MuMMI

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 8 8 1 Class D=1632.0 2.4 sp-mz.D.8 empirical 2.4 1 1.571376775150505 0.0279194218667254 0.0057865512461373 0.2051539144305517 0.0586892030021399 0.0 0.0145612748902666 0.0066180064026052 0.0544057810095697 1.596890634014735 4.67942421217e-05 5.70958873573e-05 1.447592452e-07 0.0189008584598596 0.0003011869284946 0.411439499133124 0.4316158515648429 0.0666777770908764 0.003988118869647 0.003988118869647 0.0 0.0666843003849865 0.003978144476456 1.00072159119e-05 0.0778565891372018 0.0 0.8122789624864346 0.0278786184641929 0.0 0.9919125979170328 0.411364109424874 2.22989400469e-05 0.0057840156590243 1.531467622e-07 0.0 9.6134613495e-06 0.0 0.0707434942018463 0.0 0.0 1.572919471e-07 4.19913936e-07 0.0 4.1916024273e-10 257.357 84.8332 82.1145 8 1 7580900099933.483021151
sp-mz SystemG 8 8 1 Class D=1632.0 2.8 sp-mz.D.8 empirical 2.8 1 1.533983260918486 0.0271017353344333 0.0056298754245802 0.2001991940274902 0.0574388110553769 0.0 0.0141688497159081 0.0064451192613404 0.0537884126044998 1.558827296969101 3.18188377176e-05 5.71905552708e-05 5.45971595e-08 0.0189044140023852 0.0002944072671668 0.4002992027547144 0.4425060816637261 0.0644132458013279 0.0038668033685754 0.0038668033685754 0.0 0.0647634006127136 0.0038875555555964 9.8449754255e-06 0.0768366094728516 0.0 0.7928057819064442 0.0270949179973065 0.0 0.9925791123186148 0.4009934300934954 2.1854081432e-05 0.0056236599670897 1.489605445e-07 0.0 9.4670443756e-06 0.0 0.0684142744716042 0.0 0.0 1.430782964e-07 3.617373984e-07 0.0 3.5909568811e-10 266.7698 91.1382 82.505 8 1 7797285107311.838949722
sp-mz SystemG 16 8 2 Class D=1632.0 2.4 sp-mz.D.8 empirical 2.4 1 1.515966983915141 0.0272766915169905 0.0027448495509585 0.1975102824188125 0.0568328264499971 0.0 0.013904390948146 0.0063764573004917 0.0534339422113118 1.537532666656772 0.0030645312423368 6.90172397348e-05 0.0003816064742299 0.0188929104717945 0.0002985584286736 0.3963853807614715 0.4451213209304117 0.0638517483377324 0.0042143691916723 0.0042143691916723 0.0 0.0636675161495877 0.0042034323173092 1.15530441918e-05 0.0762782100359029 0.0 0.7818187503746733 0.0272190823419341 0.0 0.9913287625765757 0.3960601938000609 2.8112699643e-05 0.005588859229779 1.486699673e-07 0.0 1.43414606814e-05 0.0 0.0680152215813034 0.0 0.0 2.530553618e-07 4.362018109e-07 0.0 4.1916645565e-10 270.6766 95.8564 81.5936 8 2 3939836489155.856429515
sp-mz SystemG 16 8 2 Class D=1632.0 2.8 sp-mz.D.8 empirical 2.8 1 1.475810842404104 0.0263850752893395 0.002648448637426 0.1902085251723977 0.0563596819554213 0.0 0.0135854511791881 0.0061267941482432 0.0532042577035906 1.500126580824367 0.0030135626075787 5.78787242971e-05 0.0003825593112225 0.0187535640652633 0.0002829873340219 0.381840097189513 0.4560083487343027 0.061034568257246 0.0040375112187632 0.0040375112187632 0.0 0.0614044822856277 0.0040603187670172 1.15882044863e-05 0.0757255397976631 0.0 0.7643726569068162 0.0264284290010921 0.0 0.9911107102642508 0.3833500067347738 2.68946928394e-05 0.0054243378610013 1.442400361e-07 0.0 1.3971417556e-05 0.0 0.0659640312219425 0.0 0.0 3.408249305e-07 3.709531853e-07 0.0 3.5931212763e-10 287.4893 108.6478 82.4653 8 2 4072113912911.623589219
sp-mz SystemG 24 8 3 Class D=1632.0 2.4 sp-mz.D.8 empirical 2.4 1 1.451529106602227 0.0260556504493815 0.0025732185365934 0.1875653505163324 0.0558978615187678 0.0 0.0131918501941144 0.0060327164787681 0.0528239252464708 1.464854477526564 0.0042270594996277 5.77449661438e-05 0.000544743978461 0.018863733580183 0.0002872723866968 0.3769864074835822 0.4401705284789277 0.0605379221876466 0.0041799326601835 0.0041799326601835 0.0 0.0610345757264861 0.0042039723340642 1.5417167979e-05 0.0763652705072164 0.0 0.7409112698482985 0.0259288042373955 0.0 0.9902796879685866 0.3747913357612054 3.53757310888e-05 0.0054036302174909 1.439875962e-07 0.0 1.83407716169e-05 0.0 0.0647547304981478 0.0 0.0 3.4056349e-07 4.211315608e-07 0.0 4.1924998236e-10 283.122 103.9951 83.4552 8 3 2856777603800.970616694
sp-mz SystemG 24 8 3 Class D=1632.0 2.8 sp-mz.D.8 empirical 2.8 1 1.405436449601574 0.0247776818546907 0.0024507829527066 0.1783546480662203 0.0559683731855245 0.0 0.0124882074095317 0.0057488192540631 0.0527938863442435 1.424982492112407 0.003989436610455 6.87821340912e-05 0.0005021780007352 0.0195480189537059 0.0002670226442957 0.3574322290334131 0.4537497745948946 0.057554458735231 0.0039754674181228 0.0039754674181228 0.0 0.0576988269124381 0.0039836502930919 1.46744841998e-05 0.0739337389257074 0.0 0.719171625024554 0.0247799663104186 0.0 0.9901837536871204 0.3577398617289713 3.3479080469e-05 0.0051577897452295 1.373932417e-07 0.0 1.75599985509e-05 0.0 0.0615685128580369 0.0 0.0 3.019454674e-07 3.600724389e-07 0.0 3.5942971197e-10 303.698 118.3047 83.8976 8 3 2999218150585.103950776
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 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
sp-mz SystemG 40 8 5 Class D=1632.0 2.4 sp-mz.D.8 empirical 2.4 1 1.264285453872795 0.0231402117451581 0.0033875595486297 0.1628358923474602 0.0481623897680993 0.0 0.0114694521860064 0.0053291542628433 0.0512410585730499 1.31620663622303 0.0067304746831706 8.83421226123e-05 0.0008479872275549 0.0192016975850083 0.0002580550677365 0.3243345553993788 0.4741897354825291 0.0512597530544872 0.003980975140493 0.003980975140493 0.0 0.0515458592459382 0.0038972363771831 2.35628014843e-05 0.0716546788900052 0.0 0.6586507885663357 0.0231019838204964 0.0 0.9893332221384232 0.3275571867843727 6.22883468313e-05 0.0048078581638363 1.260125711e-07 0.0 1.98664869577e-05 0.0 0.0553445708947805 0.0 0.0 5.659458201e-07 4.542487891e-07 0.0 4.2240486059e-10 302.7406 114.1824 88.6263 8 5 2096735202722.161459965
sp-mz SystemG 40 8 5 Class D=1632.0 2.8 sp-mz.D.8 empirical 2.8 1 1.23277763066046 0.0208510224406107 0.002412564694621 0.1497176371021813 0.0548071275551702 0.0 0.0106717185576299 0.0048031932048308 0.0538910720997001 1.251073741449414 0.0056759121722937 7.66744451826e-05 0.0005065657023097 0.0230183767440423 0.0002330348430752 0.3046623819069482 0.5027288504017741 0.0475030618626655 0.0035366350904909 0.0035366350904909 0.0 0.0475140956388017 0.0037032668851279 2.22011475658e-05 0.0730233739634223 0.0 0.6152232952325378 0.0210583893782981 0.0 0.9897401912752748 0.3029846657457849 4.78648280966e-05 0.0042509391460637 1.135451823e-07 0.0 1.87275657041e-05 0.0 0.051204941636512 0.0 0.0 4.43027365e-07 3.85936737e-07 0.0 3.6021948254e-10 326.2021 131.0173 88.6002 8 5 2292949918132.987166441
sp-mz SystemG 48 8 6 Class D=1632.0 2.4 sp-mz.D.8 empirical 2.4 1 1.218338256677423 0.0211107823257783 0.0024529091364407 0.1474365641276774 0.0498184740562064 0.0 0.0104009871031882 0.0048652945179179 0.0514603143156502 1.232475740159255 0.0077669006837157 9.20797429665e-05 0.0007823751144407 0.0194807492883513 0.0002376559555567 0.3085251304902088 0.4886238242000109 0.046534437909488 0.0035172142420656 0.0035172142420656 0.0 0.0459839907540906 0.0036022852620884 2.74650208617e-05 0.0714273000347925 0.0 0.608964088013759 0.0209719520737452 0.0 0.989825585058523 0.3002531847417982 5.58044722677e-05 0.0043381698217812 1.152254295e-07 0.0 1.86180784727e-05 0.0 0.050076194537115 0.0 0.0 6.335600644e-07 4.495014562e-07 0.0 4.1968811511e-10 307.9247 115.8872 89.4009 8 6 1896725276081.168559255
sp-mz SystemG 48 8 6 Class D=1632.0 2.8 sp-mz.D.8 empirical 2.8 1 1.169806730858125 0.0185920532982882 0.0021758577898889 0.1321822737804051 0.0573527925965434 0.0 0.0092801318198105 0.0041570776539455 0.0607579174354198 1.124921343707717 0.0079210181803742 8.26954573713e-05 0.0006680457715159 0.0240528501907073 0.0002124311765827 0.2623699407219542 0.4954144766799192 0.0403156115121983 0.0032370915758691 0.0032370915758691 0.0 0.0414166365362706 0.0031102499665074 2.38779322285e-05 0.0722101653378854 0.0 0.5732164730743796 0.0183283892507891 0.0 0.9894292736497204 0.2629100900234501 4.84229919788e-05 0.003794896428214 1.00261115e-07 0.0 1.67092201756e-05 0.0 0.0434648040309211 0.0 0.0 5.867083192e-07 3.786948818e-07 0.0 3.5984955301e-10 330.4147 133.164 90.0734 8 6 2154533975420.707720723
sp-mz SystemG 56 8 7 Class D=1632.0 2.4 sp-mz.D.8 empirical 2.4 1 1.09989409052195 0.0190552178512916 0.0024147610567274 0.1370252807523693 0.0497219936199672 0.0 0.0098872329075911 0.0044500907585408 0.0562762933526258 1.127738281094123 0.0070420506758883 9.84077604277e-05 0.0007100787781185 0.0218780598110541 0.0002177585630544 0.2825315288325417 0.4976446214719916 0.0417215224801697 0.0033304958736735 0.0033304958736735 0.0 0.0412082929371421 0.0033752562599447 2.58384873243e-05 0.0732452775627104 0.0 0.5502732832234555 0.0193193324355665 0.0 0.9885796225164126 0.2769046427144015 5.79092148881e-05 0.0038397581362103 1.060850195e-07 0.0 2.1913072698e-05 0.0 0.0451116778046871 0.0 0.0 8.697227492e-07 4.480209515e-07 0.0 4.2074548683e-10 311.7394 118.456 90.8509 8 7 1818742032779.51296379
sp-mz SystemG 56 8 7 Class D=1632.0 2.8 sp-mz.D.8 empirical 2.8 1 1.058745529599007 0.0176040950881323 0.0022740132886847 0.1237087358331575 0.0483074448301762 0.0 0.00885482723133 0.0040179279312222 0.0616942546174143 1.073567801247842 0.0072475488157172 8.55955578716e-05 0.0006571595668946 0.0269864472339696 0.0001992040830155 0.2479170268130118 0.5030383537528544 0.0382395182107911 0.0029981488052433 0.0029981488052433 0.0 0.0377166082722569 0.0030504495799001 2.55561133088e-05 0.0710142210788345 0.0 0.5458249796063092 0.0174049043969116 0.0 0.9893602498255056 0.2483697997854761 5.76809323237e-05 0.003462479991159 9.52484623e-08 0.0 1.72774388513e-05 0.0 0.041137043099256 0.0 0.0 5.155573925e-07 3.788619813e-07 0.0 3.6115763934e-10 337.8287 136.4178 91.452 8 7 1972498212420.06349415
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 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