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=110.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2038389722210884 0.0218631445482671 0.0182711694178086 0.0 0.0101761597194038 0.016052921978715 0.0 0.0 0.0273976352913672 0.0 0.0 0.0 0.0 0.0173000107672497 0.0018370489354973 0.0 0.2222143886751447 0.0182515389955799 0.0 0.0 0.0 0.0 0.0 0.0035964689200778 0.0357982588670282 0.0 0.0952833416980533 0.0182515389955799 0.0 0.1214069684071059 0.0 0.0 0.0169819439469114 0.0 0.0 0.0 0.0138977137395666 0.0321688831573753 0.0596259692811427 0.0357930644797992 0.0 0.0 0.0 5.86458872499e-09 137.674201 83.334215 13.005771 6 64 354575698912.892780386595468859
Horovod CANDLE P1B2 Benchmark ANL Theta 8 8 64 learning rate=0.001, batch size=110.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2233478998774277 0.020249358683229 0.0163616537815388 0.0 0.0111764922123974 0.0142786412341027 0.0 0.0 0.0313405688547653 0.0 0.0 0.0 0.0 0.0200393828072754 0.0020823682832036 0.0 0.2511890458708429 0.0161486848258321 0.0 0.0 0.0 0.0 0.0 0.0040380680259006 0.0408492516843034 0.0 0.1000764448202048 0.0161486848258321 0.0 0.1366759921157087 0.0 0.0 0.0153745054010716 0.0 0.0 0.0 0.0136910773987809 0.0300527311803197 0.064166229967825 0.0363257675327003 0.0 0.0 0.0 4.43091901564e-09 138.372145 86.345189 12.887683 8 64 301317541866.008754665933427586
Horovod CANDLE P1B2 Benchmark ANL Theta 12 12 64 learning rate=0.001, batch size=110.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.243792637215877 0.0187735971937085 0.0142701938616491 0.0 0.0127185576054081 0.0117710627779617 0.0 0.0 0.0363471318274705 0.0 0.0 0.0 0.0 0.0236848835280927 0.002457527029278 0.0 0.2967821931494653 0.0140962028861679 0.0 0.0 0.0 0.0 0.0 0.0046914716416959 0.0478456885884413 0.0 0.1086099322192579 0.0140962028861679 0.0 0.1572755700716773 0.0 0.0 0.0131568196406391 0.0 0.0 0.0 0.0135828133339841 0.0278530071956332 0.0707749183846799 0.0380472646499951 0.0 0.0 0.0 4.76196563125e-09 128.522613 80.497906 13.670854 12 64 250693723021.817115933852005791
Horovod CANDLE P1B2 Benchmark ANL Theta 16 16 64 learning rate=0.001, batch size=110.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2611421656964131 0.0177450366136732 0.0120461781605587 0.0 0.0137559529196823 0.0100961099573581 0.0 0.0 0.0399713087428589 0.0 0.0 0.0 0.0 0.0262158132426547 0.0026724880275632 0.0 0.3208566830246705 0.0126631459350461 0.0 0.0 0.0 0.0 0.0 0.0050631970630976 0.0529497577249909 0.0 0.1155132282331565 0.0126631459350461 0.0 0.1712719774681242 0.0 0.0 0.0115835489783458 0.0 0.0 0.0 0.0131107804728217 0.0251569586333804 0.0755420158795481 0.0389328939188444 0.0 0.0 0.0 3.46298198248e-09 133.820579 81.923473 13.994212 16 64 224520154287.141285490572957582
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 32 32 64 learning rate=0.001, batch size=110.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2913613949371695 0.0155278069020568 0.0087901963244834 0.0 0.0157392363956098 0.0066986130109727 0.0 0.0 0.0469625467149985 0.0 0.0 0.0 0.0 0.0312518946494278 0.0031582206391056 0.0 0.3813693576585862 0.0096607011207777 0.0 0.0 0.0 0.0 0.0 0.0058951947060445 0.0620286421041552 0.0 0.1250343038310494 0.0096607011207777 0.0 0.1976847395567036 0.0 0.0 0.0086281478446035 0.0 0.0 0.0 0.0129091792950425 0.021699375619526 0.0843901765943219 0.0408084063816933 0.0 0.0 0.0 3.21276071744e-09 126.564892 77.695507 11.280366 32 64 186941295609.020554994550798912
Horovod CANDLE P1B2 Benchmark ANL Theta 48 48 64 learning rate=0.001, batch size=110.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3111075167678652 0.0146366560334858 0.0072313263446297 0.0 0.0166411284422788 0.0052732019751689 0.0 0.0 0.0510190636965585 0.0 0.0 0.0 0.0 0.0341219631126575 0.0033425285137586 0.0 0.4050189484447274 0.0084040966539883 0.0 0.0 0.0 0.0 0.0 0.0063173838974315 0.066354053681191 0.0 0.1304224636345194 0.0084040966539883 0.0 0.2141486418174164 0.0 0.0 0.0071824840118999 0.0 0.0 0.0 0.0125953025738727 0.0198266289185024 0.088557382030618 0.0417542592940334 0.0 0.0 0.0 2.45914715267e-09 124.862768 80.371122 12.109785 48 64 170301573675.774057801170322676
Horovod CANDLE P1B2 Benchmark ANL Theta 64 64 64 learning rate=0.001, batch size=110.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3121209177772766 0.0142904925375594 0.0062780628232514 0.0 0.0171939767555174 0.0044499005300195 0.0 0.0 0.0516802418245666 0.0 0.0 0.0 0.0 0.0346449669071318 0.0034606872021227 0.0 0.4232438247862424 0.0077019035168919 0.0 0.0 0.0 0.0 0.0 0.0064775815959037 0.0688878475651563 0.0 0.1338107425299316 0.0077019035168919 0.0 0.2189755770594075 0.0 0.0 0.0063866584846898 0.0 0.0 0.0 0.0125480262967623 0.0188260891200137 0.0915070675051974 0.0425492287688412 0.0 0.0 0.0 2.14941250559e-09 124.940361 73.779473 9.993065 64 64 167738238733.767131938723596547
Horovod CANDLE P1B2 Benchmark ANL Theta 96 96 64 learning rate=0.001, batch size=110.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3218352998631714 0.0134858867419829 0.0052173567050495 0.0 0.0178515772332658 0.0035644605939711 0.0 0.0 0.0537643144073459 0.0 0.0 0.0 0.0 0.0361215974670552 0.0035771150099276 0.0 0.4389982890336331 0.0067815811148461 0.0 0.0 0.0 0.0 0.0 0.0066672019117235 0.0720218056635913 0.0 0.1373887662951659 0.0067815811148461 0.0 0.2285646803719235 0.0 0.0 0.0056463535945149 0.0 0.0 0.0 0.0125005128850493 0.0177178695900988 0.0939363372110734 0.0431166269431896 0.0 0.0 0.0 1.72899264089e-09 129.602518 78.571942 12.899281 96 64 160688340383.558473134178847003
Horovod CANDLE P1B2 Benchmark ANL Theta 128 128 64 learning rate=0.001, batch size=110.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3295540785360592 0.0141724161580233 0.0046537699601044 0.0 0.0180535615314078 0.003101860045176 0.0 0.0 0.0553895710337694 0.0 0.0 0.0 0.0 0.0372712722399527 0.0036487959803772 0.0 0.4455408958623408 0.0072445216728519 0.0 0.0 0.0 0.0 0.0 0.0068519552061489 0.0729563993775971 0.0 0.137519206210265 0.0072445216728519 0.0 0.2309904982437261 0.0 0.0 0.0053146132804923 0.0 0.0 0.0 0.0124051368220508 0.0170589067821553 0.0956679404470111 0.0436099061573007 0.0 0.0 0.0 1.50989801903e-09 125.095949 79.03838 11.053305 128 64 155097705969.867272751818864277
Horovod CANDLE P1B2 Benchmark ANL Theta 192 192 64 learning rate=0.001, batch size=110.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3310580303319575 0.0128494301391553 0.0042225839051812 0.0 0.0178704801518552 0.0026175670730086 0.0 0.0 0.0560169558197182 0.0 0.0 0.0 0.0 0.0379798953171385 0.0037132688736636 0.0 0.452976904495086 0.0059158061285645 0.0 0.0 0.0 0.0 0.0 0.0069530836236995 0.0735209852713894 0.0 0.1378794276859786 0.0059158061285645 0.0 0.2332827437905408 0.0 0.0 0.0047766074244434 0.0 0.0 0.0 0.0122805868239455 0.0165031707291267 0.0957485591235221 0.0435856568499555 0.0 0.0 0.0 1.35178265727e-09 126.179612 73.376214 10.997573 192 64 152311346718.865277161124560253
Horovod CANDLE P1B2 Benchmark ANL Theta 384 384 64 learning rate=0.001, batch size=110.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3361076173932567 0.0125017532924612 0.0036738878510564 0.0 0.0183564863053179 0.0021003448180001 0.0 0.0 0.0571315603028314 0.0 0.0 0.0 0.0 0.0387910155453061 0.0037776004986345 0.0 0.4636452692729721 0.0054775732095498 0.0 0.0 0.0 0.0 0.0 0.0070077810883509 0.0757816673306391 0.0 0.1393444786688896 0.0054775732095498 0.0 0.2366689302807423 0.0 0.0 0.0044026872017172 0.0 0.0 0.0 0.0121440095665371 0.0158178974175935 0.096671875743128 0.0435689522321691 0.0 0.0 0.0 1.47410483914e-09 128.191781 79.926941 14.013699 384 64 148808670303.243462968881764308