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=160.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2069498825711694 0.0216409122475438 0.0191764474579195 0.0 0.0102164195116519 0.0161974343904425 0.0 0.0 0.0275963126815175 0.0 0.0 0.0 0.0 0.0173022995748583 0.0017857829096276 0.0 0.2202234861703156 0.018157197268059 0.0 0.0 0.0 0.0 0.0 0.0034431490093164 0.0360072357958082 0.0 0.0955404006474786 0.018157197268059 0.0 0.121775979707886 0.0 0.0 0.0171685385264508 0.0 0.0 0.0 0.0142690674438697 0.0334455149017893 0.0595920805802418 0.0357718863314282 0.0 0.0 0.0 4.2479924206e-09 129.952637 80.744038 13.806181 6 64 350334642732.201300481764800257
Horovod CANDLE P1B2 Benchmark ANL Theta 8 8 64 learning rate=0.001, batch size=160.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2212393335866278 0.0204473480090567 0.0172183923963894 0.0 0.0112489606290578 0.0143108805534762 0.0 0.0 0.0312027971420372 0.0 0.0 0.0 0.0 0.0199539425638313 0.0020430537295729 0.0 0.2508964615715636 0.0165764944537755 0.0 0.0 0.0 0.0 0.0 0.0038698809288771 0.0406295984421886 0.0 0.101139447748431 0.0165764944537755 0.0 0.1352664740013812 0.0 0.0 0.0154198066699525 0.0 0.0 0.0 0.0141038970840561 0.0313222894804455 0.0637294290976108 0.036382946774541 0.0 0.0 0.0 3.28931146767e-09 131.00305 78.299949 14.016777 8 64 298939403174.406225931643532202
Horovod CANDLE P1B2 Benchmark ANL Theta 12 12 64 learning rate=0.001, batch size=160.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2466522991309138 0.0191522868795294 0.0139527946641105 0.0 0.0127564877388424 0.01188059154451 0.0 0.0 0.0366023235710256 0.0 0.0 0.0 0.0 0.023766807815555 0.0024292801572241 0.0 0.2940692369173167 0.0145651519864999 0.0 0.0 0.0 0.0 0.0 0.0045951560869996 0.0477759847249665 0.0 0.1092714000850175 0.0145651519864999 0.0 0.1580325734543523 0.0 0.0 0.0133279665957826 0.0 0.0 0.0 0.0134872304869265 0.027440025151037 0.0718263659048629 0.0385704381058741 0.0 0.0 0.0 3.41585845315e-09 132.615566 83.929245 14.894458 12 64 248126459168.236802558388820807
Horovod CANDLE P1B2 Benchmark ANL Theta 16 16 64 learning rate=0.001, batch size=160.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2610957595737621 0.0176420671413548 0.012111148548771 0.0 0.013778046866346 0.0102314173464157 0.0 0.0 0.0399848824412828 0.0 0.0 0.0 0.0 0.0262185386031918 0.0026386942261278 0.0 0.3226405227820602 0.0126505696297468 0.0 0.0 0.0 0.0 0.0 0.0049553532809148 0.0527074429312529 0.0 0.1145690498299497 0.0126505696297468 0.0 0.1694366927711724 0.0 0.0 0.0117615637826589 0.0 0.0 0.0 0.0130959912295951 0.0252071397783661 0.0759531326060879 0.0391721541952322 0.0 0.0 0.0 2.573712933e-09 128.75934 78.448306 10.979149 16 64 223443865718.803535265912268702
Horovod CANDLE P1B2 Benchmark ANL Theta 24 24 64 learning rate=0.001, batch size=160.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2800900239179746 0.0164856972071774 0.0097917496353221 0.0 0.0148977931035701 0.0079917604605481 0.0 0.0 0.0444527121614962 0.0 0.0 0.0 0.0 0.0294419301741472 0.0028901870900609 0.0 0.3610426229317433 0.0109556404645645 0.0 0.0 0.0 0.0 0.0 0.0054679097806255 0.0582010209233354 0.0 0.1196998826957486 0.0109556404645645 0.0 0.1882068386687804 0.0 0.0 0.0096805096006589 0.0 0.0 0.0 0.0127405749587506 0.0225323245940727 0.0811375421125342 0.0400029681495994 0.0 0.0 0.0 2.63270471228e-09 123.174832 76.786744 14.204611 24 64 197657624333.167473430918183217
Horovod CANDLE P1B2 Benchmark ANL Theta 32 32 64 learning rate=0.001, batch size=160.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2919995448339427 0.0155167505638111 0.0087861484841557 0.0 0.0159333187118111 0.0068188728705684 0.0 0.0 0.0471560195356304 0.0 0.0 0.0 0.0 0.0314048315604049 0.0031292814886216 0.0 0.382328377032899 0.0096939358476883 0.0 0.0 0.0 0.0 0.0 0.0058511921066782 0.0628050099547174 0.0 0.1255116729037376 0.0096939358476883 0.0 0.1969812296267999 0.0 0.0 0.0085576353719351 0.0 0.0 0.0 0.0127679533292511 0.0215541018134069 0.0847953046096643 0.0409911628198628 0.0 0.0 0.0 2.00108257369e-09 129.890836 82.661725 13.036388 32 64 185369481438.233012790131984811
Horovod CANDLE P1B2 Benchmark ANL Theta 48 48 64 learning rate=0.001, batch size=160.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3054118606590065 0.0145175696084793 0.0072495875225558 0.0 0.0168351221481132 0.0052775229223777 0.0 0.0 0.050171685905693 0.0 0.0 0.0 0.0 0.0335546915521329 0.0033391294642726 0.0 0.4102870708237419 0.0083199748091844 0.0 0.0 0.0 0.0 0.0 0.0062318006615403 0.0670909781964424 0.0 0.1313144966321437 0.0083199748091844 0.0 0.2118143531734755 0.0 0.0 0.0072243861120394 0.0 0.0 0.0 0.0127157599869979 0.0199653475095537 0.0883100323763649 0.0416479232060306 0.0 0.0 0.0 1.91920145325e-09 135.546003 84.253394 9.731523 48 64 172671882588.884237027919205491
Horovod CANDLE P1B2 Benchmark ANL Theta 64 64 64 learning rate=0.001, batch size=160.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3158434422763148 0.0139941372334343 0.0061381542391867 0.0 0.0171869858834463 0.0044952840526669 0.0 0.0 0.0523476986354994 0.0 0.0 0.0 0.0 0.0351180631211027 0.0034355975325895 0.0 0.4241845548537718 0.0075696274824482 0.0 0.0 0.0 0.0 0.0 0.0064340052781084 0.0689722154411177 0.0 0.1329685536859564 0.0075696274824482 0.0 0.2177368352148825 0.0 0.0 0.0065407641821135 0.0 0.0 0.0 0.0124499615684907 0.0185881158076774 0.0906805909611046 0.0421790343691215 0.0 0.0 0.0 1.75541961972e-09 128.299484 80.361446 14.027539 64 64 165286646987.732916621135416417
Horovod CANDLE P1B2 Benchmark ANL Theta 96 96 64 learning rate=0.001, batch size=160.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3249535812067344 0.0135614327587066 0.0051961618440877 0.0 0.0179122928943454 0.0035818714894769 0.0 0.0 0.0544382176865343 0.0 0.0 0.0 0.0 0.0365871241242345 0.0035912981074854 0.0 0.4405775407160412 0.0068754640319555 0.0 0.0 0.0 0.0 0.0 0.0066103396773058 0.0721303983816417 0.0 0.1376041910132291 0.0068754640319555 0.0 0.2266621697820257 0.0 0.0 0.0057899409905313 0.0 0.0 0.0 0.0122914732570744 0.0174876351011621 0.0925400993592527 0.0424025940239768 0.0 0.0 0.0 1.44605539875e-09 134.370933 78.396963 11.993492 96 64 159248575952.941166667042257395
Horovod CANDLE P1B2 Benchmark ANL Theta 128 128 64 learning rate=0.001, batch size=160.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3271508657985925 0.0132097401877493 0.0048308929859674 0.0 0.0179728993002102 0.0031336403595112 0.0 0.0 0.0549761232478651 0.0 0.0 0.0 0.0 0.036992445789117 0.003658018096684 0.0 0.4493929133473596 0.0063953526688548 0.0 0.0 0.0 0.0 0.0 0.0067892726200071 0.0726241396623296 0.0 0.1379301839018817 0.0063953526688548 0.0 0.2279531359670535 0.0 0.0 0.0053176600335992 0.0 0.0 0.0 0.0123423737729066 0.017173266758874 0.0943807265657525 0.042955268485635 0.0 0.0 0.0 1.27589208919e-09 131.255 77.5925 14.98 128 64 156497888568.901849482279099387
Horovod CANDLE P1B2 Benchmark ANL Theta 192 192 64 learning rate=0.001, batch size=160.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3264636591873635 0.0129182150894664 0.0042733506445558 0.0 0.0181679057906054 0.0026364763327221 0.0 0.0 0.0552528311119814 0.0 0.0 0.0 0.0 0.0374474378843271 0.0037219715964158 0.0 0.4582056250832224 0.0059571214278057 0.0 0.0 0.0 0.0 0.0 0.0069083932820185 0.0746928178863111 0.0 0.1372411614740123 0.0059571214278057 0.0 0.2334283041119268 0.0 0.0 0.004819164083826 0.0 0.0 0.0 0.0119683595872952 0.0162417102318511 0.0952382706858632 0.043301714885314 0.0 0.0 0.0 1.23366139701e-09 123.456693 72.125984 11.968504 192 64 154155979477.777596541932019322
Horovod CANDLE P1B2 Benchmark ANL Theta 384 384 64 learning rate=0.001, batch size=160.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3370367441958344 0.0124603629018645 0.0037248979544878 0.0 0.0183284974666035 0.0021164109294467 0.0 0.0 0.0572648308578357 0.0 0.0 0.0 0.0 0.0388282833758558 0.0038613198636761 0.0 0.4677566842306096 0.0054591189739672 0.0 0.0 0.0 0.0 0.0 0.0069966602966517 0.0757213823404941 0.0 0.1386511034630408 0.0054591189739672 0.0 0.2379978889810618 0.0 0.0 0.0044752770732932 0.0 0.0 0.0 0.011969915434707 0.0156948133891948 0.0956532985751683 0.0432334553350304 0.0 0.0 0.0 1.12366797667e-09 128.351351 78.774775 12.936937 384 64 147929990398.593424391532544359