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=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 8 8 64 learning rate=0.001, batch size=100.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2419187275558892 0.0186056161151962 0.0151124801681663 0.0 0.014570860039508 0.0136895465666357 0.0 0.0 0.0310229317576585 0.0 0.0 0.0 0.0 0.0165588509037223 0.0038620292322006 0.0 0.2353868118546378 0.0148375453571761 0.0 0.0 0.0 0.0 0.0 0.0037668408376146 0.0456144014315463 0.0 0.1173419829885066 0.0148375453571761 0.0 0.1729764502619179 0.0 0.0 0.0143118301980837 0.0 0.0 0.0 0.0116449754788827 0.026757455647049 0.0748564675550852 0.0428679241452764 0.0 0.0 0.0 4.63906372471e-09 141.087594 88.591343 10.005112 8 64 316193401307.867588384826854395
Horovod CANDLE P1B2 Benchmark ANL Theta 12 12 64 learning rate=0.001, batch size=100.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.2465291427870224 0.0186679418127468 0.0133587343048469 0.0 0.0126770344217169 0.0118095309437032 0.0 0.0 0.036615522589318 0.0 0.0 0.0 0.0 0.0238060907364001 0.0024728288828074 0.0 0.2933175758775446 0.0139400263266888 0.0 0.0 0.0 0.0 0.0 0.0046937251580667 0.0477266731036072 0.0 0.1094720848310037 0.0139400263266888 0.0 0.1568966695421795 0.0 0.0 0.0133805331918247 0.0 0.0 0.0 0.0133095574348868 0.0266682917397337 0.0706139528834733 0.0379297090670444 0.0 0.0 0.0 5.01085624898e-09 135.347272 82.124253 13.994823 12 64 250485142186.127340018953823874
Horovod CANDLE P1B2 Benchmark ANL Theta 16 16 64 learning rate=0.001, batch size=100.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.285487578589885 0.0153592914391028 0.0103729705299328 0.0 0.0181292637625673 0.0087672326858227 0.0 0.0 0.0391199159370822 0.0 0.0 0.0 0.0 0.0213665332044886 0.0041504046194958 0.0 0.2983044975057795 0.0108924731950611 0.0 0.0 0.0 0.0 0.0 0.0041409053196516 0.0605709583675716 0.0 0.1365845547102224 0.0108924731950611 0.0 0.1998898058929571 0.0 0.0 0.0109450586275849 0.0 0.0 0.0 0.0099907070943266 0.0203636776242594 0.0890566247083882 0.0474063312898743 0.0 0.0 0.0 3.84763950729e-09 132.671374 85.823466 10.931559 16 64 239170705378.309365467353354114
Horovod CANDLE P1B2 Benchmark ANL Theta 24 24 64 learning rate=0.001, batch size=100.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3090525105094654 0.0126731365746937 0.0088488184684984 0.0 0.0198406230415854 0.0067977870318316 0.0 0.0 0.0435250996069222 0.0 0.0 0.0 0.0 0.0238310088137852 0.0053977024721017 0.0 0.3276213525352649 0.0082553710359102 0.0 0.0 0.0 0.0 0.0 0.0046276254534201 0.0670858049104066 0.0 0.1446458653260953 0.0082553710359102 0.0 0.2305421241676046 0.0 0.0 0.0086191436453932 0.0 0.0 0.0 0.009856231424445 0.0187050498929434 0.09603180844695 0.0495592070258713 0.0 0.0 0.0 3.67565757753e-09 126.042921 76.519539 12.319667 24 64 212258554705.816375344562549567
Horovod CANDLE P1B2 Benchmark ANL Theta 32 32 64 learning rate=0.001, batch size=100.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3213339079689962 0.0129037696895668 0.0076766141239758 0.0 0.0204325895322643 0.0062092601861206 0.0 0.0 0.0459361339915948 0.0 0.0 0.0 0.0 0.0251673821799123 0.0047968390444867 0.0 0.3494712329061622 0.0078791860249397 0.0 0.0 0.0 0.0 0.0 0.0050535273543975 0.0676356868369256 0.0 0.1496247538763208 0.0078791860249397 0.0 0.2418103825779654 0.0 0.0 0.0079211261375065 0.0 0.0 0.0 0.0096081115118806 0.0172847256358564 0.100732644197529 0.0472049573479833 0.0 0.0 0.0 3.26591200659e-09 123.3772 74.121653 12.966335 32 64 199927514789.889524743663647991
Horovod CANDLE P1B2 Benchmark ANL Theta 48 48 64 learning rate=0.001, batch size=100.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3369687588727657 0.0118791274272998 0.0056110700803169 0.0 0.0214886433591072 0.0048512888280774 0.0 0.0 0.0488169925252817 0.0 0.0 0.0 0.0 0.0268452254515525 0.0069756790607264 0.0 0.3691155162339044 0.0066151845668931 0.0 0.0 0.0 0.0 0.0 0.0052721519142106 0.071524678824573 0.0 0.1543371141484362 0.0066151845668931 0.0 0.2451396974159758 0.0 0.0 0.0060193380283895 0.0 0.0 0.0 0.0084514792164142 0.0140625492967311 0.1040657421826827 0.0496277611430539 0.0 0.0 0.0 3.13372051935e-09 127.717336 78.355252 11.838599 48 64 186772139501.898494341873863506
Horovod CANDLE P1B2 Benchmark ANL Theta 64 64 64 learning rate=0.001, batch size=100.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3462859716617258 0.0102564324961405 0.0055688797599261 0.0 0.0227654359558329 0.0040915606430092 0.0 0.0 0.0502191903349865 0.0 0.0 0.0 0.0 0.0279064515528683 0.0072521555934725 0.0 0.3848718538959477 0.0053651737102131 0.0 0.0 0.0 0.0 0.0 0.0054146949329299 0.0753137482206006 0.0 0.1626924122435308 0.0053651737102131 0.0 0.2494732250654959 0.0 0.0 0.0053244551933939 0.0 0.0 0.0 0.009029170574919 0.0145980503348451 0.1066502075127205 0.0485861162607341 0.0 0.0 0.0 2.0671824118e-09 131.425503 79.022819 13.208054 64 64 180093618190.10035367794144658
Horovod CANDLE P1B2 Benchmark ANL Theta 96 96 64 learning rate=0.001, batch size=100.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3547592287918502 0.0095769600726052 0.0047429486006689 0.0 0.0227538268356897 0.0029241852698088 0.0 0.0 0.0520215905091777 0.0 0.0 0.0 0.0 0.0286447204164025 0.0054225402858512 0.0 0.3970782167970628 0.0046022480603724 0.0 0.0 0.0 0.0 0.0 0.0055807278267929 0.0763071328092198 0.0 0.1597544422039986 0.0046022480603724 0.0 0.2686134721125192 0.0 0.0 0.0052092621300584 0.0 0.0 0.0 0.008863896614591 0.0136068452152599 0.1090435944551267 0.0491027517195766 0.0 0.0 0.0 2.08320309207e-09 124.281768 72.848066 12.526243 96 64 173670781968.982909546378110086
Horovod CANDLE P1B2 Benchmark ANL Theta 128 128 64 learning rate=0.001, batch size=100.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3643569306503415 0.0106141323685604 0.0042784459320556 0.0 0.0236074499967139 0.0028382162937991 0.0 0.0 0.0534826656085989 0.0 0.0 0.0 0.0 0.030196399333315 0.0074405673782666 0.0 0.4011144925675496 0.004848950466348 0.0 0.0 0.0 0.0 0.0 0.0057621088037817 0.0783560493883321 0.0 0.1655137305975324 0.004848950466348 0.0 0.2709860830635727 0.0 0.0 0.0042817147608889 0.0 0.0 0.0 0.0087515975762614 0.013030043508317 0.1116719020893594 0.0500921917727075 0.0 0.0 0.0 1.53850886542e-09 120.537543 70.716724 12.614334 128 64 190345568740.063685709846886064
Horovod CANDLE P1B2 Benchmark ANL Theta 192 192 64 learning rate=0.001, batch size=100.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3620936481893272 0.0094842778849886 0.0033845753227349 0.0 0.0237696499919775 0.002128501042766 0.0 0.0 0.0533870228288219 0.0 0.0 0.0 0.0 0.0296433666740924 0.0053108376644196 0.0 0.3614777361829171 0.0041085785503459 0.0 0.0 0.0 0.0 0.0 0.0057385224338102 0.0797184252692204 0.0 0.171755207064716 0.0041085785503459 0.0 0.2672092746785404 0.0 0.0 0.0043612358141848 0.0 0.0 0.0 0.0078104895888716 0.0111950649116065 0.1148550263828752 0.0556115154683044 0.0 0.0 0.0 1.47044191306e-09 121.842742 77.645161 10.641129 192 64 168539229464.882402486378974598
Horovod CANDLE P1B2 Benchmark ANL Theta 384 384 64 learning rate=0.001, batch size=100.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3726601587463638 0.0098650237173515 0.0033854197178795 0.0 0.0242220608854557 0.0019195378222662 0.0 0.0 0.0549234325157131 0.0 0.0 0.0 0.0 0.0311297080392065 0.0074537906902711 0.0 0.4139762243036018 0.0039904461855737 0.0 0.0 0.0 0.0 0.0 0.0059331438388186 0.0829950038020847 0.0 0.1749230378943704 0.0039904461855737 0.0 0.2778342158823151 0.0 0.0 0.0034861189216787 0.0 0.0 0.0 0.0088641581351608 0.0122495778530402 0.1130866567910006 0.0502354130902125 0.0 0.0 0.0 1.25175758874e-09 121.845977 75.105747 10.505747 384 64 173473632557.384195307578751001