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 16 16 1 Class C=480.0 2.4 bt-mz.C.16 empirical 2.4 1 1.729379255645383 0.0168744988871731 0.0011484695970965 0.4007638876459208 0.0112574404355155 0.0 0.0099993854536881 0.0040345371628098 0.0083662215861833 1.728045931730427 0.000187020237307 2.51975887851e-05 7.235298124e-07 0.0023981947654934 1.34896129774e-05 0.715724249016435 0.311940992329292 0.0303977425090208 0.0066771439564738 0.0066771439564738 0.0 0.0306369218200841 0.0067037071383525 4.53775283868e-05 0.0136991487069436 0.0 1.033354623222954 0.0169493475523038 0.0 0.9971688830050064 0.7126052218237597 9.4840287415e-05 5.3408170507e-06 0.0006127224293546 0.0 8.4656659792e-06 0.0 0.0374345662805176 0.0 0.0 5.976002468e-07 4.373577057e-07 0.0 4.1939751744e-10 241.9576 80.1553 75.8494 16 1 203967893091.398838777
BT-MZ SystemG 16 16 1 Class C=480.0 2.8 bt-mz.C.16 empirical 2.8 1 1.704241515919137 0.0164837631600005 0.0011084662767255 0.3852499131384928 0.0151361581008111 0.0 0.0095127806595806 0.003879814730188 0.0131306385951455 1.70801201212911 0.0001348419144479 2.45564007127e-05 5.753978971e-07 0.0054784730782389 1.89350351798e-05 0.6894368485433491 0.3241077693801218 0.0294289869670733 0.0063945292637198 0.0063945292637198 0.0 0.0294343198651276 0.0064144624893916 4.04740873033e-05 0.0205058780415804 0.0 1.01794378937787 0.0162860953004182 0.0 0.9971564176464748 0.6865747378242969 8.51171293138e-05 7.3063010349e-06 0.0005866153041379 0.0 8.0981989897e-06 0.0 0.0352286623447723 0.0 0.0 5.491425368e-07 3.739545162e-07 0.0 3.5938215603e-10 248.6627 83.8627 73.74 16 1 211202553400.185855076
BT-MZ SystemG 32 16 2 Class C=480.0 2.4 bt-mz.C.16 empirical 2.4 1 1.672309647213097 0.0162172507253362 0.0010925923068125 0.380804916477204 0.0138686511375938 0.0 0.0094452619965116 0.0038355102428611 0.0118901273537495 1.671251392866679 0.002725933835591 2.22230234893e-05 0.0001645173355009 0.0044088570455673 1.68764431103e-05 0.6802063864522644 0.3317178503257585 0.0288700715684372 0.0064946384060596 0.0064946384060596 0.0 0.028645123549487 0.0064159711586815 5.69007613493e-05 0.0178184675237447 0.0 0.9956510415521636 0.0159803400597772 0.0 0.9963916459796398 0.6794035950689894 0.000125507137464 9.5637844618e-06 0.0005754146352824 0.0 9.6960846117e-06 0.0 0.0357622181697253 0.0 0.0 8.260815943e-07 4.219145213e-07 0.0 4.1960286814e-10 254.6386 88.1068 75.9227 16 2 107986606957.323930936
BT-MZ SystemG 32 16 2 Class C=480.0 2.8 bt-mz.C.16 empirical 2.8 1 1.640489559723181 0.0157497977340159 0.0010299934643064 0.3579630582091301 0.0200248717064182 0.0 0.008756893254389 0.0035556001742636 0.0228967605673245 1.629127196616773 0.002457551333721 2.06195519964e-05 0.0001564033511409 0.0121133535127059 1.77670623039e-05 0.6325574546998806 0.347039773703404 0.0272328754480007 0.0060946765485363 0.0060946765485363 0.0 0.0271169936196962 0.0060795488818689 5.28203855123e-05 0.0343850940771143 0.0 0.9703280460921389 0.0154733374234375 0.0 0.9962557714858216 0.6355533237662838 0.000110197407956 1.16470134626e-05 0.0005393587477198 0.0 8.9122085465e-06 0.0 0.0328460186272958 0.0 0.0 8.604968899e-07 3.678174096e-07 0.0 3.596075333e-10 267.6625 98.52 77.055 16 2 114442574721.223171884
BT-MZ SystemG 48 16 3 Class C=480.0 2.4 bt-mz.C.16 empirical 2.4 1 1.622579597292802 0.0159592452277324 0.0011642627094613 0.3648210643656309 0.0149642612620214 0.0 0.0091998327349946 0.0036844906019805 0.0149861366838224 1.631728430328883 0.0033253374126518 3.04199397951e-05 0.0002200107290611 0.0076273618647904 1.79434061559e-05 0.6501005238528238 0.3462776979286276 0.0276945559780719 0.0062472402671808 0.0062472402671808 0.0 0.0279403915206297 0.0063286827864823 7.23668325813e-05 0.0231176948006248 0.0 0.9638858466505084 0.0158025510318459 0.0 0.9954958851468276 0.6523312878827519 0.0001482688195309 9.5228925033e-06 0.0005692412013614 0.0 9.7532071045e-06 0.0 0.0341898763809427 0.0 0.0 1.1725520816e-06 4.399115931e-07 0.0 4.1976951132e-10 263.7344 96.5125 77.8094 16 3 78324692750.103278273
BT-MZ SystemG 48 16 3 Class C=480.0 2.8 bt-mz.C.16 empirical 2.8 1 1.588961488833503 0.0150322402283255 0.001097374603928 0.3397735364349539 0.0227120426978329 0.0 0.0084356550290252 0.0033505016828635 0.028942000968519 1.585607114320475 0.0030300146286249 3.91758556383e-05 0.0001932293549125 0.0134473383057571 1.73969967049e-05 0.595692671277812 0.3535704419024601 0.025473254772005 0.0057647739338317 0.0057647739338317 0.0 0.0257433578339305 0.005837831328505 6.42187936972e-05 0.0398246417904755 0.0 0.9360282511773362 0.0143831960336714 0.0 0.995697069728351 0.59682617397526 0.0001352496311155 9.5707544737e-06 0.0005115223168501 0.0 9.4048640871e-06 0.0 0.031680686207088 0.0 0.0 1.1705312098e-06 3.655268514e-07 0.0 3.5991919604e-10 277.6448 109.1207 78.3448 16 3 83257290329.882011591
BT-MZ SystemG 64 16 4 Class C=480.0 2.4 bt-mz.C.16 empirical 2.4 1 1.587429818351949 0.0152725183619161 0.0011982086292684 0.3523893416395315 0.0181500641328569 0.0 0.0088266863089743 0.0035137411978845 0.0178464217252039 1.598305324614911 0.0041143662831659 4.22644026926e-05 0.0002608813839258 0.008882117985476 2.10616082917e-05 0.627443702961842 0.3617682567199191 0.0266096337597859 0.0060519028010067 0.0060519028010067 0.0 0.0270006395236513 0.0061392910583576 8.47843353981e-05 0.0257040073371742 0.0 0.942761653509584 0.0152270176791537 0.0 0.995029636981154 0.6317613345209847 0.0001783941535895 0.0002029108577879 0.0005089473853482 0.0 9.6631210094e-06 0.0 0.0328882888238418 0.0 0.0 1.2551648757e-06 4.346159119e-07 0.0 4.2017582748e-10 270.776 104.932 77.904 16 4 62623376403.66155411
BT-MZ SystemG 64 16 4 Class C=480.0 2.8 bt-mz.C.16 empirical 2.8 1 1.5566696779158 0.0141478544387892 0.0010684714257835 0.3166232907072473 0.0277812134709987 0.0 0.0077415220166144 0.0031407843892228 0.0361276416289564 1.549959863221501 0.0036539888363935 2.82786092226e-05 0.0002297840404875 0.0191119339791631 1.93607200226e-05 0.5664122267441782 0.3784339998811623 0.0243532128733988 0.005482192191579 0.005482192191579 0.0 0.0236667273036496 0.0054004188561137 7.41076545913e-05 0.0507738289747436 0.0 0.9130287055978829 0.0136522440539068 0.0 0.995300008299344 0.565220300565299 0.0001564476806736 9.6970602254e-06 0.0004568774274794 0.0 8.7640428992e-06 0.0 0.0301975578000746 0.0 0.0 1.3476397567e-06 3.782931623e-07 0.0 3.6008499919e-10 286.3917 120.9208 79.6833 16 4 69687104590.434354995
BT-MZ SystemG 80 16 5 Class C=480.0 2.4 bt-mz.C.16 empirical 2.4 1 1.547042161446419 0.0146350165383235 0.0012182360242251 0.3365705778614523 0.0171031095055706 0.0 0.0083887362817253 0.0033791376810273 0.0187634599580127 1.532147910926361 0.0060834947314366 5.47763171142e-05 0.0004399808542355 0.0083970540217781 2.90927761111e-05 0.6033932983467253 0.3763024309202062 0.0245476777769614 0.0059871117121981 0.0059871117121981 0.0 0.0248533384598448 0.0059961421667977 0.0001066817082565 0.0268832934540545 0.0 0.906049631807304 0.0148585254804652 0.0 0.9933852864042486 0.5996553189967649 0.0002282250629818 3.19179913945e-05 0.0004860087888124 0.0 1.28709519333e-05 0.0 0.0311157107349366 0.0 0.0 2.2289886853e-06 4.759288431e-07 0.0 4.2046666888e-10 275.0826 104.2261 79.3261 16 5 55715595869.707026657
BT-MZ SystemG 80 16 5 Class C=480.0 2.8 bt-mz.C.16 empirical 2.8 1 1.494382084639137 0.013559523659023 0.0014565833712677 0.3056221357075967 0.0268313115224339 0.0 0.0077458358108872 0.0030601547275895 0.0304263883664199 1.488368162416159 0.0056435996086847 4.65941296502e-05 0.0003914581357904 0.0180034196758874 2.76464092439e-05 0.541191680537491 0.4037564067429826 0.0229380671107955 0.0055049720137101 0.0055049720137101 0.0 0.0225681716432389 0.0053562381941665 8.09130884799e-05 0.0484656902618705 0.0 0.8781075449881146 0.0132794077516964 0.0 0.9947230343400796 0.5472384132182914 0.0002039577148304 3.30824175141e-05 0.0004373811946302 0.0 1.17373072052e-05 0.0 0.0284512519898556 0.0 0.0 2.5972803042e-06 4.198417718e-07 0.0 3.6206222473e-10 291.0619 122.3952 78.9857 16 5 60516368467.71137057
BT-MZ SystemG 96 16 6 Class C=480.0 2.4 bt-mz.C.16 empirical 2.4 1 1.461022301240643 0.0140995794468128 0.0013131571655955 0.3208355522645644 0.0184893187455307 0.0 0.0080351499643951 0.0032393744205304 0.0194093817087993 1.471352973065203 0.0055791675075992 4.77951364999e-05 0.0002396345166017 0.0103332676441145 2.75133924963e-05 0.5764507601337936 0.3908754043266031 0.0234514336860665 0.0056891510141053 0.0056891510141053 0.0 0.0232909109763458 0.0057246870449901 0.0001052969756074 0.0293940870269972 0.0 0.8674745435367047 0.0138154767708601 0.0 0.9925980657134604 0.5718454567778563 0.0002302617233767 3.47799535667e-05 0.0004600301344926 0.0 1.51919786357e-05 0.0 0.0292729300789591 0.0 0.0 2.279119295e-06 4.505332677e-07 0.0 4.2179550158e-10 279.67 111.995 83.145 16 6 49933012374.730978514
BT-MZ SystemG 96 16 6 Class C=480.0 2.8 bt-mz.C.16 empirical 2.8 1 1.44150803821999 0.0131187259288972 0.0010372476012479 0.2887068452217113 0.0276914329872362 0.0 0.0072968660522387 0.0029175897830572 0.0322195941130478 1.440729268148464 0.0049092194329899 5.17885646983e-05 0.0002788633306332 0.0172641110416882 2.82264328852e-05 0.5167536110990711 0.4056033851168293 0.0211030145780352 0.0050930771604023 0.0050930771604023 0.0 0.0213375978810985 0.0052046785960113 9.78278387511e-05 0.0435702893045039 0.0 0.8352642299710268 0.0128310645381626 0.0 0.992758883306633 0.5197967647486398 0.0002002249071359 4.67344377534e-05 0.000415916973498 0.0 1.54763012422e-05 0.0 0.0268807133613 0.0 0.0 2.3853952655e-06 3.927629782e-07 0.0 3.6041142415e-10 294.7278 125.3889 80.8556 16 6 54287513349.90112022
BT-MZ SystemG 112 16 7 Class C=480.0 2.4 bt-mz.C.16 empirical 2.4 1 1.437404083530815 0.0135474488126239 0.0011978183591008 0.3077867789174982 0.020456346445319 0.0 0.0077431076445769 0.0031247787189926 0.0229326994602062 1.434803042780378 0.0052206950619764 6.14580904587e-05 0.0003136296917066 0.011481211008444 3.10294554132e-05 0.5520619812263553 0.4034027334784012 0.0222783201080423 0.0055268191663751 0.0055268191663751 0.0 0.0223772609224115 0.0055667370575052 0.0001120427920157 0.0327420315242913 0.0 0.8426609324073416 0.0132283462469713 0.0 0.992381727199418 0.5458218488883018 0.0002408583949918 1.66611113057e-05 0.0004223670890401 0.0 1.38470356994e-05 0.0 0.0281420891868947 0.0 0.0 2.378012295e-06 4.429135885e-07 0.0 4.215108633e-10 282.9444 111.3056 80.0444 16 7 43438078574.427099469
BT-MZ SystemG 112 16 7 Class C=480.0 2.8 bt-mz.C.16 empirical 2.8 1 1.402283340716316 0.0124393230451125 0.0010409565028989 0.2785271139734088 0.0298076882413984 0.0 0.0068907345476587 0.0028165775317045 0.0351677300792767 1.384349644766065 0.0048928456994459 6.89809612476e-05 0.0002955753382789 0.0190215047150541 2.86515624608e-05 0.496824169785671 0.4038751436059258 0.0203586999641904 0.0049902349582576 0.0049902349582576 0.0 0.0202087184222993 0.0050050305413893 9.92104244213e-05 0.0494449537070423 0.0 0.8176048427583572 0.0121949967456696 0.0 0.9919091741184186 0.4983111727873534 0.0002174218806365 3.25020812858e-05 0.0003821243689514 0.0 1.63337491748e-05 0.0 0.0258808631839161 0.0 0.0 2.1742273584e-06 3.791671604e-07 0.0 3.6055330525e-10 292.6625 133.25 83.3375 16 7 47518521534.895844642
BT-MZ SystemG 128 16 8 Class C=480.0 2.4 bt-mz.C.16 empirical 2.4 1 1.420087793775461 0.013496171979455 0.0011532601029457 0.3048151180537743 0.0220783796434139 0.0 0.0075361566717833 0.0030404630925947 0.0251857635829221 1.423253210620656 0.0042663142990548 5.93968441522e-05 0.0002541227109744 0.0142621876432184 2.78843525034e-05 0.5371564012925631 0.4011830705412174 0.0217962774967497 0.0053487468506888 0.0053487468506888 0.0 0.0217175130024689 0.0052869216668682 0.0001174285311367 0.0359312637770715 0.0 0.8293881528316129 0.0132260341944699 0.0 0.9927726079131582 0.5385172465529563 0.0002345507002853 1.43640286335e-05 0.0004403653263176 0.0 1.12781840068e-05 0.0 0.0275891926299837 0.0 0.0 1.8778300578e-06 4.395085029e-07 0.0 4.2411585631e-10 283.0688 117.5438 82.9125 16 8 41301483402.206354071
BT-MZ SystemG 128 16 8 Class C=480.0 2.8 bt-mz.C.16 empirical 2.8 1 1.391197165878294 0.0118173354719802 0.0010160737779668 0.2669883822298231 0.0329983540432864 0.0 0.0065896202301724 0.0026955023415583 0.039434016051881 1.398427077355508 0.003683563609293 6.48251386405e-05 0.0002178430456469 0.0236923351855317 2.62586022802e-05 0.4765845559254709 0.404134892077695 0.0193301618964426 0.0046631063423047 0.0046631063423047 0.0 0.0193909757035567 0.0046893563790785 9.59874018837e-05 0.0584478906019968 0.0 0.8069159953726243 0.0116111815042788 0.0 0.9930890039655762 0.476386329491309 0.0002208323695882 7.82105790395e-05 0.000387383820321 0.0 1.19237758292e-05 0.0 0.0241944054145348 0.0 0.0 1.5963382002e-06 3.784524884e-07 0.0 3.608388674e-10 305.2937 139.475 82.1125 16 8 46479992914.421834814