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
bt-mz.C systemg 1 1 1 Class C=480.0 2.8 bt-mz.C.1 empirical 2.8 1 1.85967704932354 0.0161564520996917 0.0010105371280947 0.4131548374050348 0.042326280073025 -0.0079809762365755 0.0089953374830385 0.0041422684706121 0.0334903127216251 1.890483688045129 0.0001441617693582 3.68339844251e-05 3.12100307e-08 0.0079301459178541 0.0005849023403067 0.7352331995941385 0.2953793884926195 0.0278603270035043 0.0058698097252254 0.0058698097252254 0.0341266739084329 0.0281687533853945 0.0059579205230384 1.93163848232e-05 0.0507027744744273 0.89387720173465 0.9099635630667656 0.0160863613321157 1.905500716895564 0.9959155614403624 0.736278620787442 3.99329289221e-05 9.41513352511e-05 3.05779122e-07 0.0010071689308341 5.086712836e-06 0.0333190629936376 0.0343355739010164 0.0 0.0 4.433935575e-07 3.759236618e-07 0.0 3.5913818274e-10 249.9675 86.061 74.8555 1 1 3243848440485.651715084
bt-mz.C systemg 2 1 2 Class C=480.0 2.8 bt-mz.C.1 empirical 2.8 1 1.801258944222677 0.0158416571432175 0.0011706873429073 0.3990930743971148 0.0412116224105243 -0.0075187495769862 0.0086867060510331 0.0040005706621337 0.0330834447194596 1.823137621065187 0.0028215904932532 3.61831689071e-05 0.0001710046862348 0.0079260775753785 0.0004695169227427 0.7107949360790267 0.3167847405518073 0.0270064312938097 0.0058563789658553 0.0058563789658553 0.0327896498777302 0.0269445224838724 0.0058451273938578 2.69310275228e-05 0.0495026235320951 0.8635947159816936 0.8793824946843364 0.0157877787026428 1.874348945662207 0.9957704479254732 0.709329113622423 5.54671499506e-05 9.21755328315e-05 2.964483321e-07 0.0011645215676068 5.5667367576e-06 0.0317536438040292 0.0329255378284184 0.0 0.0 6.177632189e-07 3.589530262e-07 0.0 3.5911287363e-10 269.5028 98.9488 76.377 1 2 1685607521894.842408521
bt-mz.C systemg 3 1 3 Class C=480.0 2.4 bt-mz.C.1 empirical 2.4 1 1.775469858403146 0.0155579480866436 0.0012983234401387 0.3924026666351442 0.0420964388668677 -0.0073302030977283 0.0086256143757552 0.003922606311429 0.0330434755146224 1.798280441409706 0.0035364686404329 3.89795434225e-05 0.0002309336918952 0.0085270163483007 0.0004512740948827 0.6983794641439833 0.3122043324876168 0.026750034808138 0.0058407913191329 0.0058407913191329 0.0327154275266363 0.0268335685555402 0.0058818589710961 3.66439471462e-05 0.0514596937879676 0.8491229283397618 0.8647614662923394 0.0156385379525777 1.85937359246456 0.9952685383364324 0.6988131091738531 8.02514192788e-05 9.30359222362e-05 2.986069408e-07 0.0012949669996707 4.7283394277e-06 0.0311896501828854 0.0324910750748939 0.0 0.0 7.265366948e-07 4.429859156e-07 0.0 4.1922303195e-10 271.0059 99.5265 77.6065 1 3 1182682093332.92094664
bt-mz.C systemg 3 1 3 Class C=480.0 2.8 bt-mz.C.1 empirical 2.8 1 1.745759255377375 0.0153892901009377 0.0012753764072721 0.3849270767784475 0.0405694547503003 -0.0071770427772453 0.0084539015667013 0.0038446074769313 0.0346190440114638 1.767361876914874 0.0034421327434896 4.41263532404e-05 0.0002214767853385 0.0091531674653943 0.0004073957738948 0.685838699316029 0.3302533132452747 0.026130943266132 0.0057385616575171 0.0057385616575171 0.0318921734648525 0.0261509700825302 0.0057412033823223 3.8297972468e-05 0.0490511077422167 0.8307012784931079 0.8461014136123276 0.0154001351192197 1.84180633637948 0.9956331315154662 0.6854583759189138 7.37781361159e-05 9.39555773781e-05 2.929669569e-07 0.0012732971900231 4.7118109308e-06 0.0308837023755034 0.0321614417041735 0.0 0.0 6.565644212e-07 3.592206297e-07 0.0 3.5923136596e-10 290.2326 112.4331 78.0206 1 3 1204354814184.500226986
bt-mz.C systemg 4 1 4 Class C=480.0 2.4 bt-mz.C.1 empirical 2.4 1 1.751249681808376 0.0152920479331846 0.0013546770534549 0.387780886081832 0.0404750069200573 -0.0071420956468864 0.0084960262873991 0.00385389125064 0.0332714719125047 1.774764869739769 0.0045335983301364 4.81233111095e-05 0.000279270872384 0.0080966527275264 0.0004361476589734 0.6917181993866132 0.3267574692371465 0.0261478635461725 0.0057950271529851 0.0057950271529851 0.0321940070478875 0.0263773739846864 0.0058166330632011 4.43593183293e-05 0.0486958914723348 0.8393690695437367 0.8547616745852327 0.015392605041496 1.844400892201211 0.9951187030551746 0.6866746135963384 9.22502487416e-05 9.04389596649e-05 2.802224307e-07 0.001351914975152 4.2377927205e-06 0.0307155480640537 0.0320686165699474 0.0 0.0 8.135671742e-07 4.420169464e-07 0.0 4.1922736238e-10 283.1408 106.9379 78.6431 1 4 931331330053.056256809
bt-mz.C systemg 6 1 6 Class C=480.0 2.4 bt-mz.C.1 empirical 2.4 1 1.63994523267526 0.0142382072795731 0.0013650477536015 0.3558593462591284 0.0380716643071873 -0.0065164431687049 0.0077576899666323 0.0035396303222265 0.0356408182534388 1.644812972547924 0.0055204269793921 6.25434066053e-05 0.0003610540936729 0.0081990846958899 0.0004032774398123 0.6370314362256122 0.3644827660333129 0.0236626506451914 0.0054327508058852 0.0054327508058852 0.0291661011172243 0.0237281281615627 0.0054379729556617 5.84836987664e-05 0.0492985181665481 0.7767150634765475 0.7910019708542327 0.0142869073776852 1.781569468859778 0.993902434135633 0.630427732304987 0.0001332741199469 8.48842913543e-05 2.629815406e-07 0.0014668429485216 8.9741624989e-06 0.0280720905829032 0.0293073811339204 0.0 0.0 1.1657926044e-06 4.495970039e-07 0.0 4.1952929335e-10 297.902 115.368 81.662 1 6 716883051475.24211613
bt-mz.C systemg 8 1 8 Class C=480.0 2.8 bt-mz.C.1 empirical 2.8 1 1.490301821500138 0.0130151894390639 0.0012290187464331 0.326897202461403 0.0372629387408705 -0.0057975076598385 0.0070327662559525 0.0032397725884454 0.0344804796770177 1.520568367710421 0.0046080977536143 7.20076178715e-05 0.0002682401622829 0.0103366706319404 0.0003460366203318 0.5838918005070811 0.3760744222253354 0.0212878791392369 0.0050264422118847 0.0050264422118847 0.0259664741952444 0.0209691823364567 0.0049972918587877 5.85422665622e-05 0.0484038534418884 0.7094942428209058 0.7225072061113857 0.01301296329048 1.722509994492711 0.9932834850764768 0.5851454987764146 0.0001268848960037 7.76426780187e-05 2.426595638e-07 0.0012292537593238 5.7311229082e-06 0.0251397207553977 0.0264235320692203 0.0 0.0 9.330126276e-07 3.877712337e-07 0.0 3.5952175429e-10 337.7751 145.0276 84.1827 1 8 627657504190.912808532
bt-mz.C systemg 24 3 8 Class C=480.0 2.8 bt-mz.C.3 empirical 2.8 1 1.500801039707842 0.0127156047025498 0.0012442304987971 0.3209087422566612 0.0372754996425798 -0.0058249770645828 0.00706968822366 0.0032144092327414 0.0354939235372134 1.512689805483239 0.0045316365931625 6.75094225679e-05 0.0002720638160927 0.0126888510141978 0.0003438116348822 0.5747297731015725 0.3821491806337343 0.0207946838854548 0.0050105076511788 0.0050105076511788 0.025598199625727 0.0205831722781493 0.0050150273475776 6.50341095069e-05 0.0491652752203749 0.7072206159149942 0.719857676925499 0.0126370610105048 1.73780872222111 0.9931854094863862 0.5755459631692994 0.0001315994693219 5.3726936417e-06 2.843492092e-07 0.001243131693534 5.8274683491e-06 0.0243891945528354 0.0256279264537084 0.0 0.0 1.1982845721e-06 3.771975524e-07 0.0 3.599393674e-10 333.5716 144.35 83.9122 3 8 208775571126.927529295
bt-mz.C systemg 40 5 8 Class C=480.0 2.8 bt-mz.C.5 empirical 2.8 1 1.506117825498757 0.0129575671530104 0.0012023963762536 0.3227916718783765 0.0392272880780561 -0.0060453687169742 0.0072460841353666 0.0032286299120926 0.0361777282203241 1.542419733371841 0.0043381393679667 6.18189281991e-05 0.0002586411749635 0.0115316275234078 0.0004693046935812 0.5760699386784024 0.3636191944304887 0.0212643399293073 0.0050160830054989 0.0050160830054989 0.0261557664536345 0.0211522928817417 0.0050034735718927 6.1330227296e-05 0.0525910611612949 0.7137700209625775 0.7266476127300023 0.0128775917674249 1.720622332966135 0.9930792134813556 0.5754642345365374 0.000130083300963 6.3699608983e-06 2.808292481e-07 0.001194580697085 6.6058076883e-06 0.0252745339222141 0.0264777584596246 0.0 0.0 1.3017646388e-06 3.911988551e-07 0.0 3.5970165858e-10 326.6159 142.975 83.1136 5 8 125934882198.840930349
bt-mz.C systemg 56 7 8 Class C=480.0 2.4 bt-mz.C.7 empirical 2.4 1 1.58084760180677 0.0135870609674304 0.0012794546897307 0.3392545224237386 0.040441841358189 -0.0062664620634258 0.0075396974600499 0.0033939084554745 0.0368740000937245 1.593215637258938 0.0047556145724641 5.93707302592e-05 0.000280981202033 0.0108416869552484 0.0003764366600333 0.6070109534714965 0.352346270353474 0.0220094658559563 0.0052771904005992 0.0052771904005992 0.0269870639277189 0.0217617586303345 0.0052253052973844 6.50895074884e-05 0.0524440640904492 0.7435815568171844 0.7570876107006386 0.0135060538834541 1.751822819680667 0.9935292174922076 0.6073974068494965 0.0001413865450065 6.521992971e-06 3.457846503e-07 0.0012638008774552 7.8562925355e-06 0.0259814176651857 0.0272398345257756 0.0 0.0 1.2969312189e-06 4.532413688e-07 0.0 4.2245787471e-10 296.9286 121.7429 83.0229 7 8 84981990274.520926328
bt-mz.C systemg 72 9 8 Class C=480.0 2.4 bt-mz.C.9 empirical 2.4 1 1.572302676244804 0.0130628814770971 0.0012509767150462 0.3405875528671801 0.0390481182259442 -0.0058556670173016 0.0070987971820549 0.0033647053679258 0.0361413881139901 1.588926141391865 0.0048188449176672 5.94769733417e-05 0.0002755515074353 0.0108503236401592 0.000384451799237 0.6047038398500021 0.3584724398796232 0.0207101068755268 0.0049970743092002 0.0049970743092002 0.0254640979319699 0.0205292583032312 0.0049348396287388 7.09441583418e-05 0.0545012829287551 0.7434585770863917 0.7563443150124424 0.0128857379260506 1.75341770949536 0.9929261791859956 0.6016251039199321 0.000141641720399 6.5371854467e-06 3.495688471e-07 0.0012529736585987 7.9149770567e-06 0.0245539773763334 0.0258069111278998 0.0 0.0 1.2361221086e-06 4.392557981e-07 0.0 4.2248585008e-10 297.1143 123.4643 83.0143 9 8 66910747412.362189662
bt-mz.C systemg 80 10 8 Class C=480.0 2.4 bt-mz.C.10 empirical 2.4 1 1.562222542010944 0.0131102615308021 0.0012329958666357 0.336765085080745 0.0401842121661457 -0.0059874127100653 0.0072382184759512 0.0033641000289657 0.0365546134466405 1.58483953613662 0.0046848531734447 6.01326145617e-05 0.0002749851245774 0.0119923561313785 0.0004109099953987 0.6004760201171926 0.354558293888554 0.0211958632077921 0.0049849693712826 0.0049849693712826 0.0261438203280152 0.0211848420537556 0.0049589782742597 6.87331376256e-05 0.0513410891299096 0.7409146796399277 0.7538797434713689 0.0129650638314411 1.748135035463942 0.993652019427092 0.6069612609570804 0.0001644276962667 7.4767031811e-06 3.663194443e-07 0.0012447439891456 8.2127326117e-06 0.0253345707692043 0.0265879889283198 0.0 0.0 1.4484713773e-06 4.391001512e-07 0.0 4.2013851401e-10 294.088 122.556 84.932 10 8 61183145897.89825491