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 32 32 1 = 2.4 sp-mz.C.32 empirical 2.4 1 1.690404212142483 0.0286608078148166 0.0021256182453929 0.2187993697400543 0.0648579229640326 0.0 -0.0128254455857447 0.0149514736300005 0.0072144412514203 0.0602514642459901 1.725310537344466 0.0002809744938505 5.03316601289e-05 1.6872733276e-06 0.0210969141454329 0.000439597288169 0.4368997649890742 0.3858588740744676 0.0682608634902404 0.0041781266607904 0.0 0.0041781266607904 0.0727175099681884 0.0685284484820493 0.0041890614861391 0.0 2.80449319201e-05 0.0864650248813689 0.0 0.8365740457736143 0.8652176123280984 0.0286435665544841 1.853750407689581 0.9898921544973084 0.0 0.4357991961241833 0.0 6.14378853535e-05 0.0 0.0 1.59179745e-05 4.447752892e-07 0.0 0.002107723719837133 2.0e-05 0.070701 0.07283 32 1 16739.441069973961862922
sp-mz SystemG 32 16 2 Class C=480.0 2.4 sp-mz.C.16 empirical 2.4 1 1.56424089170211 0.0271125510386513 0.0025996263259826 0.2015792768103051 0.0603700730564676 0.0 -0.0111626925297098 0.0137535883017995 0.0066475709383086 0.0562760340160823 1.592309122135558 0.0043554207271163 5.12914077179e-05 0.0004894709939533 0.0197405320422655 0.000406853349295 0.4018077888109848 0.4242216369592127 0.0632162297053868 0.0043680061224446 0.0 0.0043680061224446 0.0674686523223416 0.0631054671295059 0.0043631851928357 0.0 4.43914703933e-05 0.0804864580759629 0.0 0.7632146168304688 0.7899149354736659 0.0267003186431971 1.783219701656885 0.9891242020370148 0.0 0.4021650146783195 0.0 9.79942160191e-05 0.0 0.0 1.12259763087e-05 4.095094506e-07 0.0 0.002569565167326852 1.7e-05 0.065154 0.067748 16 2 14873.41495983884402813
sp-mz SystemG 32 8 4 Class C=480.0 2.4 sp-mz.C.8 empirical 2.4 1 1.381013144577492 0.0246840977242886 0.0027327985538917 0.179959270333115 0.0545975062479344 0.0 -0.0095664036293761 0.0123005461947114 0.0058918102994291 0.0519817308874568 1.429126077790823 0.0073243422481601 8.2654516716e-05 0.000724488555111 0.0186483812406056 0.0003548778161874 0.3591301583096664 0.4712546206338021 0.0567309864979538 0.0043706598625077 0.0 0.0043706598625077 0.0610108836766839 0.0566540017025757 0.0043568819741082 0.0 6.67389823818e-05 0.0736406223775665 0.0 0.6787788840743697 0.7034136457819975 0.0246347617076278 1.691632735242655 0.9889943210353898 0.0 0.3595347646205869 0.0 0.000143253854924 0.0 0.0 5.7478798165e-06 3.425441873e-07 0.0 0.002764148781673282 9.0e-06 0.05772 0.060458 8 4 17017.408871719661722331
sp-mz SystemG 32 4 8 Class C=480.0 2.4 sp-mz.C.4 empirical 2.4 1 1.096049299509869 0.0190196327422482 0.0023765884416331 0.1376552396712493 0.0484758194884436 0.0 -0.0070533828179146 0.0094352528833777 0.0044776435279973 0.0500173713300529 1.142725860821788 0.0069983159372325 0.0001517088467777 0.0006501827535064 0.021359417319809 0.0002838878956965 0.2712868209002278 0.5251181154827431 0.0392084016714163 0.0034373720037372 0.0 0.0034373720037372 0.0432341060505237 0.0397446115953184 0.0034894944552053 0.0 7.845143508e-05 0.066744096842074 0.0 0.5193553059342144 0.5380976201377462 0.0187423142035318 1.533438062382144 0.9869731715582656 0.0 0.2728207921436634 0.0 0.0001761614119832 0.0 0.0 5.0539182502e-06 2.541666976e-07 0.0 0.002406165244482668 1.0e-05 0.040925 0.043313 4 8 29440.240300383183138801
sp-mz SystemG 32 32 1 Class D=1632.0 2.4 sp-mz.D.32 empirical 2.4 1 1.618591907537259 0.0277249597375324 0.0059218981517617 0.2112582556801544 0.0604362667752822 0.0 0.0148267806828412 0.0068213342184302 0.056149484767596 1.643478643113006 5.99027983344e-05 5.57737689072e-05 4.574952049e-07 0.0195372213696079 0.0003103244331611 0.4241262564909137 0.414322338847239 0.0675663871132793 0.0039219511173604 0.0039219511173604 0.0 0.0674258394791864 0.0039134018882687 9.7860303787e-06 0.0805027493432062 0.0 0.831637325784871 0.0276731113469159 0.0 0.9923764073389268 0.4241026378367006 2.25883434114e-05 0.0008272907737488 1.629652892e-07 0.0 9.5593208916e-06 0.0 0.0713096379147457 0.0 0.0 1.712435252e-07 4.260097626e-07 0.0 4.1925962957e-10 257.2502 84.7314 82.068 32 1 1840266354266.721392505
sp-mz SystemG 32 16 2 Class D=1632.0 2.4 sp-mz.D.16 empirical 2.4 1 1.519231578676572 0.0265706945368274 0.0027417257019796 0.1971582207264136 0.056819826069116 0.0 0.0138437315094066 0.0063554169645699 0.0529040653020152 1.534425174561566 0.0030618967589116 6.4568763013e-05 0.0003794233415249 0.0185323948103314 0.0002912877872137 0.3936730706830936 0.4465944256315468 0.0637496271553647 0.0041174295306247 0.0041174295306247 0.0 0.0636949135873192 0.0041148780058305 1.15528802188e-05 0.0763708175275512 0.0 0.7853115765014683 0.026243374536719 0.0 0.9910071070752756 0.3964419789656489 2.77643613137e-05 0.0072494923479373 1.516032768e-07 0.0 1.43502560177e-05 0.0 0.0657389285849927 0.0 0.0 3.896615296e-07 4.43516986e-07 0.0 4.1933594874e-10 269.9451 95.7729 81.4499 16 2 1966542409440.076473039
sp-mz SystemG 32 8 4 Class D=1632.0 2.4 sp-mz.D.8 empirical 2.4 1 1.391281383615132 0.0252507264124745 0.0025941850523267 0.1785459025538448 0.0532751849264679 0.0 0.012832447574609 0.0058742191093724 0.0507647533811982 1.404475059813755 0.0052429613608824 7.00243627706e-05 0.0006332621029127 0.0182262596959548 0.0002799167918537 0.359333116136328 0.4695438510575083 0.0578851498406815 0.0041697952227061 0.0041697952227061 0.0 0.0573903485973169 0.0041332500451328 1.96328620963e-05 0.0736595439785483 0.0 0.7085468717287038 0.0248408348300973 0.0 0.9894587407918112 0.3541588136774838 4.54324986904e-05 0.0050931986195285 1.389590717e-07 0.0 2.07546659875e-05 0.0 0.0616541379970969 0.0 0.0 4.7518362e-07 4.428694975e-07 0.0 4.1957656642e-10 297.3418 113.0633 85.3527 8 4 2162904736895.101073171
sp-mz SystemG 32 32 1 = 2.8 sp-mz.C.32 empirical 2.8 1 1.653384752365684 0.0276821568687515 0.0020566835140859 0.2097903473168803 0.0660524184123874 0.0 -0.0123045535694859 0.0143486903130053 0.0068813165611717 0.0618583903439623 1.685848490134627 0.0002753196364735 4.85294284809e-05 1.7253131377e-06 0.0224683765576778 0.0004183558258177 0.4163727991971831 0.3969221355532249 0.0654757254602672 0.0040065358081831 0.0 0.0040065358081831 0.0691940471807155 0.0652031445343142 0.0039909026464013 0.0 2.73324170868e-05 0.0891349596593789 0.0 0.8204759528921953 0.8478271081177239 0.0273511552255286 1.837777163000376 0.9890618176409612 0.0 0.4163342023560494 0.0 6.01409465962e-05 0.0 0.0 1.57797061211e-05 4.232596194e-07 0.0 0.002015713058531676 1.9e-05 0.067399 0.069432 32 1 15536.375015009541685593
sp-mz SystemG 32 16 2 Class C=480.0 2.8 sp-mz.C.16 empirical 2.8 1 1.50807774886897 0.025362604349517 0.0024281623475885 0.1891164471773926 0.0615587391748216 0.0 -0.0104554977689603 0.012881334727677 0.0062404230121177 0.0575489746400311 1.533055767185779 0.0039882791968446 4.87618819538e-05 0.0004669626482825 0.0213304839247539 0.0003754907691232 0.3743942880606249 0.4406514064645071 0.0591862747717818 0.0040957015769347 0.0 0.0040957015769347 0.0629157240085972 0.0588443319805184 0.0040713920280788 0.0 4.20761435601e-05 0.0838626910726359 0.0 0.746033628304075 0.7713580505450995 0.0253244222410245 1.762607372018983 0.9888746238910324 0.0 0.3767797330311584 0.0 9.17104202069e-05 0.0 0.0 1.21547111419e-05 3.822744374e-07 0.0 0.0024266100543804 1.4e-05 0.061603 0.064061 16 2 14442.524433102041250196
sp-mz SystemG 32 8 4 Class C=480.0 2.8 sp-mz.C.8 empirical 2.8 1 1.339982272360066 0.0231456705615219 0.0025532262385 0.1662893422017626 0.056294430598442 0.0 -0.0089894742260116 0.011566491281938 0.0053724319183574 0.0550036258489124 1.366171632641921 0.0067667735317863 7.80366336316e-05 0.000684719030407 0.0207523760333151 0.0003228082364072 0.3350013931520047 0.488652397854433 0.0517275474551513 0.0039847558612313 0.0 0.0039847558612313 0.0567975077836705 0.0527407837608616 0.0040567240228088 0.0 6.19632419856e-05 0.0726280154149509 0.0 0.6653896794164674 0.6883021132545698 0.0229124338381025 1.672740787048871 0.9885539860977132 0.0 0.3297116575316859 0.0 0.0001302904730974 0.0 0.0 6.7519375693e-06 3.222480414e-07 0.0 0.00253321972880259 9.0e-06 0.054283 0.056861 8 4 17011.788006392198506821
sp-mz SystemG 32 4 8 Class C=480.0 2.8 sp-mz.C.4 empirical 2.8 1 1.029880753070749 0.0174659874086393 0.0021741454359618 0.1236652732555611 0.0495165021484135 0.0 -0.0064623866977196 0.0086578129741219 0.0040978070079026 0.0496529182976754 1.047829161106954 0.006166634872047 0.0001393912670987 0.0005954981221028 0.0197496408392954 0.0002608659066174 0.2459898388805871 0.5406575556049872 0.0363295112508582 0.003198500615789 0.0 0.003198500615789 0.0396527873634556 0.0364430665633375 0.0032097208001181 0.0 7.12068537233e-05 0.0725500017534273 0.0 0.5036406746322273 0.5209126654044165 0.0172719907721892 1.499274921785689 0.9863234123715884 0.0 0.2487091146234357 0.0 0.0001626288201082 0.0 0.0 4.7809275567e-06 2.322134765e-07 0.0 0.002183024001850386 1.0e-05 0.037589 0.039782 4 8 30340.379191368753179775
sp-mz SystemG 32 32 1 Class D=1632.0 2.8 sp-mz.D.32 empirical 2.8 1 1.566689893803743 0.0268093453699409 0.0057255199428477 0.2046417776411897 0.0599679525335517 0.0 0.01437687838504 0.0065926647914768 0.055796317383736 1.601773412037736 2.12519738459e-05 5.479047663e-05 2.3646162e-08 0.0189474745972367 0.0002918981151175 0.4100235329042164 0.4281764146897483 0.0647698273903131 0.0037856461604229 0.0037856461604229 0.0 0.0647870512994028 0.0037859510168954 1.01138198753e-05 0.0782562484369898 0.0 0.8133111115093402 0.0268301189622501 0.0 0.9920116414859284 0.4087490804792747 2.18536247474e-05 0.0008015254314818 1.579459274e-07 0.0 9.47992488e-06 0.0 0.0686764763027393 0.0 0.0 1.635546507e-07 3.623506959e-07 0.0 3.5919531823e-10 266.3261 90.6971 82.3265 32 1 1903747594399.707774833
sp-mz SystemG 32 16 2 Class D=1632.0 2.8 sp-mz.D.16 empirical 2.8 1 1.474673804562534 0.0254328669718027 0.0026246187512665 0.1895751400962242 0.0573384968339453 0.0 0.0133372867948509 0.0061287704348248 0.0534680394131251 1.494288619798014 0.002949252654625 5.43287847218e-05 0.0003800261814442 0.0187210583896244 0.0002847063557863 0.3806064888226258 0.451309228098195 0.060748110170967 0.0039305600647316 0.0039305600647316 0.0 0.0608362774764859 0.0039351075201543 1.14475544156e-05 0.0771743081951806 0.0 0.7645516097703173 0.0254347030601765 0.0 0.9909904287023188 0.3796047070549738 2.66667461865e-05 0.0070178653315439 1.464219359e-07 0.0 1.39346513591e-05 0.0 0.0646927748400011 0.0 0.0 4.086714328e-07 3.593635878e-07 0.0 3.5940815272e-10 286.6173 106.636 81.829 16 2 2054681910833.867296921
sp-mz SystemG 32 8 4 Class D=1632.0 2.8 sp-mz.D.8 empirical 2.8 1 1.33012803730078 0.0235336846205913 0.0024156902819672 0.1681268806955711 0.0538484985074094 0.0 0.0120072440449636 0.0055581263259952 0.0505872768186453 1.347945937417104 0.0049442283953198 6.92146217083e-05 0.0005976499457462 0.0196231503942158 0.000265391622677 0.3377663647754646 0.4777619860313729 0.0542204693438217 0.0039107624159435 0.0039107624159435 0.0 0.0545151901400591 0.0039314513826579 1.9144264781e-05 0.0731534213380159 0.0 0.682793260142214 0.0235251960033603 0.0 0.9892615902444322 0.338031416932688 4.35667935454e-05 0.0048524362712598 1.320749803e-07 0.0 1.96297131264e-05 0.0 0.0590040664955268 0.0 0.0 3.818483932e-07 3.767407664e-07 0.0 3.5953117246e-10 321.5223 129.1876 86.1842 8 4 2322381623509.697938474