ENH over-subscription mitigation + MTN vendor loky 2.6 #940
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Codecov Report
@@ Coverage Diff @@
## master #940 +/- ##
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- Coverage 95.42% 94.76% -0.67%
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Files 45 45
Lines 6497 6857 +360
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+ Hits 6200 6498 +298
- Misses 297 359 +62
Continue to review full report at Codecov.
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Here is the workaround for the intel-openmp issue: import os
# Workaround issue discovered in intel-openmp 2019.5:
# https://github.com/ContinuumIO/anaconda-issues/issues/11294
os.environ.setdefault("KMP_INIT_AT_FORK", "FALSE") |
ogrisel
reviewed
Sep 19, 2019
ogrisel
reviewed
Sep 19, 2019
tomMoral
commented
Sep 20, 2019
tomMoral
commented
Sep 24, 2019
This was referenced Sep 24, 2019
ogrisel
approved these changes
Sep 24, 2019
tomMoral
changed the title
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Yeah! |
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Just catch a typo in the doc, I did push commit 1940e57 on master to fix it. |
netbsd-srcmastr
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to NetBSD/pkgsrc
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this pull request
Oct 31, 2019
Release 0.14.0 Improved the load balancing between workers to avoid stranglers caused by an excessively large batch size when the task duration is varying significantly (because of the combined use of joblib.Parallel and joblib.Memory with a partially warmed cache for instance). joblib/joblib#899 Add official support for Python 3.8: fixed protocol number in Hasher and updated tests. Fix a deadlock when using the dask backend (when scattering large numpy arrays). joblib/joblib#914 Warn users that they should never use joblib.load with files from untrusted sources. Fix security related API change introduced in numpy 1.6.3 that would prevent using joblib with recent numpy versions. joblib/joblib#879 Upgrade to cloudpickle 1.1.1 that add supports for the upcoming Python 3.8 release among other things. joblib/joblib#878 Fix semaphore availability checker to avoid spawning resource trackers on module import. joblib/joblib#893 Fix the oversubscription protection to only protect against nested Parallel calls. This allows joblib to be run in background threads. joblib/joblib#934 Fix ValueError (negative dimensions) when pickling large numpy arrays on Windows. joblib/joblib#920 Upgrade to loky 2.6.0 that add supports for the setting environment variables in child before loading any module. joblib/joblib#940 Fix the oversubscription protection for native libraries using threadpools (OpenBLAS, MKL, Blis and OpenMP runtimes). The maximal number of threads is can now be set in children using the inner_max_num_threads in parallel_backend. It defaults to cpu_count() // n_jobs.
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Vendor the version 2.6 of
lokyin joblib. This version introduce a way to set the environment variables in the child process before loading any module. This PR intend to use it to specify the maximal number of inner threadsmax_inner_num_threadsin the child processes. This would fix #880 and #913 .