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 1 1 1 Class C=480.0 2.4 bt-mz.C.1 empirical 2.4 1 1.732889726226823 0.0168113360516449 0.0009954291518548 0.4061208329337495 0.0091389259975222 0.0 0.0095331033933542 0.0040817152261645 0.0054964584422009 1.734828209381159 0.0002824038179745 3.969467346e-05 1.171301277e-07 0.0005358990648046 8.9315468407e-06 0.7262061727411768 0.3104838317310286 0.0290304333524026 0.0063306693817213 0.0063306693817213 0.0 0.0290586948657339 0.0063378551705004 4.195481077e-05 0.0096866609118676 0.0 1.037738386515809 0.0167557842292142 0.0 0.9973582849317512 0.7247046716364738 8.70284602253e-05 0.0001231054491861 0.0006125242147662 0.0 7.8174679179e-06 0.0 0.0359831098239863 0.0 0.0 3.94507968e-07 4.189032083e-07 0.0 4.1896132848e-10 242.6722 78.5092 74.9312 1 1 3250364356874.067166172
BT-MZ SystemG 1 1 1 Class C=480.0 2.8 bt-mz.C.1 empirical 2.8 1 1.719734298533857 0.016576785944782 0.0009880393987306 0.4041203246255446 0.0090942749842421 0.0 0.0095046975070554 0.0040559175861665 0.0054618104709144 1.71265538511282 0.000213729162151 4.01224335856e-05 5.49559679e-08 0.0005331123189776 8.1903042936e-06 0.7200263855079809 0.3161635781244079 0.0289865450818885 0.00628108187337 0.00628108187337 0.0 0.028731839287607 0.0062660112270935 3.86107172622e-05 0.00957161857961 0.0 1.028806368638893 0.0163905271570048 0.0 0.9971852218844592 0.718894115293782 8.11507209166e-05 0.0001231322244099 0.0006107922028734 0.0 7.6814514234e-06 0.0 0.0358046797090176 0.0 0.0 4.202635818e-07 3.648706689e-07 0.0 3.5915172024e-10 249.8266 84.1412 75.0614 1 1 3275228533539.934465441
BT-MZ SystemG 2 1 2 Class C=480.0 2.4 bt-mz.C.1 empirical 2.4 1 1.6779290771691 0.0163151889673284 0.0011520160629563 0.3934055546186802 0.0090832319859123 0.0 0.0092005632623644 0.0039570012248995 0.0055724133796875 1.670005314897762 0.0028161472016416 4.02149353262e-05 0.0001671375844379 0.0006916098158448 9.852510606e-06 0.7016444262371146 0.3301523878259341 0.0284215899439136 0.0063070083158639 0.0063070083158639 0.0 0.028667163000494 0.0064168519500758 5.41940824938e-05 0.0096453329631888 0.0 1.00455409845601 0.016363106404237 0.0 0.996708702208046 0.7017696343754778 0.0001164572406866 0.0001187275812622 0.0005886180474273 0.0 7.7436926597e-06 0.0 0.0349363996997604 0.0 0.0 5.963606515e-07 4.192528683e-07 0.0 4.1924876551e-10 257.7047 88.3863 76.1 1 2 1690740386886.345157601
BT-MZ SystemG 2 1 2 Class C=480.0 2.8 bt-mz.C.1 empirical 2.8 1 1.644381325532805 0.0162864271065992 0.0011291698563462 0.3852318838009686 0.008767946218261 0.0 0.0091228358899337 0.0039048204172008 0.0059086740758614 1.651409292139282 0.0027638323174609 3.71389974684e-05 0.0001669697691038 0.0007224738450528 9.6247173284e-06 0.6916640391815124 0.3397094548251227 0.0277701314232931 0.0061975367472204 0.0061975367472204 0.0 0.027810375548066 0.0062595883159067 5.03749355097e-05 0.0095650820616913 0.0 0.9896191792719192 0.0159868594312378 0.0 0.9965591172324996 0.6906719711711274 0.0001101284311033 0.0001174050764299 0.0005806227243301 0.0 8.061094422e-06 0.0 0.0341169057065688 0.0 0.0 1.247282941e-06 3.593538336e-07 0.0 3.5937305699e-10 269.7438 96.8603 76.6582 1 2 1724044551890.935011077
BT-MZ SystemG 3 1 3 Class C=480.0 2.4 bt-mz.C.1 empirical 2.4 1 1.630146411378682 0.0160254878262063 0.0012545984099179 0.378572355768854 0.0094069570786708 0.0 0.0090139788544683 0.0038252532172695 0.006548010130153 1.626396340867919 0.0034703147276021 3.96141950424e-05 0.0002254530630836 0.0023514812301175 1.16494815175e-05 0.6769042719045476 0.3461999944180655 0.0273612233861777 0.0061848620627773 0.0061848620627773 0.0 0.0275986288695647 0.0062072484138629 6.67371235718e-05 0.0127209583395172 0.0 0.96926378735171 0.0160227106933169 0.0 0.9961047426427754 0.6761446118681032 0.0001454275617179 0.0001152656781483 0.0005876019302962 0.0 6.8234776279e-06 0.0 0.0336819728210577 0.0 0.0 7.174563457e-07 4.282474883e-07 0.0 4.1925102213e-10 270.5917 97.9875 77.7978 1 3 1208046588477.854547717
BT-MZ SystemG 3 1 3 Class C=480.0 2.8 bt-mz.C.1 empirical 2.8 1 1.597927155506914 0.0158860055469617 0.0012283546601488 0.3708919837904286 0.0094028071717251 0.0 0.008751626395944 0.0037573228394052 0.0092184998123409 1.601404340617788 0.0033777853243267 5.05764851397e-05 0.0002218033273357 0.0025450273389941 1.03704343421e-05 0.6631295349575421 0.342936986480063 0.027051121124063 0.0061080230789431 0.0061080230789431 0.0 0.0267389094950929 0.0060134681129162 6.1240094093e-05 0.0108181027224591 0.0 0.9532228198435018 0.0155067063443095 0.0 0.9959495040187784 0.6655184467757781 0.000131693576645 0.0001129090139854 0.0005747322842399 0.0 6.587142671e-06 0.0 0.0330874528598926 0.0 0.0 7.137660273e-07 3.593362005e-07 0.0 3.5929933379e-10 289.2455 111.3814 78.3819 1 3 1233396996107.466676191
BT-MZ SystemG 4 1 4 Class C=480.0 2.4 bt-mz.C.1 empirical 2.4 1 1.591106967631496 0.0156693785789891 0.0013138733885141 0.3718302322645827 0.009142822934208 0.0 0.0088838885558957 0.0037568696516696 0.0064251444529329 1.592293367440365 0.0044552194471345 5.00114220095e-05 0.0002697616770197 0.0012313708260289 1.29411040777e-05 0.66511547092205 0.3562900396312265 0.0268450969378619 0.0060991785417657 0.0060991785417657 0.0 0.0270054633955454 0.0061939154166292 7.91919302977e-05 0.0101556054291301 0.0 0.9514344340723668 0.015729912212788 0.0 0.9957049303612644 0.6634770639922102 0.0001618236306952 0.0001118362276434 0.0005297010244589 0.0 5.8440310396e-06 0.0 0.0330969441435966 0.0 0.0 1.2751398734e-06 4.439709611e-07 0.0 4.1928031092e-10 281.9479 104.6055 79.1586 1 4 957475864104.1889256
BT-MZ SystemG 4 1 4 Class C=480.0 2.8 bt-mz.C.1 empirical 2.8 1 1.56195721508349 0.0153059605170255 0.0012771836870128 0.3671468858866351 0.0091572345138841 0.0 0.008711690175881 0.0036789211149548 0.0065429872963807 1.565158778201178 0.0043350354638134 4.93048076493e-05 0.0002639794826017 0.0011682960167742 1.31397594512e-05 0.6550611106279697 0.3671181609529715 0.026036514635631 0.005951014884331 0.005951014884331 0.0 0.0260837872206402 0.0059524394319189 7.54556790944e-05 0.010376658070868 0.0 0.9371797741801392 0.0155423462722991 0.0 0.9958371967882096 0.6523571522681378 0.0001524902072714 0.0001107782808911 0.0005221651287704 0.0 5.5377227431e-06 0.0 0.0328541951328664 0.0 0.0 1.110605323e-06 3.794959312e-07 0.0 3.5927809299e-10 304.8409 121.1211 79.9397 1 4 975890698155.534094815
BT-MZ SystemG 5 1 5 Class C=480.0 2.4 bt-mz.C.1 empirical 2.4 1 1.524735327021806 0.0155861196439292 0.0016458332966733 0.3566079337544198 0.0085047518394219 0.0 0.0083740307420202 0.0035818893479056 0.0057533759956965 1.528065095451316 0.0073130714485557 5.74455481064e-05 0.0003929188014019 0.0026343788818722 1.57049963142e-05 0.636647606497425 0.3821811050868835 0.0249293492461738 0.0060464561870397 0.0060464561870397 0.0 0.0250103726417625 0.0060439069337418 9.38991861941e-05 0.0101751145741767 0.0 0.921867118229434 0.0150797569363424 0.0 0.9955682207583642 0.6354715029052431 0.0002183579503039 0.000109403366954 0.0005141149679019 0.0 5.886011924e-06 0.0 0.0313126565930648 0.0 0.0 1.6254553075e-06 4.663491041e-07 0.0 4.2138860216e-10 289.498 108.7856 80.4113 1 5 845657317671.574868968
BT-MZ SystemG 5 1 5 Class C=480.0 2.8 bt-mz.C.1 empirical 2.8 1 1.500090537773358 0.014624313384715 0.001278662426493 0.3492810547545837 0.0115332867061054 0.0 0.0081485607358192 0.0035009676714973 0.0075655200223582 1.499268187998861 0.0061228175651228 5.93917371074e-05 0.0004017878676189 0.0032445201406343 1.33891002856e-05 0.6235861672780396 0.3966895004140879 0.0244391551779144 0.0059315074122047 0.0059315074122047 0.0 0.0247956412115059 0.0059316237788012 8.84687991971e-05 0.0121301005435585 0.0 0.8924336868702761 0.0149419448511563 0.0 0.9952684339268268 0.6277963399826529 0.0001675836715796 0.0001063444012196 0.0005001965278179 0.0 5.9140986041e-06 0.0 0.0308379205337251 0.0 0.0 9.198868487e-07 3.793823326e-07 0.0 3.5938989907e-10 313.7192 126.9629 81.293 1 5 872778836610.83496795
BT-MZ SystemG 6 1 6 Class C=480.0 2.4 bt-mz.C.1 empirical 2.4 1 1.477369122893505 0.0142933063575001 0.0011976539739965 0.340420774532298 0.0116843758350089 0.0 0.0080150040992252 0.0033959646285547 0.012264300850514 1.474117493462527 0.0057308403234974 7.41473461827e-05 0.0003434766329968 0.0042741375559727 1.62375797141e-05 0.6119472143019445 0.3899035776894917 0.0238483367887516 0.0056804202475024 0.0056804202475024 0.0 0.0239054680198483 0.0056793875033859 9.63956557182e-05 0.0142033940312542 0.0 0.877951935119025 0.0146147928892546 0.0 0.9942087254054782 0.6105133392782478 0.0002044553368716 0.0001045231612547 0.0004919245726087 0.0 8.9037482473e-06 0.0 0.0300622536049884 0.0 0.0 1.2126813845e-06 4.442495222e-07 0.0 4.1930328516e-10 296.8158 113.9579 82.3277 1 6 745098302487.146676187
BT-MZ SystemG 6 1 6 Class C=480.0 2.8 bt-mz.C.1 empirical 2.8 1 1.45396813545587 0.0143182538268351 0.0012050058972711 0.3316365960040918 0.0109256824600297 0.0 0.0077442292160063 0.0033247269268856 0.0143852868472905 1.438263298441419 0.0050529116994129 6.23542331107e-05 0.0003240932836888 0.0050575951391739 1.51949231126e-05 0.5872357445471195 0.3784513855772398 0.0229910858269858 0.0054729750467662 0.0054729750467662 0.0 0.0230362752555203 0.0055588634575164 9.25784179229e-05 0.0124977945481277 0.0 0.8505365848111188 0.013834118802929 0.0 0.9941420447104838 0.5897301507586011 0.0001915416385371 9.97502700854e-05 0.0004731943260081 0.0 7.3025668946e-06 0.0 0.0287134266285108 0.0 0.0 2.8042672606e-06 3.887088303e-07 0.0 3.5940172517e-10 322.4875 132.7387 82.3494 1 6 757658786616.001930083
BT-MZ SystemG 7 1 7 Class C=480.0 2.4 bt-mz.C.1 empirical 2.4 1 1.418390763391861 0.0143481654496261 0.0014517797479422 0.3301505269252242 0.0119836373326635 0.0 0.0077362770330639 0.0033188482022413 0.0129236085244275 1.426602178374848 0.0055827563707448 7.81723078732e-05 0.0003147160383198 0.0034003555675475 1.96974664992e-05 0.591224734797053 0.3920436473367792 0.0230205100283908 0.005620278674487 0.005620278674487 0.0 0.0234717561321169 0.0056276074535271 0.0001049529689293 0.0137199565831227 0.0 0.8417033389620084 0.0138956016853097 0.0 0.993208503893134 0.5892033073215556 0.0002194579263723 9.6253881666e-05 0.0004586906072006 0.0 1.01294692143e-05 0.0 0.0291490622330738 0.0 0.0 2.9531486904e-06 4.189737801e-07 0.0 4.212455816e-10 304.4358 117.8892 82.5903 1 7 638830320730.894047198
BT-MZ SystemG 7 1 7 Class C=480.0 2.8 bt-mz.C.1 empirical 2.8 1 1.385505230742681 0.0137007077865819 0.0011996174408843 0.3192816426702008 0.0110809013812761 0.0 0.0076454744773509 0.0032137317774452 0.0114704614834619 1.380277403963639 0.0056020802786197 6.86850165968e-05 0.0003225246701719 0.0038727097105066 2.02239346499e-05 0.5683538003208889 0.4078057176413404 0.0219833962718233 0.0053787835604216 0.0053787835604216 0.0 0.0222139904538757 0.0053659414931954 9.75617881223e-05 0.0148054878342668 0.0 0.8186726638355584 0.0134591702858571 0.0 0.9933190743743572 0.5684316285105869 0.0002092293067717 9.61198719292e-05 0.0004437887644427 0.0 1.07797000511e-05 0.0 0.0277272399113668 0.0 0.0 1.5304856865e-06 3.784243099e-07 0.0 3.5966490987e-10 332.1553 137.7734 83.5101 1 7 662643486922.712736419
BT-MZ SystemG 8 1 8 Class C=480.0 2.4 bt-mz.C.1 empirical 2.4 1 1.418436491131624 0.0141305966055628 0.0012490271411226 0.3254930226721556 0.0110148055076399 0.0 0.0078352846388194 0.0032735280368629 0.0111793529472385 1.435411556173751 0.0039863694360223 8.47850254855e-05 0.0002737409279893 0.0038003639756095 1.84207679325e-05 0.5805796307659379 0.3978920489794024 0.0228451304630031 0.0055108458655256 0.0055108458655256 0.0 0.0233335229379917 0.0055352935953803 0.0001053971575899 0.0140006004323483 0.0 0.8424512274644258 0.013797567567284 0.0 0.9936579268352792 0.5816680082393059 0.0002350213631639 9.89900892816e-05 0.000464816445452 0.0 7.0663418667e-06 0.0 0.0276966144410457 0.0 0.0 1.3267342731e-06 4.537854842e-07 0.0 4.1980638293e-10 307.0537 121.3514 82.6745 1 8 617888882940.71560557
BT-MZ SystemG 8 1 8 Class C=480.0 2.8 bt-mz.C.1 empirical 2.8 1 1.372595413176157 0.0135845746104984 0.0012040335638325 0.3145383466153835 0.0111357113381794 0.0 0.0074403603812639 0.0031781419011128 0.0104977626622227 1.375569727050942 0.0045075854453882 8.13159609933e-05 0.0002547307077374 0.0041735717076608 1.91084448218e-05 0.5599209313025559 0.4117788364668635 0.0212949308484716 0.0051995135361337 0.0051995135361337 0.0 0.0217428779519995 0.0053245688952171 9.76248891259e-05 0.0152136793787087 0.0 0.8136513977000764 0.0134653935919446 0.0 0.9933144369398788 0.5610107651211179 0.0002189126156306 9.62380107127e-05 0.0004531345117535 0.0 6.9622234049e-06 0.0 0.0265463280346905 0.0 0.0 1.5265263906e-06 3.964786343e-07 0.0 3.5989869064e-10 335.1044 141.8341 83.8253 1 8 640021242062.277039908