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
sp-mz SystemG 64 32 2 Class C=480.0 2.4 sp-mz.C.32 empirical 2.4 1 1.564665493895018 0.0268718827814643 0.0025125944809996 0.2004363056304266 0.0608884056814994 0.0 -0.0111755521636633 0.0136815654594729 0.0066159159929578 0.0571557459835334 1.596176073800684 0.0043316123475304 4.88345926642e-05 0.0004947775071611 0.0203261158840424 0.0004045479521625 0.3996428591387338 0.4220258831454012 0.0629514012670836 0.0043200798104836 0.0 0.0043200798104836 0.0671610178034268 0.0628425325615187 0.0043184852419081 0.0 5.02561964089e-05 0.0819576831327271 0.0 0.7735352258091845 0.8003535726529801 0.0268183468437956 1.787055452513331 0.9880712966707696 0.0 0.3979903896943383 0.0 0.0001074199405153 0.0 0.0 1.64446451115e-05 4.803506474e-07 0.0 0.002480240486604435 1.9e-05 0.064694 0.067207 32 2 7758.574664001531794592
sp-mz SystemG 64 16 4 Class C=480.0 2.4 sp-mz.C.16 empirical 2.4 1 1.419331645187768 0.0247922743963491 0.0027501283189551 0.1819566286448873 0.0556330404461 0.0 -0.009671268690642 0.0124244055996846 0.0058788958568264 0.0522871729794954 1.420875331104561 0.0073016175590235 8.38521824122e-05 0.0007441843537307 0.0187970658904386 0.0003587627877428 0.3623458860242327 0.4634619454437348 0.0568525269593886 0.0042699947237363 0.0 0.0042699947237363 0.0611586152971717 0.0568913210731028 0.0042672942240689 0.0 7.07138674988e-05 0.0753739943932095 0.0 0.6973172766731042 0.7219649189145227 0.0246476422414185 1.71090126594107 0.9882186992588036 0.0 0.3584275680939075 0.0 0.0001507616469196 0.0 0.0 1.1909094716e-05 4.135075591e-07 0.0 0.002680694600815995 1.3e-05 0.057754 0.060472 16 4 8568.411706804728479442
sp-mz SystemG 64 8 8 Class C=480.0 2.4 sp-mz.C.8 empirical 2.4 1 1.104050704985825 0.0191745800316236 0.0023597141712874 0.135585628229785 0.0481387046849439 0.0 -0.0071453953032311 0.0095069936345132 0.0045081587783923 0.0502608631527309 1.129419980202717 0.006821496910095 0.0001298845297946 0.000671142609121 0.0211918187761597 0.0002924753365621 0.270904462469673 0.5151814966348555 0.0397341261212655 0.0034986229482632 0.0 0.0034986229482632 0.0440224873032164 0.040463531647849 0.0035589556553674 0.0 8.26392764034e-05 0.0673335909637086 0.0 0.5392912896669779 0.5585203952091946 0.0192291055422166 1.543885435112411 0.9877559877360804 0.0 0.2743902568041634 0.0 0.0001842002688243 0.0 0.0 7.113645298e-06 2.974457627e-07 0.0 0.002381676227504501 1.3e-05 0.040936 0.043278 8 8 14751.255268988322049343
sp-mz SystemG 64 32 2 Class D=1632.0 2.4 sp-mz.D.32 empirical 2.4 1 1.563602974659698 0.0271840429097723 0.0028316958245849 0.2035281449706409 0.0589110949255299 0.0 0.0141431078344326 0.0065521720010808 0.0546320989703007 1.57252654074667 0.0030827388080613 6.59918738973e-05 0.0003896886824248 0.0189421734980393 0.0002970669819375 0.407189974119183 0.4280873716492901 0.0648209160430763 0.0041800767818751 0.0041800767818751 0.0 0.0650978274593599 0.0041993861475042 1.23297460289e-05 0.0784650780494322 0.0 0.8040915176045086 0.0271356248334087 0.0 0.9909337361983568 0.4036867602007357 3.01201204569e-05 0.0008480429708018 1.636636295e-07 0.0 1.51937157282e-05 0.0 0.0690211628561573 0.0 0.0 2.715467381e-07 4.240273696e-07 0.0 4.191785227e-10 270.3276 95.2982 81.6622 32 2 954324230218.963935482
sp-mz SystemG 64 64 1 = 2.4 sp-mz.D.64 empirical 2.4 1 1.522857480701291 0.0252710039849311 0.0054107198446144 0.1974204929294467 0.0583171920121028 0.0 0.0139832684120018 0.0064453904518139 0.0531390936768468 1.552402787725542 3.7038102242e-05 4.98599326392e-05 4.204688162e-07 0.0196404739413416 0.0002848333555235 0.3954409825803444 0.4398289289620866 0.0638272644552301 0.0036891892050977 0.0036891892050977 0.0 0.0637715962301647 0.0036854824478364 9.5049798969e-06 0.0764224795329605 0.0 0.7876081179074952 0.0260601774598854 0.0 0.9921843124079732 0.4003335121567621 2.29987328205e-05 1.52263190254e-05 1.602985171e-07 0.0 9.2740314414e-06 0.0 0.0674821217109211 0.0 0.0 1.96184289e-07 4.229316069e-07 0.0 4.1920650718e-10 254.9308 85.8588 82.0796 64 1 1007817535662.901443418
sp-mz SystemG 64 16 4 Class D=1632.0 2.4 sp-mz.D.16 empirical 2.4 1 1.370643594043023 0.0240310865024102 0.0025293725029783 0.1778652471076013 0.0529797191151761 0.0 0.0124478872309544 0.0057752170085651 0.0515221500337439 1.388326067405427 0.0052004632618208 6.77522632072e-05 0.0006272528642063 0.0187941884127536 0.000278513596809 0.3580005977456015 0.4778410769835161 0.0572968067996622 0.0040402834994708 0.0040402834994708 0.0 0.057224338877917 0.0040378503723366 1.99014757083e-05 0.0710780779362687 0.0 0.7089700531780571 0.0241669807568784 0.0 0.9892114809004848 0.357993867785004 4.51160573259e-05 0.0066939861459317 1.455934829e-07 0.0 2.02623189631e-05 0.0 0.0611211481481843 0.0 0.0 5.033900805e-07 4.353853941e-07 0.0 4.1946923016e-10 295.6227 112.441 84.2998 16 4 1107101528812.64677123
sp-mz SystemG 64 8 8 Class D=1632.0 2.4 sp-mz.D.8 empirical 2.4 1 1.085515716173471 0.0188465088462161 0.0020678084865173 0.1327081587951586 0.0460822036320396 0.0 0.0093894605446137 0.0043603052856845 0.051810307919782 1.101451563483741 0.0059485513008874 0.0001067943647929 0.0005959611511727 0.0207396252490304 0.0002162949402762 0.2632371008068006 0.4999122717913479 0.039390907369954 0.0032377413762011 0.0032377413762011 0.0 0.03950576408846 0.0032421490139179 2.79959408214e-05 0.0678370223918436 0.0 0.5317830836932754 0.0185565657405639 0.0 0.9880573460404944 0.2626921279021611 6.53426079696e-05 0.0038202233775862 1.111450054e-07 0.0 2.3989607896e-05 0.0 0.0434536450583436 0.0 0.0 5.907666403e-07 4.481661673e-07 0.0 4.205380716e-10 320.7938 122.727 93.674 8 8 1511752659114.06248052
sp-mz SystemG 64 32 2 Class C=480.0 2.8 sp-mz.C.32 empirical 2.8 1 1.502060867945596 0.0237908636735083 0.0022265904285498 0.1818005558431184 0.0660091100066476 0.0 -0.0100358179517269 0.0122853310075102 0.0059537673790734 0.0623009727100473 1.529865306464557 0.0038113206756302 4.62479620449e-05 0.0004616517691851 0.0251656211720403 0.0003654192666605 0.3604921108054158 0.4382152252571822 0.0559953741827757 0.00385264747964 0.0 0.00385264747964 0.0608603199962761 0.0569411033240212 0.0039192166722549 0.0 4.63272831237e-05 0.0902595598139017 0.0 0.748125547868479 0.7720282773801247 0.0239027295116458 1.763834048729525 0.988352105400074 0.0 0.3638276264708122 0.0 0.0001026704733603 0.0 0.0 1.77199667602e-05 4.326683611e-07 0.0 0.002215145429365816 1.7e-05 0.058821 0.061104 32 2 8407.419554991408308485
sp-mz SystemG 64 16 4 Class C=480.0 2.8 sp-mz.C.16 empirical 2.8 1 1.340568119422992 0.0224597117952893 0.0024945589249812 0.1632781685456272 0.0577386541325625 0.0 -0.0086860922228108 0.011157968349347 0.0053450066047952 0.0553215440784414 1.384375577562668 0.0065960788919589 7.7792408075e-05 0.0006799768186492 0.0231058336424123 0.0003388844290878 0.3250219637948409 0.478675098694224 0.0514675930144982 0.0038668362839194 0.0 0.0038668362839194 0.0555275191003621 0.0516466953142526 0.0038808237861094 0.0 6.38988898595e-05 0.0824289877226254 0.0 0.6758784299688378 0.69821247805153 0.0223340480826922 1.682107706380976 0.9867377784736472 0.0 0.3252879683866201 0.0 0.0001367322103198 0.0 0.0 9.0364359586e-06 3.706340414e-07 0.0 0.002487481340670475 1.2e-05 0.053167 0.055668 16 4 8726.814808648529587961
sp-mz SystemG 64 8 8 Class C=480.0 2.8 sp-mz.C.8 empirical 2.8 1 1.039431445435637 0.0173519116679087 0.0021395201436307 0.123735770900156 0.0471379218830889 0.0 -0.0064859536799632 0.0086311642931067 0.0040487966088597 0.0523409115496553 1.061076469047152 0.0061206043073883 0.0001253306756408 0.0005966003859935 0.0213333053344026 0.0002530539369532 0.2437260314807375 0.5110308746069437 0.0360454225965743 0.0031674292262903 0.0 0.0031674292262903 0.0391016525834713 0.0359377269291147 0.0031639256543566 0.0 7.50755783595e-05 0.0743575917769324 0.0 0.5021256306962472 0.5193348086839852 0.017209177987738 1.510229976396508 0.9873075816290092 0.0 0.2451559871463535 0.0 0.0001655128642175 0.0 0.0 5.0649392851e-06 2.682787388e-07 0.0 0.001988210548593507 1.2e-05 0.037384 0.039528 8 8 16715.416797033956016476
sp-mz SystemG 64 64 1 Class D=1632.0 2.8 sp-mz.D.64 empirical 2.8 1 1.485072358703735 0.0252051006847191 0.0054027041203774 0.1928402606793148 0.0566975165863663 0.0 0.012358213366242 0.0062043920755627 0.0527008588558092 1.510571325264906 3.24087616545e-05 4.78566016041e-05 2.316243075e-07 0.0208740846049513 0.0002638129553064 0.3864515542932109 0.4531723307146929 0.0583466839720684 0.0033905813529475 0.0033905813529475 0.0 0.0596456480049005 0.0034688570602353 9.5465754354e-06 0.0821262213913531 0.0 0.7699416330883875 0.0246696181124545 0.0 0.9920220106725502 0.3727002091027438 2.18618226057e-05 1.467824351e-05 1.543369712e-07 0.0 9.1308374006e-06 0.0 0.0624404596343346 0.0 0.0 1.77231326e-07 3.64501362e-07 0.0 3.5931602804e-10 264.0055 91.8108 82.0743 64 1 1010389639394.500972342
sp-mz SystemG 64 32 2 Class D=1632.0 2.8 sp-mz.D.32 empirical 2.8 1 1.512043048414708 0.0255186992660244 0.002654268054711 0.1903104678318918 0.0605118616093536 0.0 0.0134310724458539 0.0061853861259211 0.0574047577020559 1.535390757124621 0.0029519077976744 5.48160256798e-05 0.0003804116772812 0.0216118215095252 0.0002854154394659 0.381639637820881 0.4400255175269887 0.0609964672977236 0.0039386733739361 0.0039386733739361 0.0 0.0608589556630962 0.0039326314983087 1.21654617968e-05 0.0824405269634615 0.0 0.7845343285989126 0.0250813722384719 0.0 0.9905711890277707 0.3859355503296498 2.87779480272e-05 0.0008339033649912 1.521435597e-07 0.0 1.44382035751e-05 0.0 0.0651476498937041 0.0 0.0 3.250136267e-07 3.63526032e-07 0.0 3.5939656884e-10 286.6211 106.543 82.0274 32 2 1016857334446.888316041
sp-mz SystemG 64 16 4 Class D=1632.0 2.8 sp-mz.D.16 empirical 2.8 1 1.322110505685564 0.022946811775348 0.0024181616627494 0.1678991370947877 0.0532456181269412 0.0 0.0118773233711525 0.0054697694214557 0.0515445070143622 1.344143331652007 0.004925423654054 6.69689391495e-05 0.000594261373511 0.0189758483952032 0.0002638885412229 0.3388214396259034 0.4804447257860272 0.0537973510120414 0.0037987025357932 0.0037987025357932 0.0 0.0530895251132045 0.0037490966159837 1.92120888179e-05 0.0730120410389959 0.0 0.6761800585855137 0.022821076418764 0.0 0.9892704509841778 0.3374839421238561 4.35516073165e-05 0.0063604875620407 1.3818656e-07 0.0 1.9809671397e-05 0.0 0.0575494728153148 0.0 0.0 4.687529055e-07 3.766658197e-07 0.0 3.5956864351e-10 320.5493 129.9132 86.1966 16 4 1157995488526.017828678
sp-mz SystemG 64 8 8 Class D=1632.0 2.8 sp-mz.D.8 empirical 2.8 1 1.006135011114111 0.0170726510134147 0.0021750497434115 0.1197372859107188 0.0465938799596655 0.0 0.0085094025819336 0.0039458696972007 0.0520219860410701 1.012728712851232 0.0053930197257195 0.0001008854833183 0.0005206798911974 0.0225632667650901 0.0001971047789202 0.2394891631388322 0.5367157220409616 0.0361960290945227 0.0029822273772664 0.0029822273772664 0.0 0.0366259137142611 0.0030122737808201 2.50460060022e-05 0.0725026955266484 0.0 0.5009510847520332 0.0170193557064576 0.0 0.9874982424739392 0.2391639375419484 5.76460818547e-05 0.0035335805473545 1.022814186e-07 0.0 1.98557432997e-05 0.0 0.0394437780781759 0.0 0.0 5.205073146e-07 3.826201514e-07 0.0 3.6073420062e-10 348.171 141.069 94.7337 8 8 1673976004942.51689176