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 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 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 16 2 Class D=1632.0 2.4 sp-mz.D.16 empirical 2.4 1 1.519231578676572 0.0265706945368274 0.0027417257019796 0.1971582207264136 0.056819826069116 0.0 0.0138437315094066 0.0063554169645699 0.0529040653020152 1.534425174561566 0.0030618967589116 6.4568763013e-05 0.0003794233415249 0.0185323948103314 0.0002912877872137 0.3936730706830936 0.4465944256315468 0.0637496271553647 0.0041174295306247 0.0041174295306247 0.0 0.0636949135873192 0.0041148780058305 1.15528802188e-05 0.0763708175275512 0.0 0.7853115765014683 0.026243374536719 0.0 0.9910071070752756 0.3964419789656489 2.77643613137e-05 0.0072494923479373 1.516032768e-07 0.0 1.43502560177e-05 0.0 0.0657389285849927 0.0 0.0 3.896615296e-07 4.43516986e-07 0.0 4.1933594874e-10 269.9451 95.7729 81.4499 16 2 1966542409440.076473039
SP--MZ SystemG 32 16 2 Class D=1632.0 2.8 sp-mz.D.16 empirical 2.8 1 1.474673804562534 0.0254328669718027 0.0026246187512665 0.1895751400962242 0.0573384968339453 0.0 0.0133372867948509 0.0061287704348248 0.0534680394131251 1.494288619798014 0.002949252654625 5.43287847218e-05 0.0003800261814442 0.0187210583896244 0.0002847063557863 0.3806064888226258 0.451309228098195 0.060748110170967 0.0039305600647316 0.0039305600647316 0.0 0.0608362774764859 0.0039351075201543 1.14475544156e-05 0.0771743081951806 0.0 0.7645516097703173 0.0254347030601765 0.0 0.9909904287023188 0.3796047070549738 2.66667461865e-05 0.0070178653315439 1.464219359e-07 0.0 1.39346513591e-05 0.0 0.0646927748400011 0.0 0.0 4.086714328e-07 3.593635878e-07 0.0 3.5940815272e-10 286.6173 106.636 81.829 16 2 2054681910833.867296921
SP--MZ SystemG 48 16 3 Class D=1632.0 2.4 sp-mz.D.16 empirical 2.4 1 1.44487413180323 0.0251345143106456 0.0025563019103093 0.186416122818312 0.0551501215183179 0.0 0.0131579933843012 0.0059979715992485 0.053170491316767 1.462827663927599 0.0041872484577517 5.56148166525e-05 0.0005430852755691 0.019006267355717 0.0002810900672463 0.3764888561214698 0.4359941417803027 0.0595745118486537 0.0040283461927038 0.0040283461927038 0.0 0.0596388089778151 0.0040304348869498 1.52934230538e-05 0.0777496242492653 0.0 0.740865280706318 0.0251681601975533 0.0 0.9894327161784422 0.3765485038204119 3.59751177604e-05 0.0070390536229575 1.48639552e-07 0.0 1.81746666669e-05 0.0 0.0637115401551274 0.0 0.0 3.678555073e-07 4.428100128e-07 0.0 4.1927907297e-10 282.4314 103.6358 83.2398 16 3 1437494174776.342403436
SP--MZ SystemG 48 16 3 Class D=1632.0 2.8 sp-mz.D.16 empirical 2.8 1 1.388683678108194 0.023834018045619 0.0024202620987914 0.1759177977761494 0.055163176742726 0.0 0.0123512288728378 0.0056622914913656 0.0577950591769039 1.4083830021971 0.0039255390361989 6.4312352351e-05 0.0004980077261958 0.0207825984632753 0.000267945038069 0.3529952864552384 0.4695389815451135 0.0562933972855107 0.0038082636151094 0.0038082636151094 0.0 0.0563737985712718 0.0038062184515744 1.4729252104e-05 0.079676133791121 0.0 0.7200732139375605 0.0237800343030091 0.0 0.9903250487789378 0.35308505708123 3.464327949e-05 0.0066196536988653 1.392960899e-07 0.0 1.75453043263e-05 0.0 0.0603500849920729 0.0 0.0 3.264328778e-07 3.667040566e-07 0.0 3.5956425652e-10 302.389 117.3178 83.6597 16 3 1515999819547.358160749
SP--MZ SystemG 64 16 4 Class D=1632.0 2.4 sp-mz.D.16 empirical 2.4 1 1.370643594043023 0.0240310865024102 0.0025293725029783 0.1778652471076013 0.0529797191151761 0.0 0.0124478872309544 0.0057752170085651 0.0515221500337439 1.388326067405427 0.0052004632618208 6.77522632072e-05 0.0006272528642063 0.0187941884127536 0.000278513596809 0.3580005977456015 0.4778410769835161 0.0572968067996622 0.0040402834994708 0.0040402834994708 0.0 0.057224338877917 0.0040378503723366 1.99014757083e-05 0.0710780779362687 0.0 0.7089700531780571 0.0241669807568784 0.0 0.9892114809004848 0.357993867785004 4.51160573259e-05 0.0066939861459317 1.455934829e-07 0.0 2.02623189631e-05 0.0 0.0611211481481843 0.0 0.0 5.033900805e-07 4.353853941e-07 0.0 4.1946923016e-10 295.6227 112.441 84.2998 16 4 1107101528812.64677123
SP--MZ SystemG 64 16 4 Class D=1632.0 2.8 sp-mz.D.16 empirical 2.8 1 1.322110505685564 0.022946811775348 0.0024181616627494 0.1678991370947877 0.0532456181269412 0.0 0.0118773233711525 0.0054697694214557 0.0515445070143622 1.344143331652007 0.004925423654054 6.69689391495e-05 0.000594261373511 0.0189758483952032 0.0002638885412229 0.3388214396259034 0.4804447257860272 0.0537973510120414 0.0037987025357932 0.0037987025357932 0.0 0.0530895251132045 0.0037490966159837 1.92120888179e-05 0.0730120410389959 0.0 0.6761800585855137 0.022821076418764 0.0 0.9892704509841778 0.3374839421238561 4.35516073165e-05 0.0063604875620407 1.3818656e-07 0.0 1.9809671397e-05 0.0 0.0575494728153148 0.0 0.0 4.687529055e-07 3.766658197e-07 0.0 3.5956864351e-10 320.5493 129.9132 86.1966 16 4 1157995488526.017828678
SP--MZ SystemG 80 16 5 Class D=1632.0 2.4 sp-mz.D.16 empirical 2.4 1 1.261470025359664 0.0216637766626995 0.002545670363999 0.1618557715556442 0.0510947440747315 0.0 0.0116697437436539 0.0051984885237208 0.0439478224179363 1.311430608659438 0.0074166690135617 8.02482464375e-05 0.000618659202275 0.0154471793427419 0.0002540669965813 0.3237328887255014 0.516560573087158 0.0505764379033565 0.0037829319018942 0.0037829319018942 0.0 0.0498186275585343 0.0036614395613493 3.00770848566e-05 0.0626369963875052 0.0 0.6447405708476178 0.0218079462931354 0.0 0.9886599953151086 0.3264657793500008 5.23809242214e-05 0.0058828375699457 1.273904331e-07 0.0 1.85568625881e-05 0.0 0.0555767473775893 0.0 0.0 5.23986286e-07 4.509972642e-07 0.0 4.1968032807e-10 301.9281 112.9227 87.9563 16 5 1072164995365.111443404
SP--MZ SystemG 80 16 5 Class D=1632.0 2.8 sp-mz.D.16 empirical 2.8 1 1.186931472172704 0.0208184319943429 0.0035511000159449 0.1484144858929417 0.052778904869359 0.0 0.0104482265021768 0.004739433442604 0.058027699364224 1.21598387389019 0.0129143287139509 7.49285712018e-05 0.0005861881247207 0.0230237721738853 0.0002298399886157 0.2990752070488826 0.5129876986326974 0.0455695441218902 0.0038145426843863 0.0038145426843863 0.0 0.0459784750918638 0.0033672886979627 2.72203123323e-05 0.0690602994820179 0.0 0.6157915122658837 0.0204983963407435 0.0 0.988832234483066 0.3000248865728532 6.21747782246e-05 0.0055548641774107 1.182767691e-07 0.0 2.08748849919e-05 0.0 0.0497405161157536 0.0 0.0 1.0441454213e-06 4.262304709e-07 0.0 3.6292315593e-10 326.0094 130.9679 88.9783 16 5 1142971547067.688368429
SP--MZ SystemG 96 16 6 Class D=1632.0 2.4 sp-mz.D.16 empirical 2.4 1 1.217906283301324 0.0207913843845349 0.0027492435959656 0.1516433443271217 0.0505424565554764 0.0 0.0104948112555399 0.0047584347019109 0.0522033655930248 1.218971613111389 0.0067007346921896 9.48156023586e-05 0.0008957759706056 0.0221630504473967 0.000242577693671 0.3034047449263856 0.4805351084888539 0.0458110739303078 0.0035774092132781 0.0035774092132781 0.0 0.0457873223532725 0.0033925521958859 2.5215560865e-05 0.0739555967522512 0.0 0.6219819984509974 0.020769902572926 0.0 0.9894163439868522 0.2979644878417016 5.25217601308e-05 0.0057127624851571 1.218007289e-07 0.0 1.87075587962e-05 0.0 0.0486878196620671 0.0 0.0 8.079510857e-07 4.643231836e-07 0.0 4.2078469667e-10 307.6294 116.2112 89.0005 16 6 940749302749.589465007
SP--MZ SystemG 96 16 6 Class D=1632.0 2.8 sp-mz.D.16 empirical 2.8 1 1.135672467648172 0.0177970439439717 0.0021868714198443 0.1306170466663538 0.0552989846687225 0.0 0.0090594887917775 0.004182974408723 0.064757197598935 1.176929223863782 0.0080021463778806 8.24202967118e-05 0.0006359684862635 0.0226837843434088 0.0002044454354655 0.2611151702808003 0.5364593705467877 0.0403774338638294 0.0029981273142503 0.0029981273142503 0.0 0.0393676492519793 0.0031753152831468 2.09326179839e-05 0.0882360172189852 0.0 0.5973755781397859 0.017881473789806 0.0 0.9895743026585884 0.2606321643035273 4.83966963336e-05 0.004907593006252 1.056866351e-07 0.0 1.94293630653e-05 0.0 0.0433878979063227 0.0 0.0 7.060445692e-07 3.980949266e-07 0.0 3.6017762595e-10 329.4514 134.0926 89.2285 16 6 1095802450135.506536174
SP--MZ SystemG 112 16 7 Class D=1632.0 2.4 sp-mz.D.16 empirical 2.4 1 1.111715877102283 0.0190568919637794 0.0025577416830572 0.1328393692758152 0.0522283778181486 0.0 0.0095228254820522 0.0044729332573766 0.0509299283209764 1.168369200459037 0.0056775539286456 9.733262327e-05 0.0007737215549808 0.0214317574361352 0.0002133857185381 0.2723435340169746 0.5151902909760089 0.0410879379128454 0.0033280887566454 0.0033280887566454 0.0 0.0420290992799829 0.0033484096204566 2.76178834062e-05 0.0691918421012262 0.0 0.5514894378050155 0.0184588427714279 0.0 0.9884382195076112 0.2742414587087351 6.07397238252e-05 0.0050795708987384 1.145509705e-07 0.0 1.94093710382e-05 0.0 0.0446658047375076 0.0 0.0 7.139005678e-07 4.490225068e-07 0.0 4.2128751192e-10 311.9396 117.3121 90.7329 16 7 883864222091.418503208
SP--MZ SystemG 112 16 7 Class D=1632.0 2.8 sp-mz.D.16 empirical 2.8 1 1.065892300570072 0.016685687912464 0.0020472369878066 0.1206458485484561 0.0514142319566706 0.0 0.0085852898964501 0.0038960495844591 0.0598164064990654 1.114507236368788 0.0070230891048605 7.9792995498e-05 0.000544701616157 0.0285081572719049 0.0001889041491573 0.2415365192142202 0.5034052797856694 0.037323858611205 0.002838094590201 0.002838094590201 0.0 0.0364828103559478 0.0028495797577796 2.32290020881e-05 0.0793470716017068 0.0 0.5386071235811946 0.0165325097628319 0.0 0.9887602465761034 0.2420562868695925 5.57671502885e-05 0.0044590863887492 9.99301132e-08 0.0 1.60442732665e-05 0.0 0.0388683061879684 0.0 0.0 6.730314281e-07 3.859292661e-07 0.0 3.6018077986e-10 335.8925 136.9268 91.3633 16 7 1007634749808.329208941
SP--MZ SystemG 128 16 8 Class D=1632.0 2.4 sp-mz.D.16 empirical 2.4 1 1.067602334259125 0.0184228050585941 0.0024168666546315 0.1293784313668213 0.047940416720065 0.0 0.0092459943236602 0.0043044685100701 0.0510512718285804 1.083564986380159 0.0050597213406648 0.0001006050199653 0.0005926265591198 0.0201089095595507 0.0002179853686635 0.2585648559806384 0.5037782981084599 0.0391561993090081 0.0030992893341438 0.0030992893341438 0.0 0.0392702596584891 0.0031494840562772 2.81581204911e-05 0.0707347889052237 0.0 0.5191754274258885 0.0176167314321532 0.0 0.9876347228544592 0.2598301134443254 6.65202318958e-05 0.0049160227127388 1.179733851e-07 0.0 2.54811321745e-05 0.0 0.0419977864191387 0.0 0.0 5.915255071e-07 4.405816441e-07 0.0 4.207000097e-10 317.8849 121.5016 92.0628 16 8 755831803347.828636858
SP--MZ SystemG 128 16 8 Class D=1632.0 2.8 sp-mz.D.16 empirical 2.8 1 1.009758226833644 0.0165009769437571 0.0021654154363608 0.1184572555471765 0.048834459877976 0.0 0.0084384568855544 0.0039480110558986 0.0560641586011263 1.024757413638916 0.0053016972708079 9.32237072055e-05 0.0005227985930548 0.0207835832222367 0.0001963616059969 0.2375801596513337 0.5309088430733018 0.0358484336616888 0.0029002779100344 0.0029002779100344 0.0 0.0357661311395814 0.002894523571887 2.59772284172e-05 0.0741133729801126 0.0 0.4949427405055483 0.0164409341612011 0.0 0.9863649181295472 0.2378734371074175 5.98762085694e-05 0.0045664586213225 1.086168347e-07 0.0 2.31869423552e-05 0.0 0.0389443047493204 0.0 0.0 5.731246002e-07 3.815503085e-07 0.0 3.6081733185e-10 347.8171 141.3171 95.5931 16 8 844031658453.16086082