MuMMI

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
Horovod CANDLE P1B2 Benchmark ANL Theta 6 6 64 learning rate=0.001, batch size=70.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2062826746459202 0.0214027389205674 0.0185265405490457 0.0 0.01004457342169 0.0156638274575378 0.0 0.0 0.0275688215865556 0.0 0.0 0.0 0.0 0.017441381141854 0.001935489575733 0.0 0.2208285202451638 0.017511382791863 0.0 0.0 0.0 0.0 0.0 0.0038884042735826 0.0360660835963436 0.0 0.0942591763448913 0.017511382791863 0.0 0.1232470501840337 0.0 0.0 0.0167179607764359 0.0 0.0 0.0 0.0142064382337352 0.0327329787827809 0.0596375131131509 0.035719649368233 0.0 0.0 0.0 8.18788818099e-09 136.333277 84.137172 9.716681 6 64 360534821402.882241952056870966
Horovod CANDLE P1B2 Benchmark ANL Theta 8 8 64 learning rate=0.001, batch size=70.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2208298877372866 0.020329415166653 0.016338730169771 0.0 0.0110993912661857 0.0140958759439688 0.0 0.0 0.0312099817782487 0.0 0.0 0.0 0.0 0.0201028528061499 0.0021913209513519 0.0 0.2526591747280428 0.0160474564117183 0.0 0.0 0.0 0.0 0.0 0.0043004345965007 0.0406990686006769 0.0 0.1005493331310384 0.0160474564117183 0.0 0.1372666353652731 0.0 0.0 0.015255952352812 0.0 0.0 0.0 0.0138115141582892 0.0301502443280602 0.0640102264623323 0.0364222193819091 0.0 0.0 0.0 6.53628349973e-09 129.933948 74.613908 12.334497 8 64 306860228917.985620086377238292
Horovod CANDLE P1B2 Benchmark ANL Theta 12 12 64 learning rate=0.001, batch size=70.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2443629991133831 0.0189241160725971 0.0136990969933874 0.0 0.0127969968619653 0.0115821329690094 0.0 0.0 0.0362620312406124 0.0 0.0 0.0 0.0 0.0236352419955336 0.0024563388429882 0.0 0.2944767459148179 0.0141182679005761 0.0 0.0 0.0 0.0 0.0 0.0048174011110623 0.048433571967557 0.0 0.1090807511034842 0.0141182679005761 0.0 0.1558433972697846 0.0 0.0 0.0128250667684118 0.0 0.0 0.0 0.0133597010046102 0.0270587979979976 0.070384660855134 0.037832607406629 0.0 0.0 0.0 6.78961472884e-09 128.222447 78.527047 10.988429 12 64 254587447894.16371487653319458
Horovod CANDLE P1B2 Benchmark ANL Theta 16 16 64 learning rate=0.001, batch size=70.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.258567230138063 0.0178002017106424 0.0123341597700551 0.0 0.0136621844760415 0.0100446261722206 0.0 0.0 0.0396990299028158 0.0 0.0 0.0 0.0 0.02613674894268 0.0027386017112685 0.0 0.3209118566439298 0.012612853622272 0.0 0.0 0.0 0.0 0.0 0.0052273885691718 0.0527682095569187 0.0 0.114014394935772 0.012612853622272 0.0 0.1691330313611392 0.0 0.0 0.0115874977109082 0.0 0.0 0.0 0.0133470900276933 0.0256812497977484 0.0748922458506451 0.0385417633286758 0.0 0.0 0.0 4.98361603283e-09 132.332157 84.30966 12.32157 16 64 227366368021.846413897616154965
Horovod CANDLE P1B2 Benchmark ANL Theta 24 24 64 learning rate=0.001, batch size=70.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2806442156300225 0.0163517706036278 0.0101129368676716 0.0 0.0148289610997726 0.0079839746668699 0.0 0.0 0.0444985051448779 0.0 0.0 0.0 0.0 0.0295090139744927 0.0029940999929126 0.0 0.3605953720422623 0.0106559258739614 0.0 0.0 0.0 0.0 0.0 0.0057146947242998 0.0582738472921894 0.0 0.121416254211023 0.0106559258739614 0.0 0.1907658371833254 0.0 0.0 0.0096774569816068 0.0 0.0 0.0 0.0131205580403702 0.0232334949080418 0.0817371800693135 0.0404686968385023 0.0 0.0 0.0 4.91995264762e-09 130.946912 78.896376 12.995406 24 64 199006696431.039013659180816001
Horovod CANDLE P1B2 Benchmark ANL Theta 32 32 64 learning rate=0.001, batch size=70.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2913279105373151 0.015461694077346 0.0085129885170834 0.0 0.0156451573676552 0.0066543611973256 0.0 0.0 0.046894613468309 0.0 0.0 0.0 0.0 0.031232238690194 0.0031603369425512 0.0 0.3844547151670059 0.0094955089879207 0.0 0.0 0.0 0.0 0.0 0.0059261908601824 0.0619441955722062 0.0 0.1261517011056409 0.0094955089879207 0.0 0.2004061194849172 0.0 0.0 0.0085260343349653 0.0 0.0 0.0 0.0126565036592673 0.0211694921763507 0.0846668330779704 0.0409493430549189 0.0 0.0 0.0 3.82199167439e-09 128.569735 82.603905 12.994421 32 64 187476268931.004545960428543591
Horovod CANDLE P1B2 Benchmark ANL Theta 48 48 64 learning rate=0.001, batch size=70.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3085585017180468 0.0145726229382756 0.0071958759808113 0.0 0.0167055093160545 0.0052553173187298 0.0 0.0 0.0506179641801618 0.0 0.0 0.0 0.0 0.0338744161867639 0.0034040007842752 0.0 0.4104389644942734 0.0082871367660021 0.0 0.0 0.0 0.0 0.0 0.0062951425864102 0.0666920885672377 0.0 0.13057082367998 0.0082871367660021 0.0 0.210446150169023 0.0 0.0 0.0072903744099362 0.0 0.0 0.0 0.0128288301949124 0.0200247061757237 0.0880417633294096 0.0414986862297924 0.0 0.0 0.0 3.36439245172e-09 125.004314 76.479724 14.999137 48 64 172155397538.088256093455506214
Horovod CANDLE P1B2 Benchmark ANL Theta 64 64 64 learning rate=0.001, batch size=70.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3122045011509488 0.0139730194912238 0.0061505480828883 0.0 0.0170947357804363 0.0044616235256856 0.0 0.0 0.0517326713766362 0.0 0.0 0.0 0.0 0.0346932012785197 0.0034689616259145 0.0 0.4232235240776687 0.0074841464882163 0.0 0.0 0.0 0.0 0.0 0.0064515952138498 0.0686118009607224 0.0 0.1324093961413865 0.0074841464882163 0.0 0.2173914883006724 0.0 0.0 0.0064311489644731 0.0 0.0 0.0 0.012414925827632 0.0185654739105203 0.0910190930265526 0.0423161526791905 0.0 0.0 0.0 2.61719288866e-09 130.029647 81.034208 11.599772 64 64 167450610117.003572310936847646
Horovod CANDLE P1B2 Benchmark ANL Theta 96 96 64 learning rate=0.001, batch size=70.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3216877045604298 0.0134342967868573 0.0053576974906103 0.0 0.0178230255137484 0.0035919992165777 0.0 0.0 0.0537118370762824 0.0 0.0 0.0 0.0 0.0360727541214746 0.0035782151654763 0.0 0.4380315709091815 0.0067456530760581 0.0 0.0 0.0 0.0 0.0 0.0067834450203087 0.0719598849674964 0.0 0.1363940790780996 0.0067456530760581 0.0 0.2248329692446232 0.0 0.0 0.0056745670012445 0.0 0.0 0.0 0.0123717299563649 0.0177294274469751 0.0936751215380219 0.0430492046626447 0.0 0.0 0.0 2.41350075787e-09 126.970246 75.771022 11.993532 96 64 159953370945.157970496427967629
Horovod CANDLE P1B2 Benchmark ANL Theta 128 128 64 learning rate=0.001, batch size=70.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3256787185251208 0.0131625034183939 0.0047556574334039 0.0 0.0180191738840755 0.0031260003204027 0.0 0.0 0.0547279487546131 0.0 0.0 0.0 0.0 0.0368149445699989 0.003661186105721 0.0 0.4436501519805199 0.0063639109456352 0.0 0.0 0.0 0.0 0.0 0.0068542311206787 0.0730342862248883 0.0 0.1378047000271116 0.0063639109456352 0.0 0.2299684755458726 0.0 0.0 0.0052138611237617 0.0 0.0 0.0 0.0122270112559019 0.0169826686893058 0.0951758940283858 0.0433253060485689 0.0 0.0 0.0 1.73620979838e-09 128.738574 82.744059 12.985375 128 64 157239177693.114891911591631897
Horovod CANDLE P1B2 Benchmark ANL Theta 192 192 64 learning rate=0.001, batch size=70.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.329231197128333 0.0129968799083634 0.0042481078544674 0.0 0.0181703999671491 0.0026234111485821 0.0 0.0 0.0557020756899499 0.0 0.0 0.0 0.0 0.0377814909952715 0.0037819446038998 0.0 0.4553768492728833 0.0060444412678413 0.0 0.0 0.0 0.0 0.0 0.0068930617246078 0.0748262575669962 0.0 0.1388256073213722 0.0060444412678413 0.0 0.2320942274646984 0.0 0.0 0.0048610632134924 0.0 0.0 0.0 0.0121326357291213 0.0163807435835887 0.0955139878646277 0.0434469061247179 0.0 0.0 0.0 1.63300070524e-09 132.117764 79.175649 10.600798 192 64 153105658924.534660172183870282
Horovod CANDLE P1B2 Benchmark ANL Theta 384 384 64 learning rate=0.001, batch size=70.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3338309668774496 0.0125371884867362 0.0037211126922886 0.0 0.0184456306835775 0.002126734446995 0.0 0.0 0.0567861671720478 0.0 0.0 0.0 0.0 0.0385301091965953 0.0038546996054424 0.0 0.4662349024663743 0.0054617947843988 0.0 0.0 0.0 0.0 0.0 0.0069841292037966 0.0760472721656297 0.0 0.1391213905632288 0.0054617947843988 0.0 0.2372615297023522 0.0 0.0 0.0044212840123445 0.0 0.0 0.0 0.0119839138932641 0.0157050265855527 0.0961684369416418 0.0433096776199938 0.0 0.0 0.0 1.3932524815e-09 123.681055 74.47482 13.745803 384 64 150119363702.708754156272428646
Horovod CANDLE NT3 Benchmark ANL Theta 384 384 64 learning rate=0.001, batch size=70.0, epochs=384.0 1.301 nt3-hybrid-opt.py empirical 1.301 1 0.5767456860818951 0.0183700419065774 0.0020767278749708 0.0 0.0304216885634371 0.0010302305296566 0.0 0.0 0.10769736892067 0.0 0.0 0.0 0.0 0.0780935341571011 0.0070712765751572 0.0 0.1779157947300316 0.0059640515220533 0.0 0.0 0.0 0.0 0.0 0.012127565463727 0.1434831448938046 0.0 0.2215717657066732 0.0059640515220533 0.0 0.4255432228848478 0.0 0.0 0.0046925226223873 0.0 0.0 0.0 0.0170370645694796 0.0191137924444504 0.1593113595598412 0.0637317243062886 0.0 0.0 0.0 5.14253393999e-09 138.822441 88.492192 14.046848 384 64 168162901420.08895113178404993