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_PC ANL Theta 512 512 1 STREAM array size=512000000.0, NTIMES=5000.0 1.301 stream_mpic empirical 1.301 1 0.1202558290304907 0.0310001324502013 0.0 0.0 0.0 0.0501396789677026 0.0288022574684699 0.0 0.0027718645798245 0.0 0.0 0.0 0.0 0.0197544859056448 0.0124111903019816 0.0 0.0024638610272666 0.0300383860222362 0.5777380590312257 0.0539054099436101 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0004923038027564 0.0 0.0 0.0 0.02410877350625 0.0304203076917683 0.0 0.0013411464772791 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7.3682421198e-10 274.301775 191.053254 11.994083 512 1 115158292331.337187175
FTLA-rSC13 ANL Theta 512 512 1 max matrix size=20000.0, min matrix size=6000.0, stride size=2000.0, block size=100.0, number of failure injetions=1.0 1.301 testing_ftdqr.x empirical 1.301 1 1.101373563972983 0.0024268474744297 0.0 0.0 0.0 0.3957974642919485 0.1244427708692288 0.0 0.0001646562393617 0.0 0.0 0.0 0.0 0.1278115349850038 0.0394664875253493 0.0 0.0898766221653791 0.0016338298283333 0.1320282869682432 0.0260605059206196 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0010572943265395 0.0 0.0 0.0 0.1785537214605672 0.0015300655476796 0.0 0.0020795842204714 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7.3957847737e-10 206.604905 150.051771 12.0 512 1 249088949498.779273813
FTLA-rSC13 ANL Theta 512 512 1 max matrix size=20000.0, min matrix size=6000.0, stride size=2000.0, block size=100.0, number of failure injetions=2.0 1.301 testing_ftdqr.x empirical 1.301 1 1.107472735899985 0.0026204007530701 0.0 0.0 0.0 0.3895152178012117 0.1275412928691357 0.0 0.0001828888457772 0.0 0.0 0.0 0.0 0.1278054456293032 0.0394278209536227 0.0 0.088567593608149 0.0016588991216721 0.1308470695425581 0.0249151878267269 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0011847300175767 0.0 0.0 0.0 0.174325135183795 0.0016095549126964 0.0 0.0021381391928001 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7.3852373061e-10 197.803879 147.803879 13.00431 512 1 314581088420.957761321
XSBench ANL Theta 512 8 64 gridpoints=100000.0, threads per node=64.0 1.301 XSBench empirical 1.301 1 0.4807651049343551 0.0055410363512026 0.0 0.0 0.0 0.1132137197278157 0.0588539401508055 0.0 0.0011082206629239 0.0 0.0 0.0 0.0 0.0491891391583112 0.0200152529950411 0.0 0.0279760441475688 0.0032214460741905 0.2519706064802713 0.0100309953062175 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0023756964277349 0.0 0.0 0.0 0.0696665223503898 0.003165393901671 0.0 0.0038931531724981 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.14956033143e-09 125.338144 74.985567 16.02268 8 64 210629640202.354246610644112386
FTLA-rSC13 ANL Theta 512 512 1 max matrix size=20000.0, min matrix size=6000.0, stride size=2000.0, block size=100.0, number of failure injetions=3.0 1.301 testing_ftdqr.x empirical 1.301 1 1.087157466972219 0.0028396073753502 0.0 0.0 0.0 0.3901385321925626 0.1251240375455051 0.0 0.0002024821596357 0.0 0.0 0.0 0.0 0.1271683656857542 0.0393035570762135 0.0 0.0878720405679119 0.0016260928182701 0.13530669713712 0.0219913233028423 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0011794145810695 0.0 0.0 0.0 0.1763072480926758 0.0016665401886295 0.0 0.0021928141720168 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7.3819896096e-10 204.802842 148.595027 11.028419 512 1 381441639573.450531561
FTLA-rSC13 ANL Theta 512 512 1 max matrix size=20000.0, min matrix size=6000.0, stride size=2000.0, block size=100.0, number of failure injetions=4.0 1.301 testing_ftdqr.x empirical 1.301 1 1.082560577972203 0.0028689677476933 0.0 0.0 0.0 0.3805893589312394 0.1300101956759495 0.0 0.0002051140200002 0.0 0.0 0.0 0.0 0.1278868696934252 0.0395200383925433 0.0 0.0883891134416231 0.0012928091209678 0.1336055085026044 0.0215738281335379 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0010790315781213 0.0 0.0 0.0 0.1819187424431759 0.0015133429459169 0.0 0.0021803667746243 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7.4148873597e-10 208.349003 151.54416 12.967236 512 1 473965325367.018063186
HACC ANL Theta 512 512 1 nstep=3.0, nsub=5.0, ng/np=640.0 1.301 hacc_tpm empirical 1.301 1 0.675403765555921 0.0073441846810798 0.0 0.0 0.0 0.200974875836518 0.0487481936487508 0.0 0.0002914643663318 0.0 0.0 0.0 0.0 0.0553406065696584 0.0248038582668236 0.0 0.0261828579805801 0.0071720412453364 0.0663457064892679 0.0108926115818117 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0002195208182198 0.0 0.0 0.0 0.0693781978659196 0.0070987780466689 0.0 0.0056219632144355 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 8.4981903387e-10 170.648611 124.1375 12.386111 512 1 435633139815.779071119
FTLA-rSC13 ANL Theta 512 512 1 max matrix size=20000.0, min matrix size=6000.0, stride size=2000.0, block size=100.0, number of failure injetions=5.0 1.301 testing_ftdqr.x empirical 1.301 1 1.099020389697256 0.0027680047763717 0.0 0.0 0.0 0.3845093413338462 0.1264032887338988 0.0 0.0001952926055138 0.0 0.0 0.0 0.0 0.1364700423762026 0.0415167360963104 0.0 0.0929796186607935 0.0016689764949058 0.1339565609574399 0.0196266363981512 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0009074407808712 0.0 0.0 0.0 0.188306496933257 0.0012621561152321 0.0 0.0021379198582967 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7.3730018326e-10 211.158439 157.479908 13.050517 512 1 591550418543.971650118
la-fti ANL Theta 512 512 1 max matrix size=50000.0, min matrix size=8000.0, stride size=2000.0, block size=100.0, Ckp L1=1.0, Ckp L2=2.0, Ckp L3=3.0, Ckp L4=4.0 1.301 testing_ftdqr.x empirical 1.301 1 1.118971384899386 0.003260528211101 0.0 0.0 0.0 0.5107007264906245 0.1004910675708948 0.0 0.0002192794283253 0.0 0.0 0.0 0.0 0.1014376932165664 0.0321859580119759 0.0 0.0708768926394756 0.002138307945972 0.1315825468669499 0.0623057039953498 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0011092920118116 0.0 0.0 0.0 0.1433644169252522 0.0021187887293629 0.0 0.0022294776205924 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 8.0478179388e-10 227.444667 156.44 14.839333 512 1 1008922323013.026160432
la ANL Theta 512 512 1 max matrix size=50000.0, min matrix size=8000.0, stride size=2000.0, block size=100.0 1.301 testing_ftdqr.x empirical 1.301 1 1.127160680517189 0.0030382961323627 0.0 0.0 0.0 0.5145367701400575 0.0990183936349517 0.0 0.0002308005775657 0.0 0.0 0.0 0.0 0.1011070802370431 0.0321311982461131 0.0 0.0693767573929822 0.0021392804338112 0.1326494901834807 0.0631377658524199 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0011381994741404 0.0 0.0 0.0 0.1427485403821394 0.0021267162158272 0.0 0.0017842390923461 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7.4862752353e-10 230.125782 159.371786 14.838777 512 1 1088343497121.435577417
OpenMC ANL Theta 512 8 64 Particles size=4000000.0, batch size=100.0, inactive size=20.0 1.301 openmc empirical 1.301 1 0.0840649231391888 0.0037528461932572 0.0 0.0 0.0 0.0215076636229015 0.0182471276735683 0.0 9.58163354589e-05 0.0 0.0 0.0 0.0 0.0082189165127865 0.0035829414072827 0.0 0.0046791059971154 0.0011008402351872 0.0170022484466187 0.0097154953653635 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.002615796050821 0.0 0.0 0.0 0.0115358395250103 0.0011298270297025 0.0 0.0011721936049673 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7.2028501652e-10 173.379988 114.308849 12.037016 8 64 1200504554679.973561419
Nek5000-flat ANL Theta 512 512 1 domain dimension=2.0, Iters=100000.0 1.301 nek5000 empirical 1.301 1 0.4172137853152958 0.0269475042447555 0.0 0.0 0.0 0.1792295474417633 0.068951006789347 0.0 0.0007633127630798 0.0 0.0 0.0 0.0 0.0524949823082276 0.0190901831503004 0.0 0.0344052096535134 0.0076507436333205 0.0881618723860574 0.0223253392732952 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0187386496934851 0.0 0.0 0.0 0.0739934047039729 0.0077195643876315 0.0 0.0027603568744998 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7.9864177964e-10 190.585066 136.242755 14.975452 512 1 1836406624833.860288326
Nek5000-cache ANL Theta 512 512 1 domain dimension=2.0, Iters=100000.0 1.301 nek5000 empirical 1.301 1 0.4184743179209965 0.02632681874901 0.0 0.0 0.0 0.1447404805591351 0.059211841096394 0.0 0.0007582925455478 0.0 0.0 0.0 0.0 0.0522106257086926 0.0190630600924039 0.0 0.0335050683921592 0.0077160582421206 0.088477582760646 0.0225142812962619 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0185561004609295 0.0 0.0 0.0 0.0761382574715389 0.0078241479057329 0.0 0.0027799028756135 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 8.1524676302e-10 204.368042 151.380812 12.002947 512 1 1882104429726.337854107
Nekbone-ori-flat ANL Theta 512 512 1 Element size=256.0, Iters=1000.0 1.301 nekbone empirical 1.301 1 0.748429861164179 0.0006315786698333 0.0 0.0 0.0 0.2498738698856807 0.0169725009564995 0.0 2.52019159114e-05 0.0 0.0 0.0 0.0 0.0060165166692179 0.0054479746347019 0.0 0.0005129882824699 0.0005656398281345 0.5252202391076696 0.0018258754270537 0.0 0.0 0.0 0.0 0.0 0.0 0.0 5.75219160106e-05 0.0 0.0 0.0 0.0067838286590377 0.0005707224123154 0.0 3.60952096213e-05 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7.1923495988e-10 170.816742 116.045874 12.49799 512 1 2941906289362.00314112
Nekbone-ori-cache ANL Theta 512 512 1 Element size=256.0, Iters=1000.0 1.301 nekbone empirical 1.301 1 0.7485673296543012 0.0006201830731574 0.0 0.0 0.0 0.2498415522692745 0.0169253590074261 0.0 2.58446749924e-05 0.0 0.0 0.0 0.0 0.006010118580012 0.0054423095292746 0.0 0.0006378497769672 0.0005702635229592 0.5215032857543463 0.0018344103413148 0.0 0.0 0.0 0.0 0.0 0.0 0.0 5.96990840162e-05 0.0 0.0 0.0 0.0078370650073131 0.000565684357278 0.0 3.74007482415e-05 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7.1953814086e-10 181.944234 128.737713 12.13327 512 1 2943008985554.278293606
Nekbone-fti ANL Theta 512 512 1 Element size=256.0, Iters=1000.0, ckp L1=4.0, ckp L2=6.0, ckp L3=8.0, ckp L4=10.0 1.301 nekbone empirical 1.301 1 0.7499296101054563 0.0007022464375247 0.0 0.0 0.0 0.2499632335554041 0.0174857861596472 0.0 2.83934272442e-05 0.0 0.0 0.0 0.0 0.0067431625962486 0.0056925404339374 0.0 0.0009883461621709 0.0006316110563422 0.5209813320660917 0.0018427128782157 0.0 0.0 0.0 0.0 0.0 0.0 0.0 6.8171255662e-05 0.0 0.0 0.0 0.0077164459662724 0.000631029942633 0.0 7.50664276894e-05 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7.3590352738e-10 166.735866 111.78027 13.179904 512 1 2970245688021.150955228
Nekbone-fti ANL Theta 512 512 1 Element size=256.0, Iters=1000.0, ckp L1=5.0, ckp L2=8.0, ckp L3=9.0, ckp L4=10.0 1.301 nekbone empirical 1.301 1 0.7498731224727129 0.0006989182798513 0.0 0.0 0.0 0.2499147087068596 0.0174023247281298 0.0 2.92116917461e-05 0.0 0.0 0.0 0.0 0.0066208776824912 0.0056515393349844 0.0 0.0010304822779874 0.0006309454914267 0.5207659277946435 0.0018375028880624 0.0 0.0 0.0 0.0 0.0 0.0 0.0 6.60448171419e-05 0.0 0.0 0.0 0.00727943456386 0.0006264647887372 0.0 0.0001106432502106 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7.3659325744e-10 167.057261 114.550847 13.53344 512 1 2970750725583.779924207
Nekbone-fti ANL Theta 512 512 1 Element size=256.0, Iters=1000.0, ckp L1=2.0, ckp L2=4.0, ckp L3=6.0, ckp L4=8.0 1.301 nekbone empirical 1.301 1 0.750477349482267 0.0007029712841857 0.0 0.0 0.0 0.2499646163716599 0.0175346476304052 0.0 2.68368297398e-05 0.0 0.0 0.0 0.0 0.0072712377152928 0.005934444394886 0.0 0.0010807871884673 0.000635780788784 0.5202712873507104 0.0018401499550856 0.0 0.0 0.0 0.0 0.0 0.0 0.0 6.73630062759e-05 0.0 0.0 0.0 0.0070672496026348 0.0006343379503872 0.0 7.85537486061e-05 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7.4001163106e-10 170.486013 121.304981 11.330225 512 1 2979864993258.745280997
Nekbone-fti ANL Theta 512 512 1 Element size=256.0, Iters=1000.0, ckp L1=3.0, ckp L2=5.0, ckp L3=7.0, ckp L4=11.0 1.301 nekbone empirical 1.301 1 0.7504571337021874 0.0007054923761907 0.0 0.0 0.0 0.2498673895087899 0.0175612394655146 0.0 2.63592670612e-05 0.0 0.0 0.0 0.0 0.0072656509224789 0.0058631962715521 0.0 0.0011014200322823 0.0006304989954785 0.5139455260611823 0.0018258401339465 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7.08623383658e-05 0.0 0.0 0.0 0.0076973196189758 0.0006339781590801 0.0 8.47742004014e-05 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7.4400090781e-10 178.199368 127.536238 12.126439 512 1 2978098285554.563697193
Nekbone-fti ANL Theta 512 512 1 Element size=256.0, Iters=1000.0, ckp L1=1.0, ckp L2=2.0, ckp L3=3.0, ckp L4=4.0 1.301 nekbone empirical 1.301 1 0.7552905749054726 0.0007199648709362 0.0 0.0 0.0 0.2501115590453452 0.0184467412191686 0.0 2.63134276148e-05 0.0 0.0 0.0 0.0 0.0077463600117896 0.0059997562161826 0.0 0.0015823671310032 0.0006332767032729 0.5166326178730601 0.001854227784606 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7.72630363676e-05 0.0 0.0 0.0 0.0088803385068906 0.0006376859449662 0.0 0.000171964669217 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7.6121928938e-10 176.19987 131.887546 15.527088 512 1 3043588656150.614584154