ї M/PheЦС"≈dZddlmZmZdd└ZdS)aParallel utility function using joblib copied from https://github.com/mne-tools/mne-python Author: Alexandre Gramfort License: Simplified BSD changes for statsmodels (Josef Perktold) - try import from joblib directly, (does not import all of sklearn) И)зModuleUnavailableWarningзmodule_unavailable_docИcСП≈ ddlm}m}n#t$rddlm}m}YnwxYw|||╛і╚}||і╚}|dkrd ddl}|═і╚}nJ#ttf$r6ddl}|═ tjdі╚tі╚d}YnwxYwnL#t$r?ddl}|═ tjdі╚tі╚d}|}t}YnwxYw|||fS) aЖReturn parallel instance with delayed function Util function to use joblib only if available Parameters ---------- func : callable A function n_jobs : int Number of jobs to run in parallel verbose : int Verbosity level Returns ------- parallel : instance of joblib.Parallel or list The parallel object my_func : callable func if not parallel or delayed(func) n_jobs : int Number of jobs >= 0 Examples -------- >>> from math import sqrt >>> from statsmodels.tools.parallel import parallel_func >>> parallel, p_func, n_jobs = parallel_func(sqrt, n_jobs=-1, verbose=0) >>> print(n_jobs) >>> parallel(p_func(i**2) for i in range(10)) r)зParallelзdelayed)зverboseИЪЪЪЪNзmultiprocessingИзjoblib)r rrзImportErrorзsklearn.externals.joblibrз cpu_countзNotImplementedErrorзwarningsзwarnrзformatrзlist) зfuncзn_jobsr rrзparallelзmy_funcrrs ЗZ/var/www/html/test/jupyter/venv/lib/python3.11/site-packages/statsmodels/tools/parallel.pyз parallel_funcrs──П>П Cь0п0п0п0п0п0п0п0п0ЬщП CП CП CьBпBпBпBпBпBпBпBпBпBП CЬЬЬП░8≤F╗Gп4я4т4┬ь░'≤$▒-■-┬Ю░R┼<┬<П ь&п&п&п&ь(в2р2я4т4░░Ьщу!4п5П П П ь░░░ь≈ ▓ у4т;пr s]ПП П ПEПEПEПEПEПEПEПEП9%П9%П9%П9%П9%П9%r