MuMMI

Create Training Set

Trainapplication_namesystem_nameprocessorsnum_mpinum_omppninputfrequencyexecutable_namescenariofrequencypapi_tot_cycpapi_tot_inspapi_l1_tcmpapi_l2_tcmpapi_fml_inspapi_br_tknpapi_l2_ldmpapi_l2_stmpapi_fdv_inspapi_br_cnpapi_tot_iispapi_ca_shrpapi_ca_clnpapi_ca_itvpapi_br_ntkpapi_br_msppapi_fp_inspapi_res_stlpapi_l1_ldmpapi_l1_stmpapi_l2_tcwpapi_l2_dcapapi_l2_dcrpapi_l2_dcwpapi_l1_icmpapi_br_inspapi_l1_dchpapi_l1_dcapapi_l1_dcmpapi_l1_tcapapi_l1_icapapi_fp_opspapi_l2_icapapi_tlb_dmpapi_vec_inspapi_l2_dcmpapi_l2_icmpapi_l2_tchpapi_l2_tcapapi_ld_inspapi_sr_inspapi_tlb_impapi_hw_intpapi_l3_tcmnruntimepower_syspower_cpupower_memnum_mpinum_omppnscaling_factor
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 24 24 64 learning rate=0.001, batch size=150.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2792299259250157 0.016485411001795 0.009949425888544 0.0 0.0150396873251766 0.0080145100096343 0.0 0.0 0.0443041037998606 0.0 0.0 0.0 0.0 0.0293429271265505 0.0029563985685463 0.0 0.3584684662022631 0.0109343016486794 0.0 0.0 0.0 0.0 0.0 0.0055490886529216 0.0588419887197392 0.0 0.1220192860554018 0.0109343016486794 0.0 0.1869268224825588 0.0 0.0 0.0096960718403771 0.0 0.0 0.0 0.0130375347481531 0.0229869606366971 0.0810681427764755 0.0400851838856619 0.0 0.0 0.0 2.83609647175e-09 129.450266 83.194494 14.703375 24 64 198434958615.04979850832184584
Horovod CANDLE P1B2 Benchmark ANL Theta 24 24 64 learning rate=0.001, batch size=140.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2801359668051468 0.0166647182176337 0.0102146606573425 0.0 0.0147383721375337 0.0080304249025524 0.0 0.0 0.0444037609816351 0.0 0.0 0.0 0.0 0.0295663311235469 0.0029534320400014 0.0 0.3653674768865566 0.0109864394843486 0.0 0.0 0.0 0.0 0.0 0.005557939349771 0.0584462430635233 0.0 0.1204511365971486 0.0109864394843486 0.0 0.1873052622139782 0.0 0.0 0.009747236121323 0.0 0.0 0.0 0.0130033111700245 0.023217971827367 0.0803911302758702 0.0401174870628169 0.0 0.0 0.0 2.93559368102e-09 134.768366 82.490061 12.065687 24 64 196948707083.710685320256957691
Horovod CANDLE P1B2 Benchmark ANL Theta 24 24 64 learning rate=0.001, batch size=130.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.28108477690608 0.0162908629690463 0.0101545794160336 0.0 0.0150082513892762 0.0080322954285523 0.0 0.0 0.0445067320837095 0.0 0.0 0.0 0.0 0.0294567477879688 0.0029405573815194 0.0 0.3603899893371647 0.0107796630712298 0.0 0.0 0.0 0.0 0.0 0.0055785348831755 0.0585702501832942 0.0 0.1210615943620828 0.0107796630712298 0.0 0.1901146789346241 0.0 0.0 0.0097182407299052 0.0 0.0 0.0 0.0130218124429692 0.0231763918590027 0.0811632453765828 0.0401228366224299 0.0 0.0 0.0 3.3809522538e-09 124.908955 79.756716 12.680597 24 64 198168623128.871232094534703364
Horovod CANDLE P1B2 Benchmark ANL Theta 24 24 64 learning rate=0.001, batch size=120.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2787768512868654 0.016531995136601 0.0098505131670565 0.0 0.0148917145645231 0.0080390900028202 0.0 0.0 0.0442010553806239 0.0 0.0 0.0 0.0 0.0294470285305828 0.0029607637107434 0.0 0.361124391704248 0.0109453007439745 0.0 0.0 0.0 0.0 0.0 0.0055709182750175 0.0590962113401558 0.0 0.1197726581576347 0.0109453007439745 0.0 0.1891834349684934 0.0 0.0 0.009814815629732 0.0 0.0 0.0 0.012839438591321 0.0226899517583775 0.0798360491733642 0.0397371577426086 0.0 0.0 0.0 3.44170617995e-09 132.147253 80.597802 13.022711 24 64 198194009114.952892479551419647
Horovod CANDLE P1B2 Benchmark ANL Theta 24 24 64 learning rate=0.001, batch size=100.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3090525105094654 0.0126731365746937 0.0088488184684984 0.0 0.0198406230415854 0.0067977870318316 0.0 0.0 0.0435250996069222 0.0 0.0 0.0 0.0 0.0238310088137852 0.0053977024721017 0.0 0.3276213525352649 0.0082553710359102 0.0 0.0 0.0 0.0 0.0 0.0046276254534201 0.0670858049104066 0.0 0.1446458653260953 0.0082553710359102 0.0 0.2305421241676046 0.0 0.0 0.0086191436453932 0.0 0.0 0.0 0.009856231424445 0.0187050498929434 0.09603180844695 0.0495592070258713 0.0 0.0 0.0 3.67565757753e-09 126.042921 76.519539 12.319667 24 64 212258554705.816375344562549567
Horovod CANDLE P1B2 Benchmark ANL Theta 24 24 64 learning rate=0.001, batch size=110.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2783391569451484 0.0163160576904416 0.0101620550586857 0.0 0.0150155585646693 0.0079551287577226 0.0 0.0 0.0440750948165517 0.0 0.0 0.0 0.0 0.0291961690466003 0.0029150070685682 0.0 0.3596303339751669 0.0107868306120864 0.0 0.0 0.0 0.0 0.0 0.0055436215492505 0.0588191043778061 0.0 0.120789781062346 0.0107868306120864 0.0 0.1878512556301289 0.0 0.0 0.0095972543373147 0.0 0.0 0.0 0.0130263585149267 0.0231884135736123 0.0805316865378059 0.0397578462295293 0.0 0.0 0.0 3.89689498505e-09 122.782886 79.091315 13.41507 24 64 200892264483.220449620568612146
Horovod CANDLE P1B2 Benchmark ANL Theta 24 24 64 learning rate=0.001, batch size=90.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2803709279825753 0.0164727241456062 0.0101129203594818 0.0 0.0148916531745776 0.0079633423781636 0.0 0.0 0.0444778836179596 0.0 0.0 0.0 0.0 0.0294877237891882 0.0029606513642559 0.0 0.3598244001128892 0.0108093195820851 0.0 0.0 0.0 0.0 0.0 0.0056099326686788 0.0582408638041032 0.0 0.1206600505003548 0.0108093195820851 0.0 0.1876971219447584 0.0 0.0 0.0096827671405283 0.0 0.0 0.0 0.0129552316550739 0.0230681520145557 0.0809682462151511 0.0401852473912574 0.0 0.0 0.0 3.96080328378e-09 130.304514 83.033694 12.021615 24 64 198507791644.133496977202912594
Horovod CANDLE P1B2 Benchmark ANL Theta 24 24 64 learning rate=0.001, batch size=90.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2803709279825753 0.0164727241456062 0.0101129203594818 0.0 0.0148916531745776 0.0079633423781636 0.0 0.0 0.0444778836179596 0.0 0.0 0.0 0.0 0.0294877237891882 0.0029606513642559 0.0 0.3598244001128892 0.0108093195820851 0.0 0.0 0.0 0.0 0.0 0.0056099326686788 0.0582408638041032 0.0 0.1206600505003548 0.0108093195820851 0.0 0.1876971219447584 0.0 0.0 0.0096827671405283 0.0 0.0 0.0 0.0129552316550739 0.0230681520145557 0.0809682462151511 0.0401852473912574 0.0 0.0 0.0 3.96080328378e-09 130.304514 83.033694 12.021615 24 64 198507791644.133496977202912594
Horovod CANDLE NT3 Benchmark ANL Theta 24 24 64 learning rate=0.001, batch size=60.0, epochs=24.0 1.301 nt3-hybrid-opt.py empirical 1.301 1 0.5905696369405977 0.0183196573409144 0.0020066548681068 0.0 0.0302834668789588 0.0010248021656386 0.0 0.0 0.1102837611807162 0.0 0.0 0.0 0.0 0.0799836693098817 0.0070488489708714 0.0 0.1779992093509856 0.0060377436739552 0.0 0.0 0.0 0.0 0.0 0.0123066176750544 0.142925646002961 0.0 0.2241739944407496 0.0060377436739552 0.0 0.4309611505142707 0.0 0.0 0.0047405366354621 0.0 0.0 0.0 0.0174927442101862 0.019499399078293 0.1594671219518183 0.0639111825600766 0.0 0.0 0.0 4.79257833379e-09 134.162008 80.878653 14.675349 24 64 164176799668.033788663846823546
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