650767344343 0.0068627897551376 0.0138858067551174 0.0 0.0 0.0 0.0 8.83753370099e-05 0.0342051598666162 0.0 0.0 0.0207984976119261 0.0 0.0 0.1972057872119005 0.0 0.0 7.71723297866e-05 0.0 0.0 0.0 0.0 0.1470485840137555 0.0390657489753289 0.0 0.0 0.0 6.6033817285e-10 52.77082 30.075127 9.661592 512 16 14618394630.038689577
PMLB ANL BGQ Mira 8192 1024 8 Each size of 3D mesh=512.0 1.6 hybrid-p empirical 1.6 1 0.2054811517355423 0.0 0.0 0.0096641566932206 0.0118240025273116 0.0 0.0 1.237773729e-07 0.0184963249853317 0.2222337094635834 0.0 0.0 0.0 0.0028095731635431 0.0016494550850559 0.0373248380726502 0.6795635818029256 0.0056370528297752 0.0089074275222115 0.0 0.0 0.0 0.0 0.0002510711128372 0.0202731649807317 0.0 0.0 0.013683819122284 0.0 0.0 0.0565861163584753 0.0 0.0 3.2985074372e-06 0.0 0.0 0.0 0.0 0.0423548963986931 0.0216178507875637 0.0 0.0 0.0 6.5415544557e-10 48.245193 27.969862 7.234701 1024 8 19558910785.878149882
nekbone ANL BGQ Mira 8192 1024 8 number of elements per node=512.0 1.6 nekbone-inst empirical 1.6 1 0.454500065766099 0.0 0.0 0.0210211745479944 0.0212723702320248 0.0 0.0 5.75367051681e-05 0.0285613454644954 0.4865694892244879 0.0 0.0 0.0 0.0018364015501954 0.003066656266907 0.1396448403958718 0.3587346562124407 0.0080348844951383 0.0145565788644153 0.0 0.0 0.0 0.0 7.65505567952e-05 0.0312505264462269 0.0 0.0 0.0223483780407056 0.0 0.0 0.2470568577535811 0.0 0.0 6.46060652255e-05 0.0 0.0 0.0 0.0 0.1740177160977258 0.0387230185945728 0.0 0.0 0.0 6.5512622922e-10 48.806338 28.965218 7.074859 1024 8 21994979528.076725049
PMLB ANL BGQ Mira 8192 512 16 Each size of 3D mesh=512.0 1.6 hybrid-p empirical 1.6 1 0.1784619768444792 0.0 0.0 0.0071472329908451 0.0113873015475242 0.0 0.0 8.96899428e-08 0.0183076811602558 0.2027864660815047 0.0 0.0 0.0 0.0032754023965318 0.0017820659027921 0.0357608271299731 0.6777398890639841 0.0044646820538542 0.0081615908442095 0.0 0.0 0.0 0.0 0.0002720151099421 0.020719577647009 0.0 0.0 0.0123280507368224 0.0 0.0 0.0416036533438153 0.0 0.0 4.9264626988e-06 0.0 0.0 0.0 0.0 0.0388075771777378 0.0218138125299155 0.0 0.0 0.0 6.6523600995e-10 55.419082 31.948009 10.167713 512 16 26888763885.984521785
PMLB ANL BGQ Mira 8192 256 32 Each size of 3D mesh=512.0 1.6 hybrid-p empirical 1.6 1 0.157582376152768 0.0 0.0 0.0047091031243689 0.0108282111693301 0.0 0.0 6.11479202e-08 0.0182352395430383 0.1744389743701098 0.0 0.0 0.0 0.0036303685761905 0.0020249855631265 0.0191039077755233 0.7473823992138464 0.0035609092819087 0.0079082062502388 0.0 0.0 0.0 0.0 0.0002882238755994 0.0201854218010842 0.0 0.0 0.0110746647472753 0.0 0.0 0.0273940929098906 0.0 0.0 7.5032496048e-06 0.0 0.0 0.0 0.0 0.0330124356145399 0.0206367947070605 0.0 9.871132e-09 0.0 8.3324195892e-10 58.151962 31.97624 13.368399 256 32 39950387331.845864217
PMLB ANL BGQ Mira 8192 128 64 Each size of 3D mesh=512.0 1.6 hybrid-p empirical 1.6 1 0.1746418078795401 0.0 0.0 0.0034106540100098 0.0121008162298886 0.0 0.0 4.31947614e-08 0.0224346276337043 0.1920712627398255 0.0 0.0 0.0 0.0047216223485079 0.0025886765006917 0.012467115059662 0.7303629958827329 0.0033626841741767 0.0087777217812474 0.0 0.0 0.0 0.0 0.0003994262622399 0.0246082712783909 0.0 0.0 0.0116968685200082 0.0 0.0 0.0188594647643961 0.0 0.0 5.6204021892e-06 0.0 0.0 0.0 0.0 0.0373758016351518 0.0259034716496938 0.0 2.14402958e-08 0.0 7.8402042889e-10 55.872496 32.877518 10.145471 128 64 55759993476.054690001
HACC ANL BGQ Mira 8192 512 16 particles per dimension=512.0, physical box=400.0 1.6 hacc_tpm_inst empirical 1.6 1 0.5561849953188482 0.0 0.0 0.0012291397535991 0.008993676476198 0.0 0.0 9.43058077305e-05 0.01717300799022 0.5705381172337276 0.0 0.0 0.0 0.003602187308727 0.0015069132285065 0.2577081216214448 0.3378736173791452 0.0027844636911738 0.0109811398411357 0.0 0.0 0.0 0.0 0.0002554171301929 0.0195266900317022 0.0 0.0 0.013512641792595 0.0 0.0 1.5454347918643 0.0 0.0 0.3481990378362879 0.0 0.0 0.0 0.0 0.1254563978740441 0.0423362673452497 0.0 0.0 0.0 6.3081702215e-10 56.984709 37.02836 6.885634 512 16 118093187698.232439018
HACC ANL BGQ Mira 8192 256 32 particles per dimension=512.0, physical box=400.0 1.6 hacc_tpm_inst empirical 1.6 1 0.3847268442220755 0.0 0.0 0.0016991881965535 0.017421862184932 0.0 0.0 0.0001238463238291 0.0292327093055261 0.4031149620211399 0.0 0.0 0.0 0.0050687389330466 0.0023234482090244 0.1162765260545332 0.5141666693096643 0.0040510215547127 0.0161972994567477 0.0 0.0 0.0 0.0 0.0004168060324948 0.0325518253920438 0.0 0.0 0.0200782262888656 0.0 0.0 0.6684218170855798 0.0 0.0 0.1422524945589795 0.0 0.0 0.0 0.0 0.0959410009414098 0.045385973198698 0.0 9.37165237e-07 0.0 6.8202800466e-10 53.569463 33.747698 6.936956 256 32 160522846938.781887643
Qbox ANL BGQ Mira 8192 1024 8 number of atoms=1024.0 1.6 qb-bgq-inst empirical 1.6 1 0.3344365307527452 0.0 0.0 0.0024854103660397 0.0156350547962695 0.0 0.0 3.11138569149e-05 0.0222213079934377 0.3887899517474021 0.0 0.0 0.0 -0.0011855849474778 0.0027386263438841 0.1187624330995039 0.4262468921612342 0.0126416702201834 0.0109955521287296 0.0 0.0 0.0 0.0 0.0011081661378266 0.0262249586886918 0.0 0.0 0.0225304909735648 0.0 0.0 0.8378781251652045 0.0 0.0 0.1354814185893308 0.0 0.0 0.0 0.0 0.0825177466320376 0.038916171411233 0.0 0.0 0.0 6.3033642257e-10 52.605082 31.278672 7.968867 1024 8 223002733091.137231061
Qbox ANL BGQ Mira 8192 512 16 number of atoms=1024.0 1.6 qb-bgq-inst empirical 1.6 1 0.319606897858185 0.0 0.0 0.0030524019042053 0.0153945538956307 0.0 0.0 3.08800563205e-05 0.0213030961026667 0.3743461783440429 0.0 0.0 0.0 -0.0014320194350302 0.0027698669437197 0.1048879517439104 0.463785898564066 0.0117899688978572 0.0160239107685329 0.0 0.0 0.0 0.0 0.0009899907376942 0.0249377106729491 0.0 0.0 0.0268256798173894 0.0 0.0 0.717435290199946 0.0 0.0 0.1162955981844841 0.0 0.0 0.0 0.0 0.0780413014818473 0.0396149024216371 0.0 3.9062e-12 0.0 6.2935671215e-10 53.205584 32.027013 8.210182 512 16 255380991252.053019039
gtc_bench ANL BGQ Mira 8192 512 16 particles per cell=100.0 1.6 gtcmpiomp-p empirical 1.6 1 0.3249252937841343 0.0 0.0 0.0257008591693571 0.0137625306244895 0.0 0.0 0.0003219400038341 0.0215529442528984 0.3463715254490627 0.0 0.0 0.0 0.0022060606685661 0.0030162278102408 0.1031055962093412 0.5603879116147235 0.0033173372155538 0.010454552226287 0.0 0.0 0.0 0.0 0.0003684087610835 0.0242314082689626 0.0 0.0 0.0133878336193516 0.0 0.0 0.1450370272435804 0.0 0.0 0.0003476285840314 0.0 0.0 0.0 0.0 0.089370312280012 0.0371158151958233 0.0 6.601817e-10 0.0 6.2821919767e-10 56.337343 33.964952 8.775307 512 16 290451283050.170210504
gtc_bench ANL BGQ Mira 8192 1024 8 particles per cell=100.0 1.6 gtcmpiomp-p empirical 1.6 1 0.3458761204620872 0.0 0.0 0.0295695440915769 0.0120497418891668 0.0 0.0 0.0003690719097888 0.0186702975099799 0.3710439161974178 0.0 0.0 0.0 0.0004389378454355 0.0027877920423209 0.1160823627441272 0.5457272587541021 0.0032670050290497 0.0090026382530712 0.0 0.0 0.0 0.0 0.0003872573698198 0.0219663125030434 0.0 0.0 0.0118699430574104 0.0 0.0 0.1639138663793368 0.0 0.0 0.0002117886182927 0.0 0.0 0.0 0.0 0.0981257428535247 0.0380238509904181 0.0 1.147006e-10 0.0 6.2742887481e-10 53.021889 30.795817 8.950302 1024 8 488484718037.262943034
HACC ANL BGQ Mira 8192 128 64 particles per dimension=512.0, physical box=400.0 1.6 hacc_tpm_inst empirical 1.6 1 0.2561307836536086 0.0 0.0 0.0010787054238592 0.0261262766928213 0.0 0.0 7.22347380521e-05 0.0378883801805433 0.2726472429650165 0.0 0.0 0.0 0.0057236913055812 0.0020916671542008 0.0356370918257921 0.6569384969324447 0.0031174070652115 0.0114636240520363 0.0 0.0 0.0 0.0 0.0004412709665003 0.0406729423194971 0.0 0.0 0.0141035545236553 0.0 0.0 0.1683092895884966 0.0 0.0 0.0358892557105164 0.0 0.0 0.0 0.0 0.0684663941378427 0.0318774175559697 0.0 2.7245955297e-06 0.0 6.5520946571e-10 53.251854 32.6571 7.631017 128 64 485020454726.849034673
Qbox ANL BGQ Mira 8192 256 32 number of atoms=1024.0 1.6 qb-bgq-inst empirical 1.6 1 0.2998934277214547 0.0 0.0 0.002378627500834 0.0172384446938289 0.0 0.0 2.0187341278e-05 0.0244884031246151 0.3510062503236838 0.0 0.0 0.0 -0.0020007507927893 0.0035986094445248 0.053155379243629 0.4984301182361302 0.0075070357850743 0.0101448232008995 0.0 0.0 0.0 0.0 0.0012618266315411 0.029757527924871 0.0 0.0 0.016438415906881 0.0 0.0 0.3454759828178781 0.0 0.0 0.05653365365562 0.0 0.0 0.0 0.0 0.0797277585092053 0.0446945634132649 0.0 1.085401017e-07 0.0 6.2809329523e-10 56.864117 34.464007 9.050786 256 32 526289002780.953949461
Qbox ANL BGQ Mira 8192 128 64 number of atoms=1024.0 1.6 qb-bgq-inst empirical 1.6 1 0.273532346022539 0.0 0.0 0.0032057374182957 0.0262265828429654 0.0 0.0 2.1354079007e-05 0.0436522817845084 0.3073327064946861 0.0 0.0 0.0 0.0108305597960541 0.0026802426215185 0.0476068768188467 0.5854687135295565 0.0064724459878373 0.0132114248785278 0.0 0.0 0.0 0.0 0.0007107260229043 0.0469191436878064 0.0 0.0 0.0187631701345879 0.0 0.0 0.2687183266303955 0.0 0.0 0.0461302468729717 0.0 0.0 0.0 0.0 0.0669248727770897 0.0303943436136669 0.0 6.112732171e-07 0.0 6.4157340963e-10 56.764435 34.541165 9.122716 128 64 722603109856.693017635
eq3dyna ANL BGQ Mira 8192 128 64 element size=100.0 1.6 eqdyna3drun-p empirical 1.6 1 0.2929597263721017 0.0 0.0 0.0009370923492695 0.0218194366313842 0.0 0.0 3.82068418e-07 0.0347163262222269 0.3333300218140864 0.0 0.0 0.0 0.0044284806607639 0.0058853901596198 0.0046820591857097 0.5236278085875422 0.0021882817793828 0.0034648962358791 0.0 0.0 0.0 0.0 0.0008517518414211 0.03896037787787 0.0 0.0 0.0048244411940229 0.0 0.0 0.0069488249591857 0.0 0.0 2.34364272875e-05 0.0 0.0 0.0 0.0 0.0866446923285668 0.0497476825490828 0.0 3.84348719e-08 0.0 6.3628666097e-10 55.618542 34.920782 7.692178 128 64 786152894101.900066114
HDC1 ANL BGQ Mira 8192 8192 1 number of iterations=50000.0, Local data size (MB)=1.0 1.6 hdc-ins empirical 1.6 1 0.3022429015091525 0.0 0.0 0.0030989497114564 0.0135691768836173 0.0 0.0 0.0 0.0146459200284952 0.3089400153199194 0.0 0.0 0.0 -0.0001800958345189 0.000610743129631 0.021654635388585 0.6671674592016096 0.0021604741069269 0.0094678111581908 0.0 0.0 0.0 0.0 0.0001304100902647 0.0152726459647927 0.0 0.0 0.0114984082476939 0.0 0.0 0.0216931505577093 0.0 0.0 1.988805823e-07 0.0 0.0 0.0 0.0 0.1138921640469003 0.0220107279935717 0.0 0.0 0.0 6.2551097664e-10 55.554521 35.05285 6.940419 8192 1 1121497766143.501580487
LULESH ANL BGQ Mira 8192 512 16 number of elements per domain=38.0 1.6 lulesh2.0-inst empirical 1.6 1 0.3150999798294616 0.0 0.0 0.0156165914936102 0.0186970939394512 0.0 0.0 0.000172020761543 0.0257503673489125 0.3420413901370708 0.0 0.0 0.0 0.0016529625289152 0.0029595315353755 0.0800268078143439 0.5393220452712538 0.0044609003029189 0.0175030852141068 0.0 0.0 0.0 0.0 0.0007628357017984 0.0284221919626478 0.0 0.0 0.0211325155484897 0.0 0.0 0.115904989634788 0.0 0.0 0.0008032056332136 0.0 0.0 0.0 0.0 0.0845665296732642 0.0479907174340816 0.0 0.0 0.0 6.2690542892e-10 51.0936 30.04333 8.268293 512 16 1136832598862.286464437
eq3dyna ANL BGQ Mira 8192 256 32 element size=100.0 1.6 eqdyna3drun-p empirical 1.6 1 0.306913910384991 0.0 0.0 0.0003639341165162 0.0218333922026226 0.0 0.0 8.62897516e-08 0.0344951445485216 0.3503828055482465 0.0 0.0 0.0 0.0030440049385844 0.0054232817245265 0.0020165227386335 0.4980291404632277 0.0020772005004559 0.0017158038817774 0.0 0.0 0.0 0.0 0.0009612800278755 0.0393026552126369 0.0 0.0 0.0028307524939002 0.0 0.0 0.002736566922862 0.0 0.0 4.7354397481e-06 0.0 0.0 0.0 0.0 0.0923086659612183 0.0518166724860221 0.0 6.9539761e-09 0.0 6.3165490584e-10 50.930471 30.682423 7.445884 256 32 1343291356016.04369865
LULESH ANL BGQ Mira 8192 4096 2 number of elements per domain=38.0 1.6 lulesh2.0-inst empirical 1.6 1 0.3571115572806761 0.0 0.0 0.0212915763158185 0.0136137875275475 0.0 0.0 0.0002076552930245 0.020212536330187 0.3811743971644814 0.0 0.0 0.0 0.0003498139032997 0.002472376831451 0.108376680378404 0.5217953480043221 0.0047622428999577 0.015869062682972 0.0 0.0 0.0 0.0 0.0005295276913579 0.0233625575856067 0.0 0.0 0.0200756454503989 0.0 0.0 0.1569923720569886 0.0 0.0 0.0010685053591401 0.0 0.0 0.0 0.0 0.1041763281572132 0.0541734290918922 0.0 0.0 0.0 6.2517307463e-10 48.742971 28.280918 7.229374 4096 2 13376470395736.883016631