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 SystemG 2 2 1 Class C=480.0 2.4 bt-mz.C.2 empirical 2.4 1 1.734719561315166 0.0162848411084536 0.0009885961663414 0.4069496260194204 0.0095568558076234 0.0 0.0095426418468191 0.0040923392275422 0.0058455120386574 1.733090434792304 0.0002291701324127 3.51115894121e-05 1.683949213e-07 0.0006843236046431 8.7666297349e-06 0.7266477145404729 0.3090209711794648 0.0288609164511158 0.0064709323519675 0.0064709323519675 0.0 0.0288049162294363 0.0064604220573757 4.16659734171e-05 0.0102196006019139 0.0 1.04003093937955 0.0161872192481957 0.0 0.9970979324176504 0.7241353241011033 8.72451604471e-05 2.5765334206e-06 0.0006134777762963 0.0 7.8857039414e-06 0.0 0.0357556072119737 0.0 0.0 4.402867868e-07 4.273823675e-07 0.0 4.1893133588e-10 242.375 78.9846 74.8947 2 1 1627888344918.047862121
BT-MZ SystemG 2 2 1 Class C=480.0 2.8 bt-mz.C.2 empirical 2.8 1 1.719072342667936 0.0163734005644742 0.0009801690240631 0.4010548366144462 0.0095483562506493 0.0 0.0094346217292054 0.0040632664633898 0.0059083926940466 1.71928739287835 0.0001711965643089 3.49974714889e-05 7.31690658e-08 0.0008157582188594 9.1510321706e-06 0.7200288564644247 0.3150921042744771 0.0284956205315329 0.0063743910504566 0.0063743910504566 0.0 0.028790403111867 0.0064853144057437 3.80342447659e-05 0.0103716810081844 0.0 1.03384031052584 0.0161195504953864 0.0 0.9972912338420744 0.7187518060222468 8.0409914692e-05 2.3775078664e-06 0.000608048170223 0.0 7.8469612709e-06 0.0 0.034971650277217 0.0 0.0 4.473575415e-07 3.760534734e-07 0.0 3.5910749609e-10 249.6587 83.983 75.2487 2 1 1642942465484.304950589
BT-MZ SystemG 4 2 2 Class C=480.0 2.4 bt-mz.C.2 empirical 2.4 1 1.678941193730283 0.0159161234746529 0.0011411162112176 0.3894132384742136 0.0097747006200526 0.0 0.0092116731619454 0.0039466013847499 0.006497021283929 1.675593413885359 0.0027137613992859 3.40895101368e-05 0.0001689933716696 0.001177906236375 1.1426868959e-05 0.6997146122742579 0.3283431575656692 0.0281448421908307 0.0065004425651327 0.0065004425651327 0.0 0.0280545978867583 0.0065422687939141 5.26669610149e-05 0.0110681785482307 0.0 1.006525345705593 0.0157711426083975 0.0 0.9965704382476078 0.6969668186762489 0.000111359465116 2.0023154757e-06 0.0005855676467461 0.0 8.1813922795e-06 0.0 0.033990079934089 0.0 0.0 6.404061094e-07 4.201577685e-07 0.0 4.1930731183e-10 257.4907 87.7932 76.169 2 2 848907693611.396664397
BT-MZ SystemG 4 2 2 Class C=480.0 2.8 bt-mz.C.2 empirical 2.8 1 1.654037651675713 0.0159585548326735 0.0011224443848735 0.3858238371632551 0.0105238449226298 0.0 0.0090508855268519 0.0038760955646513 0.0065846373344153 1.650798612993713 0.0026453920719857 3.40858528547e-05 0.0001671116636336 0.0018012243655492 1.42849599746e-05 0.6856795710972768 0.3412931996997709 0.0269903999107716 0.0062320479573415 0.0062320479573415 0.0 0.0271559337794627 0.0062563209136026 5.11537330277e-05 0.012285108443867 0.0 0.9914732548458568 0.015477475829833 0.0 0.9964402320669464 0.6861576212674299 0.0001129790165067 2.3596612672e-06 0.0005792354152853 0.0 7.8498973182e-06 0.0 0.034003169549439 0.0 0.0 5.573503947e-07 3.753750913e-07 0.0 3.5922502317e-10 272.054 100.1877 76.7278 2 2 862615424909.737921474
BT-MZ SystemG 6 2 3 Class C=480.0 2.4 bt-mz.C.2 empirical 2.4 1 1.620250946580665 0.0153954896150185 0.0012358528892957 0.3775423408619181 0.0115652342342731 0.0 0.0089020823830601 0.003798254619903 0.0075133848888111 1.621619538005141 0.0035447659624282 3.68423532113e-05 0.0002242999423693 0.0030232430662687 1.26524989589e-05 0.6729422574970527 0.3430141795233183 0.0268549715352199 0.0062643681702949 0.0062643681702949 0.0 0.0272541309844229 0.0063407210759162 6.95239309956e-05 0.0122104051713641 0.0 0.9676546293650924 0.0154747765695489 0.0 0.9963682339066404 0.6711587036975242 0.0001415706227994 2.5094410926e-06 0.0005820113746004 0.0 6.7953173671e-06 0.0 0.033181605759068 0.0 0.0 1.248712654e-06 4.19722498e-07 0.0 4.1923449887e-10 269.5353 96.9278 77.7816 2 3 610117687569.684715723
BT-MZ SystemG 6 2 3 Class C=480.0 2.8 bt-mz.C.2 empirical 2.8 1 1.591109365625309 0.0152166706873173 0.0012231674208004 0.368994051709496 0.0107300213351104 0.0 0.0087210675136482 0.0037247522418848 0.0113057732704815 1.593354227602455 0.0033570218760138 4.1011683797e-05 0.0002130311102825 0.002211982839303 1.41959650957e-05 0.6597923124366053 0.3512557127270938 0.0263478076845114 0.0061112129942417 0.0061112129942417 0.0 0.0264902707165759 0.0061614147717607 6.24911033819e-05 0.0151362370044687 0.0 0.9550652426987358 0.015251980463393 0.0 0.9958390065856156 0.6589800420935801 0.0001280764899898 2.2705376128e-06 0.0005706948978683 0.0 6.9857210522e-06 0.0 0.0323340523730764 0.0 0.0 7.913360204e-07 3.601284191e-07 0.0 3.5934718252e-10 288.1946 110.6423 78.7518 2 3 621661320490.711718855
BT-MZ SystemG 8 2 4 Class C=480.0 2.4 bt-mz.C.2 empirical 2.4 1 1.590859915168703 0.0152962638266299 0.0012900372525881 0.3718512115953993 0.0107088965682076 0.0 0.0088612096712781 0.0037353875296905 0.0078407303280517 1.591431809536104 0.0043063735285946 5.69077908983e-05 0.0002673658110694 0.0020941141266336 1.41847242113e-05 0.6608903514744436 0.355371821183117 0.0262329729834942 0.0061988873508573 0.0061988873508573 0.0 0.0262376249259964 0.0061798406655839 8.24282318059e-05 0.012682635312767 0.0 0.9576447710406252 0.0151871810970162 0.0 0.9955752942443168 0.6608350167200068 0.0001623323544316 2.4367820539e-06 0.0005266358744896 0.0 6.0232919623e-06 0.0 0.0325186263994024 0.0 0.0 8.832146691e-07 4.434406195e-07 0.0 4.1923318481e-10 281.1619 105.9743 78.3252 2 4 482911459148.33334875
BT-MZ SystemG 8 2 4 Class C=480.0 2.8 bt-mz.C.2 empirical 2.8 1 1.56865011403934 0.014923942113392 0.001270570616264 0.3622047914836442 0.0117061689910029 0.0 0.0086635777363229 0.0036292786448889 0.0094875519583597 1.571158029583209 0.0041364410514481 4.39075021201e-05 0.0002595537249615 0.0023065706706486 1.47092836838e-05 0.6501615559510862 0.3612666572946266 0.0256915116368477 0.0060239373352376 0.0060239373352376 0.0 0.0258524525822249 0.0060942690779931 7.2760048689e-05 0.0130693831927454 0.0 0.9332052924108996 0.0143777798120744 0.0 0.9956923625301166 0.6506076671851279 0.0001524053308876 2.7806283082e-06 0.000499552891438 0.0 5.898526651e-06 0.0 0.0319665075646919 0.0 0.0 8.221644178e-07 3.815257541e-07 0.0 3.5949161015e-10 303.5182 121.7307 79.2648 2 4 491320523241.980310789
BT-MZ SystemG 10 2 5 Class C=480.0 2.4 bt-mz.C.2 empirical 2.4 1 1.539330101655031 0.0146546256785398 0.0013306563044725 0.3549823655477363 0.0101350697717085 0.0 0.0084789849125491 0.0035457087178501 0.0093517628379899 1.533170637432183 0.0064266803576374 5.84101513593e-05 0.0004605506137343 0.0024334564466341 1.91387298242e-05 0.6342171485996466 0.3813706970740209 0.0249114950524661 0.0059191387127997 0.0059191387127997 0.0 0.0242738073993086 0.0060078932251965 9.88181561531e-05 0.0118098360853566 0.0 0.916628092851396 0.0147894554941054 0.0 0.994456723282814 0.6338832689915328 0.0001894684370366 2.4785711916e-06 0.0005046934264251 0.0 6.70546599e-06 0.0 0.0306957717391282 0.0 0.0 2.0604694059e-06 4.793575277e-07 0.0 4.1975079751e-10 288.1799 109.4 80.4581 2 5 428018846100.512320144
BT-MZ SystemG 10 2 5 Class C=480.0 2.8 bt-mz.C.2 empirical 2.8 1 1.494718861431187 0.0143023777917247 0.0012877114995685 0.3386592678409252 0.0151172722558872 0.0 0.0081790297727356 0.0034557933051608 0.0073097964758302 1.493067109452866 0.0060136841176196 6.15298373945e-05 0.0004198922344655 0.0030953779388325 1.86211619827e-05 0.6170280271059372 0.3843496367722218 0.0240009893895035 0.0059932861696234 0.0059932861696234 0.0 0.0236081368179931 0.0058455610479501 7.83938519174e-05 0.0185276003868905 0.0 0.9023707521626376 0.0142095190811025 0.0 0.9945896994210992 0.6136873655574424 0.000165340419932 3.3714172683e-06 0.0004937898796353 0.0 6.6757560862e-06 0.0 0.0290757555989118 0.0 0.0 1.9214802568e-06 4.191822944e-07 0.0 3.5981396302e-10 311.7215 125.8608 81.2646 2 5 441986724654.040914768
BT-MZ SystemG 12 2 6 Class C=480.0 2.4 bt-mz.C.2 empirical 2.4 1 1.472759337794427 0.0141247748244228 0.0013918377910374 0.3366332016169072 0.0125235486585088 0.0 0.0080679751096015 0.0033723366206656 0.0174044918346253 1.482546242531701 0.004620606309502 6.60237214945e-05 0.0003059234772881 0.0060380038819489 1.70841439582e-05 0.6027700003827312 0.3852703867721798 0.0229799317431691 0.0057001204324713 0.0057001204324713 0.0 0.0229424878229112 0.0057364230007576 9.3504117881e-05 0.0174526042708743 0.0 0.8777266179277058 0.0138973524463902 0.0 0.9937903905065806 0.6065970184470301 0.0001980643025457 2.7127445369e-06 0.0004820900876226 0.0 8.1352872684e-06 0.0 0.0287955706313974 0.0 0.0 3.0358558411e-06 4.495315127e-07 0.0 4.2080508853e-10 295.0363 114.365 82.0994 2 6 374834649816.158201009
BT-MZ SystemG 12 2 6 Class C=480.0 2.8 bt-mz.C.2 empirical 2.8 1 1.433285949785852 0.0135508546820698 0.0012866347183532 0.3266671562188183 0.0130546015187997 0.0 0.0078859529879385 0.0032906832801614 0.0118612867082463 1.432845478017321 0.0049509633232219 6.11662174635e-05 0.0003198816973375 0.0058131682289337 1.96833618051e-05 0.583350852326378 0.3983699248283954 0.0224993074399524 0.0055897312498974 0.0055897312498974 0.0 0.0224934147215624 0.0054588677469638 8.80627173439e-05 0.0226069561238429 0.0 0.8524259264784756 0.0135121345421876 0.0 0.9940990506679414 0.5824512501419915 0.0001816128431404 3.4763708097e-06 0.0004687890903409 0.0 8.3103321706e-06 0.0 0.0282677842472336 0.0 0.0 1.4056169635e-06 3.891171467e-07 0.0 3.6038339356e-10 319.664 132.5129 82.105 2 6 388649461942.205259476
BT-MZ SystemG 14 2 7 Class C=480.0 2.4 bt-mz.C.2 empirical 2.4 1 1.434054172817433 0.013690310294582 0.0013571295093564 0.3273591899207766 0.0139355016530266 0.0 0.0077593786265519 0.0032859963616912 0.0131535382242265 1.423827794881339 0.0056760821084964 7.70845198755e-05 0.0003248449608652 0.0049697744271326 2.18830379971e-05 0.5814357057315177 0.3959040765795399 0.0222330572282019 0.0056821863574168 0.0056821863574168 0.0 0.0225652791577313 0.0056622952557804 0.000104415719356 0.0172335847409681 0.0 0.8489117370491033 0.0135434582203135 0.0 0.9931803125291624 0.5802542791556375 0.000213681374959 3.2915849063e-06 0.0004520918545526 0.0 1.2035580968e-05 0.0 0.0282503515194588 0.0 0.0 1.5089048576e-06 4.462579214e-07 0.0 4.2041057046e-10 302.4556 118.2578 82.837 2 7 322445474793.069740362
BT-MZ SystemG 14 2 7 Class C=480.0 2.8 bt-mz.C.2 empirical 2.8 1 1.383428747595473 0.0133983651028371 0.0013727158962724 0.3145666926285751 0.0130428413384245 0.0 0.0073961486725815 0.0031424563569969 0.0152647887599417 1.397810805124622 0.0047526244098542 6.42445921715e-05 0.0003020756896118 0.0051741226219345 2.25779129361e-05 0.557135008432386 0.4060324247523213 0.0216761960054716 0.0053816367656615 0.0053816367656615 0.0 0.0215520435549685 0.0053717623809553 9.89880316518e-05 0.0173513371979413 0.0 0.8215271205079479 0.0130643235331369 0.0 0.9928380401999451 0.5604125767384868 0.0002105237039214 3.5703830664e-06 0.0004341992946708 0.0 1.10381263598e-05 0.0 0.0270278159371903 0.0 0.0 3.1522192907e-06 3.785138164e-07 0.0 3.607826523e-10 329.3655 137.9513 83.5597 2 7 334613350255.033867104
BT-MZ SystemG 16 2 8 Class C=480.0 2.4 bt-mz.C.2 empirical 2.4 1 1.428984191825669 0.0136707233924097 0.0012464169334543 0.3236674577412412 0.0137447450801041 0.0 0.0077145378645117 0.0032569902804317 0.0144396235610396 1.412386584875401 0.0044926509013076 7.27606339503e-05 0.0002600505607183 0.0048587868051734 1.93638950568e-05 0.5841257910336733 0.4026180418591612 0.0215820862671701 0.0054866170061557 0.0054866170061557 0.0 0.0215446874707846 0.0053958141657216 0.0001042043153427 0.0181791462752512 0.0 0.844625283664541 0.0135009477113292 0.0 0.9938442922720016 0.5729668926640837 0.0002171528286008 3.0708392724e-06 0.0004628067267749 0.0 7.2922076263e-06 0.0 0.0278108909325919 0.0 0.0 1.3425112708e-06 4.385031666e-07 0.0 4.2005609619e-10 305.6898 121.8352 83.0297 2 8 307999681884.107356085
BT-MZ SystemG 16 2 8 Class C=480.0 2.8 bt-mz.C.2 empirical 2.8 1 1.369760010607276 0.0127708623537126 0.0011668097759236 0.3086821842170035 0.0136823033238633 0.0 0.0072974531157024 0.0031043750650517 0.0144279894577583 1.386078213990282 0.0043680862427324 7.19606036252e-05 0.0002521830190214 0.0063524281611169 1.7886510754e-05 0.5535686909288142 0.4100524773504219 0.0206905129362954 0.0052194415990761 0.0052194415990761 0.0 0.0207227695375792 0.0052220916587121 9.43092297622e-05 0.0190236425006442 0.0 0.8077111387020278 0.0128768499497581 0.0 0.9937421932310744 0.5510783912971594 0.0002028146152772 2.8561678687e-06 0.0004459678308239 0.0 7.210032113e-06 0.0 0.0264029082267331 0.0 0.0 1.1727780857e-06 3.775578359e-07 0.0 3.5993599708e-10 332.3966 141.2462 84.1265 2 8 326906638831.812837251