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
Horovod CANDLE P1B2 Benchmark ANL Theta 128 128 64 learning rate=0.001, batch size=150.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3252382968908034 0.0131219141362303 0.0047459743246804 0.0 0.0179823057654572 0.0031155533268163 0.0 0.0 0.0545706635474669 0.0 0.0 0.0 0.0 0.0367393026237473 0.0036424795406712 0.0 0.4508917772961848 0.0063555991438856 0.0 0.0 0.0 0.0 0.0 0.0067757354366294 0.07267964003631 0.0 0.13806781986361 0.0063555991438856 0.0 0.2298529579673502 0.0 0.0 0.0052667015954571 0.0 0.0 0.0 0.0122179615068439 0.0169639358315243 0.0940560436148056 0.042781755158859 0.0 0.0 0.0 1.22968289832e-09 120.5625 71.026442 13.387019 128 64 158045477631.279090260219827109
Horovod CANDLE P1B2 Benchmark ANL Theta 128 128 64 learning rate=0.001, batch size=160.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3271508657985925 0.0132097401877493 0.0048308929859674 0.0 0.0179728993002102 0.0031336403595112 0.0 0.0 0.0549761232478651 0.0 0.0 0.0 0.0 0.036992445789117 0.003658018096684 0.0 0.4493929133473596 0.0063953526688548 0.0 0.0 0.0 0.0 0.0 0.0067892726200071 0.0726241396623296 0.0 0.1379301839018817 0.0063953526688548 0.0 0.2279531359670535 0.0 0.0 0.0053176600335992 0.0 0.0 0.0 0.0123423737729066 0.017173266758874 0.0943807265657525 0.042955268485635 0.0 0.0 0.0 1.27589208919e-09 131.255 77.5925 14.98 128 64 156497888568.901849482279099387
Horovod CANDLE P1B2 Benchmark ANL Theta 128 128 64 learning rate=0.001, batch size=130.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3264087673760617 0.0132565749957026 0.0047865336431633 0.0 0.0179416150748184 0.0031062467614675 0.0 0.0 0.0548188003054535 0.0 0.0 0.0 0.0 0.0368485995170257 0.0036526821579981 0.0 0.4467235542521911 0.0064683907709213 0.0 0.0 0.0 0.0 0.0 0.0068062671629902 0.0726180719155417 0.0 0.137926402466394 0.0064683907709213 0.0 0.2302424555649897 0.0 0.0 0.0053158067652488 0.0 0.0 0.0 0.0123262894630338 0.0171128231061971 0.0944042488714837 0.0430048590898221 0.0 0.0 0.0 1.36224292845e-09 133.355972 82.653396 14.0 128 64 156534211003.486747444822090976
Horovod CANDLE P1B2 Benchmark ANL Theta 128 128 64 learning rate=0.001, batch size=140.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3242218304497985 0.0130204281156801 0.0047282310863035 0.0 0.0179336483939485 0.0031062639682035 0.0 0.0 0.0544542982882046 0.0 0.0 0.0 0.0 0.0366334314104145 0.0036308621918978 0.0 0.4439554033107188 0.0063315606375854 0.0 0.0 0.0 0.0 0.0 0.0067873706397494 0.0723919805601651 0.0 0.1370836666051734 0.0063315606375854 0.0 0.2280913353388118 0.0 0.0 0.0053702999386 0.0 0.0 0.0 0.012262973181734 0.0169912042680375 0.0952059960003501 0.0432321329609515 0.0 0.0 0.0 1.37091041735e-09 124.210162 75.032333 11.420323 128 64 157741312826.270938249647257303
Horovod CANDLE P1B2 Benchmark ANL Theta 128 128 64 learning rate=0.001, batch size=110.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3295540785360592 0.0141724161580233 0.0046537699601044 0.0 0.0180535615314078 0.003101860045176 0.0 0.0 0.0553895710337694 0.0 0.0 0.0 0.0 0.0372712722399527 0.0036487959803772 0.0 0.4455408958623408 0.0072445216728519 0.0 0.0 0.0 0.0 0.0 0.0068519552061489 0.0729563993775971 0.0 0.137519206210265 0.0072445216728519 0.0 0.2309904982437261 0.0 0.0 0.0053146132804923 0.0 0.0 0.0 0.0124051368220508 0.0170589067821553 0.0956679404470111 0.0436099061573007 0.0 0.0 0.0 1.50989801903e-09 125.095949 79.03838 11.053305 128 64 155097705969.867272751818864277
Horovod CANDLE P1B2 Benchmark ANL Theta 128 128 64 learning rate=0.001, batch size=120.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3236979652087738 0.0131512098546944 0.0047190417914497 0.0 0.0178543103436087 0.0031275335115326 0.0 0.0 0.0543401893744202 0.0 0.0 0.0 0.0 0.0365264168404698 0.0036352328779352 0.0 0.4492143582590077 0.0063604545485186 0.0 0.0 0.0 0.0 0.0 0.0067661289834074 0.0722392863249865 0.0 0.1366324748859639 0.0063604545485186 0.0 0.2286208660629281 0.0 0.0 0.0053826778757128 0.0 0.0 0.0 0.0122794672599474 0.0169985090513971 0.0947688982259065 0.043122105203621 0.0 0.0 0.0 1.48728778021e-09 128.770878 77.561028 15.012848 128 64 157777769119.347345464599364525
Horovod CANDLE P1B2 Benchmark ANL Theta 128 128 64 learning rate=0.001, batch size=70.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3256787185251208 0.0131625034183939 0.0047556574334039 0.0 0.0180191738840755 0.0031260003204027 0.0 0.0 0.0547279487546131 0.0 0.0 0.0 0.0 0.0368149445699989 0.003661186105721 0.0 0.4436501519805199 0.0063639109456352 0.0 0.0 0.0 0.0 0.0 0.0068542311206787 0.0730342862248883 0.0 0.1378047000271116 0.0063639109456352 0.0 0.2299684755458726 0.0 0.0 0.0052138611237617 0.0 0.0 0.0 0.0122270112559019 0.0169826686893058 0.0951758940283858 0.0433253060485689 0.0 0.0 0.0 1.73620979838e-09 128.738574 82.744059 12.985375 128 64 157239177693.114891911591631897
Horovod CANDLE P1B2 Benchmark ANL Theta 128 128 64 learning rate=0.001, batch size=90.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3263710862308098 0.0132682545430009 0.0048297133414434 0.0 0.0179204461397311 0.0030959116908776 0.0 0.0 0.0548148465372684 0.0 0.0 0.0 0.0 0.0368965920871234 0.0036986104734028 0.0 0.4472858664187635 0.0063908683201855 0.0 0.0 0.0 0.0 0.0 0.0068219849633412 0.072432868081752 0.0 0.1361496589766882 0.0063908683201855 0.0 0.2319674643145147 0.0 0.0 0.0053380396967777 0.0 0.0 0.0 0.0123549640869159 0.0171846774283593 0.094051862944273 0.0428123406953861 0.0 0.0 0.0 1.7870870462e-09 125.448214 74.5125 13.008929 128 64 156737397652.566566961443178974
Horovod CANDLE P1B2 Benchmark ANL Theta 128 128 64 learning rate=0.001, batch size=90.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3263710862308098 0.0132682545430009 0.0048297133414434 0.0 0.0179204461397311 0.0030959116908776 0.0 0.0 0.0548148465372684 0.0 0.0 0.0 0.0 0.0368965920871234 0.0036986104734028 0.0 0.4472858664187635 0.0063908683201855 0.0 0.0 0.0 0.0 0.0 0.0068219849633412 0.072432868081752 0.0 0.1361496589766882 0.0063908683201855 0.0 0.2319674643145147 0.0 0.0 0.0053380396967777 0.0 0.0 0.0 0.0123549640869159 0.0171846774283593 0.094051862944273 0.0428123406953861 0.0 0.0 0.0 1.7870870462e-09 125.448214 74.5125 13.008929 128 64 156737397652.566566961443178974
Horovod CANDLE P1B2 Benchmark ANL Theta 128 128 64 learning rate=0.001, batch size=100.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3643569306503415 0.0106141323685604 0.0042784459320556 0.0 0.0236074499967139 0.0028382162937991 0.0 0.0 0.0534826656085989 0.0 0.0 0.0 0.0 0.030196399333315 0.0074405673782666 0.0 0.4011144925675496 0.004848950466348 0.0 0.0 0.0 0.0 0.0 0.0057621088037817 0.0783560493883321 0.0 0.1655137305975324 0.004848950466348 0.0 0.2709860830635727 0.0 0.0 0.0042817147608889 0.0 0.0 0.0 0.0087515975762614 0.013030043508317 0.1116719020893594 0.0500921917727075 0.0 0.0 0.0 1.53850886542e-09 120.537543 70.716724 12.614334 128 64 190345568740.063685709846886064
Horovod CANDLE P1B2 Benchmark ANL Theta 128 128 64 learning rate=0.001, batch size=80.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3563238532961072 0.0105393185099521 0.0038057821929723 0.0 0.0227674144999137 0.0028356982414609 0.0 0.0 0.0523023161486271 0.0 0.0 0.0 0.0 0.0290472894184552 0.0053526751617059 0.0 0.3764422694328899 0.0048006481988295 0.0 0.0 0.0 0.0 0.0 0.0056434458275587 0.0784619864024336 0.0 0.1615696981953444 0.0048006481988295 0.0 0.2581274684563032 0.0 0.0 0.0048018722180091 0.0 0.0 0.0 0.0078379245501774 0.0116437067431497 0.1119142526989414 0.0543180011955216 0.0 0.0 0.0 1.72180390758e-09 125.787879 80.377104 13.074074 128 64 172273122214.538910972262901037
Horovod CANDLE P1B2 Benchmark ANL Theta 128 128 64 learning rate=0.001, batch size=50.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3219513293564553 0.0130881969316108 0.0048002716603894 0.0 0.017924760095704 0.0031137124357843 0.0 0.0 0.0540853998007578 0.0 0.0 0.0 0.0 0.0363986710984225 0.0036490096980751 0.0 0.4452324500131826 0.0062790369956747 0.0 0.0 0.0 0.0 0.0 0.0068640918834467 0.0725759167911072 0.0 0.1385196189354937 0.0062790369956747 0.0 0.2295601618613685 0.0 0.0 0.0052394796633953 0.0 0.0 0.0 0.0122594006319852 0.0170596722923746 0.0944656762662969 0.0428389080651211 0.0 0.0 0.0 2.30131391146e-09 128.51087 79.807065 12.452446 128 64 159694213018.877745797155717508
Horovod CANDLE P1B2 Benchmark ANL Theta 128 128 64 learning rate=0.001, batch size=60.0, epochs=384.0 1.301 p1b2-hybrid.py empirical 1.301 1 0.3591371591780479 0.0105091103503541 0.0043226170335418 0.0 0.0232761901016075 0.0028151970456335 0.0 0.0 0.0527217023515247 0.0 0.0 0.0 0.0 0.0293157851033618 0.0054865672904712 0.0 0.4013207863676684 0.0047783869074931 0.0 0.0 0.0 0.0 0.0 0.0056695691020122 0.0780226023361764 0.0 0.1602267751626559 0.0047783869074931 0.0 0.2607463397905581 0.0 0.0 0.0047643562500145 0.0 0.0 0.0 0.0086886229616568 0.0130112399951986 0.1114437193372071 0.0499512898717667 0.0 0.0 0.0 2.16146864255e-09 128.278378 78.725676 12.109459 128 64 171148447272.208149851236896909