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=80.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2034422975191714 0.0219974775330955 0.0180533794657617 0.0 0.0101223079928677 0.0158144276068591 0.0 0.0 0.027383023763898 0.0 0.0 0.0 0.0 0.0173561563049557 0.0018987743175089 0.0 0.2170678277811538 0.0181766301586408 0.0 0.0 0.0 0.0 0.0 0.0037965269719108 0.0358548913993268 0.0 0.0950550840902407 0.0181766301586408 0.0 0.1227093085625162 0.0 0.0 0.0168215517038214 0.0 0.0 0.0 0.013891577996824 0.0319449574625857 0.0598196943631098 0.0358669572287003 0.0 0.0 0.0 7.44630659254e-09 134.463424 82.756221 11.012722 6 64 358873437964.1574048552626399
Horovod CANDLE P1B2 Benchmark ANL Theta 8 8 64 learning rate=0.001, batch size=80.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2472672645905496 0.0186811042647468 0.0143868268979073 0.0 0.0147670458605194 0.0127295218494208 0.0 0.0 0.0321506487674928 0.0 0.0 0.0 0.0 0.0171757681060505 0.0032577945769925 0.0 0.2186495122765723 0.0147536469542787 0.0 0.0 0.0 0.0 0.0 0.0039157404714987 0.0459137071599901 0.0 0.1174840621569059 0.0147536469542787 0.0 0.162867480302325 0.0 0.0 0.014657396847617 0.0 0.0 0.0 0.0111758166480914 0.0255626435459987 0.0746827571827822 0.0427762321871438 0.0 0.0 0.0 5.38200687976e-09 132.314925 82.020108 11.133673 8 64 328068358411.079624264370897613
Horovod CANDLE P1B2 Benchmark ANL Theta 12 12 64 learning rate=0.001, batch size=80.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2425519546283993 0.0185872665239634 0.0135860482339139 0.0 0.0126261612172472 0.0117049330426519 0.0 0.0 0.0360043211102189 0.0 0.0 0.0 0.0 0.0234604096824546 0.0024858024540462 0.0 0.2924945336040632 0.0137902721418616 0.0 0.0 0.0 0.0 0.0 0.0048287941556426 0.0479080830436773 0.0 0.1088824974906662 0.0137902721418616 0.0 0.1571848435569315 0.0 0.0 0.0131274586896007 0.0 0.0 0.0 0.013472661519172 0.027058709753086 0.0707750067988155 0.0380824451507888 0.0 0.0 0.0 6.10126778994e-09 127.052244 81.733654 13.299359 12 64 255683386913.810744768970162624
Horovod CANDLE P1B2 Benchmark ANL Theta 16 16 64 learning rate=0.001, batch size=80.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2873011264673637 0.0155632326158402 0.0108440166675943 0.0 0.0181189061492024 0.0094643595508725 0.0 0.0 0.0395611575239716 0.0 0.0 0.0 0.0 0.0214318791265867 0.0057490973728087 0.0 0.2844937269192128 0.010953414934795 0.0 0.0 0.0 0.0 0.0 0.0042075371521312 0.0605692200178976 0.0 0.1356950604923872 0.010953414934795 0.0 0.2002793113429655 0.0 0.0 0.0101472289870072 0.0 0.0 0.0 0.0104162307579895 0.0212602474255838 0.0891077601292992 0.0455666831857906 0.0 0.0 0.0 4.61634235539e-09 133.655485 88.384859 13.961922 16 64 238958642812.098395441315059437
Horovod CANDLE P1B2 Benchmark ANL Theta 24 24 64 learning rate=0.001, batch size=80.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3150583436829628 0.0139595615396349 0.0088644187247866 0.0 0.0193057426124348 0.0074061974130833 0.0 0.0 0.044528178812326 0.0 0.0 0.0 0.0 0.0248753363491525 0.0062641059782783 0.0 0.3277752099873936 0.0090235854630235 0.0 0.0 0.0 0.0 0.0 0.0048815287375535 0.0636411671248673 0.0 0.1454246169090614 0.0090235854630235 0.0 0.2274957210424202 0.0 0.0 0.0082083546969378 0.0 0.0 0.0 0.0099395195145975 0.018803938239384 0.0954462612145896 0.0492788556425731 0.0 0.0 0.0 4.0985859912e-09 128.469579 82.73843 11.781071 24 64 234465033322.051139889232538008
Horovod CANDLE P1B2 Benchmark ANL Theta 32 32 64 learning rate=0.001, batch size=80.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3240934304137474 0.0129555156798742 0.0076779604973185 0.0 0.0202456519515475 0.0062154639052487 0.0 0.0 0.0462892407506007 0.0 0.0 0.0 0.0 0.0253566113083717 0.0048377989590145 0.0 0.3508030296829009 0.0078670233775176 0.0 0.0 0.0 0.0 0.0 0.0051193277058112 0.0674639991653395 0.0 0.1464810139606968 0.0078670233775176 0.0 0.2326002123679633 0.0 0.0 0.0079749751463926 0.0 0.0 0.0 0.0096174817952426 0.0172954422925611 0.0994572822152243 0.0505657894325143 0.0 0.0 0.0 3.42617930044e-09 130.906618 87.799265 13.491912 32 64 198368366452.017826025950292955
Horovod CANDLE P1B2 Benchmark ANL Theta 48 48 64 learning rate=0.001, batch size=80.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3363151966576862 0.0119675328893486 0.006318018994422 0.0 0.0219140202053792 0.0048713847565047 0.0 0.0 0.0485631840902442 0.0 0.0 0.0 0.0 0.0271617208011064 0.0050366753630007 0.0 0.3669658061217815 0.0066235480888484 0.0 0.0 0.0 0.0 0.0 0.0050486913987626 0.0724215752459678 0.0 0.155553525770865 0.0066235480888484 0.0 0.2510032170629772 0.0 0.0 0.0066896094806554 0.0 0.0 0.0 0.0092796462796253 0.0155976652740473 0.1053566502520464 0.0505614028401767 0.0 0.0 0.0 3.5684006524e-09 126.037245 79.767393 12.720309 48 64 199215261750.914480916767360695
Horovod CANDLE P1B2 Benchmark ANL Theta 64 64 64 learning rate=0.001, batch size=80.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3427091407373674 0.0102481470671437 0.0055540644496662 0.0 0.0222577718323936 0.0040682277878959 0.0 0.0 0.0498622077890282 0.0 0.0 0.0 0.0 0.0276535558161283 0.0052185555120071 0.0 0.3816836401286956 0.0053343880639223 0.0 0.0 0.0 0.0 0.0 0.0053948029225554 0.0764075547959899 0.0 0.1600766564132098 0.0053343880639223 0.0 0.2532155576119445 0.0 0.0 0.0059127848340082 0.0 0.0 0.0 0.0091372041038681 0.0146912685535343 0.1074891990523014 0.0488742411325869 0.0 0.0 0.0 2.80982077279e-09 124.765336 78.209348 14.63778 64 64 182650083937.704776028758473047
Horovod CANDLE P1B2 Benchmark ANL Theta 96 96 64 learning rate=0.001, batch size=80.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3534693625026287 0.0107000852635822 0.0041894574083434 0.0 0.0224009414909073 0.0029244023684285 0.0 0.0 0.0518362539309666 0.0 0.0 0.0 0.0 0.0286141637305437 0.0053724122990188 0.0 0.3497978120164799 0.005132596701806 0.0 0.0 0.0 0.0 0.0 0.0053193937091749 0.0779372369218912 0.0 0.1618578977094726 0.005132596701806 0.0 0.2553750321950719 0.0 0.0 0.0051999412937069 0.0 0.0 0.0 0.0080229819986753 0.0122124394070187 0.1091805694261558 0.0491207613628876 0.0 0.0 0.0 2.17184507695e-09 119.780914 71.998656 10.754032 96 64 174853982003.773789017911929752
Horovod CANDLE P1B2 Benchmark ANL Theta 128 128 64 learning rate=0.001, batch size=80.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3563238532961072 0.0105393185099521 0.0038057821929723 0.0 0.0227674144999137 0.0028356982414609 0.0 0.0 0.0523023161486271 0.0 0.0 0.0 0.0 0.0290472894184552 0.0053526751617059 0.0 0.3764422694328899 0.0048006481988295 0.0 0.0 0.0 0.0 0.0 0.0056434458275587 0.0784619864024336 0.0 0.1615696981953444 0.0048006481988295 0.0 0.2581274684563032 0.0 0.0 0.0048018722180091 0.0 0.0 0.0 0.0078379245501774 0.0116437067431497 0.1119142526989414 0.0543180011955216 0.0 0.0 0.0 1.72180390758e-09 125.787879 80.377104 13.074074 128 64 172273122214.538910972262901037
Horovod CANDLE P1B2 Benchmark ANL Theta 192 192 64 learning rate=0.001, batch size=80.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3609891245243567 0.0101632895763995 0.0038765656893743 0.0 0.0235621778582025 0.0023672060282688 0.0 0.0 0.0531544968763324 0.0 0.0 0.0 0.0 0.0296521925934792 0.0054677166112949 0.0 0.4110217673361253 0.004376749520451 0.0 0.0 0.0 0.0 0.0 0.0057598691674412 0.0808602007427519 0.0 0.1713786991921111 0.004376749520451 0.0 0.2645551799006198 0.0 0.0 0.0044026748477944 0.0 0.0 0.0 0.0088058511732118 0.0126824168625862 0.1133138490739552 0.0524971970107897 0.0 0.0 0.0 1.69715382849e-09 125.930435 75.761739 13.838261 192 64 169344629918.261676477832967847
Horovod CANDLE P1B2 Benchmark ANL Theta 384 384 64 learning rate=0.001, batch size=80.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3686346055076746 0.0086611326037056 0.0034159463829085 0.0 0.023913606106999 0.0019241508215707 0.0 0.0 0.0545915062216633 0.0 0.0 0.0 0.0 0.0303103176328404 0.0077288111864725 0.0 0.3707797137752536 0.0034777053341421 0.0 0.0 0.0 0.0 0.0 0.0059416900258789 0.0809339645092237 0.0 0.1692342256356898 0.0034777053341421 0.0 0.272287222290831 0.0 0.0 0.0035042151946599 0.0 0.0 0.0 0.0085777750651921 0.0119937214481006 0.1170778037772526 0.0565927784793661 0.0 0.0 0.0 1.44677434731e-09 121.930526 72.269474 13.292632 384 64 163915178922.636989867765835595