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
sp-mz SystemG 64 64 1 = 2.4 sp-mz.D.64 empirical 2.4 1 1.522857480701291 0.0252710039849311 0.0054107198446144 0.1974204929294467 0.0583171920121028 0.0 0.0139832684120018 0.0064453904518139 0.0531390936768468 1.552402787725542 3.7038102242e-05 4.98599326392e-05 4.204688162e-07 0.0196404739413416 0.0002848333555235 0.3954409825803444 0.4398289289620866 0.0638272644552301 0.0036891892050977 0.0036891892050977 0.0 0.0637715962301647 0.0036854824478364 9.5049798969e-06 0.0764224795329605 0.0 0.7876081179074952 0.0260601774598854 0.0 0.9921843124079732 0.4003335121567621 2.29987328205e-05 1.52263190254e-05 1.602985171e-07 0.0 9.2740314414e-06 0.0 0.0674821217109211 0.0 0.0 1.96184289e-07 4.229316069e-07 0.0 4.1920650718e-10 254.9308 85.8588 82.0796 64 1 1007817535662.901443418
sp-mz SystemG 64 64 1 Class D=1632.0 2.8 sp-mz.D.64 empirical 2.8 1 1.485072358703735 0.0252051006847191 0.0054027041203774 0.1928402606793148 0.0566975165863663 0.0 0.012358213366242 0.0062043920755627 0.0527008588558092 1.510571325264906 3.24087616545e-05 4.78566016041e-05 2.316243075e-07 0.0208740846049513 0.0002638129553064 0.3864515542932109 0.4531723307146929 0.0583466839720684 0.0033905813529475 0.0033905813529475 0.0 0.0596456480049005 0.0034688570602353 9.5465754354e-06 0.0821262213913531 0.0 0.7699416330883875 0.0246696181124545 0.0 0.9920220106725502 0.3727002091027438 2.18618226057e-05 1.467824351e-05 1.543369712e-07 0.0 9.1308374006e-06 0.0 0.0624404596343346 0.0 0.0 1.77231326e-07 3.64501362e-07 0.0 3.5931602804e-10 264.0055 91.8108 82.0743 64 1 1010389639394.500972342
sp-mz SystemG 128 64 2 Class D=1632.0 2.4 sp-mz.D.64 empirical 2.4 1 1.464903402584592 0.0253931712367191 0.0026298683926341 0.193224454122585 0.0558556612670154 0.0 0.013557052619325 0.0062286959783109 0.0521180830504903 1.508108876555146 0.0029847167239012 4.90330003815e-05 0.0003860043266573 0.0179961825458055 0.0002845032217409 0.3838248548327658 0.4589247192819554 0.0616367307813338 0.0039655063335048 0.0039655063335048 0.0 0.0615511225780562 0.0039577113526049 1.26928041399e-05 0.0745978835674561 0.0 0.7644899858803567 0.0256524226794328 0.0 0.9909007019976322 0.3868219432966721 2.98837558648e-05 6.088888483e-06 1.679917333e-07 0.0 1.47135592181e-05 0.0 0.0648572210540656 0.0 0.0 3.384099702e-07 4.258603235e-07 0.0 4.1929608942e-10 264.6108 93.7566 81.5175 64 2 509482946276.699381672
sp-mz SystemG 128 64 2 Class D=1632.0 2.8 sp-mz.D.64 empirical 2.8 1 1.433824195439177 0.0227372145478931 0.0023558726046364 0.1734895811172499 0.0616952842107791 0.0 0.0121049698365685 0.0055740060531446 0.0599150243542403 1.457880763489686 0.0026962809436097 4.42098982273e-05 0.0003457128154806 0.0231703271573525 0.0007220519824837 0.3441681105173833 0.461386488588343 0.0545711579405215 0.0035145373780454 0.0035145373780454 0.0 0.0549972042579093 0.0035406679121449 1.15568834549e-05 0.0900654176571827 0.0 0.748787991506541 0.0225338122304702 0.0 0.9911608498541996 0.3415293560826343 2.60455556642e-05 6.1878869834e-06 1.473700202e-07 0.0 1.3032953136e-05 0.0 0.0575912623435357 0.0 0.0 3.303646587e-07 3.776208067e-07 0.0 3.5922377684e-10 280.8373 106.0093 80.8701 64 2 569156974514.705121878
sp-mz SystemG 192 64 3 Class D=1632.0 2.4 sp-mz.D.64 empirical 2.4 1 1.420268402436821 0.0244580572482095 0.0024757010526027 0.1809313003777967 0.0536297780790142 0.0 0.0127481544734098 0.0058390068102692 0.0515254129969304 1.445745443134567 0.0040648795447477 4.22518644102e-05 0.000528036556473 0.018261865838213 0.0002707729862294 0.3617382955003087 0.4373238445671194 0.0582795054968509 0.0039122334827731 0.0039122334827731 0.0 0.0575245004790632 0.0038764654121704 1.65305573255e-05 0.0726348581092403 0.0 0.7170818609224948 0.0242162713606361 0.0 0.9907013209573164 0.3661544533794226 3.92873851686e-05 4.7864824621e-06 1.691832585e-07 0.0 1.85782984541e-05 0.0 0.0614447012390817 0.0 0.0 4.08946386e-07 4.438771096e-07 0.0 4.1945249825e-10 280.3717 104.2895 83.0829 64 3 365878848356.5790754
sp-mz SystemG 192 64 3 Class D=1632.0 2.8 sp-mz.D.64 empirical 2.8 1 1.349102015091438 0.0216888076295917 0.0021869094530328 0.1618580002314109 0.0596524663113016 0.0 0.0113060170544749 0.005268508024502 0.0572052614795124 1.383274232353252 0.0035877044263967 3.76561958439e-05 0.0004691384882958 0.0263964667958173 0.0002353835637241 0.3285619876438473 0.4754651627712392 0.0438361417750902 0.0029568505528816 0.0029568505528816 0.0 0.0512264485236174 0.0034566025997494 1.47135218936e-05 0.0887963716505923 0.0 0.7071174993109792 0.0207519971547435 0.0 0.9902845363912208 0.3250431906114821 3.51488885751e-05 4.8244021696e-06 1.506341061e-07 0.0 1.66042471202e-05 0.0 0.0547869027527823 0.0 0.0 4.057574957e-07 3.797232691e-07 0.0 3.5930472514e-10 297.1408 117.5605 83.385 64 3 412633179099.527162984
sp-mz SystemG 256 64 4 Class D=1632.0 2.4 sp-mz.D.64 empirical 2.4 1 1.352130646328464 0.0234765083194628 0.0024440696148211 0.1732775260542383 0.0527440192938119 0.0 0.0121747522367358 0.0056026584753034 0.0506377318907017 1.36958071696687 0.0050409579995411 5.30959032513e-05 0.0006083447028595 0.0186298936648224 0.0002664794904024 0.327214570798047 0.4746129298447669 0.0551644807304052 0.0038809360460408 0.0038809360460408 0.0 0.0550029928090515 0.0038767669904672 2.13376166889e-05 0.0706472107815233 0.0 0.6899882066274271 0.0233460325964699 0.0 0.98804445434014 0.3471682479153603 4.76874198642e-05 4.2529717146e-06 1.762488939e-07 0.0 2.178600092e-05 0.0 0.0595539651164684 0.0 0.0 4.76519134e-07 4.406547299e-07 0.0 4.1990500747e-10 293.594 111.7328 84.6991 64 4 280518317011.057672396
sp-mz SystemG 256 64 4 Class D=1632.0 2.8 sp-mz.D.64 empirical 2.8 1 1.308364090283515 0.0205359064538773 0.0021407228396255 0.1519855359071226 0.0599851479625023 0.0 0.0106971792879835 0.004953360311991 0.0598942035607904 1.322153174150031 0.004395821118531 4.89644006775e-05 0.0005412911628231 0.0249651059444119 0.0002361952454444 0.3046953535094545 0.4863062980061759 0.0484379051222601 0.0034131207851658 0.0034131207851658 0.0 0.0484628710516071 0.0034132918428135 1.86033293153e-05 0.0844967259425853 0.0 0.6862926420290619 0.0204307599914893 0.0 0.9891339876191644 0.3047371129101648 4.3099406795e-05 4.4454766358e-06 1.546447813e-07 0.0 1.87850015379e-05 0.0 0.0517089178797204 0.0 0.0 4.91835345e-07 3.774186203e-07 0.0 3.5964358883e-10 313.6158 127.6579 84.5684 64 4 320687982719.79472728
sp-mz SystemG 320 64 5 Class D=1632.0 2.4 sp-mz.D.64 empirical 2.4 1 1.239406877666688 0.0213662323375421 0.0027252589289058 0.154581113441239 0.0531320373991326 0.0 0.0110310710180843 0.0050606816399941 0.0451961592115732 1.250454911154044 0.0100025286657223 6.54530447978e-05 0.0005150434161757 0.0153600375049899 0.0002434345420002 0.3218493299282074 0.4787902754002818 0.0481139625833573 0.0037820062375421 0.0037820062375421 0.0 0.0480031349629823 0.0041556228459456 3.143568063e-05 0.0637433581189912 0.0 0.6203724391118631 0.0218070880812068 0.0 0.98862984841119 0.3182590668108051 5.2840420195e-05 3.9884686904e-06 1.556934984e-07 0.0 1.96528177513e-05 0.0 0.0523827360725312 0.0 0.0 1.1672932173e-06 4.912238127e-07 0.0 4.2075376736e-10 299.2991 112.9265 87.8345 64 5 270868319765.958042829
sp-mz SystemG 320 64 5 Class D=1632.0 2.8 sp-mz.D.64 empirical 2.8 1 1.186133359729473 0.0190941789571643 0.0031043037031333 0.1391820852539666 0.0526857562641549 0.0 0.009776401679665 0.0044435214080635 0.0599312752223031 1.229546872168578 0.0042528428331279 7.32850924844e-05 0.0009866603923434 0.0231745020558781 0.0002178985182764 0.2765250782308 0.5450227667550073 0.0419088317710353 0.0035408465362525 0.0035408465362525 0.0 0.0416643353939174 0.0034596921583783 2.67209539045e-05 0.0771987217768833 0.0 0.6227215094560618 0.0188578780243755 0.0 0.9893240022558846 0.2773642731486874 6.01040787798e-05 1.56182882067e-05 1.370707586e-07 0.0 1.76187128118e-05 0.0 0.0457380681187853 0.0 0.0 1.0000704723e-06 4.241421327e-07 0.0 3.6296374742e-10 319.9117 128.4595 87.645 64 5 307821874206.943353032
sp-mz SystemG 384 64 6 Class D=1632.0 2.4 sp-mz.D.64 empirical 2.4 1 1.159256255489072 0.0196881862714836 0.0029008535987206 0.1417982991120074 0.0529368940764555 0.0 0.0102730543562245 0.0047429771998971 0.048222964570009 1.158367663903829 0.0082678384295373 7.7696882496e-05 0.0008517455937856 0.0223582782294432 0.0002257517128151 0.2945731730554799 0.526299223237455 0.0441292633453953 0.00352771448764 0.00352771448764 0.0 0.0435404871314713 0.0034593170645947 2.4515292291e-05 0.0762433363600649 0.0 0.5989911761287287 0.0201246323602476 0.0 0.9883895744151716 0.2944364258086212 6.50392796559e-05 4.7876247528e-06 1.564822112e-07 0.0 2.0384029342e-05 0.0 0.0463754814321462 0.0 0.0 8.992348007e-07 4.691332885e-07 0.0 4.2181852835e-10 302.6038 114.8067 88.9298 64 6 247803633493.474066358
sp-mz SystemG 384 64 6 Class D=1632.0 2.8 sp-mz.D.64 empirical 2.8 1 1.104022019257508 0.0171792987502958 0.0025483481783775 0.1269739429026164 0.0517201815519149 0.0 0.0088632257824327 0.0040086895302479 0.0605817530698319 1.122964340383392 0.0053590301436018 6.79967023333e-05 0.0007521978564816 0.0257039741609645 0.0001936550836949 0.2525609359457676 0.545637157803756 0.0375267320967299 0.002977586409527 0.002977586409527 0.0 0.0389644650385997 0.00281396888263 2.49121249205e-05 0.0741020377478611 0.0 0.5630877428872033 0.0165454999485463 0.0 0.989673592269084 0.2524924210394828 5.18474117464e-05 1.82109842149e-05 1.342530941e-07 0.0 1.77496893955e-05 0.0 0.0407988985104225 0.0 0.0 7.999313838e-07 3.935000831e-07 0.0 3.6205267653e-10 325.3118 132.2049 88.6618 64 6 284075488643.646956552
sp-mz SystemG 448 64 7 Class D=1632.0 2.4 sp-mz.D.64 empirical 2.4 1 1.102147284501679 0.0182323167461474 0.002315714071235 0.1306195126536469 0.0525349890911377 0.0 0.0093066887363742 0.0041984289284838 0.0572708739725723 1.111940401945236 0.0065491535012768 6.77490441922e-05 0.000590750114981 0.0240918201846028 0.0002041907351869 0.2625356090885715 0.4985833474270012 0.040062270852687 0.0030472105744947 0.0030472105744947 0.0 0.0399694079833905 0.0030458893373924 3.06714166293e-05 0.065152032601306 0.0 0.5562505455552811 0.0180624177967005 0.0 0.98806377034609 0.2625234131053524 5.98905577526e-05 6.4274853922e-06 1.505979887e-07 0.0 1.96963766403e-05 0.0 0.0421179666256455 0.0 0.0 8.143285724e-07 4.472870778e-07 0.0 4.2090814148e-10 307.8368 117.0326 89.9147 64 7 228493784087.49519444
sp-mz SystemG 448 64 7 Class D=1632.0 2.8 sp-mz.D.64 empirical 2.8 1 1.035423910368818 0.0156488495199724 0.0021561839860181 0.114652324337241 0.0620793085075611 0.0 0.0080676165644128 0.0036287320604414 0.0642917924933195 1.107258559881334 0.00471607372743 7.78344432222e-05 0.0006615890482122 0.0285945581728733 0.0001904626644325 0.2350634246086986 0.5246430829834808 0.0340642397587615 0.0027340922628424 0.0027340922628424 0.0 0.0358956933425581 0.0028943349455283 2.17376355076e-05 0.0827450125091917 0.0 0.5242838503021545 0.0157277194329312 0.0 0.989255638381295 0.2319558921210614 5.18723877003e-05 4.8642620648e-06 1.27916682e-07 0.0 1.64236028417e-05 0.0 0.0365063356015311 0.0 0.0 1.1279871198e-06 4.143247878e-07 0.0 3.6150166398e-10 330.1031 134.6917 90.124 64 7 268199249576.245339196
sp-mz SystemG 512 64 8 Class D=1632.0 2.4 sp-mz.D.64 empirical 2.4 1 1.050294590516037 0.0171051063746362 0.0022458780046259 0.1249581179257133 0.0482099519825043 0.0 0.0088501983972366 0.0040188993797797 0.0590220745173457 1.065248582884336 0.0054614214000542 9.67379787025e-05 0.0005588272708958 0.0237668074252579 0.0001980828679924 0.2508990406141623 0.4907974329640328 0.0367326395382243 0.0029595105002505 0.0029595105002505 0.0 0.0375781007735655 0.0030231229735809 2.92141678343e-05 0.0778571208618574 0.0 0.527308379589938 0.0171008051771701 0.0 0.9869907235140308 0.2476465719346735 6.76277662293e-05 3.852214424e-06 1.598258967e-07 0.0 2.58249718544e-05 0.0 0.0402856815973067 0.0 0.0 7.381556661e-07 4.457566993e-07 0.0 4.1983410445e-10 314.994 119.2952 92.5143 64 8 201758618707.184925553
sp-mz SystemG 512 64 8 Class D=1632.0 2.8 sp-mz.D.64 empirical 2.8 1 1.021967134942188 0.0148154342300401 0.001938144136548 0.1064601642514677 0.0550940149258312 0.0 0.0075519853820713 0.0035229019997085 0.0657981191702229 1.042715533488611 0.0037806058909892 7.58799051981e-05 0.0004793058059516 0.0295189054908302 0.0001752602560502 0.2143281052514845 0.5011581806285937 0.0315770584851359 0.0025346935289437 0.0025346935289437 0.0 0.0317683814869186 0.0025079685341441 2.68851548036e-05 0.0870834827691829 0.0 0.5205733596747815 0.0146652097530699 0.0 0.9885445038704044 0.2153499786998079 5.86395177623e-05 5.327128307e-06 1.38471431e-07 0.0 2.06184376805e-05 0.0 0.0345326885342065 0.0 0.0 7.048155772e-07 3.823598895e-07 0.0 3.6086930995e-10 338.2571 138.375 92.7143 64 8 233086618010.421365287