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 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
HDC16 SNL Haswell Shepard 192 192 1 number of iterations=50000.0, Local data size (MB)=16.0 2.301 hdc-ins empirical 2.301 1 0.8725604154282618 0.0144448103729518 0.0136110848483581 0.0 0.0063992441767428 0.3558505319103705 0.1114198505710212 0.0 0.0043158351482924 0.0 0.0162256159017815 0.0069441383355638 0.0205884743742805 0.0660703278391532 0.0392799207901791 0.0 0.040753400270076 0.0193883143133235 0.6044477570576533 0.014104204842278 0.0082050247902924 0.0147886707804888 0.0140590740199047 0.0064191658132641 0.0165519239596327 0.0 0.0 2.93595541388e-05 0.0 0.0 0.0 0.1679013453004621 0.0244174929998362 0.0 7.61640738076e-05 6.382775553e-07 0.0 9.2460622725e-06 0.0128936219631944 2.50250730695e-05 1.8193519587e-05 0.0 0.0019228045235537 4.4048802974e-10 331.995444 253.880503 61.900094 192 1 1631001451785.330869182
HDC2 SNL Haswell Shepard 192 192 1 number of iterations=1000000.0, Local data size (MB)=2.0 2.301 hdc-ins empirical 2.301 1 1.978160385611742 0.0318002576660516 0.0097988659123399 0.0 0.0128769429696176 0.8353696704488105 0.2617193707142511 0.0 0.005791530635457 0.0 0.0225014321934518 0.0134951247295638 0.033083903259818 0.1790471064740757 0.1055512468799833 0.0 0.0710160588935717 0.0137000663119489 0.3354219521405883 0.0342597526353942 0.0192646139955373 0.0193547339315489 0.0333363440371827 0.0138418540641855 0.0201187795810234 0.0 0.0 0.0001983139590257 0.0 0.0 0.0 0.2668377223144921 0.0623722649309806 0.0 2.4112492652e-06 2.0428741919e-06 0.0 2.36992934071e-05 0.0100785884294599 0.0001692966485603 0.0002099166221302 0.0 0.0006125460169902 4.3921192786e-10 325.502832 264.583871 44.74781 192 1 1795940663185.795110842
Heat Distribution Code SNL Haswell Shepard 192 192 1 number of iterations=50000.0, Local data size (MB)=32.0 2.301 hdc-ins empirical 2.301 1 0.8474564189506852 0.0149119203847589 0.0133753528976422 0.0 0.0064722744723897 0.3338817837803063 0.1012045014753977 0.0 0.0048760108116714 0.0 0.0163338627634926 0.006935929780453 0.0204723461220681 0.0592358803884053 0.0353938109214653 0.0 0.0259127312057168 0.0166734931223296 0.6630930771723553 0.0150170855503021 0.0081652247947104 0.0170863957467141 0.0149976556321775 0.0073291010212493 0.0189675938893561 0.0 0.0 1.54486699687e-05 0.0 0.0 0.0 0.0778025081002586 0.0242860659136565 0.0 6.33856682157e-05 4.796233223e-07 0.0 8.8845233328e-06 0.0133858784277066 1.80132081019e-05 1.62995788285e-05 0.0 0.001980150217422 4.4057939454e-10 330.017717 251.27127 62.498458 192 1 3271013170065.899378318