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=150.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2054561559638445 0.0219118175924512 0.019009914898109 0.0 0.0103085522765642 0.0161721470021844 0.0 0.0 0.0275612837491877 0.0 0.0 0.0 0.0 0.0173347018384569 0.00179136013564 0.0 0.2237537680470546 0.0184254769600837 0.0 0.0 0.0 0.0 0.0 0.0034814280912321 0.0360547878274293 0.0 0.0954194938136831 0.0184254769600837 0.0 0.1209341396533222 0.0 0.0 0.017142049550515 0.0 0.0 0.0 0.0142869769893344 0.0332968918874434 0.0595941824838189 0.0357453352671168 0.0 0.0 0.0 4.55582832843e-09 139.600881 89.721121 13.054139 6 64 348598103464.381201220345035678
Horovod CANDLE P1B2 Benchmark ANL Theta 8 8 64 learning rate=0.001, batch size=150.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2219708547082186 0.0206121872085637 0.0164431155697629 0.0 0.0113046043577714 0.0143456790869732 0.0 0.0 0.0311367106859699 0.0 0.0 0.0 0.0 0.0198544997529672 0.0020279079404601 0.0 0.2521825133434191 0.0166853967023989 0.0 0.0 0.0 0.0 0.0 0.0039260843018128 0.0408741265711314 0.0 0.1009142812834748 0.0166853967023989 0.0 0.1359696704739794 0.0 0.0 0.0154899723493739 0.0 0.0 0.0 0.0136161291703044 0.0300592447400673 0.0643063875196815 0.0365897765894432 0.0 0.0 0.0 3.42723437867e-09 140.370029 88.277401 10.943744 8 64 300793626901.01618430261881451
Horovod CANDLE P1B2 Benchmark ANL Theta 12 12 64 learning rate=0.001, batch size=150.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2452994101265531 0.0187067003463122 0.013835451174719 0.0 0.0128473713393804 0.0118671989271622 0.0 0.0 0.0364324774503692 0.0 0.0 0.0 0.0 0.0236812374313637 0.0024117627026461 0.0 0.2948400980431861 0.0141457995189152 0.0 0.0 0.0 0.0 0.0 0.0045360216797374 0.0481682120763089 0.0 0.1090765638364904 0.0141457995189152 0.0 0.1563375632708933 0.0 0.0 0.0132231785179451 0.0 0.0 0.0 0.013374341248265 0.027209792422984 0.070690706095653 0.0379730970745324 0.0 0.0 0.0 3.69492389909e-09 130.433062 80.850407 13.997832 12 64 249598265129.93526639837997541
Horovod CANDLE P1B2 Benchmark ANL Theta 16 16 64 learning rate=0.001, batch size=150.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2615230385036989 0.0178478672786108 0.0124686734738988 0.0 0.0137753617063103 0.010147843978844 0.0 0.0 0.0402021127676469 0.0 0.0 0.0 0.0 0.026399952277361 0.0026245707427581 0.0 0.325452138341615 0.0128547324577057 0.0 0.0 0.0 0.0 0.0 0.0049663907413245 0.0526360132745041 0.0 0.115160739076532 0.0128547324577057 0.0 0.170450307593823 0.0 0.0 0.0116927059304255 0.0 0.0 0.0 0.0133422757733587 0.0258109492472575 0.0759273725253062 0.0392723168720135 0.0 0.0 0.0 2.79232986639e-09 126.55502 79.255422 10.0 16 64 222855571789.771605373069871361
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 32 32 64 learning rate=0.001, batch size=150.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2899187218769004 0.0155537777480007 0.0085249350731503 0.0 0.0159158861909586 0.0067166028757194 0.0 0.0 0.0468330131493449 0.0 0.0 0.0 0.0 0.031182097636822 0.0031351660749453 0.0 0.3863557376220261 0.0096739253521362 0.0 0.0 0.0 0.0 0.0 0.0058762551576406 0.0627607230230082 0.0 0.1263186895476877 0.0096739253521362 0.0 0.1994486599721856 0.0 0.0 0.0086311526756195 0.0 0.0 0.0 0.0127289645057642 0.0212538995789146 0.0849771862701227 0.0411370224260406 0.0 0.0 0.0 2.26638574688e-09 129.758539 80.431095 11.689046 32 64 187268266041.770245886130887986
Horovod CANDLE P1B2 Benchmark ANL Theta 48 48 64 learning rate=0.001, batch size=150.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3049524718473291 0.0145513339725187 0.0071869705529867 0.0 0.0166626192927306 0.0052873187998424 0.0 0.0 0.0501258372061477 0.0 0.0 0.0 0.0 0.0335317691417478 0.0033445552716551 0.0 0.410811351240639 0.0083394759974277 0.0 0.0 0.0 0.0 0.0 0.0062627790749883 0.0663785807679789 0.0 0.1312409304821482 0.0083394759974277 0.0 0.2104993415354 0.0 0.0 0.0072371461480614 0.0 0.0 0.0 0.0125853002497441 0.0197722708027308 0.0882378548966154 0.0415668679673133 0.0 0.0 0.0 2.00021871528e-09 128.35879 81.28098 12.987032 48 64 173324691620.770624749496069519
Horovod CANDLE P1B2 Benchmark ANL Theta 64 64 64 learning rate=0.001, batch size=150.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.31533247360248 0.0140572460929654 0.0061525301675735 0.0 0.0172871300552722 0.004456287878609 0.0 0.0 0.0522086728244718 0.0 0.0 0.0 0.0 0.0349969075741756 0.0035078776170928 0.0 0.426654038946201 0.007611246963937 0.0 0.0 0.0 0.0 0.0 0.0064550502673007 0.0693281095204778 0.0 0.1329676450743938 0.007611246963937 0.0 0.2188865437038083 0.0 0.0 0.0066618434398477 0.0 0.0 0.0 0.0123903322722495 0.018542862439823 0.0911127509084542 0.0423810163980757 0.0 0.0 0.0 1.62805473961e-09 133.001855 81.183673 15.014842 64 64 165356253969.991782369858641931
Horovod CANDLE P1B2 Benchmark ANL Theta 96 96 64 learning rate=0.001, batch size=150.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3242528555508815 0.0136457345849084 0.0053209181654657 0.0 0.017919921905477 0.0035816798508096 0.0 0.0 0.054188383658459 0.0 0.0 0.0 0.0 0.0364093903639384 0.0035351918155895 0.0 0.4359261958918769 0.0069087654177017 0.0 0.0 0.0 0.0 0.0 0.0066647748722912 0.0721229265587751 0.0 0.135507657309039 0.0069087654177017 0.0 0.2227442157419346 0.0 0.0 0.005679391454339 0.0 0.0 0.0 0.0123674403889889 0.0176883585544546 0.0934420259463082 0.042831820575853 0.0 0.0 0.0 1.51159819016e-09 128.735417 81.972917 12.985417 96 64 158677860003.663766228387583214
Horovod CANDLE P1B2 Benchmark ANL Theta 128 128 64 learning rate=0.001, batch size=150.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3252382968908034 0.0131219141362303 0.0047459743246804 0.0 0.0179823057654572 0.0031155533268163 0.0 0.0 0.0545706635474669 0.0 0.0 0.0 0.0 0.0367393026237473 0.0036424795406712 0.0 0.4508917772961848 0.0063555991438856 0.0 0.0 0.0 0.0 0.0 0.0067757354366294 0.07267964003631 0.0 0.13806781986361 0.0063555991438856 0.0 0.2298529579673502 0.0 0.0 0.0052667015954571 0.0 0.0 0.0 0.0122179615068439 0.0169639358315243 0.0940560436148056 0.042781755158859 0.0 0.0 0.0 1.22968289832e-09 120.5625 71.026442 13.387019 128 64 158045477631.279090260219827109
Horovod CANDLE P1B2 Benchmark ANL Theta 192 192 64 learning rate=0.001, batch size=150.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3323337476242949 0.0127913912323805 0.0042525492026392 0.0 0.0179369302470055 0.0026410430366184 0.0 0.0 0.0562019034775068 0.0 0.0 0.0 0.0 0.038059404235577 0.0037244639112384 0.0 0.4580511223039668 0.0059093326247982 0.0 0.0 0.0 0.0 0.0 0.0069505034523476 0.0737167552149954 0.0 0.1373848159270855 0.0059093326247982 0.0 0.2323186065386599 0.0 0.0 0.0047568040750916 0.0 0.0 0.0 0.0121828398017961 0.0164353890044354 0.0949922092424952 0.0431929491667714 0.0 0.0 0.0 1.30311451991e-09 131.827848 76.005063 11.0 192 64 151254791492.625629890407718494
Horovod CANDLE P1B2 Benchmark ANL Theta 384 384 64 learning rate=0.001, batch size=150.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.33256696611911 0.0126396486554368 0.0037213244630615 0.0 0.0183283287843219 0.0021321917189747 0.0 0.0 0.0566111796593278 0.0 0.0 0.0 0.0 0.0384290076811552 0.0038347268164551 0.0 0.4653050022501307 0.005517302797907 0.0 0.0 0.0 0.0 0.0 0.0071897282190942 0.0756098424044998 0.0 0.1410896098695167 0.005517302797907 0.0 0.2378575684780049 0.0 0.0 0.0044518417442649 0.0 0.0 0.0 0.0120531530893661 0.0157744775524276 0.0962695645987183 0.0434185846693448 0.0 0.0 0.0 1.142767635e-09 130.134111 77.186589 14.037901 384 64 150946465157.809618925723250817