ӆha8 SSKrSSKrSSKrSSKrSSKrSSKrSSKrSSKrSSKJ r SSK J r J r SSK J r Jr SSKJr SSKJrJr /S Qr/S Qr/S Qr/S Qr/S Qr/SQrS/r/SQr/SQr/SQr/r\\VVs/sHn\HnSSX/PM M snn- r\\VVs/sHn\HnSSX/PM M snn- r\\VVs/sHn\HnSSX/PM M snn- r\\VVs/sHn\\-HnSSX/PM M snn- r\\VVs/sHn\HnSSX/PM M snn- r\\VVs/sHn\HnSSX/PM M snn- r\\VVs/sHn\HnSSX/PM M snn- r\\VVs/sHn\HnSSX/PM M snn- r\\VVs/sHn\HnSSX/PM M snn- r\\VVs/sHn\\-HnSSX/PM M snn- r\\VVs/sHn\HnSSX/PM M snn- r\\VVs/sHn\HnSSX/PM M snn- r\\VVs/sHn\HnSSX/PM M snn- r\\VVs/sHn\HnSSX/PM M snn- r\\VVs/sHn\HnSSX/PM M snn- r\\VVs/sHn\HnSSX/PM M snn- r\\VVs/sHn\HnSSX/PM M snn- r\\VVs/sHn\HnSSX/PM M snn- r\\VVs/sHn\HnSSX/PM M snn- rS%Sjr S&Sjr!Sr"S'Sjr#Sq$Sq%Sq&Sq'0q(\"5r)Sq*S r+S!r,S(S"jr-S)S#jr.S$r/g!\a SSKJr GN>f=fs snnfs snnfs snnfs snnfs snnfs snnfs snnfs snnfs snnfs snnfs snnfs snnfs snnfs snnfs snnfs snnfs snnfs snnfs snnf)*N)Pool) __version__datasets)metricsmodels)Queue)LockThread)local_accuracyconsistency_guaranteeskeep_positive_maskkeep_positive_resamplekeep_negative_maskkeep_negative_resamplekeep_absolute_mask__r2keep_absolute_resample__r2remove_positive_maskremove_positive_resampleremove_negative_maskremove_negative_resampleremove_absolute_mask__r2remove_absolute_resample__r2runtime)r rrrrrkeep_absolute_mask__roc_auckeep_absolute_resample__roc_aucrrrrremove_absolute_mask__roc_auc!remove_absolute_resample__roc_aucr) human_and_00 human_and_01 human_and_11 human_or_00 human_or_01 human_or_11 human_xor_00 human_xor_01 human_xor_11 human_sum_00 human_sum_01 human_sum_11)linear_shap_corrlinear_shap_indcoefrandomkernel_shap_1000_meanrefsampling_shap_1000lime_tabular_regression_1000)r,r-r.r/r0r1) tree_shap_tree_path_dependenttree_shap_independent_200saabasr/ tree_gainr0mean_abs_tree_shapr1r2maple tree_maple) r3r4r5r/r6r0r7r1 lime_tabular_classification_1000r8) deep_shapexpected_gradientsr/r0r1 corrgroups60lassoridge decision_tree random_forestgbmffnnindependentlinear60crichumanc## [H;nUb XS:waMUb XS:waMUb X$S:waM*Ub X4S:waM7Uv M= g7f)Nrrr) _experiments)datasetmodelmethodmetric experiments mC:\Users\julio\OneDrive\Documentos\Trabajo\Ideas Frescas\venv\Lib\site-packages\shap/benchmark/experiments.py experimentsrPs]"  7m#;   Q-!7   &qM"9   &qM"9 #sAA c &Uup4pV[U5n[RRX'S-5nU(aP[RR U5(a,[ US5n [ R"U 5sSSS5 $[URSSS5S-5 [RR5 [R"5n [[U5"5up[[ U5"X[["US-U-5U5n [S[R"5U - -5 [ US5n [ R$"X5 SSS5 U $!,(df  N=f!,(df  U $=f) N.picklerb__ z ...z...took %f seconds. wb)__gen_cache_idospathjoinisfileopenpickleloadprintreplacesysstdoutflushtimegetattrrrr dump)rN use_cache cache_dir dataset_name model_name method_name metric_namecache_id cache_filefstartXyscores rOrun_experimentrus-9C6Lkj)HiI)=>JRWW^^J// *d #q;;q>$ #  (  4a (6 12JJ IIKE 8\ * ,DA G[ )! t@SV`@`0acn oE !TYY[5%8 9: j$ 1 E  L!$ #  Ls*E0F0 E> FcUup[XS9$)N)ri)ru)argsrNris rOrun_experiments_helperrxs J * ::c [[XX#S95nUS:Xa8[[[[ U[ R "U5555nOH[U5nUR[[ U[ R "U555nSSS5 [[ UW55$!,(df  N#=f)N)rJrKrLrMr)listrPmaprxzip itertoolsrepeatr) rJrKrLrMrinworkersexperiments_arroutpools rOrun_experimentsrs;wFbcO1}3-s?IDTDTU^D_/`ab (^t((13 HXHXYbHc3deC OS) **^s 5B// B=cURS5up#Sn[R5 U[;a /[U'[ [U5[ :aSnO-[ R "5[U[ *- S:aSn[R5 U(aO[ R"S5 MUR5nSn[RRU[U5S-5n[RRU5(dT[R5 [UR[ R "55 [R5 [R5 [ S- q[#5 [R5 [%XRXcS 9 [R5 [&S- q[#5 [R5 UR)5 GM![R5 f=f![R5 f=f![R5 f=f![R5 f=f) N:TF=/tmprRr)ri python_binary)split worker_lockacquire host_recordslenssh_conn_per_min_limitrereleasesleepgetrYrZr[rXr\append total_sent__print_status__run_remote_experiment total_done task_done)qhosthostnamer all_clearrNriros rO__thread_workerr s"jjoH I    ! &</-/L*|H-.1GG $IYY[<#9;Q:Q#RRUWW $I##% JJqM),UUW  WW\\)^J-G)-ST ww~~j))    ! &X&--diik:##%  " !OJ      ! g  " !OJ      ! o  ##%&##%    !    !s0AH 5+H" H;I H"H8;II*c [S[S[S[S[[- S3 SS9 [ R R5 g)NzBenchmark task z of z done (z failed, z running) )end)r`r nexperiments total_failedrrbrcrdryrOrrGsF *T,w|nIV`cmVmUnnwx JJrycUq[R"U5n[R"U5 [ U5H/nUR S5upE[ R"SUS/SS9 M1 [R"[U55n[R"U5 [U5q S q S qS q0q[#5nUH)n[%[&Xc4S 9nS UlUR+5 M+ UHnUR-U5 M UR/5 g![ Ra [SUS5  gf=f) aUse ssh to run the experiments on remote machines in parallel. 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?   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