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 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 = 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 64 32 2 Class C=480.0 2.4 sp-mz.C.32 empirical 2.4 1 1.564665493895018 0.0268718827814643 0.0025125944809996 0.2004363056304266 0.0608884056814994 0.0 -0.0111755521636633 0.0136815654594729 0.0066159159929578 0.0571557459835334 1.596176073800684 0.0043316123475304 4.88345926642e-05 0.0004947775071611 0.0203261158840424 0.0004045479521625 0.3996428591387338 0.4220258831454012 0.0629514012670836 0.0043200798104836 0.0 0.0043200798104836 0.0671610178034268 0.0628425325615187 0.0043184852419081 0.0 5.02561964089e-05 0.0819576831327271 0.0 0.7735352258091845 0.8003535726529801 0.0268183468437956 1.787055452513331 0.9880712966707696 0.0 0.3979903896943383 0.0 0.0001074199405153 0.0 0.0 1.64446451115e-05 4.803506474e-07 0.0 0.002480240486604435 1.9e-05 0.064694 0.067207 32 2 7758.574664001531794592
sp-mz SystemG 64 32 2 Class C=480.0 2.8 sp-mz.C.32 empirical 2.8 1 1.502060867945596 0.0237908636735083 0.0022265904285498 0.1818005558431184 0.0660091100066476 0.0 -0.0100358179517269 0.0122853310075102 0.0059537673790734 0.0623009727100473 1.529865306464557 0.0038113206756302 4.62479620449e-05 0.0004616517691851 0.0251656211720403 0.0003654192666605 0.3604921108054158 0.4382152252571822 0.0559953741827757 0.00385264747964 0.0 0.00385264747964 0.0608603199962761 0.0569411033240212 0.0039192166722549 0.0 4.63272831237e-05 0.0902595598139017 0.0 0.748125547868479 0.7720282773801247 0.0239027295116458 1.763834048729525 0.988352105400074 0.0 0.3638276264708122 0.0 0.0001026704733603 0.0 0.0 1.77199667602e-05 4.326683611e-07 0.0 0.002215145429365816 1.7e-05 0.058821 0.061104 32 2 8407.419554991408308485
sp-mz SystemG 96 32 3 Class C=480.0 2.4 sp-mz.C.32 empirical 2.4 1 1.468413790852127 0.0252551988386564 0.0026058324061363 0.186601344054549 0.0583329176810553 0.0 -0.010116346403028 0.0127212706164621 0.0061271352590408 0.0572969107214959 1.499727741839058 0.0054846712097313 7.46092482945e-05 0.0006354277362625 0.0216155578654146 0.0003889513914967 0.374630361672517 0.4274208375954411 0.0584045079065191 0.0042159227934164 0.0 0.0042159227934164 0.0626342277027095 0.0584254436841657 0.0042087840185438 0.0 6.49948978893e-05 0.0796756407485158 0.0 0.7279991400457595 0.7532755449618672 0.0252764049161077 1.732092453150355 0.987706871956554 0.0 0.3713951596472224 0.0 0.0001416183258697 0.0 0.0 1.7555584623e-05 5.094277993e-07 0.0 0.002580733131047903 1.8e-05 0.0603 0.062903 32 3 5543.886280946277050559
sp-mz SystemG 96 32 3 Class C=480.0 2.8 sp-mz.C.32 empirical 2.8 1 1.404741990359716 0.0226237553424009 0.0023355045234195 0.1663651409063442 0.0636768079824311 0.0 -0.0089310770730121 0.0112297553591828 0.0054597470228315 0.0649203772807425 1.425383261940178 0.0047897474310962 5.0680913569e-05 0.0006079408420591 0.0263677945117773 0.0003508447023468 0.3312794582520335 0.459800129928307 0.051458004302205 0.0037209570882942 0.0 0.0037209570882942 0.0555589834994624 0.0518289617268637 0.0037300217725987 0.0 5.86000213972e-05 0.091331633409236 0.0 0.7063011574184614 0.7284355363140115 0.02213437889555 1.716405145148137 0.9882660806772604 0.0 0.331840035046946 0.0 0.0001286220898833 0.0 0.0 1.76206816533e-05 4.531057723e-07 0.0 0.002316378327189065 1.6e-05 0.054491 0.056838 32 3 5909.438816331462136467
sp-mz SystemG 128 32 4 Class C=480.0 2.4 sp-mz.C.32 empirical 2.4 1 1.428206193682391 0.0243106907446701 0.0025929634190036 0.1782611155839029 0.0568858730678265 0.0 -0.0095219849230719 0.0120810879222649 0.0057838589127812 0.0557420718630293 1.450065439152574 0.0073660336472119 8.25345734701e-05 0.0007826171366835 0.0205579420556153 0.0003711283093288 0.3585992063761028 0.4547703868775958 0.0564523319966724 0.0042081609963226 0.0 0.0042081609963226 0.0605301498265504 0.056323014467595 0.0042071353589554 0.0 7.81753714099e-05 0.0780204981947143 0.0 0.7044499905049095 0.728851189850316 0.0244011993454065 1.716626436362525 0.986761482106753 0.0 0.3551009824488034 0.0 0.0001690225927389 0.0 0.0 1.61209081066e-05 5.235192451e-07 0.0 0.002568952644906325 1.7e-05 0.057709 0.0603 32 4 4552.254796594910202255
sp-mz SystemG 128 32 4 Class C=480.0 2.8 sp-mz.C.32 empirical 2.8 1 1.367028936799077 0.0211244736648332 0.0022580310632491 0.1546735421234848 0.0668899177636119 0.0 -0.0083918180731038 0.0106508033318235 0.0051102751000303 0.0618993219591779 1.393971900162093 0.0063784776642896 7.2416034187e-05 0.0006883558653921 0.0268158173567976 0.0003298959225682 0.3066902590182004 0.4688107841160022 0.0488666763225914 0.00365436962115 0.0 0.00365436962115 0.0523247985351993 0.048691931837935 0.0036328666972643 0.0 7.09649096137e-05 0.0885097559527915 0.0 0.687420374716907 0.7085774630044592 0.0211570882875522 1.692528564907342 0.9878310682433274 0.0 0.3114064863448409 0.0 0.0001509656036616 0.0 0.0 1.53526335359e-05 4.598723079e-07 0.0 0.002252997104069508 1.5e-05 0.050287 0.052548 32 4 5118.416698881042859936
sp-mz SystemG 160 32 5 Class C=480.0 2.4 sp-mz.C.32 empirical 2.4 1 1.302869030128899 0.0219491116329296 0.00313121460311 0.1638215119611482 0.0537077559960249 0.0 -0.0081503911245479 0.0111825328460089 0.0053475766905785 0.0499396450485992 1.334388937345401 0.0092222091900073 0.0001232747425922 0.001031889892655 0.0200862865133393 0.0003692277638576 0.3285185489076427 0.4972202212909983 0.0495703807605931 0.0040748945640895 0.0 0.0040748945640895 0.0535888620720179 0.0495058075872988 0.0040830544847192 0.0 9.45088268403e-05 0.0740454797561214 0.0 0.6445569293035118 0.6669396400798078 0.0223827107762959 1.646979003148118 0.9833901894192788 0.0 0.3279405595877462 0.0 0.0002125714493944 0.0 0.0 2.09647191392e-05 5.247202511e-07 0.0 0.003198136218700084 2.6e-05 0.050478 0.053603 32 5 3489.695321525832671551
sp-mz SystemG 160 32 5 Class C=480.0 2.8 sp-mz.C.32 empirical 2.8 1 1.253680245788238 0.0191057963800339 0.0025441290260895 0.1386208028159887 0.0635562050268958 0.0 -0.0069714134989921 0.0094774650243183 0.0044650265805622 0.0671753538341018 1.279359725621833 0.0076022922371567 0.0001153662271195 0.000789433674716 0.0250143805501969 0.0003245726315094 0.2751820649497185 0.4917958986584182 0.0415447460684498 0.0033848221809839 0.0 0.0033848221809839 0.0447053024114183 0.041336156132642 0.0033691462787763 0.0 7.74771484782e-05 0.0906541427458666 0.0 0.622977010882464 0.6424126950876031 0.0194356842051391 1.627610374405998 0.98536780305622 0.0 0.2844199850151745 0.0 0.000190515805786 0.0 0.0 1.86174784967e-05 4.564368002e-07 0.0 0.002684911531821938 2.6e-05 0.044633 0.047029 32 5 4079.67632086822730106
sp-mz SystemG 192 32 6 Class C=480.0 2.4 sp-mz.C.32 empirical 2.4 1 1.239733994895474 0.0204412266218034 0.0022876804624014 0.146277036895984 0.0569076146687432 0.0 -0.0076551093973995 0.0099288622393065 0.0047654241592157 0.0522580224628805 1.266874746121474 0.00692177981211 0.0001206060257539 0.0007689218076811 0.0227154357979319 0.0003235860523166 0.292722873167994 0.4721192098489242 0.0441496448805141 0.0036534928046067 0.0 0.0036534928046067 0.046758802921024 0.0431927515848419 0.003566051336182 0.0 9.33188975503e-05 0.0830591325837727 0.0 0.5964326776169343 0.61657139425631 0.0201387166393757 1.608339328581715 0.9839426364238916 0.0 0.2942400512930527 0.0 0.0002210634164319 0.0 0.0 1.59606576036e-05 5.252314907e-07 0.0 0.002379241851228451 2.6e-05 0.044496 0.047193 32 6 4070.7711134953590233
sp-mz SystemG 192 32 6 Class C=480.0 2.8 sp-mz.C.32 empirical 2.8 1 1.156590680397674 0.0176167951687833 0.0022771986260803 0.1281972225490564 0.0605109165753218 0.0 -0.0063354702672428 0.0087415617726634 0.0041336487089865 0.0632767758878287 1.180485468582474 0.0065183349336868 0.0001032018186535 0.000611683906988 0.0266856317256962 0.000278543987745 0.2536151003266103 0.4772812638875472 0.036705170526467 0.0030212517863767 0.0 0.0030212517863767 0.0404054273097273 0.0373162644320435 0.0030891628776838 0.0 8.56722336347e-05 0.0881829641884951 0.0 0.59039581032365 0.6074307294720547 0.0170349191484047 1.581148459570095 0.9835843875061172 0.0 0.2600939293030017 0.0 0.0001923015194947 0.0 0.0 1.64194625072e-05 4.516094847e-07 0.0 0.002417535906409294 2.8e-05 0.039261 0.041245 32 6 4019.991998561299131721
sp-mz SystemG 224 32 7 Class C=480.0 2.4 sp-mz.C.32 empirical 2.4 1 1.142107301878596 0.0190540434342711 0.0024541385325249 0.1365776403508704 0.053026947947071 0.0 -0.0070019431554309 0.0094310111571623 0.0044633517755849 0.0575828740457085 1.164593747368341 0.0081081767215084 0.0001391355694706 0.0007758224355514 0.0220190179182267 0.0003107036395472 0.2713264008051801 0.4847064882108118 0.0407212143953654 0.0034258006903786 0.0 0.0034258006903786 0.0442077023751961 0.0407547647379177 0.0034529376372784 0.0 0.0001006552526794 0.0804757530181839 0.0 0.5488838573859367 0.5678201575201219 0.0189363001341852 1.553381529959423 0.9844111145854868 0.0 0.2714703788098042 0.0 0.0002222780246358 0.0 0.0 1.83944467312e-05 5.336588477e-07 0.0 0.002532884063451138 2.6e-05 0.041526 0.043939 32 7 3509.83376155285975933
sp-mz SystemG 224 32 7 Class C=480.0 2.8 sp-mz.C.32 empirical 2.8 1 1.085153475037952 0.0165177199995431 0.0021139166895785 0.117825646831799 0.0570841012434397 0.0 -0.005826524169315 0.0081211535885396 0.0038424633921522 0.0603039108903529 1.113001136046398 0.0069751852646431 0.0001255730472543 0.0007247810120682 0.0266096867586472 0.0002707353141194 0.2357215606796504 0.5122265659541523 0.0349891966383083 0.002979176145469 0.0 0.002979176145469 0.0380727339000008 0.0350721142976731 0.0030006196023276 0.0 9.3857641851e-05 0.0843848497612757 0.0 0.5389897857846944 0.5552351262570693 0.0162453404723749 1.537171579547934 0.9856274616987626 0.0 0.235078548810634 0.0 0.0002048678266862 0.0 0.0 2.07668798006e-05 4.662669558e-07 0.0 0.002288448512019753 3.1e-05 0.036357 0.038562 32 7 3829.090300251580758956
sp-mz SystemG 256 32 8 Class C=480.0 2.4 sp-mz.C.32 empirical 2.4 1 1.148043217260682 0.0186771120397005 0.0023106884488812 0.1342914272163142 0.0514317073946569 0.0 -0.0070548516196704 0.0093491535130853 0.0044535808614389 0.0586834192641571 1.147806171594739 0.00668277095302 0.000150707880735 0.0006672985347923 0.0218321960347102 0.0002994788792372 0.2687440728290151 0.505040477644036 0.039504781499474 0.0033868517532709 0.0 0.0033868517532709 0.0426434480876315 0.0392561439787622 0.0033873041088693 0.0 9.87923916079e-05 0.0718289874388302 0.0 0.5437884489658881 0.5622079117154372 0.0184194627495491 1.54719222525998 0.9842860437630366 0.0 0.2693641626799628 0.0 0.0002172489178705 0.0 0.0 1.68578429989e-05 5.36069046e-07 0.0 0.00227323660301614 2.3e-05 0.040606 0.042911 32 8 3896.16196934741823994
sp-mz SystemG 256 32 8 Class C=480.0 2.8 sp-mz.C.32 empirical 2.8 1 1.119802099140274 0.0157374684779501 0.0014578602223239 0.1168703076330405 0.0567162601251131 0.0 -0.0060760783866854 0.0080646107950979 0.00385095687412 0.0645465243750887 1.119073684661283 0.0058564470906447 0.0001260722539739 0.0005734441096224 0.0267364356799736 0.0002548309551416 0.2301544078643771 0.4936243359157891 0.0338268077008702 0.0029113860572702 0.0 0.0029113860572702 0.0367144332713999 0.0338048016020148 0.0029096316693851 0.0 8.80161986604e-05 0.083346022559561 0.0 0.5254347440811122 0.541334682513148 0.0158999384320358 1.541841472219092 0.984798827925514 0.0 0.2320369628295683 0.0 0.0001969312842563 0.0 0.0 1.52908286175e-05 4.614221575e-07 0.0 0.001953894986062385 2.3e-05 0.034887 0.036869 32 8 4653.017211698665187041