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 4 4 1 Class C=480.0 2.4 bt-mz.C.4 empirical 2.4 1 1.728461156234786 0.016823788962274 0.0010131026883739 0.4052890496555734 0.009533981041343 0.0 0.0096618564851326 0.0040890063575881 0.0059123987952334 1.736928976062259 0.0001300959853957 3.93297240548e-05 7.746801414e-07 0.000780209494289 9.1720765496e-06 0.7249297316393867 0.3116848425786046 0.0292220724498046 0.0064921342409975 0.0064921342409975 0.0 0.0294254727586076 0.0065315896526376 4.37955316841e-05 0.0103092476793949 0.0 1.039537643256361 0.0164070675614791 0.0 0.9970436137907028 0.7247531457763333 8.92910992947e-05 2.4586696589e-06 0.0006133997701202 0.0 8.4470446305e-06 0.0 0.0362629509206677 0.0 0.0 4.389469535e-07 4.250712825e-07 0.0 4.1915665338e-10 242.3889 79.4446 75.1833 4 1 816932417125.598341612
BT-MZ SystemG 4 4 1 Class C=480.0 2.8 bt-mz.C.4 empirical 2.8 1 1.71749640735395 0.0164175723185427 0.0010010737175308 0.3986915594064526 0.0111115293136242 0.0 0.0095359714922942 0.0040260828670486 0.0069213962327994 1.718429076440707 0.0002406490521101 3.90397043599e-05 1.195666086e-07 0.0015532130261788 1.03847455441e-05 0.7137142982488034 0.3153736646810194 0.0292352880028854 0.0064670718964278 0.0064670718964278 0.0 0.0288732903717514 0.0064241448353276 3.9038423067e-05 0.0107001463705771 0.0 1.030084668292506 0.0163320207831739 0.0 0.9970998648863628 0.7137717292383963 8.16150757644e-05 3.416364336e-06 0.0006039542981519 0.0 8.3140125934e-06 0.0 0.035450162323432 0.0 0.0 4.050525217e-07 3.750109013e-07 0.0 3.5923279102e-10 249.9183 84.9132 74.6597 4 1 824951049592.521688835
BT-MZ SystemG 8 4 2 Class C=480.0 2.4 bt-mz.C.4 empirical 2.4 1 1.668644403263273 0.0161527818854315 0.0011483643699124 0.3890889310937053 0.0096583260537047 0.0 0.0093728551942891 0.0039606122992516 0.0058140006746018 1.675553326058687 0.0028069963175741 3.76294073722e-05 0.0001729197689929 0.001097588378863 1.13245890857e-05 0.6969723730871996 0.3327223998185803 0.0285714623376289 0.0064970161448321 0.0064970161448321 0.0 0.0283311323791536 0.0064825699444846 5.35312097353e-05 0.0109063532106682 0.0 1.001609550000155 0.0160093464617885 0.0 0.9965402545732412 0.6985096437457494 0.0001137547406897 2.7289035417e-06 0.0005872223891309 0.0 8.474726952e-06 0.0 0.0350626256335897 0.0 0.0 6.642095698e-07 4.202629884e-07 0.0 4.192379295e-10 256.273 88.6843 76.1663 4 2 426482368170.363745678
BT-MZ SystemG 8 4 2 Class C=480.0 2.8 bt-mz.C.4 empirical 2.8 1 1.648467335409281 0.0158521057590382 0.0011260465352925 0.3832744382326211 0.0106360947452757 0.0 0.0090471972059662 0.0038608310029063 0.0070146686836353 1.640937601867898 0.0026481270567867 4.87816231244e-05 0.0001675736719606 0.0015409473299208 1.18727812636e-05 0.6824526327505378 0.343216264813328 0.0277283488872502 0.0063413513592211 0.0063413513592211 0.0 0.0279235946416093 0.0063613236775378 5.04251293843e-05 0.0119335497614997 0.0 0.9891034649344532 0.0157978477055631 0.0 0.9964212971732764 0.684936916774123 0.0001125072982594 4.2417600537e-06 0.0005746115559359 0.0 8.4713592074e-06 0.0 0.034209191522977 0.0 0.0 6.629522389e-07 3.599183107e-07 0.0 3.5921697158e-10 271.0845 99.8697 77.1845 4 2 435174934281.149367291
BT-MZ SystemG 12 4 3 Class C=480.0 2.4 bt-mz.C.4 empirical 2.4 1 1.619683683940885 0.015864074027497 0.0012411012668992 0.3769080138944085 0.0114794450870565 0.0 0.0091105052158732 0.0037960357494897 0.0076949063963695 1.622125962765768 0.0033984357568753 4.13993178177e-05 0.0002205069007776 0.0030373896430075 1.27320325955e-05 0.6721244570509763 0.3455818376367764 0.0277506240216027 0.0063089170041588 0.0063089170041588 0.0 0.0277615744830549 0.006352254919369 6.77220383089e-05 0.0146491653945 0.0 0.9696293128917688 0.0157372979764584 0.0 0.9960025492364892 0.6725838009669237 0.0001379744412063 2.787453393e-06 0.0005856316491051 0.0 7.687747131e-06 0.0 0.0338209848626712 0.0 0.0 7.735116145e-07 4.209446563e-07 0.0 4.193645021e-10 269.6 97.1714 77.2643 4 3 303710410304.658926448
BT-MZ SystemG 12 4 3 Class C=480.0 2.8 bt-mz.C.4 empirical 2.8 1 1.590958052871527 0.0155436257283441 0.0012161808494166 0.3690079572550641 0.0120716298884738 0.0 0.0087541774051771 0.0037148803106091 0.0109348450115635 1.589126049457383 0.0033254698646217 5.29461377445e-05 0.0002160738735499 0.0023753636392703 1.24688093478e-05 0.656997347608348 0.3586619224690938 0.0264889249788532 0.006064534650552 0.006064534650552 0.0 0.026726024402819 0.006119047284219 6.22764348808e-05 0.0129286939517222 0.0 0.9496019684929804 0.0151000618602101 0.0 0.9957302553646578 0.6568830597429021 0.0001276039874255 3.7887053514e-06 0.0005716635416467 0.0 6.9429079731e-06 0.0 0.0332388349925773 0.0 0.0 9.555366282e-07 3.667428815e-07 0.0 3.5935582471e-10 287.0127 111.0827 79.2536 4 3 309915769668.894537062
BT-MZ SystemG 16 4 4 Class C=480.0 2.4 bt-mz.C.4 empirical 2.4 1 1.591153305948949 0.0155340424860019 0.0012740442643874 0.3725049318774015 0.0104998522412553 0.0 0.0087545298129732 0.0037350910355634 0.0077290811542077 1.602134877751507 0.0043251858300308 4.09053413016e-05 0.0002687624027499 0.0020350862728221 1.42776105027e-05 0.6647901819248903 0.3522288247634522 0.0269327241082456 0.0062263098547611 0.0062263098547611 0.0 0.0268102310548681 0.0061890836761715 7.92472671519e-05 0.0124003808623398 0.0 0.9534824537786843 0.0152708896308578 0.0 0.9957788040076192 0.6609751899787778 0.0001621142790261 4.1737122178e-06 0.0005283729847296 0.0 6.735597842e-06 0.0 0.0336621517097031 0.0 0.0 2.4644944161e-06 4.464727386e-07 0.0 4.1951227339e-10 279.924 104.97 79.324 4 4 240969946321.503020567
BT-MZ SystemG 16 4 4 Class C=480.0 2.8 bt-mz.C.4 empirical 2.8 1 1.570969343075503 0.0150686296070762 0.0012490268566468 0.3620103911818673 0.0117741577440753 0.0 0.0085254822619549 0.0036153555295807 0.0085111137214359 1.573281823168451 0.004180821653097 3.98021079076e-05 0.000260953889022 0.0023690063359287 1.46141597143e-05 0.6473392738979976 0.3636481149237759 0.0260822657465541 0.0060550997362291 0.0060550997362291 0.0 0.026105945056469 0.006097716270414 7.28889431284e-05 0.0136418671129934 0.0 0.9329523128728424 0.0148355199285801 0.0 0.9956531773754844 0.6432217232280523 0.0001521758300949 5.0999348354e-06 0.0005129280301777 0.0 6.4779495395e-06 0.0 0.0327664342178686 0.0 0.0 1.070568507e-06 3.797208812e-07 0.0 3.5947444021e-10 301.6851 121.792 79.7575 4 4 245606480250.508601244
BT-MZ SystemG 20 4 5 Class C=480.0 2.4 bt-mz.C.4 empirical 2.4 1 1.544491873676408 0.0150536592978167 0.0012903250625599 0.3561205021375065 0.0095956450934282 0.0 0.0085740431795036 0.0036347109576812 0.0078793235017091 1.531054309533824 0.0064524639035361 4.91757169687e-05 0.000325848151238 0.0062706199395683 1.85491194293e-05 0.637216463194128 0.3844628227557836 0.0254601466105662 0.0061799988928434 0.0061799988928434 0.0 0.0253741388436437 0.0062092357581352 9.97980781483e-05 0.0114022550054057 0.0 0.904686323720018 0.0135931105660264 0.0 0.9941843756977068 0.5939834690070712 0.0002013746488877 4.2495594821e-06 0.0004802693686689 0.0 7.154981109e-06 0.0 0.0317643550763617 0.0 0.0 1.0475878075e-06 4.193472339e-07 0.0 4.1972908394e-10 287.3724 109.3736 80.3391 4 5 211557262523.874651849
BT-MZ SystemG 20 4 5 Class C=480.0 2.8 bt-mz.C.4 empirical 2.8 1 1.479582604896036 0.0130436188652905 0.001098328492687 0.3375498631671924 0.0154468664963888 0.0 0.0080362045287291 0.0033939773542296 0.0119982706913992 1.491209000353197 0.0058983381621535 5.88503228362e-05 0.0004417885422689 0.0046747920703039 1.98913279993e-05 0.6021464961778289 0.3868179466124819 0.0238141193922987 0.0058330523987386 0.0058330523987386 0.0 0.0237993419478456 0.0058415502603308 8.38815782608e-05 0.0357998411836707 0.0 0.8914265489415731 0.0140793353982721 0.0 0.9947630095239084 0.5986441617369651 0.0001658625789754 4.5335199162e-06 0.0004135996856055 0.0 7.5437226603e-06 0.0 0.0302057272066975 0.0 0.0 1.122607399e-06 3.795015846e-07 0.0 3.595399869e-10 304.3138 123.2241 81.2483 4 5 244896220749.125248411
BT-MZ SystemG 24 4 6 Class C=480.0 2.4 bt-mz.C.4 empirical 2.4 1 1.474846653447366 0.0142369123364708 0.0013418792250738 0.3360554402898753 0.0115486309970523 0.0 0.0079978107005955 0.0033709912636264 0.0111477244710199 1.486084194773027 0.0049058811367684 7.02626636344e-05 0.0003945972772293 0.004240737855176 2.01202865e-05 0.6027210327207946 0.3768250020579919 0.0235799093821394 0.0057269369500219 0.0057269369500219 0.0 0.0234196723411726 0.0057652598417087 9.56228133548e-05 0.0175194373523568 0.0 0.873930934626674 0.01411471353476 0.0 0.9945323415286476 0.602821119780624 0.0002130150711665 4.1031033241e-06 0.0004897458798865 0.0 1.1526918396e-05 0.0 0.0295528168691722 0.0 0.0 1.9696714325e-06 4.528783834e-07 0.0 4.2041929609e-10 293.5506 113.6351 81.8935 4 6 185338988302.096131793
BT-MZ SystemG 24 4 6 Class C=480.0 2.8 bt-mz.C.4 empirical 2.8 1 1.428022086661072 0.0135786463916602 0.0012639443720236 0.326491551665134 0.0118008461314957 0.0 0.0077321681291909 0.0032498015653858 0.0116352543461805 1.433904269536782 0.0050584472171089 6.66939282469e-05 0.0003306538545122 0.0052202783695628 2.07372071464e-05 0.5796592540047723 0.388523792008605 0.0226663265583627 0.0055530385630729 0.0055530385630729 0.0 0.0224149106903073 0.0055614487331137 9.23690994396e-05 0.0186848088991753 0.0 0.845308063720157 0.013651069054447 0.0 0.9929835825839126 0.5796593035490499 0.0001849286450202 4.8132704152e-06 0.0004663072046363 0.0 9.2511697228e-06 0.0 0.0285654512261354 0.0 0.0 1.6624390322e-06 3.885567148e-07 0.0 3.6041869864e-10 314.5246 131.0623 82.9609 4 6 194439789790.147165268
BT-MZ SystemG 28 4 7 Class C=480.0 2.4 bt-mz.C.4 empirical 2.4 1 1.430027379350755 0.0137823754788633 0.0012839943205428 0.3255027856217214 0.0146843545186508 0.0 0.0077741460195593 0.0032899736793121 0.0122029119042918 1.445345281353389 0.0052059788662715 7.94694791422e-05 0.0003491127058196 0.0065075065914384 1.87890146813e-05 0.5837015817300937 0.3952467061038364 0.0227731798398134 0.0056945347396152 0.0056945347396152 0.0 0.0228061119754854 0.0056906935956689 0.0001055406245397 0.0171059723166186 0.0 0.8435898017691935 0.013873993776401 0.0 0.9928846206842976 0.5815718832686133 0.0002262299896088 5.7276359774e-06 0.0004501142212329 0.0 1.3546289589e-05 0.0 0.0286978860669216 0.0 0.0 1.7751661793e-06 4.378545238e-07 0.0 4.1974922599e-10 300.7299 120.0134 82.5284 4 7 161288950182.871545073
BT-MZ SystemG 28 4 7 Class C=480.0 2.8 bt-mz.C.4 empirical 2.8 1 1.390460053573039 0.013198188457365 0.0011715333659321 0.3103021896039784 0.0138380786043425 0.0 0.0074799864664735 0.0031288529394604 0.0147815095123528 1.386620232433099 0.0050262048445959 6.82686740561e-05 0.0003168832541939 0.0067263633155653 2.17302610195e-05 0.556459656971143 0.4122883964402214 0.021743897277148 0.0054177582700027 0.0054177582700027 0.0 0.0220686933578298 0.0054395674057864 9.56262919427e-05 0.0218091394991517 0.0 0.8205248074560801 0.0131466054278437 0.0 0.9933239005251164 0.5573622870522256 0.0002045244110554 5.3990604911e-06 0.0004303942311721 0.0 1.14088337453e-05 0.0 0.0272672585512424 0.0 0.0 1.3959451744e-06 3.766554807e-07 0.0 3.5965322991e-10 323.2367 138.3183 84.905 4 7 168107713130.032765677
BT-MZ SystemG 32 4 8 Class C=480.0 2.4 bt-mz.C.4 empirical 2.4 1 1.428276799065701 0.0138268377816757 0.0012155370325812 0.3209450703901605 0.0130147192680263 0.0 0.0077601066717924 0.0032190831477675 0.0138363994654692 1.409748259799092 0.0044860172991783 7.26102283844e-05 0.0002616681479376 0.0057536194878584 1.95789047913e-05 0.5730623656400424 0.3955942572671255 0.0221806786063958 0.0055469027920337 0.0055469027920337 0.0 0.0221702984882449 0.005525967569968 0.0001057183178419 0.0195511303076519 0.0 0.8435333911230145 0.0133845708409089 0.0 0.9934759560984548 0.5891978522344573 0.0002232921769767 4.1886579426e-06 0.0004598965327214 0.0 1.06062368844e-05 0.0 0.0277112238778226 0.0 0.0 1.2793665958e-06 4.398167411e-07 0.0 4.204905841e-10 301.4523 119.3308 83.3169 4 8 155295907849.557005098
BT-MZ SystemG 32 4 8 Class C=480.0 2.8 bt-mz.C.4 empirical 2.8 1 1.365499402905077 0.0130183618077301 0.0011646332957399 0.3101588125254197 0.01482864010933 0.0 0.0074218950191341 0.0031040118655348 0.0193612691976002 1.363873882355878 0.0042595790736175 7.06614531724e-05 0.0002514086134657 0.0070015572347297 1.92989558944e-05 0.5506397806661167 0.4112907826548502 0.0212203671645114 0.0053040705207434 0.0053040705207434 0.0 0.0212112360185941 0.0052460050424106 9.36558291774e-05 0.0199277621659426 0.0 0.8071970834014063 0.0127451668735988 0.0 0.993149761069362 0.5516456248146493 0.0002090733746979 5.3333573675e-06 0.0004410267278181 0.0 8.8039658055e-06 0.0 0.026340357609474 0.0 0.0 1.1787282864e-06 3.77977222e-07 0.0 3.5996295011e-10 323.1947 136.993 82.8 4 8 162847251313.188766665