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
Lulesh SNL Shepard 1 1 1 number of elements per domain=38.0 2.301 lulesh2.0-ins empirical 2.301 1 1.634639708823216 0.0180521991881924 0.0047966349446445 0.0 0.001080109335072 0.5527231793858078 0.2112556685529854 0.0 0.0014464329795452 0.0 0.0188493137407452 0.0011798189374737 0.0250516641329701 0.0460048845822278 0.0347674490627492 0.0 0.0112305082685047 0.0100848265976413 0.5038795424714159 0.0182728243090355 0.0098504396235888 0.0073928933416639 0.0167097194585921 0.0095622176240605 0.007422506402755 0.0 0.0 0.0001402620689269 0.0 0.0 0.0 0.0716139309208154 0.0322019191873238 0.0 0.0001659237589384 1.02413701225e-05 0.0 0.0008758700024856 0.0048549939036662 0.0001352986836793 0.0001423957937986 0.0 0.0001207855887352 4.81624485e-10 102.036929 65.451433 21.237142 1 1 252085408406.925158716
Lulesh SNL Shepard 2 1 2 number of elements per domain=38.0 2.301 lulesh2.0-ins empirical 2.301 1 1.560648683371144 0.0191099929500289 0.004834791675493 0.0 0.0012751686343534 0.5479739054522947 0.1997417717466772 0.0 0.0013947377433542 0.0 0.01605085537874 0.0014358683928089 0.0225048842369483 0.0554243205362956 0.0395696350096371 0.0 0.016143705372265 0.0110154362770812 0.4897354385627751 0.0207209102526638 0.0098900819705548 0.0076779960910223 0.0196733545718774 0.0123919623876529 0.0074973057128674 0.0 0.0 0.0003282588622086 0.0 0.0 0.0 0.0789906447711546 0.0314207338907314 0.0 0.0002203203080572 1.22472035477e-05 0.0 0.0007107438309817 0.0044772936195603 0.0002485213523417 0.0002890960496479 0.0 0.0003635608888284 4.7597033405e-10 115.286555 77.672061 22.126538 1 2 142294964948.141603616
Lulesh SNL Shepard 4 1 4 number of elements per domain=38.0 2.301 lulesh2.0-ins empirical 2.301 1 1.53673516223478 0.0225337982987127 0.0050811910453123 0.0 0.001411253266178 0.4974956578250719 0.1727367540632144 0.0 0.0016213302060124 0.0 0.0127201274528561 0.0015436370190579 0.0173782281443727 0.0504742135109764 0.0358415836267083 0.0 0.0255599032859736 0.0127134472492554 0.3778812642072323 0.0171320459934558 0.0086678004610251 0.0069240407289461 0.0210293725053199 0.0136075718823774 0.0076793225628183 0.0 0.0 0.0004517617884199 0.0 0.0 0.0 0.0869352962900284 0.0333349982114659 0.0 0.0002222449346685 2.46330230783e-05 0.0 0.0005509593590215 0.0045992698914746 0.0003480947353201 0.0004502063075925 0.0 0.0004583533655736 4.99654881e-10 120.150224 82.383683 22.716733 1 4 78796312208.9464788
Lulesh SNL Shepard 8 1 8 number of elements per domain=38.0 2.301 lulesh2.0-ins empirical 2.301 1 1.404131517732238 0.0225575515197412 0.0053064652017012 0.0 0.0015962096958729 0.4884083711572986 0.1270421163105476 0.0 0.0019276238265664 0.0 0.0112930732853666 0.0019980106710253 0.0158829511059901 0.0859753671466373 0.054117410104907 0.0 0.0298114247124292 0.0145167457401031 0.4456907585287475 0.0247377010800941 0.0081006486132282 0.0070404999337924 0.0214827745899021 0.0143653579418924 0.0073724621986129 0.0 0.0 0.0006672934503329 0.0 0.0 0.0 0.1093436569192479 0.0300670805131597 0.0 0.000199450053774 3.04405684296e-05 0.0 0.0003913160757825 0.0043890189264011 0.0003194621490794 0.000593067861645 0.0 0.0008863643676227 5.2425030135e-10 132.212178 93.667644 23.196738 1 8 55031247336.830929988
Lulesh SNL Shepard 8 8 1 number of elements per domain=38.0 2.301 lulesh2.0-ins empirical 2.301 1 1.607544975581926 0.0158004857422019 0.0054901718097621 0.0 0.0005259806969189 0.5935465495114165 0.2222285037947039 0.0 0.0006646051958214 0.0 0.0170702006650752 0.0012282903274678 0.0228738410708069 0.057882827987808 0.0422890337407191 0.0 0.0930906741834763 0.0089189122591507 0.5038999525671966 0.0159930066046166 0.0092789055906834 0.0070095315483333 0.0108322799789169 0.006134786003373 0.0048619375469371 0.0 0.0 0.0001512202657746 0.0 0.0 0.0 0.0898032793938026 0.0140067788016949 0.0 0.0001607657920455 9.03825785e-06 0.0 0.000502531115584 0.002301007313929 6.75628104126e-05 7.58272511317e-05 0.0 0.0001073404833433 3.2782246422e-10 132.320135 91.936903 24.274496 8 1 565648697813.330103214
Lulesh SNL Shepard 16 1 16 number of elements per domain=38.0 2.301 lulesh2.0-ins empirical 2.301 1 1.258714463293572 0.0268198414973996 0.0058511626835583 0.0 0.0020241799254139 0.4676647425610125 0.1331425045865015 0.0 0.0021327314299895 0.0 0.0113634734599106 0.0029117996369674 0.0201957644910627 0.0851122470928715 0.0538795311001713 0.0 0.038579845615364 0.0189224365485984 0.4584442513806076 0.0268658022550393 0.0082720413630757 0.0080980225135881 0.0243267247354644 0.0164672182177609 0.0081288419026066 0.0 0.0 0.0007974917609746 0.0 0.0 0.0 0.1094466325213988 0.0328297356541535 0.0 0.000310148367607 4.2948531542e-05 0.0 0.0003994397160145 0.0059741442553586 0.0003731900178224 0.0008116995456302 0.0 0.001260241937209 4.6493369183e-10 219.42163 173.076158 30.327259 1 16 39938596247.805507204
Lulesh SNL Shepard 16 8 2 number of elements per domain=38.0 2.301 lulesh2.0-ins empirical 2.301 1 1.587806886350244 0.0169892427116102 0.0049812283241305 0.0 0.0009572338576054 0.5327635963635456 0.1954463522713094 0.0 0.001020620213 0.0 0.0137439059396195 0.0014315180478453 0.0206614656304321 0.0730305297803531 0.0500014661543826 0.0 0.0233260058616217 0.0047732597575835 0.4734311675883661 0.0165824337968107 0.0046409257285642 0.0036301488546058 0.0168348336104932 0.0099323412692329 0.0072019149169714 0.0 0.0 0.000300786934692 0.0 0.0 0.0 0.1057062234952316 0.0290559261956171 0.0 0.0001691698650609 1.39134189374e-05 0.0 0.0004914130133213 0.0047633607509492 0.0002560209853972 0.0002953960947243 0.0 0.0001695189836062 3.4158898408e-10 135.539735 96.93258 22.520311 8 2 315896076949.391066557
Lulesh SNL Shepard 27 27 1 number of elements per domain=38.0 2.301 lulesh2.0-ins empirical 2.301 1 2.107531526124928 0.0069502490436059 0.0022285571343036 0.0 0.0004450970478746 0.7557436651127042 0.2563445301384709 0.0 0.000531241030076 0.0 0.0065250286192266 0.0005173261347553 0.009316055699174 0.2498297768025844 0.1469296858818706 0.0 0.1011958269513034 0.0034021591330007 0.2819891576428803 0.00610051308137 0.0037117523555015 0.0028047283894584 0.0060690825120204 0.0033423215692253 0.0028606856428902 0.0 0.0 5.53027789543e-05 0.0 0.0 0.0 0.3614788515665253 0.0114588096890775 0.0 6.68569420267e-05 3.9677664516e-06 0.0 0.0001127871201806 0.0019874412959227 5.37338989626e-05 6.25014362454e-05 0.0 4.31475150266e-05 3.3144626947e-10 133.292377 95.129769 22.144163 27 1 1913877932656.642370143
Lulesh SNL Shepard 32 1 32 number of elements per domain=38.0 2.301 lulesh2.0-ins empirical 2.301 1 1.002766957376422 0.0225996773273974 0.0055548378463184 0.0 0.0020725252420042 0.4272571678266144 0.0864882348766478 0.0 0.0018121772221155 0.0 0.0099421471847074 0.0029005499818484 0.0168779135188474 0.0780799090682012 0.0476323996723592 0.0 0.0430803921222412 0.0155017401971989 0.3682339613723532 0.0203021979218575 0.006981180399077 0.0068102147636318 0.0202548780482251 0.0140697350910352 0.0065078907358888 0.0 0.0 0.0007921760601297 0.0 0.0 0.0 0.1135900124774506 0.0266652043476599 0.0 0.0002070095717883 4.7558476274e-05 0.0 0.0003846812408238 0.0054832087407817 0.0002626694932311 0.0008290812756411 0.0 0.0016216452286495 4.8665087374e-10 283.833863 234.363523 33.147269 1 32 42676528741.004372413
Lulesh SNL Shepard 32 8 4 number of elements per domain=38.0 2.301 lulesh2.0-ins empirical 2.301 1 1.544751714030923 0.018915143072854 0.0054121228127685 0.0 0.0015484279833705 0.5464527778660208 0.192600139734464 0.0 0.0015368086785742 0.0 0.0087300800560063 0.0009369764278085 0.010164672916055 0.1507877864802044 0.0925067864842912 0.0 0.0605315224173209 0.0051325358584033 0.3210902946742019 0.0127040715272299 0.0044618880293771 0.0036253541831512 0.0135719950024607 0.0082421842034789 0.0056669277732119 0.0 0.0 0.0002592045951975 0.0 0.0 0.0 0.3022602883392219 0.02003752212025 0.0 0.0001345405184315 1.5820022645e-05 0.0 0.000426109968538 0.0022639458164158 0.0001894876081554 0.0003573762774214 0.0 0.0002588183176978 3.6567996825e-10 153.26676 111.963934 25.017466 8 4 177920350166.733531486
Lulesh SNL Shepard 54 27 2 number of elements per domain=38.0 2.301 lulesh2.0-ins empirical 2.301 1 2.144459945634695 0.0056419014566464 0.0017743607677754 0.0 0.0002701959422711 0.8245605144559401 0.2699790290944762 0.0 0.0002674839138284 0.0 0.0029001298620097 0.0003170661356982 0.0043392599308253 0.2477756349089884 0.1451968023796279 0.0 0.1277420594957524 0.0018705980908061 0.2302790804728432 0.0034272588582062 0.0019607228512746 0.0015448440914594 0.0033561191648591 0.0018711351250175 0.0015486883239842 0.0 0.0 6.5841607637e-05 0.0 0.0 0.0 0.4198316587038892 0.0059973304099661 0.0 3.58019831248e-05 2.9137974434e-06 0.0 6.17145343879e-05 0.0017546626571336 9.89438477415e-05 6.61136592944e-05 0.0 4.44678210007e-05 2.9989619665e-10 139.733398 99.698727 23.898542 27 2 1331543502254.01566459
Lulesh SNL Shepard 64 1 64 number of elements per domain=38.0 2.301 lulesh2.0-ins empirical 2.301 1 0.8293159005112752 0.0116403110799491 0.002732798924507 0.0 0.0009672466610324 0.3129771843678193 0.0350228886343532 0.0 0.0007535650419882 0.0 0.0041869808612681 0.0012345192792549 0.0064877804516313 0.1519472826073677 0.0793157069801651 0.0 0.0721993665853921 0.0068842463211142 0.1869342722321199 0.0110391521853141 0.0028824656941985 0.0028975905357634 0.0108372749351155 0.0075420362881764 0.0032160569075422 0.0 0.0 0.0005817470766686 0.0 0.0 0.0 0.1795234792253692 0.0114638367842183 0.0 8.37571863635e-05 3.51867313307e-05 0.0 0.0001968828493679 0.0024959910517833 0.0001374300882425 0.0005960002661564 0.0 0.0007312957700783 4.9729451696e-10 327.647905 277.785723 34.322353 1 64 85176396592.780161024
Lulesh SNL Shepard 64 8 8 number of elements per domain=38.0 2.301 lulesh2.0-ins empirical 2.301 1 1.32805111617346 0.0154466906017587 0.0047818344113994 0.0 0.0011259378628277 0.7023125053533782 0.2290563795438023 0.0 0.0010375435699049 0.0 0.0084172420697767 0.0014551430521795 0.0108159977448618 0.1234911880366498 0.0715829839308474 0.0 0.0560007187910076 0.0099097927051753 0.2928603533561224 0.0116084114455797 0.0072855301675836 0.006533131100923 0.0141610188172495 0.0087917936505497 0.0057168550544181 0.0 0.0 0.0004575762964288 0.0 0.0 0.0 0.2454827499818749 0.0223504808005282 0.0 0.0001345144476438 1.96279010452e-05 0.0 0.0004161322903444 0.0044039467182028 0.0003721627778289 0.0005740969468201 0.0 0.0006004885733859 4.053584608e-10 159.331479 117.675206 25.524271 8 8 150879941865.024962124
Lulesh SNL Shepard 108 27 4 number of elements per domain=38.0 2.301 lulesh2.0-ins empirical 2.301 1 2.063851128742858 0.0073604496534516 0.0022146050187629 0.0 0.0003592458428663 0.8302196859869673 0.270317970299733 0.0 0.0003404378632067 0.0 0.0028647469471402 0.0004738471586138 0.0049110092221685 0.2020906625099563 0.1159270814395479 0.0 0.1197905483273904 0.002224560893285 0.2319860369225816 0.0039376098915863 0.002108248555409 0.0017410127747295 0.0038346458821795 0.0021890700804319 0.0017493724310091 0.0 0.0 0.0002041924219074 0.0 0.0 0.0 0.3370645218468102 0.0118772133631289 0.0 3.90956308836e-05 4.8440642629e-06 0.0 8.4191078928e-05 0.0011663419234437 9.87319005989e-05 0.0002069062263366 0.0 8.5570091383e-05 3.2415412255e-10 149.660656 109.099622 24.444893 27 4 649672807932.641237976
Lulesh SNL Shepard 128 8 16 number of elements per domain=38.0 2.301 lulesh2.0-ins empirical 2.301 1 1.386330662775778 0.016651615495656 0.0060486008306498 0.0 0.0022999167161663 0.6133695839501309 0.1717714648602709 0.0 0.0018673103984953 0.0 0.008758371311762 0.0027124297838144 0.0160858665767412 0.2108162612095916 0.1215566973916396 0.0 0.0553877901989387 0.0112003043687989 0.3284310762961709 0.0136717406858894 0.0074410105210334 0.0073036935428817 0.0121379564391366 0.0075805755012464 0.004738597320748 0.0 0.0 0.000799440467514 0.0 0.0 0.0 0.2121752749698388 0.0227754910112689 0.0 0.0001613728264074 2.77655773641e-05 0.0 0.0004469164808051 0.0058463842311858 0.000379218683973 0.0007475723635513 0.0 0.0009048263810912 5.4495323346e-10 149.912175 111.739718 21.82562 8 16 110006081841.883856395
Lulesh SNL Shepard 216 27 8 number of elements per domain=38.0 2.301 lulesh2.0-ins empirical 2.301 1 2.009158973833457 0.008985318193875 0.003026215103782 0.0 0.0005931809939982 0.7838038318672739 0.2429752906516903 0.0 0.0004798814755948 0.0 0.002792953762581 0.0008184954494103 0.005687627956885 0.290081721524254 0.1666670311435855 0.0 0.1221520405025344 0.002802830479021 0.2452472912447524 0.0059393957959782 0.0023727231685344 0.0021194757191341 0.0055575636619015 0.0032151524655192 0.0025023681963792 0.0 0.0 0.0002027184653248 0.0 0.0 0.0 0.3887175264305108 0.0075972305808778 0.0 5.45916354796e-05 9.4025662649e-06 0.0 0.0001690683520053 0.0017706645861506 0.0001534466660784 0.0002042053581502 0.0 0.000206306898992 3.831129836e-10 126.068227 89.755567 20.869498 27 8 358727837173.722973768
Lulesh SNL Shepard 256 8 32 number of elements per domain=38.0 2.301 lulesh2.0-ins empirical 2.301 1 1.072635748909236 0.0069992126721897 0.0020723944587364 0.0 0.0009198289682372 0.3434872111452129 0.0860933521671065 0.0 0.0007401244563439 0.0 0.008515460828052 0.0024345220901811 0.0135661556646802 0.095520507691017 0.0561603657250492 0.0 0.0716207137131763 0.0121397105909485 0.3468885792544282 0.017871333853967 0.0068635705164425 0.0068250331487476 0.0070240598203582 0.004548776857393 0.0025379430078885 0.0 0.0 0.00078944065949 0.0 0.0 0.0 0.1287520617830696 0.02190624556245 0.0 9.53585139952e-05 1.57884516256e-05 0.0 0.0001966709213678 0.0052195553947644 0.0004044978427896 0.0008440428090605 0.0 0.0010875192473511 4.1639501215e-10 207.031762 167.517888 24.290742 8 32 304596516046.427863053
Lulesh SNL Shepard 432 27 16 number of elements per domain=38.0 2.301 lulesh2.0-ins empirical 2.301 1 1.925482400225059 0.0076854043019901 0.0029724111892726 0.0 0.0010505313432467 0.7244870350191187 0.2292645234373649 0.0 0.0007907446522521 0.0 0.004118933024302 0.0011920015880328 0.0066855661135969 0.2626365573283994 0.1509397544120551 0.0 0.1185382391111204 0.0038846219280142 0.2578097293540221 0.0075183777874955 0.0029452567681186 0.0029116602358822 0.0071246421870395 0.0041723712481614 0.003161718035001 0.0 0.0 0.000430171908695 0.0 0.0 0.0 0.3569036318015328 0.0126771070886726 0.0 8.03435830739e-05 1.91663215005e-05 0.0 0.000245450668428 0.0027317718724116 0.0002084330638145 0.0004889512244427 0.0 0.0004414407857346 4.204647347e-10 208.568358 165.90459 26.367832 27 16 325737598654.311115048
Lulesh SNL Shepard 512 8 64 number of elements per domain=38.0 2.301 lulesh2.0-ins empirical 2.301 1 1.110212526357293 0.0423163180617066 0.0138643850937251 0.0 0.0037778989113695 0.7418055363080212 0.2363637113500665 0.0 0.0038698828576896 0.0 0.0044970087701874 0.0016181035301815 0.0080609944769766 0.1170532162324587 0.0696507606972002 0.0 0.0428418356369677 0.0157962876985426 0.2224923926912063 0.0153934986734373 0.0086429988304117 0.0081950863900432 0.0118802462122731 0.0057800258671554 0.0029135170339877 0.0 0.0 0.0102266703956885 0.0 0.0 0.0 0.1533839293520589 0.0293487979111465 0.0 0.0001315182691346 6.59356137227e-05 0.0 0.0009405432878242 0.0103204080715132 0.0031750544744877 0.0103039236223922 0.0 0.000504734617667 1.80623916561e-09 175.658539 136.339515 22.913815 8 64 79018844080.816122216407684554
Lulesh SNL Shepard 864 27 32 number of elements per domain=38.0 2.301 lulesh2.0-ins empirical 2.301 1 1.31730618524825 0.0044656863060061 0.0016632299876109 0.0 0.0003702720602624 0.479459017094377 0.1471228495153228 0.0 0.0002776770337595 0.0 0.0024652910943607 0.0007828848115131 0.0041040409838981 0.1866674965744046 0.107332940042513 0.0 0.0792864990565117 0.0026922202392622 0.1283753214933682 0.0049295947964955 0.0017845908169804 0.0018067900784163 0.0046676660578062 0.00291748020861 0.0018517409464512 0.0 0.0 0.000269388538446 0.0 0.0 0.0 0.2545009635750117 0.0055821232907497 0.0 4.89719869608e-05 1.04559493053e-05 0.0 0.0001132018588105 0.0014289895892235 0.0001151766267021 0.0002769589743496 0.0 0.0003116117453769 3.9805876145e-10 218.951959 175.733452 27.00842 27 32 576592443698.364926418
Lulesh SNL Shepard 1728 27 64 number of elements per domain=38.0 2.301 lulesh2.0-ins empirical 2.301 1 2.12947727016591 0.0096898571686107 0.0031948006157497 0.0 0.0009768070962033 0.8012729804012036 0.2565753943243437 0.0 0.0008969737290254 0.0 0.0027700737684304 0.0010846031471953 0.0051096664632792 0.312382576677821 0.1795041043821294 0.0 0.1213092736688236 0.0032904247541597 0.1853709012323366 0.0099469295452751 0.0020204265452223 0.0018842915390764 0.0072523474864987 0.003276474461253 0.0018890938745016 0.0 0.0 0.0024602484484221 0.0 0.0 0.0 0.4331083527750827 0.0062658702640725 0.0 7.6531234884e-05 4.38567495922e-05 0.0 0.0002157339721637 0.0023788147732753 0.0007288242045747 0.0024955088398944 0.0 0.0003310658190175 6.9006658966e-10 178.638908 136.658611 25.678164 27 64 497830496574.631107464