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
stream-mpi SNL Haswell Shepard 32 32 1 STREAM array size=320000000.0, NTIMES=10000.0 2.301 stream_mpic empirical 2.301 1 0.4799215400880109 0.0119766541948915 0.0118137607760318 0.0 0.0031076766064198 0.1955571528056047 0.0647597633332735 0.0 0.0058103836232511 0.0 0.010379619233032 0.0036626597963069 0.0152600393036614 0.0502302754729562 0.0293669624778286 0.0 0.0146394261018303 0.0434955359720216 0.8334137974899791 0.0119738955869288 0.0052056050926247 0.0272204969848545 0.011970194895073 0.0075245878159625 0.0277010282842455 0.0 0.0 4.5213371447e-06 0.0 0.0 0.0 0.0690195126417551 0.0155191919661159 0.0 9.9089213434e-06 1.997263388e-07 0.0 4.309416709e-07 0.0114483071100859 4.6106638953e-06 4.0837263042e-06 0.0 0.0027081947260604 4.3963054951e-10 319.304733 238.334724 65.556882 32 1 7276728024395.931383645
stream-mpi SNL Haswell Shepard 64 64 1 STREAM array size=320000000.0, NTIMES=10000.0 2.301 stream_mpic empirical 2.301 1 0.3886745121765334 0.0120103268971941 0.0115802149189033 0.0 0.002964329101527 0.1634819604918998 0.0672375283854028 0.0 0.0057192762802731 0.0 0.010066599142977 0.0037342815797757 0.0153425516304744 0.0388942618346849 0.0241441023355803 0.0 0.0212540579124716 0.0494052188624854 0.8273125185352499 0.0119418605757361 0.005140733306373 0.0296504785552409 0.0115625904213952 0.0071553789646628 0.026277904972789 0.0 0.0 9.8825581752e-06 0.0 0.0 0.0 0.0750486540944946 0.0152891592817766 0.0 1.78106015751e-05 2.140646033e-07 0.0 6.795644985e-07 0.0115822654062364 5.4163823179e-06 8.4490950932e-06 0.0 0.0025536866415986 4.3967002328e-10 317.580263 237.512769 64.572107 64 1 3715884687365.989214911
stream-mpi SNL Haswell Shepard 128 128 1 STREAM array size=320000000.0, NTIMES=10000.0 2.301 stream_mpic empirical 2.301 1 0.5106477533246099 0.0130674746789213 0.0110556770511961 0.0 0.0045180716180457 0.180487341748631 0.0722241637596613 0.0 0.005466514511805 0.0 0.009691394160826 0.0053290724986512 0.0146328792350541 0.0360730130553267 0.0223625975928622 0.0 0.0106335492427735 0.0372507365210232 0.8255577831850905 0.0131968095438741 0.0065396967203529 0.0279531124525631 0.0130245723930642 0.0073347042930224 0.0317063840546214 0.0 0.0 1.77175585822e-05 0.0 0.0 0.0 0.0851180199620044 0.0163144869190229 0.0 3.21436886399e-05 5.5386009067e-06 0.0 8.948672515e-07 0.0112809292519292 9.3745927438e-06 1.83526370718e-05 0.0 0.0024771250970638 4.4009774762e-10 318.005033 237.593408 65.005484 128 1 1923841845541.68611948
stream-mpi SNL Haswell Shepard 192 192 1 STREAM array size=320000000.0, NTIMES=10000.0 2.301 stream_mpic empirical 2.301 1 0.5688895628759703 0.0133733445623157 0.01099366076366 0.0 0.0045462166455748 0.2083869813345385 0.0705502777041108 0.0 0.0054508352610161 0.0 0.0096141559220517 0.0051071525727587 0.0145506850783798 0.071512584973615 0.0438131301992239 0.0 0.0200551092923337 0.0419844334226102 0.8154317266459608 0.013420645125114 0.0065207352587734 0.0294403339041981 0.0133202150953763 0.0075928005282104 0.0294897295114361 0.0 0.0 2.26074363522e-05 0.0 0.0 0.0 0.0646769969823619 0.0166510041203888 0.0 1.03021154018e-05 3.4544061666e-06 0.0 2.2592784033e-06 0.0115732420809994 1.36815434659e-05 2.36774925049e-05 0.0 0.002538433136601 4.4025902286e-10 318.504623 238.772162 63.42844 192 1 1289863193060.737898899
stream-mpi SNL Haswell Shepard 256 256 1 STREAM array size=320000000.0, NTIMES=10000.0 2.301 stream_mpic empirical 2.301 1 0.4240117396713294 0.012959427305312 0.0110149573686447 0.0 0.0044416334041056 0.2238593582007908 0.0858692243560379 0.0 0.0053383062405542 0.0 0.009753202779143 0.0050971353707443 0.0146135410088811 0.0467252533876665 0.0283288365880398 0.0 0.0241337139801859 0.0274846626673959 0.7847174190508858 0.0131178742127234 0.0064980144434577 0.0237547426571583 0.0129173270988834 0.0072730686956362 0.031762674105536 0.0 0.0 2.5947210658e-05 0.0 0.0 0.0 0.0532267178637994 0.0162518994950928 0.0 3.75535774168e-05 5.2476128629e-06 0.0 3.0793828596e-06 0.0109733285465063 2.22205367521e-05 3.40277255893e-05 0.0 0.0025638365079746 4.4261280029e-10 319.849082 241.481079 62.977472 256 1 970936339207.606426271
stream-mpi SNL Haswell Shepard 320 320 1 STREAM array size=320000000.0, NTIMES=10000.0 2.301 stream_mpic empirical 2.301 1 0.5811540791372871 0.0140578356873953 0.0107406683732507 0.0 0.0042575132067007 0.1623595198839569 0.0541901723325714 0.0 0.0052823256984224 0.0 0.0095252362157084 0.0050229915642974 0.0142973636021448 0.0825821652539527 0.0505029486246451 0.0 0.0276531861504569 0.0445971264423743 0.891328290432853 0.0131774846596353 0.0063521908607141 0.0307754102717064 0.014776210851804 0.0091571365763571 0.0277534443652783 0.0 0.0 2.19266070761e-05 0.0 0.0 0.0 0.0311236231920935 0.0168915639423859 0.0 9.27767885293e-05 5.0718429218e-06 0.0 4.9204077592e-06 0.010713591242354 2.96442039467e-05 3.62273341654e-05 0.0 0.0025042479289794 4.4146823944e-10 315.759026 236.668701 63.567589 320 1 793480290777.766850987
stream-mpi SNL Haswell Shepard 384 384 1 STREAM array size=320000000.0, NTIMES=10000.0 2.301 stream_mpic empirical 2.301 1 0.6477257272648603 0.0137250907249971 0.0107613716276193 0.0 0.0044004359691388 0.1420099335413255 0.0485817179668903 0.0 0.0047320986573681 0.0 0.0094809048644337 0.005010678385735 0.0142470672254305 0.0637763140026397 0.0394217301125718 0.0 0.0278095296799717 0.0469399820512834 0.7936065735500902 0.0136514776317271 0.0063054118743851 0.0321379334264861 0.0137791006530782 0.0079149985995322 0.0215207646466453 0.0 0.0 4.80575435222e-05 0.0 0.0 0.0 0.0895491662591464 0.0174970279780666 0.0 0.0001322468460359 2.5292105524e-06 0.0 5.8736678005e-06 0.0108202945550797 3.12575544176e-05 4.55379281949e-05 0.0 0.0025797719615254 4.4259936356e-10 312.7391 234.593557 62.580517 384 1 664808579102.512616365
stream-mpi SNL Haswell Shepard 448 448 1 STREAM array size=320000000.0, NTIMES=10000.0 2.301 stream_mpic empirical 2.301 1 0.4636344201601634 0.0131000016924162 0.0102872483804658 0.0 0.0045249424245799 0.1485329786835811 0.0484356129279981 0.0 0.005206471539964 0.0 0.0093718123101222 0.0049538738630563 0.0140302219436262 0.0333141008226992 0.0214167459264794 0.0 0.0340925702409763 0.0432268805303927 0.8198809717699839 0.013593534053041 0.0062461272495395 0.0294917789117582 0.0139734357677345 0.0085122882365707 0.0288392023360493 0.0 0.0 5.49871057462e-05 0.0 0.0 0.0 0.1233561691028615 0.01642841537588 0.0 0.0001285902867189 4.5448435369e-06 0.0 9.5621207136e-06 0.0105804293237922 3.92254472569e-05 4.34188867846e-05 0.0 0.0025520898520966 4.43940978e-10 316.112722 237.033982 62.868464 448 1 575766720503.102554322
stream-mpi SNL Haswell Shepard 512 512 1 STREAM array size=320000000.0, NTIMES=10000.0 2.301 stream_mpic empirical 2.301 1 0.4699163130506723 0.012900029618436 0.0108726160483967 0.0 0.0044605586122086 0.2166847422298943 0.0815225177642143 0.0 0.0053419546125645 0.0 0.0093746221808372 0.005114476274064 0.0142925477978414 0.0220740524892577 0.0140793473617325 0.0 0.030990244171594 0.0412853886688191 0.8454581485907474 0.0130302547104625 0.0063370929185944 0.0294357767325825 0.0137122986588427 0.0077473556019394 0.0216916738357548 0.0 0.0 3.20529040787e-05 0.0 0.0 0.0 0.0318020493267262 0.0159080181152806 0.0 7.04406544945e-05 5.2345726052e-06 0.0 7.3957370755e-06 0.0112290449381414 2.94007161685e-05 6.00947805933e-05 0.0 0.0025849405488491 4.5036873973e-10 313.578316 236.397642 61.617863 512 1 496668672284.183270617
stream-mpi SNL Haswell Shepard 576 576 1 STREAM array size=320000000.0, NTIMES=10000.0 2.301 stream_mpic empirical 2.301 1 0.5225453864747487 0.0153013803140233 0.0105402441035543 0.0 0.0040138432446223 0.2556921919003649 0.0758688707930204 0.0 0.0049423750450944 0.0 0.009228571203648 0.0051270011994828 0.0135929126276642 0.0706590930136965 0.0434553580678633 0.0 0.0359236084442459 0.0353550692261548 0.804379364399735 0.0142426037182995 0.0061258809491494 0.025234525532245 0.0146063388200185 0.0092307544584574 0.0284262978081426 0.0 0.0 7.14710784425e-05 0.0 0.0 0.0 0.1293081168890105 0.0170267317628614 0.0 0.0001789244184044 5.2551622216e-06 0.0 1.76835950505e-05 0.0103798698645059 4.7048453365e-05 4.66990769033e-05 0.0 0.0024664543525433 4.4558108114e-10 313.796659 236.33386 61.836901 576 1 462645634488.304522901
stream-mpi SNL Haswell Shepard 640 640 1 STREAM array size=320000000.0, NTIMES=10000.0 2.301 stream_mpic empirical 2.301 1 0.7053815424139159 0.0157491116243674 0.0100625980153953 0.0 0.0039849112777685 0.2573058851032328 0.0762844162119031 0.0 0.0049960393499927 0.0 0.0089321257545426 0.0046626844479879 0.0135292870754771 0.1000784049074608 0.0607245842710359 0.0 0.0450712255660237 0.0427309690248917 0.7634989597964748 0.0164049952099822 0.0060634074196773 0.0290179967651473 0.0140991792177978 0.0088764637115583 0.0276236339242918 0.0 0.0 8.37326223973e-05 0.0 0.0 0.0 0.1306661935804083 0.017549249548416 0.0 0.0001894217267887 4.2784359579e-06 0.0 2.48220339514e-05 0.0099025711547425 4.4908486762e-05 7.66888758149e-05 0.0 0.0024775306699571 4.4667952939e-10 313.800831 236.361786 61.907032 640 1 425672155291.423394145
stream-mpi SNL Haswell Shepard 704 704 1 STREAM array size=320000000.0, NTIMES=10000.0 2.301 stream_mpic empirical 2.301 1 0.639641242982069 0.0143900788199698 0.0100012355835386 0.0 0.0038897464730522 0.2906232300224785 0.0807066947588673 0.0 0.0049003130229286 0.0 0.0090159436219821 0.0048005882001917 0.0131943145665064 0.045038006688551 0.0283056226369126 0.0 0.0216246229144846 0.0405682218809317 0.7802802288102035 0.0140005684751174 0.0059557649323574 0.0279570713130713 0.0137697166756123 0.0085752124772513 0.0285257068610856 0.0 0.0 8.47368357717e-05 0.0 0.0 0.0 0.1446608577054714 0.0173858310839766 0.0 0.0002386475757905 9.0988339145e-06 0.0 0.0002695773344982 0.0099812147921815 6.11804415352e-05 8.34148285843e-05 0.0 0.0023937816622176 4.4818310251e-10 313.114848 235.151022 62.381261 704 1 391748825461.53669804
stream-mpi SNL Haswell Shepard 768 768 1 STREAM array size=320000000.0, NTIMES=10000.0 2.301 stream_mpic empirical 2.301 1 0.477414562581934 0.0148128952908487 0.0103052507625017 0.0 0.0038779069602899 0.2713654193727457 0.0797260491557459 0.0 0.0048805188134832 0.0 0.0087383539675816 0.004803968818441 0.0129360881442594 0.0706734996928946 0.0433251508747043 0.0 0.047139950006851 0.042127494727172 0.7958253092321242 0.015923463108094 0.0058008377350705 0.027695957618433 0.0132803264839039 0.0082437531484186 0.0278411201282089 0.0 0.0 8.86257867667e-05 0.0 0.0 0.0 0.1346045548660686 0.0160003144786396 0.0 0.0002506561822857 4.8221544175e-06 0.0 2.57750809016e-05 0.0098523541465064 6.48910232904e-05 8.60781901821e-05 0.0 0.0024766797332715 4.5068745798e-10 312.767502 234.836319 62.314488 768 1 363203499679.514201155
stream-mpi SNL Haswell Shepard 832 832 1 STREAM array size=320000000.0, NTIMES=10000.0 2.301 stream_mpic empirical 2.301 1 0.7563118600524485 0.0150020401922378 0.0097448394067596 0.0 0.0037985704258034 0.2876441225641967 0.0797110034012759 0.0 0.0047968863260703 0.0 0.008552362035867 0.0044987937453366 0.0129292998455524 0.1044981762060762 0.0633056614174887 0.0 0.0438449536657557 0.0423420683271855 0.7627988233039006 0.0150997255695525 0.0060706422801121 0.0274005529037861 0.0148022838833644 0.0095221087639935 0.0216795085702161 0.0 0.0 9.39087834068e-05 0.0 0.0 0.0 0.1455618749967725 0.0186118067046842 0.0 0.0002173208314462 2.34568847162e-05 0.0 0.0002300047238521 0.0095563615068174 6.96189204527e-05 9.22547592395e-05 0.0 0.0023907566040117 4.5144308191e-10 312.823739 235.813164 61.354617 832 1 345252303658.233281619
stream-mpi SNL Haswell Shepard 896 896 1 STREAM array size=320000000.0, NTIMES=10000.0 2.301 stream_mpic empirical 2.301 1 0.8097022467046837 0.0167598932715561 0.0093886657056712 0.0 0.0037287013589671 0.2256581385594179 0.0646849117733183 0.0 0.0047194564702413 0.0 0.0081664903149732 0.0048635905996195 0.0125257725611071 0.1211611646664696 0.0731157032862587 0.0 0.045920882332245 0.0385144720329442 0.7415285193876031 0.0163111201994839 0.0059816890271427 0.0251550305357077 0.0141239160153063 0.0092149517315292 0.0253023270669 0.0 0.0 9.9962562647e-05 0.0 0.0 0.0 0.1555866457096096 0.0172054194883337 0.0 0.0002424699576666 8.2962026865e-06 0.0 0.0003058587986001 0.0094794123780604 7.37787387343e-05 0.0001012952047118 0.0 0.0023152209358184 4.5267896278e-10 311.426085 234.28024 61.552069 896 1 330376068464.84433398
stream-mpi SNL Haswell Shepard 960 960 1 STREAM array size=320000000.0, NTIMES=10000.0 2.301 stream_mpic empirical 2.301 1 0.7957794281487242 0.0155218714905096 0.0092134501866217 0.0 0.003638194250743 0.3322593270442234 0.0901967840210778 0.0 0.0045984990171599 0.0 0.0082477723925854 0.0043442348232445 0.0125167822393331 0.1183334852735189 0.0714159758004371 0.0 0.0491037035234277 0.0383627590678548 0.7556821163185222 0.0155158655588063 0.005527170067193 0.0252941259294554 0.0161392272160592 0.0114319310791294 0.0244898153743337 0.0 0.0 0.0001118651537088 0.0 0.0 0.0 0.1519795560368765 0.0167863355678056 0.0 0.0002993630011323 3.3041249104e-06 0.0 0.0003568681347761 0.0094109373309865 5.99444987314e-05 0.0001083509600928 0.0 0.0021169101365873 4.5515326205e-10 309.856549 234.275271 60.017578 960 1 314955402833.633278143
stream-mpi SNL Haswell Shepard 1024 1024 1 STREAM array size=320000000.0, NTIMES=10000.0 2.301 stream_mpic empirical 2.301 1 0.7244430016458207 0.012073177848558 0.0100332697635311 0.0 0.0042863549060752 0.1317367905588256 0.0525474313952541 0.0 0.004913891307122 0.0 0.0087472720557471 0.0045504255648229 0.0133266242300947 0.0933525781798088 0.0530790232765459 0.0 0.0423012399376836 0.0280629865098033 0.7982044117557426 0.0129069796859008 0.005944680299415 0.0220698237840283 0.0124258525800312 0.0070814955614964 0.0252721502347546 0.0 0.0 0.000113415461228 0.0 0.0 0.0 0.1045269139313862 0.0150133833775826 0.0 0.0002327806070432 1.23201873408e-05 0.0 1.65802161511e-05 0.0100113672240232 9.05256543139e-05 0.0001443932625926 0.0 0.0019217355307367 4.7713466958e-10 314.446929 239.724919 59.355665 1024 1 270661700424.490037956