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 2 2 1 = 2.4 sp-mz.C.2 empirical 2.4 1 1.655106141054653 0.0287169879478667 0.0022642545978667 0.2148239220075758 0.0628544683815462 0.0 -0.0126368716804598 0.0149026895757841 0.007075357931839 0.0583670162095173 1.686413321154257 0.0001517754545947 0.0001001056714756 1.798780764e-07 0.0202668815862217 0.0004022961222141 0.4273228625550465 0.4005371058778716 0.0670559034177855 0.0043238321595818 0.0 0.0043238321595818 0.0713333365675521 0.0670013288817059 0.0043320076858463 0.0 2.23990442382e-05 0.0836990008001531 0.0 0.8169340197623971 0.8456096547671424 0.0286756350047453 1.835765856481879 0.9905873118744624 0.0 0.4281626356321681 0.0 5.01076728875e-05 0.0 0.0 4.2061353551e-06 3.627452268e-07 0.0 0.002249276114371942 1.5e-05 0.069179 0.071439 2 1 255229.58267855831038868
sp-mz SystemG 2 2 1 = 2.8 sp-mz.C.2 empirical 2.8 1 1.625357869059701 0.0282720618177253 0.0022209317333384 0.2109203107106107 0.0617123146992268 0.0 -0.0123831386684659 0.0146076393582673 0.0069586024878579 0.0573294900703452 1.65843534906555 0.0001180375755692 0.000101198915566 1.029178014e-07 0.0199166904132293 0.0003996134663446 0.4212442463866597 0.4098543579613484 0.0657561037016931 0.0042548145327377 0.0 0.0042548145327377 0.069836945089717 0.0655912371655746 0.0042457079241424 0.0 2.27489528095e-05 0.0822130114771781 0.0 0.8022087598340748 0.8303841320696429 0.0281753722355682 1.820132990949071 0.990193639455166 0.0 0.420511812915998 0.0 4.92527005009e-05 0.0 0.0 3.9927890759e-06 3.567176206e-07 0.0 0.002206308450234198 1.5e-05 0.067868 0.07009 2 1 227384.681841175433473603
sp-mz SystemG 4 4 1 = 2.4 sp-mz.C.4 empirical 2.4 1 1.662651196118627 0.0290264375741723 0.0022762439443099 0.2159387276029331 0.0632803471397938 0.0 -0.0127078035765495 0.0149886965513025 0.0071207917146873 0.0587157524449255 1.693371646616661 0.0002254044976509 9.91368697841e-05 3.471095343e-07 0.0204646467926828 0.000399857297766 0.4307711441816638 0.3987990249877056 0.0680773990003032 0.0043584506678641 0.0 0.0043584506678641 0.072317866149078 0.0679626941256524 0.0043551720234257 0.0 2.3320103827e-05 0.0843676594980374 0.0 0.8170048128322559 0.8458202110889516 0.0288153982566957 1.840496876650349 0.99017628323648 0.0 0.4298717463031815 0.0 5.08133314522e-05 0.0 0.0 4.0979049841e-06 3.693512564e-07 0.0 0.002263316385686705 1.5e-05 0.070312 0.072589 4 1 126362.611435442857091651
sp-mz SystemG 4 4 1 = 2.8 sp-mz.C.4 empirical 2.8 1 1.634061829867055 0.0285361029547326 0.0022369313101704 0.2119702600455286 0.0622688386573481 0.0 -0.0124360135000702 0.0146683382885396 0.0069609865675506 0.0578103870081733 1.665199060207393 0.0002016988421146 0.0001000668511192 3.457730827e-07 0.0202071191930126 0.0004045766183117 0.422396377289429 0.4082404664323024 0.0666465412593993 0.004275801521659 0.0 0.004275801521659 0.0708959039073759 0.066620533792982 0.0042753701143939 0.0 2.25026539824e-05 0.0831203617918352 0.0 0.8070020063761902 0.8354511571691424 0.0284491507929521 1.826188781218077 0.9901806861303944 0.0 0.4222328116448304 0.0 4.99997104481e-05 0.0 0.0 3.3847560644e-06 3.620164908e-07 0.0 0.002222377675797955 1.5e-05 0.068811 0.071047 4 1 112248.109633494697723956
sp-mz SystemG 8 8 1 = 2.4 sp-mz.C.8 empirical 2.4 1 1.663018617209337 0.0289723999860871 0.0022826154470963 0.2154859014734921 0.0634164482932815 0.0 -0.0126749880216963 0.0149622481007741 0.007111238393994 0.0587975907693202 1.694311756357591 0.0002426105229739 9.95903295056e-05 3.200427373e-07 0.0205234030035339 0.0004045430600411 0.4294871451554701 0.3986848424981266 0.0680188802651756 0.0043497820345534 0.0 0.0043497820345534 0.0723343133614188 0.0679891786697215 0.0043451346916973 0.0 2.37204192366e-05 0.0844227252107474 0.0 0.8210906169289219 0.850059098560184 0.0289684816312621 1.841093749350661 0.9902798742160632 0.0 0.4302289372174398 0.0 5.14190478995e-05 0.0 0.0 4.8803029908e-06 3.793255007e-07 0.0 0.002269637185700293 1.6e-05 0.07011 0.072397 8 1 62989.161836405644362499
sp-mz SystemG 8 8 1 Class D=1632.0 2.4 sp-mz.D.8 empirical 2.4 1 1.571376775150505 0.0279194218667254 0.0057865512461373 0.2051539144305517 0.0586892030021399 0.0 0.0145612748902666 0.0066180064026052 0.0544057810095697 1.596890634014735 4.67942421217e-05 5.70958873573e-05 1.447592452e-07 0.0189008584598596 0.0003011869284946 0.411439499133124 0.4316158515648429 0.0666777770908764 0.003988118869647 0.003988118869647 0.0 0.0666843003849865 0.003978144476456 1.00072159119e-05 0.0778565891372018 0.0 0.8122789624864346 0.0278786184641929 0.0 0.9919125979170328 0.411364109424874 2.22989400469e-05 0.0057840156590243 1.531467622e-07 0.0 9.6134613495e-06 0.0 0.0707434942018463 0.0 0.0 1.572919471e-07 4.19913936e-07 0.0 4.1916024273e-10 257.357 84.8332 82.1145 8 1 7580900099933.483021151
sp-mz SystemG 8 8 1 = 2.8 sp-mz.C.8 empirical 2.8 1 1.635852235525852 0.0283777435314877 0.0022377489000016 0.2114193654165074 0.0624370213315509 0.0 -0.0124057460557105 0.0146453223874722 0.006967451088275 0.058547070188365 1.6689943323734 0.0002446016629734 9.78537302748e-05 7.150653769e-07 0.020540637621006 0.0004010652459126 0.4211406821722648 0.4075855080145617 0.0662749887789602 0.0042345518012514 0.0 0.0042345518012514 0.0707002162447996 0.0664462167339808 0.0042539995108188 0.0 2.20541858807e-05 0.0848814106487988 0.0 0.8071385847415593 0.8354071554181749 0.0282685706766156 1.827648839618386 0.9899712379662438 0.0 0.421432276611575 0.0 5.14191099531e-05 0.0 0.0 6.0603391767e-06 3.714476049e-07 0.0 0.002217258247726762 1.6e-05 0.068439 0.070674 8 1 56403.94533574047672937
sp-mz SystemG 8 8 1 Class D=1632.0 2.8 sp-mz.D.8 empirical 2.8 1 1.533983260918486 0.0271017353344333 0.0056298754245802 0.2001991940274902 0.0574388110553769 0.0 0.0141688497159081 0.0064451192613404 0.0537884126044998 1.558827296969101 3.18188377176e-05 5.71905552708e-05 5.45971595e-08 0.0189044140023852 0.0002944072671668 0.4002992027547144 0.4425060816637261 0.0644132458013279 0.0038668033685754 0.0038668033685754 0.0 0.0647634006127136 0.0038875555555964 9.8449754255e-06 0.0768366094728516 0.0 0.7928057819064442 0.0270949179973065 0.0 0.9925791123186148 0.4009934300934954 2.1854081432e-05 0.0056236599670897 1.489605445e-07 0.0 9.4670443756e-06 0.0 0.0684142744716042 0.0 0.0 1.430782964e-07 3.617373984e-07 0.0 3.5909568811e-10 266.7698 91.1382 82.505 8 1 7797285107311.838949722
sp-mz SystemG 16 16 1 = 2.4 sp-mz.C.16 empirical 2.4 1 1.686339920556263 0.0287062415227685 0.0022108252659679 0.2184996653130163 0.0642269547714804 0.0 -0.0127052659686496 0.0149147683213616 0.0072085794908438 0.0596578996751825 1.717134519521231 0.0003182711176648 6.46213683177e-05 1.2176853179e-06 0.0208707100823607 0.0004141655568223 0.435328439814016 0.3896622353376182 0.0681367834947923 0.0041887772863681 0.0 0.0041887772863681 0.0724725148852394 0.068279278852154 0.0041932360330854 0.0 2.55095009283e-05 0.0856963255182985 0.0 0.8321589786189255 0.8607884694856052 0.0286294908666796 1.85008311997509 0.9900714403570902 0.0 0.4352450051090369 0.0 5.7182394024e-05 0.0 0.0 1.12156337312e-05 4.038499476e-07 0.0 0.002195030095058014 1.7e-05 0.070136 0.072343 16 1 32145.185234070845852941
sp-mz SystemG 16 16 1 Class D=1632.0 2.4 sp-mz.D.16 empirical 2.4 1 1.5771109570786 0.0272389568417242 0.0057922848183504 0.2062361918803263 0.0589306133897853 0.0 0.0145229563706862 0.0066551231613412 0.0546989111156264 1.605193471271408 3.1975934626e-05 5.40055591118e-05 2.5797073e-07 0.0190234209729271 0.0003085771502342 0.414227461885566 0.4275761819161326 0.0663222638231401 0.0038571547129407 0.0038571547129407 0.0 0.0663125822398787 0.0038561206115977 1.00756135919e-05 0.07843277801938 0.0 0.81812394828824 0.0272441568785399 0.0 0.9924351534103047 0.4139681491954247 2.29229996507e-05 0.0073315454345754 1.555133028e-07 0.0 9.5034655688e-06 0.0 0.0702415921892471 0.0 0.0 2.711266979e-07 4.198596178e-07 0.0 4.1906321163e-10 257.1004 84.7379 82.174 16 1 3777329853992.557203941
sp-mz SystemG 16 16 1 = 2.8 sp-mz.C.16 empirical 2.8 1 1.655964894079263 0.0279861005571709 0.0021578190842054 0.2121146198706808 0.0638053225185755 0.0 -0.0123322677838158 0.0144798435101505 0.006996439179634 0.059469023724957 1.686647237795702 0.0002042504889314 6.36632590864e-05 3.422879672e-07 0.0211016558028924 0.000409672353128 0.4224999635543789 0.4002099411370608 0.0664477406433467 0.004087710531058 0.0 0.004087710531058 0.0702241991878266 0.0661522986293571 0.0040719005584695 0.0 2.4904250886e-05 0.0851617591573751 0.0 0.8170684658427145 0.8447991825851534 0.0277307167424389 1.831621270952882 0.9890308733362316 0.0 0.422122520409978 0.0 5.55862950759e-05 0.0 0.0 9.9174559588e-06 3.920675232e-07 0.0 0.00212927040664604 1.7e-05 0.068246 0.070395 16 1 29142.900218927157637992
sp-mz SystemG 16 16 1 Class D=1632.0 2.8 sp-mz.D.16 empirical 2.8 1 1.540338965113947 0.0263967257945501 0.0056006825602389 0.1995240946579916 0.0581226641262685 0.0 0.0140357679433197 0.0064435555937426 0.0543869168684045 1.565479300495852 4.00191266702e-05 5.20931922777e-05 1.800400278e-07 0.0194514923476912 0.0003009949839491 0.4013346712497253 0.4418185599727501 0.063994635357506 0.0037417495494356 0.0037417495494356 0.0 0.063922560585155 0.00373733182686 9.8788350526e-06 0.0764212641184254 0.0 0.7989531845138349 0.0263973909160475 0.0 0.992514964689934 0.4002985589087875 2.19209969422e-05 0.0071163613941403 1.510008751e-07 0.0 9.3317739367e-06 0.0 0.0676335508685779 0.0 0.0 1.895472665e-07 3.616980679e-07 0.0 3.5929759365e-10 267.1153 91.6309 82.5803 16 1 3901513699993.01969998
sp-mz SystemG 32 32 1 = 2.4 sp-mz.C.32 empirical 2.4 1 1.690404212142483 0.0286608078148166 0.0021256182453929 0.2187993697400543 0.0648579229640326 0.0 -0.0128254455857447 0.0149514736300005 0.0072144412514203 0.0602514642459901 1.725310537344466 0.0002809744938505 5.03316601289e-05 1.6872733276e-06 0.0210969141454329 0.000439597288169 0.4368997649890742 0.3858588740744676 0.0682608634902404 0.0041781266607904 0.0 0.0041781266607904 0.0727175099681884 0.0685284484820493 0.0041890614861391 0.0 2.80449319201e-05 0.0864650248813689 0.0 0.8365740457736143 0.8652176123280984 0.0286435665544841 1.853750407689581 0.9898921544973084 0.0 0.4357991961241833 0.0 6.14378853535e-05 0.0 0.0 1.59179745e-05 4.447752892e-07 0.0 0.002107723719837133 2.0e-05 0.070701 0.07283 32 1 16739.441069973961862922
sp-mz SystemG 32 32 1 Class D=1632.0 2.4 sp-mz.D.32 empirical 2.4 1 1.618591907537259 0.0277249597375324 0.0059218981517617 0.2112582556801544 0.0604362667752822 0.0 0.0148267806828412 0.0068213342184302 0.056149484767596 1.643478643113006 5.99027983344e-05 5.57737689072e-05 4.574952049e-07 0.0195372213696079 0.0003103244331611 0.4241262564909137 0.414322338847239 0.0675663871132793 0.0039219511173604 0.0039219511173604 0.0 0.0674258394791864 0.0039134018882687 9.7860303787e-06 0.0805027493432062 0.0 0.831637325784871 0.0276731113469159 0.0 0.9923764073389268 0.4241026378367006 2.25883434114e-05 0.0008272907737488 1.629652892e-07 0.0 9.5593208916e-06 0.0 0.0713096379147457 0.0 0.0 1.712435252e-07 4.260097626e-07 0.0 4.1925962957e-10 257.2502 84.7314 82.068 32 1 1840266354266.721392505
sp-mz SystemG 32 32 1 = 2.8 sp-mz.C.32 empirical 2.8 1 1.653384752365684 0.0276821568687515 0.0020566835140859 0.2097903473168803 0.0660524184123874 0.0 -0.0123045535694859 0.0143486903130053 0.0068813165611717 0.0618583903439623 1.685848490134627 0.0002753196364735 4.85294284809e-05 1.7253131377e-06 0.0224683765576778 0.0004183558258177 0.4163727991971831 0.3969221355532249 0.0654757254602672 0.0040065358081831 0.0 0.0040065358081831 0.0691940471807155 0.0652031445343142 0.0039909026464013 0.0 2.73324170868e-05 0.0891349596593789 0.0 0.8204759528921953 0.8478271081177239 0.0273511552255286 1.837777163000376 0.9890618176409612 0.0 0.4163342023560494 0.0 6.01409465962e-05 0.0 0.0 1.57797061211e-05 4.232596194e-07 0.0 0.002015713058531676 1.9e-05 0.067399 0.069432 32 1 15536.375015009541685593
sp-mz SystemG 32 32 1 Class D=1632.0 2.8 sp-mz.D.32 empirical 2.8 1 1.566689893803743 0.0268093453699409 0.0057255199428477 0.2046417776411897 0.0599679525335517 0.0 0.01437687838504 0.0065926647914768 0.055796317383736 1.601773412037736 2.12519738459e-05 5.479047663e-05 2.3646162e-08 0.0189474745972367 0.0002918981151175 0.4100235329042164 0.4281764146897483 0.0647698273903131 0.0037856461604229 0.0037856461604229 0.0 0.0647870512994028 0.0037859510168954 1.01138198753e-05 0.0782562484369898 0.0 0.8133111115093402 0.0268301189622501 0.0 0.9920116414859284 0.4087490804792747 2.18536247474e-05 0.0008015254314818 1.579459274e-07 0.0 9.47992488e-06 0.0 0.0686764763027393 0.0 0.0 1.635546507e-07 3.623506959e-07 0.0 3.5919531823e-10 266.3261 90.6971 82.3265 32 1 1903747594399.707774833
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