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
Heat Distribution Code SNL Haswell Shepard 32 32 1 number of iterations=50000.0, Local data size (MB)=32.0 2.301 hdc-ins empirical 2.301 1 0.689394540139908 0.0193487277038643 0.011992457663135 0.0 0.0060439724225552 0.3968146855313783 0.0908546408108925 0.0 0.0054411958305394 0.0 0.0111002425624364 0.0067355857152016 0.0165399717702126 0.090322962022319 0.0500577385592438 0.0 0.0545439284518347 0.0306650061328123 0.7375864843205242 0.0196991229051729 0.008480273472174 0.0150122432338239 0.019942257020252 0.0121697948058126 0.0174578116884825 0.0 0.0 1.68919371663e-05 0.0 0.0 0.0 0.1173630012975949 0.0256627023928045 0.0 3.47059617683e-05 2.370200242e-07 0.0 5.6929690178e-06 0.0101315180157235 1.38699811474e-05 1.51412660061e-05 0.0 0.0019018839879235 4.4099948166e-10 334.004071 253.38281 65.049545 32 1 3174975643348.92284236
Heat Distribution Code SNL Haswell Shepard 64 64 1 number of iterations=50000.0, Local data size (MB)=32.0 2.301 hdc-ins empirical 2.301 1 0.7978389685713658 0.0143831814302771 0.0135611308003904 0.0 0.0064373978137668 0.346767217274548 0.096035328829483 0.0 0.0043960579178784 0.0 0.0166315642983588 0.0071835712327627 0.0210749161348418 0.0775029508024409 0.0450895751317986 0.0 0.0312003276835817 0.0201907457678042 0.7048794399071985 0.014714867352065 0.0083884868907245 0.0157778669067744 0.0143672987893975 0.0065907609786574 0.0163839693476888 0.0 0.0 1.98675438576e-05 0.0 0.0 0.0 0.1103718584820454 0.0250543653272055 0.0 2.8207302455e-06 3.364813615e-07 0.0 9.5069876266e-06 0.0132273061488681 1.76508785739e-05 1.92317228276e-05 0.0 0.0018784261958034 4.4056164589e-10 332.334328 252.848384 64.012251 64 1 3190272928004.563570385
Heat Distribution Code SNL Haswell Shepard 128 128 1 number of iterations=50000.0, Local data size (MB)=32.0 2.301 hdc-ins empirical 2.301 1 0.8086572440666682 0.019024250717176 0.0130391170286491 0.0 0.0062455731408096 0.400067059762903 0.1142070425728336 0.0 0.0068200854934459 0.0 0.0160634960031694 0.0068213114427731 0.0204678298943427 0.0417680896423192 0.0252025076116913 0.0 0.0393723122897048 0.0287772242200277 0.6642954669948116 0.0189005718325376 0.0081097754754461 0.015607135810645 0.018945037028573 0.0113371882735897 0.016018727832295 0.0 0.0 1.69417297625e-05 0.0 0.0 0.0 0.0967211799701471 0.0246195746784972 0.0 8.1517678983e-06 2.343634923e-07 0.0 6.0401715585e-06 0.0123033815286846 1.69023756897e-05 1.49490054217e-05 0.0 0.0017661370416742 4.4016703922e-10 327.18895 250.490372 61.260347 128 1 3283005157680.011713259
Heat Distribution Code SNL Haswell Shepard 192 192 1 number of iterations=50000.0, Local data size (MB)=32.0 2.301 hdc-ins empirical 2.301 1 0.8474564189506852 0.0149119203847589 0.0133753528976422 0.0 0.0064722744723897 0.3338817837803063 0.1012045014753977 0.0 0.0048760108116714 0.0 0.0163338627634926 0.006935929780453 0.0204723461220681 0.0592358803884053 0.0353938109214653 0.0 0.0259127312057168 0.0166734931223296 0.6630930771723553 0.0150170855503021 0.0081652247947104 0.0170863957467141 0.0149976556321775 0.0073291010212493 0.0189675938893561 0.0 0.0 1.54486699687e-05 0.0 0.0 0.0 0.0778025081002586 0.0242860659136565 0.0 6.33856682157e-05 4.796233223e-07 0.0 8.8845233328e-06 0.0133858784277066 1.80132081019e-05 1.62995788285e-05 0.0 0.001980150217422 4.4057939454e-10 330.017717 251.27127 62.498458 192 1 3271013170065.899378318
Heat Distribution Code SNL Haswell Shepard 256 256 1 number of iterations=50000.0, Local data size (MB)=32.0 2.301 hdc-ins empirical 2.301 1 0.8241721191455896 0.0147505243061463 0.013328195457899 0.0 0.0063962062063482 0.3158488396510392 0.0805484845436764 0.0 0.0049049913586797 0.0 0.0158652244574092 0.0068033158835352 0.0203223966011807 0.0606631982296077 0.0359197419761286 0.0 0.0272771794618482 0.0287847769115894 0.7407500192526281 0.0146774955212994 0.0081334528796545 0.0215134242330143 0.0146619972784478 0.0070931690126158 0.02076124752162 0.0 0.0 2.09505455899e-05 0.0 0.0 0.0 0.1077664610184663 0.0242007632778438 0.0 3.3414736204e-06 3.934326075e-07 0.0 7.9807860329e-06 0.0133247738930687 1.89955493035e-05 1.95661794904e-05 0.0 0.0020549099024558 4.4099074967e-10 327.636111 250.325676 61.073567 256 1 3323660537316.957277028
Heat Distribution Code SNL Haswell Shepard 320 320 1 number of iterations=50000.0, Local data size (MB)=32.0 2.301 hdc-ins empirical 2.301 1 0.9483696625553064 0.0141740673817744 0.0133572729659515 0.0 0.0064089197636225 0.4238122229327068 0.1416226866802775 0.0 0.0044976172094568 0.0 0.0159013485482998 0.0069089672646739 0.0202791602390565 0.0852033651838015 0.0501425642033586 0.0 0.0259316253554006 0.0222599613003288 0.6281283292904201 0.014193862359731 0.0081420955004001 0.0152204658036993 0.0142350970113434 0.0065775324673319 0.0156330201681826 0.0 0.0 1.82087543975e-05 0.0 0.0 0.0 0.1457050984611972 0.0243150292009784 0.0 4.6347148161e-06 3.902624726e-07 0.0 5.1642259591e-06 0.0132944174626835 1.56467439289e-05 1.74526898695e-05 0.0 0.0019796652027404 4.406595979e-10 330.092163 251.535465 62.310263 320 1 3290359131878.107675276
Heat Distribution Code SNL Haswell Shepard 384 384 1 number of iterations=50000.0, Local data size (MB)=32.0 2.301 hdc-ins empirical 2.301 1 0.8725180555885796 0.014067180273697 0.0131722150545421 0.0 0.006496400218884 0.3689741364160605 0.1180123683580219 0.0 0.0047965624242186 0.0 0.0157612070291254 0.0070471992612698 0.0202187061521093 0.0812853636616921 0.0478893686859153 0.0 0.0327877843624062 0.0209017358581087 0.5709302214047073 0.0142522981283222 0.0080685272197676 0.0158646810136942 0.0142246403244773 0.0066892075545197 0.0168653353960606 0.0 0.0 1.72817081948e-05 0.0 0.0 0.0 0.1326739050037965 0.0241671303121732 0.0 4.07611637105e-05 3.259440562e-07 0.0 4.3938539324e-06 0.0129828714458456 1.5910449447e-05 1.58614662691e-05 0.0 0.0018785550474801 4.4039570176e-10 330.672901 252.486005 61.976438 384 1 3345045767051.584404637
Heat Distribution Code SNL Haswell Shepard 448 448 1 number of iterations=50000.0, Local data size (MB)=32.0 2.301 hdc-ins empirical 2.301 1 1.060258087476282 0.0137753820472802 0.0134806940004175 0.0 0.006444402235713 0.2935601037806419 0.084455964067485 0.0 0.0042804048361376 0.0 0.0157281349284315 0.006916768021023 0.0201825021047881 0.0838574191336915 0.0493440210188062 0.0 0.0332277486743703 0.0187917743263121 0.6342231290180198 0.0139381275968839 0.0080686418534056 0.014869035075306 0.0138246685341552 0.0062737575307418 0.0153880474252505 0.0 0.0 1.67931956141e-05 0.0 0.0 0.0 0.1183493204864767 0.0240199507414949 0.0 9.5302297967e-06 4.778825497e-07 0.0 5.172935411e-06 0.0135890503159634 1.51962764554e-05 1.85146092334e-05 0.0 0.0017084464221426 4.4094150054e-10 329.795164 250.729521 62.843704 448 1 3354450720081.000792977
Heat Distribution Code SNL Haswell Shepard 512 512 1 number of iterations=50000.0, Local data size (MB)=32.0 2.301 hdc-ins empirical 2.301 1 0.4712699154715093 0.0194800420261503 0.0131859053789791 0.0 0.0060650944189764 0.3994391020387393 0.1081230874229625 0.0 0.0064351421535272 0.0 0.0156936711604289 0.0067010802383392 0.0198964476024355 0.0894536471657576 0.0522911917617793 0.0 0.0357817843809155 0.0275025128820294 0.6786488505244826 0.0183942433139063 0.0080187831156292 0.0146461299587073 0.0181876040424421 0.0107448906901537 0.0152460139944745 0.0 0.0 2.55590757202e-05 0.0 0.0 0.0 0.1606738130601655 0.0238688808323308 0.0 1.06589566838e-05 7.596687114e-07 0.0 3.9945834508e-06 0.0128501986693175 1.44454327892e-05 1.98440112403e-05 0.0 0.0016850288498375 4.4118508482e-10 324.862389 248.046073 61.297717 512 1 3453614320669.182589707
Heat Distribution Code SNL Haswell Shepard 576 576 1 number of iterations=50000.0, Local data size (MB)=32.0 2.301 hdc-ins empirical 2.301 1 0.5478259203247465 0.0137738465634361 0.0135685782938492 0.0 0.0063828281784689 0.4436239652035205 0.1516242017795739 0.0 0.0041105833618387 0.0 0.0156564217346968 0.0067307353316666 0.019837568611963 0.0642233217771727 0.0381771780412871 0.0 0.0213097309155809 0.0154009116785447 0.6089188087873515 0.0135154308677803 0.0080073999431723 0.0122788580093492 0.0136697206234961 0.006159088790639 0.0151609755604617 0.0 0.0 1.7087972891e-05 0.0 0.0 0.0 0.1195370526537552 0.0237504536997555 0.0 4.7035818264e-06 7.112844505e-07 0.0 4.5684299074e-06 0.0135011055757092 1.6156454129e-05 1.45927879169e-05 0.0 0.0017480195765438 4.4103534838e-10 329.768434 252.643136 61.58433 576 1 3429502223701.101515776
Heat Distribution Code SNL Haswell Shepard 640 640 1 number of iterations=50000.0, Local data size (MB)=32.0 2.301 hdc-ins empirical 2.301 1 0.3656870982715876 0.0148690855881446 0.0140979656652279 0.0 0.0063049466638402 0.3156378553773871 0.0950937410395358 0.0 0.0044437606976288 0.0 0.0156587578698649 0.0067293514982778 0.0198214616439082 0.0135276539008861 0.0093489304285018 0.0 0.0210667584131675 0.0232101128703733 0.6578253472987189 0.0139178528964834 0.0079368284295187 0.0160371677353136 0.013875165282472 0.0064358475586065 0.0155695067499279 0.0 0.0 1.74074859365e-05 0.0 0.0 0.0 0.1104209027202397 0.0236538041185903 0.0 3.0767091522e-06 3.353477043e-07 0.0 4.1299129266e-06 0.0137330498744028 1.35605998582e-05 1.77800147317e-05 0.0 0.0018258641609825 4.4097570559e-10 329.041447 251.687252 61.851212 640 1 3439441687543.147993492
Heat Distribution Code SNL Haswell Shepard 704 704 1 number of iterations=50000.0, Local data size (MB)=32.0 2.301 hdc-ins empirical 2.301 1 0.7310887743353955 0.0139372515201445 0.0135281402927936 0.0 0.006285387964406 0.1943755742022246 0.0414907170453648 0.0 0.0042972887125909 0.0 0.0154110911333933 0.0067613986861685 0.0196678990325824 0.073159310983216 0.0432340601966639 0.0 0.0359828011140674 0.0223038651230797 0.6884184100712228 0.014022557706272 0.0079268575565493 0.0164958184459025 0.0135992299101143 0.006227869724049 0.0167498688888022 0.0 0.0 1.68070980115e-05 0.0 0.0 0.0 0.1202838130137187 0.0236156772412015 0.0 9.0338841506e-06 5.411050995e-07 0.0 5.1200769163e-06 0.0133943769629369 1.51509743836e-05 1.72475271629e-05 0.0 0.001791087077763 4.4054677829e-10 331.776088 254.551395 61.668317 704 1 3456803610983.456001612
Heat Distribution Code SNL Haswell Shepard 768 768 1 number of iterations=50000.0, Local data size (MB)=32.0 2.301 hdc-ins empirical 2.301 1 0.5698568376722852 0.0146122404239915 0.013448827377226 0.0 0.006370804596665 0.4628893401070818 0.1607541792491708 0.0 0.0046455937250305 0.0 0.0156285305676849 0.0066979390912071 0.0197508600153446 0.078541063822642 0.046298094884088 0.0 0.0139599831490845 0.0232183964096415 0.6697677646921182 0.0140087228350239 0.007943711585266 0.0164001454652863 0.014144879071149 0.0066761501979609 0.016400058953278 0.0 0.0 1.77476071324e-05 0.0 0.0 0.0 0.1404195157780193 0.02351917336612 0.0 7.0102646042e-06 4.154880544e-07 0.0 4.6412760585e-06 0.0127816323660169 1.618760212e-05 1.68601716263e-05 0.0 0.0017883799070745 4.4051433881e-10 328.058898 250.453171 62.073733 768 1 3476128384689.117674989
Heat Distribution Code SNL Haswell Shepard 832 832 1 number of iterations=50000.0, Local data size (MB)=32.0 2.301 hdc-ins empirical 2.301 1 0.9364206222809331 0.0136068557456368 0.0129056253187675 0.0 0.0061972251177908 0.3625197194659802 0.1164902354545869 0.0 0.0042688264087023 0.0 0.0151530092755088 0.0067215873548147 0.0197124623335724 0.0656765778627784 0.0389658456710211 0.0 0.0320016441669491 0.0228069913224164 0.709035488464685 0.014116006410465 0.0079127956806304 0.0163339543482312 0.0138857232988449 0.0063886401607057 0.0153744732233185 0.0 0.0 1.76031282401e-05 0.0 0.0 0.0 0.1080289369818375 0.0234590735293238 0.0 4.45182970802e-05 5.423621183e-07 0.0 4.032142586e-06 0.0135772521427991 1.23785270322e-05 1.7904175941e-05 0.0 0.0015569010986667 4.4005013238e-10 329.7344 252.395221 61.775829 832 1 3518596603131.875190097
Heat Distribution Code SNL Haswell Shepard 896 896 1 number of iterations=50000.0, Local data size (MB)=32.0 2.301 hdc-ins empirical 2.301 1 0.8559658619881914 0.0133051599662639 0.0126933919968329 0.0 0.0062761928586723 0.3497411970514494 0.1111212721002178 0.0 0.0043413843227646 0.0 0.0154292060328663 0.0065715196842875 0.0194808588529462 0.0732152699767059 0.0432446417846368 0.0 0.0145624462745901 0.0186750340987451 0.6665770482795125 0.0135602924916329 0.0079080677368943 0.0140421333888233 0.0134379406170945 0.0060487145619629 0.0153239892407777 0.0 0.0 1.7584720055e-05 0.0 0.0 0.0 0.1396439643350812 0.0233538031651989 0.0 2.4021042283e-06 3.169224914e-07 0.0 3.5267353045e-06 0.012503541891621 1.5258027911e-05 1.42485045857e-05 0.0 0.0017692735371844 4.4071122243e-10 328.420557 250.94656 61.9787 896 1 3510396786516.430892694
Heat Distribution Code SNL Haswell Shepard 960 960 1 number of iterations=50000.0, Local data size (MB)=32.0 2.301 hdc-ins empirical 2.301 1 0.9301736037057478 0.0135000508498798 0.01262288356802 0.0 0.0061919692643265 0.2359898491349132 0.0606925083737756 0.0 0.004193662146952 0.0 0.0155070798886478 0.0065383043571061 0.0194710458387201 0.090399580941756 0.0530068864870024 0.0 0.0361344641556003 0.0193286328041454 0.640710939765858 0.0133569934645323 0.0078923686876189 0.0147646954137913 0.0135942087313982 0.0061754961931469 0.0154617736806163 0.0 0.0 1.61622787154e-05 0.0 0.0 0.0 0.0889739705070836 0.0232835933965974 0.0 1.707175228e-05 5.506395074e-07 0.0 4.0015813185e-06 0.0123794631385921 1.58907549771e-05 1.9380020712e-05 0.0 0.0018239064542249 4.4042014236e-10 328.852252 251.821805 61.511554 960 1 3492916420118.110966772
Heat Distribution Code SNL Haswell Shepard 1024 1024 1 number of iterations=50000.0, Local data size (MB)=32.0 2.301 hdc-ins empirical 2.301 1 0.953230573153314 0.0146384270528003 0.0126061596540954 0.0 0.0061027599434279 0.3350666798492754 0.0846611585428801 0.0 0.0046298735634895 0.0 0.0151179423973421 0.0064785092340799 0.0191744996956254 0.1039231422323768 0.0606270947783294 0.0 0.0409497890603575 0.0215230735136228 0.7284679660001313 0.0148685693248782 0.0078344550887579 0.0143938548076058 0.0142520787929978 0.0069779771301178 0.0143785514901717 0.0 0.0 2.0151612674e-05 0.0 0.0 0.0 0.136312848759265 0.0234945051213895 0.0 2.8965776335e-06 3.430810777e-07 0.0 4.9696407003e-06 0.0123626846822191 1.75172454112e-05 2.0522137443e-05 0.0 0.0018056586761029 4.4047274369e-10 332.796003 253.46661 62.071935 1024 1 3568954307661.715012666