Vh hdZddlmZddlmZddlmZmZddlm Z ddl m Z m Z ddl ZddlmZddlZd d lmZd d lmZmZGd d eZ ddedejededejefdZe GddZGddZ ej!e gdfZ"GddZ#dS)a Classes used to define a grid search. `Launcher`: a launcher is passed to each grid search explore function, and can be called repeatidly to schedule XPs. `Explorer`: defines some metadata, in particular the metrics to display with the `dora grid` command. ) OrderedDict)deepcopy)ProcessPoolExecutorFuture)contextmanager) dataclassfieldN)_Node) SlurmConfig)ShepherdSheepceZdZdS)ProcessExceptionN)__name__ __module__ __qualname__R/var/www/html/movieo_spanner_bot/venv/lib/python3.11/site-packages/dora/explore.pyrrsDrrshepherdargvslurmjob_array_indexc ||||fS#t$r!}tt|d}~wwxYwN)get_sheep_from_argv Exceptionrrepr)rrrrexcs r_processr!"sU*,,T22E?KK ***tCyy)))*s AAAc eZdZUdZeeZeje e fe d<ee Z eje efe d<eeZejeje e d<eeZejee d<dZejde d <d Z dd ed eje d edejefdZ dde d edejefdZdS)Herdz7Represents a herd of sheeps ready to be scheduled. )default_factorysheeps slurm_configs job_arrays _pendingsNLauncher_job_array_launcherc|jrR|jd}|\}}}|||||jPdSdS)z@Complete all pending sheep evaluations and add them to the herd.rN)r(popresult _add_sheep)selffuturesheeprrs rcompletez Herd.complete7skn ;^''**F,2MMOO )E5/ OOE5/ : : :n ; ; ; ; ;rrrrpoolc >|j|jgt|jdz }|,|||||dS|j|t||||dS)Nr ) r*r'appendlenr.rr(submitr!)r/rrrr3rs r add_sheepzHerd.add_sheep>s  # + O " "2 & & &do..2 < OOH88>> W W W W W N ! !$++h$"_"_ ` ` ` ` `rr1rc|jj|jvrdS||j|jj<||j|jj<|,|j||jjdSdSr)xpsigr%r&r'r5)r/r1rrs rr.zHerd._add_sheepHsl 8<4; & & F$) EHL!+058<(  & OO , 3 3EHL A A A A A ' &rr)rrr__doc__r rr%tpDictstrr__annotations__dictr&r listr'Listr(rr*Optionalr2r rr8intr.rrrr#r#*s"'% "D"D"DFBGCJ DDD/4uT/J/J/JM273 +,JJJ(-d(C(C(CJ %CCC"'t!<;; T^X^X_djYYYYYrc#K|jj Jd||j_|jjg dVd|j_dS#d|j_wxYw)zContext manager to indicate that you wish to launch all the included XPs using a single job array with the current Slurm parameters. NzCannot stack job arrays)rLr*rSr'r5rRs r job_arrayzLauncher.job_arrays z-557P555)- & $$R((( 2 EEE-1DJ * * *TDJ * 1 1 1 1s A))A7)rrrr<r r r#r=rCr?rDrrPrSrYrUrr^rirrkrrrr)r)Rs  ')SW+Tws|02 )alignnamestater;sid)ttleafrRs r get_grid_metazExplorer.get_grid_metas\ GG3 ' ' ' GFOO GG   GE % % % GE % % %   rc ddgS)N0z38;5;245rrRs r get_colorszExplorer.get_colorss Z  rr1historyct)a Process a sheep to return a dict (with possibly nested dict inside) matching the schema given by `get_grid_metrics`. This gives more possiblities than `process_history`, which is kept for compatibility, as one has access to the XP config here. If this is implemented, it will always be called, otherwise, `process_history` is used. One should use the history provided here, rather than the one in `sheep.xp.link.history`, as it has possibly been shortened to align multiple experiments. )NotImplementedError)r/r1rs r process_sheepzExplorer.process_sheeps"###rc\dt|i}|D]}|||S)zProcess history to return a dict (with possibly nested dict inside) matching the schema given by `get_grid_metrics`. epoch)r6update)r/routmetricss rprocess_historyzExplorer.process_historysA S\\   G JJw     rN)rrrExplorerPr)rir=rCr rtr~rrrArrrrrrmrms"'%.  rwu~     !!! $5 $274= $T $ $ $ $ rwt}       rrmr)$r< collectionsrcopyrconcurrent.futuresrr contextlibr dataclassesrr typingr=treetable.tabler treetabler|confr shepr r RuntimeErrorrrCr?rDrEr!r#r)Callablerrmrrrrs$#####::::::::%%%%%%((((((((!!!!!!!!!!!!!!     |   26**x*rws|*K* k#.**** $B$B$B$B$B$B$B $BNj2j2j2j2j2j2j2j2Z +xj$& '//////////r