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Parameters ---------- experiments : iterable Output of shap.benchmark.experiments(...). thread_hosts : list of strings Each host has the format "host_name:path_to_python_binary" and can appear multiple times in the list (one for each parallel execution you want on that machine). rate_limit : int How many ssh connections we make per minute to each host (to avoid throttling issues). rsshz&pkill -f shap.benchmark.run_experiment)timeoutzFailed to connect tozafter 15 seconds! Exiting.Nr)targetrwT)rcopyr/shufflesetr subprocessrunTimeoutExpiredr`r{rrrrrrr r rdaemonrqputr[) rP thread_hosts rate_limitrr_rworkerrNs rOrun_remote_experimentsrOs"(99\*L NN< L!jjo   NNE8-UV`b c"))D-.K NN;{#LJJLL AaY?   "  j"FFH/((  ((4P Q  sD!D>=D>c UupEpg[U5n[RRX(S-5n [RR U 5(a,[ U S5n [ R"U 5sSSS5 $[R"[R"SS55 SUSUSUSUSUS3 n S U-S U S US US 3-n [R"SX/5 [R"SUS-U -U /5 [RR U 5(a,[ U S5n [ R"U 5sSSS5 $['S5e!,(df  N=f![RaRn [SUS3[ R"S9 [U [ R"S9 [$S- q[U 5 Sn A gSn A ff=f!,(df  g=f)NrRrSrrz shap.benchmark.run_experiment(['z', 'z'], cache_dir='z')zCUDA_VISIBLE_DEVICES="" z -c "import shap; z" &> /z.outputrz The following command failed on r)filerscpz;Remote benchmark call finished but no local file was found!)rXrYrZr[r\r]r^r_rerr/uniformr check_outputCalledProcessErrorr`rbstderrrFileNotFoundError)rNremoterirrjrkrlrmrnrorpfunccmdes rOrrs9C6Lkj)HiI)=>J ww~~j!! *d #q;;q>$ # JJv~~a#$.l^4 |4P[}\`al`mm|~G}HHJ KD $} 49KD6QVW`Vaabckblls7t tC 45UFSL:$=zJK ww~~j!! *d #q;;q>$ # ]^^7$ #  ( ( 0:L c #  a $ #s1#E%E6:G% E36G AGG G-cBUupp4SSR[XX4/5-$)NvrT)r[r)rNrjrkrlrms rOrXrXs'9C6Lk K;\] ]]ry)NNNN)Tr)NNNNrr) )rpython)0rr~rYr^r/rrbremultiprocessingrrrrr queuer ImportError threadingr r regression_metricsbinary_classification_metrics human_metricslinear_regress_methodslinear_classify_methodstree_regress_methodsrf_regress_methodstree_classify_methodsdeep_regress_methodsdeep_classify_methodsrIrPrurxrrrrrrrrrrrrrX)sms00rOrs   $#0!0    &$ :Lm:LQVlQR.'10Vl0:Lmm :Lm:LQVlQR.'10Vl0:Lmm BTsBTQ^rYZ./18^r8BTss  "%77_a+7,   8Ji8J1Thq.%.Th.8Jii 9Kj9KAUiPQ.&!/Ui/9Kjj AStASA]sXY'!7]s7AStt AStASA]sXY'!7]s7AStt