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=160.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2069498825711694 0.0216409122475438 0.0191764474579195 0.0 0.0102164195116519 0.0161974343904425 0.0 0.0 0.0275963126815175 0.0 0.0 0.0 0.0 0.0173022995748583 0.0017857829096276 0.0 0.2202234861703156 0.018157197268059 0.0 0.0 0.0 0.0 0.0 0.0034431490093164 0.0360072357958082 0.0 0.0955404006474786 0.018157197268059 0.0 0.121775979707886 0.0 0.0 0.0171685385264508 0.0 0.0 0.0 0.0142690674438697 0.0334455149017893 0.0595920805802418 0.0357718863314282 0.0 0.0 0.0 4.2479924206e-09 129.952637 80.744038 13.806181 6 64 350334642732.201300481764800257
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 6 6 64 learning rate=0.001, batch size=140.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2050235676507283 0.0217364783645865 0.0190497312977381 0.0 0.0101710838954374 0.0160882077324509 0.0 0.0 0.0273295531418865 0.0 0.0 0.0 0.0 0.0172495884417982 0.0018174514494212 0.0 0.21876491224442 0.0181715689519302 0.0 0.0 0.0 0.0 0.0 0.0035342577956328 0.0358134246944859 0.0 0.0945399949422522 0.0181715689519302 0.0 0.1218444395931136 0.0 0.0 0.0171180001419347 0.0 0.0 0.0 0.0142240168954175 0.0332737481931556 0.0593100001006062 0.0358486678664428 0.0 0.0 0.0 4.90992964581e-09 132.333237 75.589818 12.445473 6 64 352033533408.166144494599051013
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 6 6 64 learning rate=0.001, batch size=120.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2041043926480712 0.0219558059387687 0.0189964187162588 0.0 0.0100600812142483 0.0160968705939519 0.0 0.0 0.0272070630791741 0.0 0.0 0.0 0.0 0.0171956763241051 0.0018382460931785 0.0 0.2197161041282268 0.0183593501490264 0.0 0.0 0.0 0.0 0.0 0.0036421460807033 0.0360354496962922 0.0 0.0944994225764213 0.0183593501490264 0.0 0.1216678693480141 0.0 0.0 0.017148717204191 0.0 0.0 0.0 0.0143150928204335 0.0333115115366922 0.0590039993383869 0.0354718010889472 0.0 0.0 0.0 5.47350560093e-09 136.646891 87.303886 13.995855 6 64 354651440690.984980477115793607
Horovod CANDLE P1B2 Benchmark ANL Theta 6 6 64 learning rate=0.001, batch size=120.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2041043926480712 0.0219558059387687 0.0189964187162588 0.0 0.0100600812142483 0.0160968705939519 0.0 0.0 0.0272070630791741 0.0 0.0 0.0 0.0 0.0171956763241051 0.0018382460931785 0.0 0.2197161041282268 0.0183593501490264 0.0 0.0 0.0 0.0 0.0 0.0036421460807033 0.0360354496962922 0.0 0.0944994225764213 0.0183593501490264 0.0 0.1216678693480141 0.0 0.0 0.017148717204191 0.0 0.0 0.0 0.0143150928204335 0.0333115115366922 0.0590039993383869 0.0354718010889472 0.0 0.0 0.0 5.47350560093e-09 136.646891 87.303886 13.995855 6 64 354651440690.984980477115793607
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 6 6 64 learning rate=0.001, batch size=100.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2065081376353275 0.0215673714265239 0.0181587046585941 0.0 0.0101354544434462 0.0159359774232108 0.0 0.0 0.0275380923083866 0.0 0.0 0.0 0.0 0.0173213146036541 0.0018587828656611 0.0 0.2220104422139677 0.0178785900670498 0.0 0.0 0.0 0.0 0.0 0.0036594237046327 0.0360035631819969 0.0 0.0961331711682574 0.0178785900670498 0.0 0.1213842498211547 0.0 0.0 0.0169451902021524 0.0 0.0 0.0 0.0139756404062233 0.0321343450648174 0.0595357147339857 0.0355648792594546 0.0 0.0 0.0 6.14150024378e-09 134.917815 80.679752 12.001837 6 64 354629825539.093239449621442152
Horovod CANDLE P1B2 Benchmark ANL Theta 6 6 64 learning rate=0.001, batch size=90.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2047356044269056 0.0220817080157057 0.0188090020146231 0.0 0.0100721540636418 0.0159314514330536 0.0 0.0 0.0273236909433659 0.0 0.0 0.0 0.0 0.0172188243224821 0.0018710979532643 0.0 0.2184217023007829 0.0183123554826116 0.0 0.0 0.0 0.0 0.0 0.0037583422687083 0.0356252004866355 0.0 0.0950423619187756 0.0183123554826116 0.0 0.1219491215510307 0.0 0.0 0.0169423948250876 0.0 0.0 0.0 0.0143184151817756 0.0331274171963987 0.0596306714504236 0.0355554279118486 0.0 0.0 0.0 6.75047711989e-09 128.613056 78.325371 12.687191 6 64 359676881186.075993533693861226
Horovod CANDLE P1B2 Benchmark ANL Theta 6 6 64 learning rate=0.001, batch size=90.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2047356044269056 0.0220817080157057 0.0188090020146231 0.0 0.0100721540636418 0.0159314514330536 0.0 0.0 0.0273236909433659 0.0 0.0 0.0 0.0 0.0172188243224821 0.0018710979532643 0.0 0.2184217023007829 0.0183123554826116 0.0 0.0 0.0 0.0 0.0 0.0037583422687083 0.0356252004866355 0.0 0.0950423619187756 0.0183123554826116 0.0 0.1219491215510307 0.0 0.0 0.0169423948250876 0.0 0.0 0.0 0.0143184151817756 0.0331274171963987 0.0596306714504236 0.0355554279118486 0.0 0.0 0.0 6.75047711989e-09 128.613056 78.325371 12.687191 6 64 359676881186.075993533693861226
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 6 6 64 learning rate=0.001, batch size=70.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2062826746459202 0.0214027389205674 0.0185265405490457 0.0 0.01004457342169 0.0156638274575378 0.0 0.0 0.0275688215865556 0.0 0.0 0.0 0.0 0.017441381141854 0.001935489575733 0.0 0.2208285202451638 0.017511382791863 0.0 0.0 0.0 0.0 0.0 0.0038884042735826 0.0360660835963436 0.0 0.0942591763448913 0.017511382791863 0.0 0.1232470501840337 0.0 0.0 0.0167179607764359 0.0 0.0 0.0 0.0142064382337352 0.0327329787827809 0.0596375131131509 0.035719649368233 0.0 0.0 0.0 8.18788818099e-09 136.333277 84.137172 9.716681 6 64 360534821402.882241952056870966
Horovod CANDLE P1B2 Benchmark ANL Theta 6 6 64 learning rate=0.001, batch size=60.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.204273903089182 0.0217750548887675 0.018619674610653 0.0 0.0100710160047433 0.0154344849657068 0.0 0.0 0.0273118721307394 0.0 0.0 0.0 0.0 0.0173060758797941 0.001965909684553 0.0 0.2179181291963256 0.0177537292202789 0.0 0.0 0.0 0.0 0.0 0.0039584718034796 0.0360634502569279 0.0 0.0947189057274138 0.0177537292202789 0.0 0.1230549986715249 0.0 0.0 0.0166427746249804 0.0 0.0 0.0 0.0143114305529442 0.0329311051635972 0.0591399747559858 0.0354347680830425 0.0 0.0 0.0 9.30246699909e-09 136.680839 85.359625 12.723794 6 64 366625665464.185936437335300643