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=130.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2041133126995195 0.0213793926774768 0.0182038304798154 0.0 0.0101408817639389 0.016007397667103 0.0 0.0 0.0272093052897344 0.0 0.0 0.0 0.0 0.0170764561711878 0.0018134399365753 0.0 0.2181253757868123 0.0178490549885822 0.0 0.0 0.0 0.0 0.0 0.0035880831360093 0.0355418814832905 0.0 0.0952027319317605 0.0178490549885822 0.0 0.1217209442274404 0.0 0.0 0.0170851217814206 0.0 0.0 0.0 0.0139105609208438 0.0321143914006592 0.0595988302624305 0.0355862474700428 0.0 0.0 0.0 4.98107929817e-09 137.989284 86.682741 11.010998 6 64 355874516121.686792760494062151
Horovod CANDLE P1B2 Benchmark ANL Theta 8 8 64 learning rate=0.001, batch size=130.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2233355765281244 0.0206766644557466 0.0169493603146797 0.0 0.0112417881899342 0.0142005617863166 0.0 0.0 0.0313613247238078 0.0 0.0 0.0 0.0 0.020032503136457 0.0020622187212225 0.0 0.2498119923958055 0.0166937154106718 0.0 0.0 0.0 0.0 0.0 0.0039913932555736 0.0409264908005863 0.0 0.1009190863684081 0.0166937154106718 0.0 0.1364875225845416 0.0 0.0 0.0154082717063539 0.0 0.0 0.0 0.0139755200136474 0.0309248803283271 0.064795304111153 0.0370550366781835 0.0 0.0 0.0 3.82354249834e-09 135.615485 87.54415 14.127012 8 64 300662156494.690245964622024812
Horovod CANDLE P1B2 Benchmark ANL Theta 12 12 64 learning rate=0.001, batch size=130.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2462269486594168 0.0190869761009201 0.014297049525951 0.0 0.0128087330085742 0.0118493495337553 0.0 0.0 0.0365335297428481 0.0 0.0 0.0 0.0 0.023750568664595 0.0024202607531855 0.0 0.2938492831747153 0.0144575356989991 0.0 0.0 0.0 0.0 0.0 0.0046188464028085 0.0482773592173478 0.0 0.1090453003830282 0.0144575356989991 0.0 0.1570643402687717 0.0 0.0 0.013269396480673 0.0 0.0 0.0 0.0136341073501385 0.0279311568760894 0.0714152618179033 0.038356418150802 0.0 0.0 0.0 4.14925761054e-09 133.473404 87.689072 13.005319 12 64 249174056191.089569311366915242
Horovod CANDLE P1B2 Benchmark ANL Theta 16 16 64 learning rate=0.001, batch size=130.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2620185050926992 0.0178407013362061 0.0124917323162421 0.0 0.0137792610039456 0.0101791698451467 0.0 0.0 0.0402546588764149 0.0 0.0 0.0 0.0 0.0264273268321402 0.0026835545046815 0.0 0.3257297603552437 0.0128296862377007 0.0 0.0 0.0 0.0 0.0 0.0050311281632445 0.0527403619380497 0.0 0.1153441218140457 0.0128296862377007 0.0 0.1720123962832222 0.0 0.0 0.0117268481874519 0.0 0.0 0.0 0.0133828088823145 0.0258745411985565 0.0752299822483536 0.0388043518849073 0.0 0.0 0.0 3.11058276157e-09 128.174385 84.144718 15.196816 16 64 222103285447.16098209454400053
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 32 32 64 learning rate=0.001, batch size=130.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2933795924134931 0.0156138032471341 0.0087485545447092 0.0 0.0157104501555348 0.0067540707888639 0.0 0.0 0.047276107656877 0.0 0.0 0.0 0.0 0.0314529848084587 0.0030982232432657 0.0 0.3829980914895237 0.0097471344362505 0.0 0.0 0.0 0.0 0.0 0.0058492240486388 0.0619650609008806 0.0 0.1256811819442837 0.0097471344362505 0.0 0.1992731143795563 0.0 0.0 0.0086034109235371 0.0 0.0 0.0 0.0127854083077394 0.0215339628524486 0.0849702252483239 0.0411384167373565 0.0 0.0 0.0 2.38670981276e-09 125.980769 80.005656 12.739819 32 64 185146240920.255141977271132155
Horovod CANDLE P1B2 Benchmark ANL Theta 48 48 64 learning rate=0.001, batch size=130.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3082797598129191 0.014581102907735 0.0071986582126686 0.0 0.0167089481256868 0.0052799711051249 0.0 0.0 0.0505879138056188 0.0 0.0 0.0 0.0 0.0338252881442632 0.0033031512817837 0.0 0.4094545109547771 0.0083492311123262 0.0 0.0 0.0 0.0 0.0 0.0062721773110629 0.066550472889212 0.0 0.1295502226233996 0.0083492311123262 0.0 0.2094653901827941 0.0 0.0 0.0072739038895172 0.0 0.0 0.0 0.0127243796941819 0.0199230379068505 0.0894731363652624 0.0421980071783521 0.0 0.0 0.0 2.40501017152e-09 127.23601 77.726277 14.969586 48 64 171648815413.98795855018704682
Horovod CANDLE P1B2 Benchmark ANL Theta 64 64 64 learning rate=0.001, batch size=130.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3157746007698132 0.0142852098480289 0.0062585193658656 0.0 0.0170479947809991 0.0044542257862391 0.0 0.0 0.0522974771898006 0.0 0.0 0.0 0.0 0.0350203524699828 0.0034325007264653 0.0 0.4266338519018991 0.0077517205607116 0.0 0.0 0.0 0.0 0.0 0.0065354671568116 0.0684021989884879 0.0 0.1342630551788369 0.0077517205607116 0.0 0.2185508155039685 0.0 0.0 0.0064417165147053 0.0 0.0 0.0 0.0125157808712941 0.0187743002371597 0.0904313874226531 0.0420279897628536 0.0 0.0 0.0 1.71080538188e-09 131.85689 80.984099 10.431095 64 64 165371591647.146566550640877039
Horovod CANDLE P1B2 Benchmark ANL Theta 96 96 64 learning rate=0.001, batch size=130.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.323005122662569 0.0136225892251489 0.0051914031241142 0.0 0.0178229261139728 0.0035707268740536 0.0 0.0 0.0539936507630455 0.0 0.0 0.0 0.0 0.0362424942488146 0.0036176021335746 0.0 0.4382840352038618 0.0068919468403211 0.0 0.0 0.0 0.0 0.0 0.0066298794509933 0.0718415984889907 0.0 0.1355318731445669 0.0068919468403211 0.0 0.22596249097171 0.0 0.0 0.0056877680059822 0.0 0.0 0.0 0.0122266797133666 0.0174180828374808 0.0932710383097989 0.0427391705525113 0.0 0.0 0.0 1.62985355257e-09 126.5 78.690385 12.013462 96 64 159516486981.325793632190272779
Horovod CANDLE P1B2 Benchmark ANL Theta 128 128 64 learning rate=0.001, batch size=130.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3264087673760617 0.0132565749957026 0.0047865336431633 0.0 0.0179416150748184 0.0031062467614675 0.0 0.0 0.0548188003054535 0.0 0.0 0.0 0.0 0.0368485995170257 0.0036526821579981 0.0 0.4467235542521911 0.0064683907709213 0.0 0.0 0.0 0.0 0.0 0.0068062671629902 0.0726180719155417 0.0 0.137926402466394 0.0064683907709213 0.0 0.2302424555649897 0.0 0.0 0.0053158067652488 0.0 0.0 0.0 0.0123262894630338 0.0171128231061971 0.0944042488714837 0.0430048590898221 0.0 0.0 0.0 1.36224292845e-09 133.355972 82.653396 14.0 128 64 156534211003.486747444822090976
Horovod CANDLE P1B2 Benchmark ANL Theta 192 192 64 learning rate=0.001, batch size=130.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.331058022103254 0.0129306205842549 0.0042963166622614 0.0 0.0179290271486896 0.002647604431835 0.0 0.0 0.0560044439132978 0.0 0.0 0.0 0.0 0.0379588504368982 0.0037385735671179 0.0 0.4558435779042164 0.005959660959061 0.0 0.0 0.0 0.0 0.0 0.0070282162403139 0.0737959681886628 0.0 0.1398383404153673 0.005959660959061 0.0 0.2329725334097512 0.0 0.0 0.0048086033391083 0.0 0.0 0.0 0.0122657544996293 0.0165620711618907 0.0952707395355444 0.0433281505366892 0.0 0.0 0.0 1.3782351622e-09 134.928571 80.969048 12.97619 192 64 152286573261.539444999076370249
Horovod CANDLE P1B2 Benchmark ANL Theta 384 384 64 learning rate=0.001, batch size=130.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3370946993932244 0.0125914651347113 0.0036938606207531 0.0 0.0183390299049714 0.0021225358526417 0.0 0.0 0.0573358248216039 0.0 0.0 0.0 0.0 0.0389032966510602 0.0038145043776822 0.0 0.4637662913493542 0.0054892403759862 0.0 0.0 0.0 0.0 0.0 0.0069658530787127 0.0757468176152682 0.0 0.1386074407911189 0.0054892403759862 0.0 0.2363827212020153 0.0 0.0 0.0044665619597023 0.0 0.0 0.0 0.012066373515087 0.0157602341358401 0.0967616576007966 0.0436058003435662 0.0 0.0 0.0 1.2261980117e-09 126.126374 79.365385 13.255495 384 64 148567514595.32643115930767742