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1 Package:·python-joblib-doc1 Package:·python-joblib-doc
2 Source:·joblib2 Source:·joblib
3 Version:·1.4.2-23 Version:·1.4.2-2
4 Architecture:·all4 Architecture:·all
5 Maintainer:·Debian·Science·Maintainers·<debian-science-maintainers@lists.alioth.debian.org>5 Maintainer:·Debian·Science·Maintainers·<debian-science-maintainers@lists.alioth.debian.org>
6 Installed-Size:·16686 Installed-Size:·1665
7 Depends:·libjs-sphinxdoc·(>=·8.1)7 Depends:·libjs-sphinxdoc·(>=·8.1)
8 Suggests:·python-numpy-doc,·python-scipy-doc,·python3-doc,·python3-joblib8 Suggests:·python-numpy-doc,·python-scipy-doc,·python3-doc,·python3-joblib
9 Section:·doc9 Section:·doc
10 Priority:·optional10 Priority:·optional
11 Multi-Arch:·foreign11 Multi-Arch:·foreign
12 Homepage:·https://github.com/joblib/joblib12 Homepage:·https://github.com/joblib/joblib
13 Description:·tools·to·provide·lightweight·pipelining·in·Python·--·docs13 Description:·tools·to·provide·lightweight·pipelining·in·Python·--·docs
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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·fafafaff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·fafafaff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffff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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·e0e0e0ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·e0e0e0ff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffff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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·d8d8d8ff·dbdbdbff·f0f0f0ff·f6f6f6ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f6f6f6ff·f0f0f0ff·dbdbdbff·d8d8d8ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffff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 87 ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·fefefeff·f5f9fbff·f5f9fbff·f5f9fbff·f5f9fbff·f5f9fbff·f5f9fbff·f5f9fbff·f5f9fbff·f5f9fbff·f5f9fbff·f5f9fbff·f5f9fbff·f5f9fbff·f5f9fbff·f5f9fbff·f5f9fbff·f5f9fbff·f5f9fbff·f5f9fbff·f5f9fbff·f5f9fbff·f5f9fbff·f5f9fbff·f5f9fbff·f5f9fbff·f5f9fbff·f5f9fbff·f5f9fbff·f5f9fbff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·3f3f3fff·0c0c0cff·757575ff·d8d8d8ff·c6c6c6ff·141414ff·797979ff·d7d7d7ff·cececeff·454545ff·414141ff·ffffffff·f0f0f0ff·393939ff·656565ff·e7e7e7ff·e7e7e7ff·fcfcfcff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·ffffffff·afafafff·000000ff·ffffffff·ffffffff·7f7f7fff·0b0b0bff·474747ff·cececeff·d1d1d1ff·fefefeff·000000ff·1c1c1cff·a6a6a6ff·dbdbdbff·6e6e6eff·0c0c0cff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fafafaff·7e7e7eff·cacacaff·dededeff·a4a4a4ff·0a0a0aff·a9a9a9ff·ffffffff·fbfbfbff·0f0f0fff·747474ff·dcdcdcff·d6d6d6ff·a0a0a0ff·e1e1e1ff·ffffffff·c2c2c2ff·0b0b0bff·0b0b0bff·0b0b0bff·0b0b0bff·0b0b0bff·0b0b0bff·0b0b0bff·0b0b0bff·858585ff·ffffffff·ffffffff·5f5f5fff·7f7f7fff·ffffffff·000000ff·dfdfdfff·ffffffff·bfbfbfff·000000ff·efefefff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·2b2b2bff·5c5c5cff·d7d7d7ff·dadadaff·aaaaaaff·d0d0d0ff·f9f9f9ff·909090ff·0e0e0eff·e7e7e7ff·e7e7e7ff·f3f3f3ff·ffffffff·3f3f3fff·9f9f9fff·dfdfdfff·000000ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7fafcff·dbe9f3ff·dbe9f3ff·dbe9f3ff·dbe9f3ff·dbe9f3ff·dbe9f2ff·b9d4e7ff·86b5d6ff·5296c5ff·3a87bdff·2d7fb8ff·2178b4ff·1f77b4ff·1f77b4ff·2078b4ff·3584bbff·3685bbff·3785bcff·478fc1ff·5e9dc9ff·74aad0ff·7bafd2ff·7bafd2ff·7bafd2ff·7bafd2ff·7bafd2ff·7bafd2ff·7bafd2ff·7bafd2ff·7bafd2ff·7bafd2ff·7bafd2ff·7bafd2ff·7bafd2ff·7bafd2ff·7bafd2ff·bdd7e8ff·fffff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 88 ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·f5f9fbff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·f5f9fbff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·3f3f3fff·303030ff·ffffffff·ffffffff·7d7d7dff·464646ff·ffffffff·ffffffff·ffffffff·e3e3e3ff·000000ff·d9d9d9ff·ffffffff·3f3f3fff·6f6f6fff·ffffffff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·ffffffff·afafafff·000000ff·ffffffff·ffffffff·7f7f7fff·050505ff·eaeaeaff·ffffffff·ffffffff·ffffffff·000000ff·7c7c7cff·ffffffff·ffffffff·f4f4f4ff·010101ff·b7b7b7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·6a6a6aff·535353ff·ffffffff·edededff·000000ff·c0c0c0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f6f6f6ff·dbdbdbff·dbdbdbff·dbdbdbff·dbdbdbff·dbdbdbff·dbdbdbff·dbdbdbff·dbdbdbff·edededff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·efefefff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·0d0d0dff·a0a0a0ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f7f7f7ff·d6d6d6ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfeff·a9cae2ff·3282baff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·3785bcff·8dbad9ff·e3eef5ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffff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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·949494ff·292929ff·262626ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·d8d8d8ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·d8d8d8ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffff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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e6f0f6ff·9bc2ddff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·8fbbd9ff·c6dcecff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·
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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·d2e3f0ff·6ca6ceff·2279b5ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·8fbbd9ff·fffff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./usr/share/doc/python-joblib-doc/html/_sources/auto_examples/memory_basic_usage.rst.txt
    
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261 ..·rst-class::·sphx-glr-script-out261 ..·rst-class::·sphx-glr-script-out
  
262 ·..·code-block::·none262 ·..·code-block::·none
  
  
263 ····The·function·took·0.02·s·to·compute.263 ····The·function·took·0.04·s·to·compute.
  
264 ····The·transformed·data·are:264 ····The·transformed·data·are:
265 ·····[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.23413696265 ·····[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.23413696
266 ······1.57921282··0.76743473·-0.46947439··0.54256004]266 ······1.57921282··0.76743473·-0.46947439··0.54256004]
  
  
  
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296 ..·rst-class::·sphx-glr-timing296 ..·rst-class::·sphx-glr-timing
  
297 ···**Total·running·time·of·the·script:**·(0·minutes·15.151·seconds)297 ···**Total·running·time·of·the·script:**·(0·minutes·15.283·seconds)
  
  
298 ..·_sphx_glr_download_auto_examples_memory_basic_usage.py:298 ..·_sphx_glr_download_auto_examples_memory_basic_usage.py:
  
299 ..·only::·html299 ..·only::·html
  
300 ··..·container::·sphx-glr-footer·sphx-glr-footer-example300 ··..·container::·sphx-glr-footer·sphx-glr-footer-example
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./usr/share/doc/python-joblib-doc/html/_sources/auto_examples/nested_parallel_memory.rst.txt
    
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189 ..·rst-class::·sphx-glr-script-out189 ..·rst-class::·sphx-glr-script-out
  
190 ·..·code-block::·none190 ·..·code-block::·none
  
  
191 ····First·round·-·caching·the·data191 ····First·round·-·caching·the·data
192 ····Elapsed·time·for·the·entire·processing:·4.22·s192 ····Elapsed·time·for·the·entire·processing:·4.43·s
  
  
  
  
193 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·91-95193 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·91-95
  
194 By·using·2·workers,·the·parallel·processing·gives·a·x2·speed-up·compared·to194 By·using·2·workers,·the·parallel·processing·gives·a·x2·speed-up·compared·to
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226 ..·rst-class::·sphx-glr-script-out226 ..·rst-class::·sphx-glr-script-out
  
227 ·..·code-block::·none227 ·..·code-block::·none
  
  
228 ····Second·round·-·reloading·from·the·cache228 ····Second·round·-·reloading·from·the·cache
229 ····Elapsed·time·for·the·entire·processing:·0.01·s229 ····Elapsed·time·for·the·entire·processing:·0.02·s
  
  
  
  
230 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·107-114230 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·107-114
  
231 Reuse·intermediate·checkpoints231 Reuse·intermediate·checkpoints
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272 ..·rst-class::·sphx-glr-script-out272 ..·rst-class::·sphx-glr-script-out
  
273 ·..·code-block::·none273 ·..·code-block::·none
  
  
274 ····Reusing·intermediate·checkpoints274 ····Reusing·intermediate·checkpoints
275 ····Elapsed·time·for·the·entire·processing:·0.01·s275 ····Elapsed·time·for·the·entire·processing:·0.02·s
  
  
  
  
276 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·132-135276 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·132-135
  
277 The·processing·time·only·corresponds·to·the·execution·of·the·``max``277 The·processing·time·only·corresponds·to·the·execution·of·the·``max``
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304 ..·rst-class::·sphx-glr-timing304 ..·rst-class::·sphx-glr-timing
  
305 ···**Total·running·time·of·the·script:**·(0·minutes·12.262·seconds)305 ···**Total·running·time·of·the·script:**·(0·minutes·12.500·seconds)
  
  
306 ..·_sphx_glr_download_auto_examples_nested_parallel_memory.py:306 ..·_sphx_glr_download_auto_examples_nested_parallel_memory.py:
  
307 ..·only::·html307 ..·only::·html
  
308 ··..·container::·sphx-glr-footer·sphx-glr-footer-example308 ··..·container::·sphx-glr-footer·sphx-glr-footer-example
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./usr/share/doc/python-joblib-doc/html/_sources/auto_examples/parallel_generator.rst.txt
    
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238 ..·rst-class::·sphx-glr-script-out238 ..·rst-class::·sphx-glr-script-out
  
239 ·..·code-block::·none239 ·..·code-block::·none
  
240 ····Create·result·generator·with·return_as='generator'...240 ····Create·result·generator·with·return_as='generator'...
241 ····Accumulate·results:......................................................................................................................................................241 ····Accumulate·results:......................................................................................................................................................
242 ····All·tasks·completed·and·reduced·successfully.242 ····All·tasks·completed·and·reduced·successfully.
243 ····Peak·memory·usage:·111.85MB243 ····Peak·memory·usage:·116.45MB
  
  
  
  
244 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·149-158244 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·149-158
  
245 We·can·then·report·the·memory·usage·accross·time·of·the·two·runs·using·the245 We·can·then·report·the·memory·usage·accross·time·of·the·two·runs·using·the
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388 ..·rst-class::·sphx-glr-script-out388 ..·rst-class::·sphx-glr-script-out
  
389 ·..·code-block::·none389 ·..·code-block::·none
  
390 ····Create·result·generator·on·delayed·tasks·with·return_as='generator'...390 ····Create·result·generator·on·delayed·tasks·with·return_as='generator'...
391 ····Accumulate·results:......................................................................................................................................................391 ····Accumulate·results:......................................................................................................................................................
392 ····All·tasks·completed·and·reduced·successfully.392 ····All·tasks·completed·and·reduced·successfully.
393 ····Peak·memory·usage:·387.59MB393 ····Peak·memory·usage:·302.56MB
  
  
  
  
394 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·245-251394 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·245-251
  
395 If·we·use·``return_as="generator_unordered"``,·``res``·will·not·enforce·any395 If·we·use·``return_as="generator_unordered"``,·``res``·will·not·enforce·any
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437 ..·rst-class::·sphx-glr-script-out437 ..·rst-class::·sphx-glr-script-out
  
438 ·..·code-block::·none438 ·..·code-block::·none
  
439 ····Create·result·generator·on·delayed·tasks·with·return_as='generator_unordered'...439 ····Create·result·generator·on·delayed·tasks·with·return_as='generator_unordered'...
440 ····Accumulate·results:......................................................................................................................................................440 ····Accumulate·results:......................................................................................................................................................
441 ····All·tasks·completed·and·reduced·successfully.441 ····All·tasks·completed·and·reduced·successfully.
442 ····Peak·memory·usage:·110.04MB442 ····Peak·memory·usage:·122.67MB
  
  
  
  
443 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·272-276443 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·272-276
  
444 Notice·how·the·plot·for·``'return_as="generator'``·now·shows·a·high·memory444 Notice·how·the·plot·for·``'return_as="generator'``·now·shows·a·high·memory
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484 ..·rst-class::·sphx-glr-timing484 ..·rst-class::·sphx-glr-timing
  
485 ···**Total·running·time·of·the·script:**·(1·minutes·32.069·seconds)485 ···**Total·running·time·of·the·script:**·(2·minutes·51.888·seconds)
  
  
486 ..·_sphx_glr_download_auto_examples_parallel_generator.py:486 ..·_sphx_glr_download_auto_examples_parallel_generator.py:
  
487 ..·only::·html487 ..·only::·html
  
488 ··..·container::·sphx-glr-footer·sphx-glr-footer-example488 ··..·container::·sphx-glr-footer·sphx-glr-footer-example
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./usr/share/doc/python-joblib-doc/html/_sources/auto_examples/parallel_memmap.rst.txt
    
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103 ..·rst-class::·sphx-glr-script-out103 ..·rst-class::·sphx-glr-script-out
  
104 ·..·code-block::·none104 ·..·code-block::·none
  
  
105 ····Elapsed·time·computing·the·average·of·couple·of·slices·1.00·s105 ····Elapsed·time·computing·the·average·of·couple·of·slices·1.16·s
  
  
  
  
106 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·53-55106 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·53-55
  
107 :class:`joblib.Parallel`·is·used·to·compute·in·parallel·the·average·of·all107 :class:`joblib.Parallel`·is·used·to·compute·in·parallel·the·average·of·all
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136 ..·rst-class::·sphx-glr-script-out136 ..·rst-class::·sphx-glr-script-out
  
137 ·..·code-block::·none137 ·..·code-block::·none
  
  
138 ····Elapsed·time·computing·the·average·of·couple·of·slices·0.73·s138 ····Elapsed·time·computing·the·average·of·couple·of·slices·1.13·s
  
  
  
  
139 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·66-69139 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·66-69
  
140 Parallel·processing·is·already·faster·than·the·sequential·processing.·It·is140 Parallel·processing·is·already·faster·than·the·sequential·processing.·It·is
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180 ..·rst-class::·sphx-glr-script-out180 ..·rst-class::·sphx-glr-script-out
  
181 ·..·code-block::·none181 ·..·code-block::·none
  
  
182 ····Elapsed·time·computing·the·average·of·couple·of·slices·0.52·s182 ····Elapsed·time·computing·the·average·of·couple·of·slices·0.58·s
  
  
  
  
  
183 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·90-93183 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·90-93
  
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328 ..·rst-class::·sphx-glr-script-out328 ..·rst-class::·sphx-glr-script-out
  
329 ·..·code-block::·none329 ·..·code-block::·none
  
  
330 ····Expected·means·computed·in·the·parent·process:330 ····Expected·means·computed·in·the·parent·process:
331 ·····[0.4998696··0.49985457·0.49959866·0.49968788·0.49989326·0.50048676 
332 ·····0.50066768·0.50032014·0.5000895··0.49990594·0.49958927·0.49915423 
333 ·····0.49946278·0.49945332·0.49964365·0.49965647·0.50021669·0.50042254 
334 ·····0.50068337·0.50036983·0.50031807·0.49999431·0.50017278·0.50005665 
335 ·····0.50054106·0.50042598·0.50073118·0.50074674·0.50051467·0.5003091 
336 ·····0.50057607·0.50023101·0.49980026·0.49988813·0.49983182·0.49994154 
337 ·····0.50030109·0.50063334·0.50080489·0.50045085·0.50027566·0.50011371 
338 ·····0.49982288·0.49989467·0.50029677·0.50017513·0.50019046·0.49986166 
339 ·····0.49969531·0.49950193·0.49955972·0.49975931·0.49997131·0.49990118 
340 ·····0.50020353·0.50001633·0.49971233·0.4998697··0.50002398·0.4994898 
341 ·····0.49974909·0.49989269·0.49976101·0.49994336·0.5004336··0.50031141 
342 ·····0.50039711·0.5005845··0.50028941·0.50022986·0.50010876·0.49985565 
343 ·····0.49950689·0.49955853·0.49953891·0.49971714·0.4997903··0.5001644 
344 ·····0.50077107·0.50068115·0.5006789··0.50078278·0.50080007·0.50069678 
345 ·····0.50058315·0.50090646·0.50062857·0.50046947·0.50006209·0.50047471 
346 ·····0.49993125·0.50004124·0.500118···0.50026566·0.49988048]331 ·····[0.49975837·0.49956621·0.49966593·0.500126···0.50025355·0.50012521
 332 ·····0.50005708·0.49997449·0.49963092·0.49951451·0.49968384·0.49950493
 333 ·····0.49971792·0.49967819·0.50009514·0.50034839·0.5009145··0.50080723
 334 ·····0.50092705·0.50013014·0.500159···0.50002251·0.49978344·0.49986607
 335 ·····0.50037664·0.4997649··0.49967651·0.49994807·0.50019035·0.50019999
 336 ·····0.50031076·0.50025266·0.50008115·0.49968304·0.50003059·0.49994579
 337 ·····0.50019339·0.5005266··0.50071162·0.50049792·0.5006894··0.50026362
 338 ·····0.50005508·0.50004237·0.49991981·0.49969752·0.49982657·0.49983167
 339 ·····0.4998658··0.4998251··0.49990408·0.49971107·0.49972239·0.49980807
 340 ·····0.50001013·0.49993687·0.50028809·0.50016968·0.49974051·0.49971315
 341 ·····0.50009266·0.50029531·0.50034746·0.50049183·0.50033923·0.50019375
 342 ·····0.49937713·0.49934911·0.49956985·0.49981611·0.49963436·0.49994034
 343 ·····0.49990588·0.49975062·0.49930708·0.49997598·0.49971328·0.49967794
 344 ·····0.49975844·0.49983981·0.49938513·0.4996107··0.4996952··0.49962638
 345 ·····0.49987623·0.49998147·0.49993649·0.50010725·0.49987773·0.49992304
 346 ·····0.49953274·0.49951099·0.49939508·0.49984116·0.49959177]
  
347 ····Actual·means·computed·by·the·worker·processes:347 ····Actual·means·computed·by·the·worker·processes:
348 ·····[0.4998696··0.49985457·0.49959866·0.49968788·0.49989326·0.50048676 
349 ·····0.50066768·0.50032014·0.5000895··0.49990594·0.49958927·0.49915423 
350 ·····0.49946278·0.49945332·0.49964365·0.49965647·0.50021669·0.50042254 
351 ·····0.50068337·0.50036983·0.50031807·0.49999431·0.50017278·0.50005665 
352 ·····0.50054106·0.50042598·0.50073118·0.50074674·0.50051467·0.5003091 
353 ·····0.50057607·0.50023101·0.49980026·0.49988813·0.49983182·0.49994154 
354 ·····0.50030109·0.50063334·0.50080489·0.50045085·0.50027566·0.50011371 
355 ·····0.49982288·0.49989467·0.50029677·0.50017513·0.50019046·0.49986166 
356 ·····0.49969531·0.49950193·0.49955972·0.49975931·0.49997131·0.49990118 
357 ·····0.50020353·0.50001633·0.49971233·0.4998697··0.50002398·0.4994898 
358 ·····0.49974909·0.49989269·0.49976101·0.49994336·0.5004336··0.50031141 
359 ·····0.50039711·0.5005845··0.50028941·0.50022986·0.50010876·0.49985565 
360 ·····0.49950689·0.49955853·0.49953891·0.49971714·0.4997903··0.5001644 
361 ·····0.50077107·0.50068115·0.5006789··0.50078278·0.50080007·0.50069678 
362 ·····0.50058315·0.50090646·0.50062857·0.50046947·0.50006209·0.50047471 
363 ·····0.49993125·0.50004124·0.500118···0.50026566·0.49988048]348 ·····[0.49975837·0.49956621·0.49966593·0.500126···0.50025355·0.50012521
 349 ·····0.50005708·0.49997449·0.49963092·0.49951451·0.49968384·0.49950493
 350 ·····0.49971792·0.49967819·0.50009514·0.50034839·0.5009145··0.50080723
 351 ·····0.50092705·0.50013014·0.500159···0.50002251·0.49978344·0.49986607
 352 ·····0.50037664·0.4997649··0.49967651·0.49994807·0.50019035·0.50019999
 353 ·····0.50031076·0.50025266·0.50008115·0.49968304·0.50003059·0.49994579
 354 ·····0.50019339·0.5005266··0.50071162·0.50049792·0.5006894··0.50026362
 355 ·····0.50005508·0.50004237·0.49991981·0.49969752·0.49982657·0.49983167
 356 ·····0.4998658··0.4998251··0.49990408·0.49971107·0.49972239·0.49980807
 357 ·····0.50001013·0.49993687·0.50028809·0.50016968·0.49974051·0.49971315
 358 ·····0.50009266·0.50029531·0.50034746·0.50049183·0.50033923·0.50019375
 359 ·····0.49937713·0.49934911·0.49956985·0.49981611·0.49963436·0.49994034
 360 ·····0.49990588·0.49975062·0.49930708·0.49997598·0.49971328·0.49967794
 361 ·····0.49975844·0.49983981·0.49938513·0.4996107··0.4996952··0.49962638
 362 ·····0.49987623·0.49998147·0.49993649·0.50010725·0.49987773·0.49992304
 363 ·····0.49953274·0.49951099·0.49939508·0.49984116·0.49959177]
  
  
  
  
364 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·144-149364 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·144-149
  
365 Clean-up·the·memmap365 Clean-up·the·memmap
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./usr/share/doc/python-joblib-doc/html/_sources/auto_examples/parallel_random_state.rst.txt
    
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99 ..·rst-class::·sphx-glr-script-out99 ..·rst-class::·sphx-glr-script-out
  
100 ·..·code-block::·none100 ·..·code-block::·none
  
  
101 ····The·different·generated·vectors·in·a·sequential·manner·are:101 ····The·different·generated·vectors·in·a·sequential·manner·are:
102 ·····[[9·9·8·3·2]102 ·····[[7·6·6·3·2]
103 ·····[7·3·9·9·7]103 ·····[2·9·2·7·0]
104 ·····[5·5·6·5·5]104 ·····[2·2·2·7·1]
105 ·····[8·7·3·2·8]105 ·····[8·0·9·1·8]
106 ·····[2·6·3·9·7]]106 ·····[2·2·6·3·0]]
  
  
  
  
107 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·49-54107 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·49-54
  
108 Parallel·behavior108 Parallel·behavior
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136 ..·rst-class::·sphx-glr-script-out136 ..·rst-class::·sphx-glr-script-out
  
137 ·..·code-block::·none137 ·..·code-block::·none
  
  
138 ····The·different·generated·vectors·using·the·loky·backend·are:138 ····The·different·generated·vectors·using·the·loky·backend·are:
 139 ·····[[1·5·1·0·5]
139 ·····[[0·5·9·3·8]140 ·····[0·2·9·1·0]
140 ·····[4·3·4·1·6]141 ·····[6·6·9·7·4]
141 ·····[9·0·8·2·0]142 ·····[0·1·2·2·9]
 143 ·····[0·5·8·1·1]]
142 ·····[3·7·1·7·6] 
143 ·····[2·0·0·9·7]] 
  
  
  
  
144 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·61-67144 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·61-67
  
145 ..·code-block::·Python145 ..·code-block::·Python
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165 ..·rst-class::·sphx-glr-script-out165 ..·rst-class::·sphx-glr-script-out
  
166 ·..·code-block::·none166 ·..·code-block::·none
  
  
167 ····The·different·generated·vectors·using·the·threading·backend·are:167 ····The·different·generated·vectors·using·the·threading·backend·are:
168 ·····[[4·4·0·5·1]168 ·····[[5·4·0·4·7]
169 ·····[1·1·2·3·2]169 ·····[4·5·6·6·9]
 170 ·····[4·3·5·4·9]
170 ·····[9·1·0·5·5]171 ·····[8·4·4·7·5]
171 ·····[0·7·1·1·1] 
172 ·····[5·1·9·4·3]]172 ·····[0·1·8·0·7]]
  
  
  
  
173 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·68-78173 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·68-78
  
174 Loky·and·the·threading·backends·behave·exactly·as·in·the·sequential·case·and174 Loky·and·the·threading·backends·behave·exactly·as·in·the·sequential·case·and
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209 ..·rst-class::·sphx-glr-script-out209 ..·rst-class::·sphx-glr-script-out
  
210 ·..·code-block::·none210 ·..·code-block::·none
  
  
211 ····The·different·generated·vectors·using·the·multiprocessing·backend·are:211 ····The·different·generated·vectors·using·the·multiprocessing·backend·are:
212 ·····[[9·1·7·4·8]212 ·····[[1·4·6·5·2]
213 ·····[9·1·7·4·8]213 ·····[3·1·4·2·9]
214 ·····[9·7·1·7·6] 
215 ·····[9·7·1·7·6] 
216 ·····[5·2·7·2·3]]214 ·····[4·3·6·7·5]
 215 ·····[1·4·9·5·8]
 216 ·····[9·3·4·1·1]]
  
  
  
  
217 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·87-95217 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·87-95
  
218 Some·of·the·generated·vectors·are·exactly·the·same,·which·can·be·a218 Some·of·the·generated·vectors·are·exactly·the·same,·which·can·be·a
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273 ..·rst-class::·sphx-glr-script-out273 ..·rst-class::·sphx-glr-script-out
  
274 ·..·code-block::·none274 ·..·code-block::·none
  
  
275 ····The·different·generated·vectors·using·the·multiprocessing·backend·are:275 ····The·different·generated·vectors·using·the·multiprocessing·backend·are:
276 ·····[[7·4·7·5·2]276 ·····[[0·1·5·4·9]
277 ·····[0·0·4·5·7]277 ·····[0·8·0·3·5]
278 ·····[0·5·8·3·9]278 ·····[0·3·6·3·9]
279 ·····[6·0·4·2·8]279 ·····[2·0·2·2·8]
280 ·····[6·3·2·8·9]]280 ·····[5·0·3·6·9]]
  
  
  
  
281 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·113-123281 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·113-123
  
282 Fixing·the·random·state·to·obtain·deterministic·results282 Fixing·the·random·state·to·obtain·deterministic·results
Offset 338, 15 lines modifiedOffset 338, 15 lines modified
  
  
  
  
  
338 ..·rst-class::·sphx-glr-timing338 ..·rst-class::·sphx-glr-timing
  
339 ···**Total·running·time·of·the·script:**·(0·minutes·0.232·seconds)339 ···**Total·running·time·of·the·script:**·(0·minutes·0.914·seconds)
  
  
340 ..·_sphx_glr_download_auto_examples_parallel_random_state.py:340 ..·_sphx_glr_download_auto_examples_parallel_random_state.py:
  
341 ..·only::·html341 ..·only::·html
  
342 ··..·container::·sphx-glr-footer·sphx-glr-footer-example342 ··..·container::·sphx-glr-footer·sphx-glr-footer-example
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112 ..·rst-class::·sphx-glr-script-out112 ..·rst-class::·sphx-glr-script-out
  
113 ·..·code-block::·none113 ·..·code-block::·none
  
114 ····With·loky·backend·and·cloudpickle·serialization:·0.073s114 ····With·loky·backend·and·cloudpickle·serialization:·0.199s
  
  
  
  
115 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·59-63115 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·59-63
  
116 If·you·are·on·a·UNIX·system,·it·is·possible·to·fallback·to·the·old116 If·you·are·on·a·UNIX·system,·it·is·possible·to·fallback·to·the·old
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150 ..·rst-class::·sphx-glr-script-out150 ..·rst-class::·sphx-glr-script-out
  
151 ·..·code-block::·none151 ·..·code-block::·none
  
152 ····With·multiprocessing·backend·and·pickle·serialization:·0.133s152 ····With·multiprocessing·backend·and·pickle·serialization:·0.343s
  
  
  
  
153 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·78-92153 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·78-92
  
154 However,·using·``fork``·to·start·new·processes·can·cause·violation·of·the154 However,·using·``fork``·to·start·new·processes·can·cause·violation·of·the
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195 ..·rst-class::·sphx-glr-script-out195 ..·rst-class::·sphx-glr-script-out
  
196 ·..·code-block::·none196 ·..·code-block::·none
  
197 ····With·pickle·serialization:·0.072s197 ····With·pickle·serialization:·0.134s
  
  
  
  
198 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·104-108198 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·104-108
  
199 However,·the·function·and·objects·defined·in·``__main__``·are·not199 However,·the·function·and·objects·defined·in·``__main__``·are·not
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306 ..·rst-class::·sphx-glr-script-out306 ..·rst-class::·sphx-glr-script-out
  
307 ·..·code-block::·none307 ·..·code-block::·none
  
308 ····With·pickle·from·stdlib·and·wrapper:·0.237s308 ····With·pickle·from·stdlib·and·wrapper:·0.629s
  
  
  
  
309 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·144-150309 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·144-150
  
310 The·same·wrapper·can·also·be·used·for·non-picklable·classes.·Note·that·the310 The·same·wrapper·can·also·be·used·for·non-picklable·classes.·Note·that·the
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338 ..·rst-class::·sphx-glr-timing338 ..·rst-class::·sphx-glr-timing
  
339 ···**Total·running·time·of·the·script:**·(0·minutes·0.631·seconds)339 ···**Total·running·time·of·the·script:**·(0·minutes·1.631·seconds)
  
  
340 ..·_sphx_glr_download_auto_examples_serialization_and_wrappers.py:340 ..·_sphx_glr_download_auto_examples_serialization_and_wrappers.py:
  
341 ..·only::·html341 ..·only::·html
  
342 ··..·container::·sphx-glr-footer·sphx-glr-footer-example342 ··..·container::·sphx-glr-footer·sphx-glr-footer-example
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183 <a·href="/usr/share/doc/python-numpy/html/reference/generated/numpy.ndarray.html#numpy.ndarray"·title="numpy.ndarray"·class="sphx-glr-backref-module-numpy·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">data_trans</span></a>·<span·class="o">=</span>·<span·class="n">transformer</span><span·class="o">.</span><span·class="n">transform</span><span·class="p">(</span><a·href="/usr/share/doc/python-numpy/html/reference/generated/numpy.ndarray.html#numpy.ndarray"·title="numpy.ndarray"·class="sphx-glr-backref-module-numpy·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">data</span></a><span·class="p">)</span>183 <a·href="/usr/share/doc/python-numpy/html/reference/generated/numpy.ndarray.html#numpy.ndarray"·title="numpy.ndarray"·class="sphx-glr-backref-module-numpy·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">data_trans</span></a>·<span·class="o">=</span>·<span·class="n">transformer</span><span·class="o">.</span><span·class="n">transform</span><span·class="p">(</span><a·href="/usr/share/doc/python-numpy/html/reference/generated/numpy.ndarray.html#numpy.ndarray"·title="numpy.ndarray"·class="sphx-glr-backref-module-numpy·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">data</span></a><span·class="p">)</span>
184 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">end</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>184 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">end</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>
  
185 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;</span><span·class="se">\n</span><span·class="s1">The·function·took·</span><span·class="si">{:.2f}</span><span·class="s1">·s·to·compute.&#39;</span><span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">end</span></a>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">start</span></a><span·class="p">))</span>185 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;</span><span·class="se">\n</span><span·class="s1">The·function·took·</span><span·class="si">{:.2f}</span><span·class="s1">·s·to·compute.&#39;</span><span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">end</span></a>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">start</span></a><span·class="p">))</span>
186 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;</span><span·class="se">\n</span><span·class="s1">The·transformed·data·are:</span><span·class="se">\n</span><span·class="s1">·</span><span·class="si">{}</span><span·class="s1">&#39;</span><span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python-numpy/html/reference/generated/numpy.ndarray.html#numpy.ndarray"·title="numpy.ndarray"·class="sphx-glr-backref-module-numpy·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">data_trans</span></a><span·class="p">))</span>186 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;</span><span·class="se">\n</span><span·class="s1">The·transformed·data·are:</span><span·class="se">\n</span><span·class="s1">·</span><span·class="si">{}</span><span·class="s1">&#39;</span><span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python-numpy/html/reference/generated/numpy.ndarray.html#numpy.ndarray"·title="numpy.ndarray"·class="sphx-glr-backref-module-numpy·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">data_trans</span></a><span·class="p">))</span>
187 </pre></div>187 </pre></div>
188 </div>188 </div>
189 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·function·took·0.02·s·to·compute.189 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·function·took·0.04·s·to·compute.
  
190 The·transformed·data·are:190 The·transformed·data·are:
191 ·[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.23413696191 ·[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.23413696
192 ··1.57921282··0.76743473·-0.46947439··0.54256004]192 ··1.57921282··0.76743473·-0.46947439··0.54256004]
193 </pre></div>193 </pre></div>
194 </div>194 </div>
195 <p>As·expected,·the·second·call·to·the·<code·class="docutils·literal·notranslate"><span·class="pre">transform</span></code>·method·load·the·results195 <p>As·expected,·the·second·call·to·the·<code·class="docutils·literal·notranslate"><span·class="pre">transform</span></code>·method·load·the·results
196 which·have·been·cached.</p>196 which·have·been·cached.</p>
197 </section>197 </section>
198 <section·id="clean-up-cache-directory">198 <section·id="clean-up-cache-directory">
199 <h2>Clean·up·cache·directory<a·class="headerlink"·href="#clean-up-cache-directory"·title="Link·to·this·heading">¶</a></h2>199 <h2>Clean·up·cache·directory<a·class="headerlink"·href="#clean-up-cache-directory"·title="Link·to·this·heading">¶</a></h2>
200 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><a·href="../generated/joblib.Memory.html#joblib.Memory.clear"·title="joblib.Memory.clear"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-method"><span·class="n">memory</span><span·class="o">.</span><span·class="n">clear</span></a><span·class="p">(</span><span·class="n">warn</span><span·class="o">=</span><span·class="kc">False</span><span·class="p">)</span>200 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><a·href="../generated/joblib.Memory.html#joblib.Memory.clear"·title="joblib.Memory.clear"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-method"><span·class="n">memory</span><span·class="o">.</span><span·class="n">clear</span></a><span·class="p">(</span><span·class="n">warn</span><span·class="o">=</span><span·class="kc">False</span><span·class="p">)</span>
201 </pre></div>201 </pre></div>
202 </div>202 </div>
203 <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·15.151·seconds)</p>203 <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·15.283·seconds)</p>
204 <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-memory-basic-usage-py">204 <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-memory-basic-usage-py">
205 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">205 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
206 <p><a·class="reference·download·internal"·download=""·href="../_downloads/7be5f3fad7e3c26454929e6071a20924/memory_basic_usage.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">memory_basic_usage.ipynb</span></code></a></p>206 <p><a·class="reference·download·internal"·download=""·href="../_downloads/7be5f3fad7e3c26454929e6071a20924/memory_basic_usage.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">memory_basic_usage.ipynb</span></code></a></p>
207 </div>207 </div>
208 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">208 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
209 <p><a·class="reference·download·internal"·download=""·href="../_downloads/7dab825b78538857a35613f772624938/memory_basic_usage.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">memory_basic_usage.py</span></code></a></p>209 <p><a·class="reference·download·internal"·download=""·href="../_downloads/7dab825b78538857a35613f772624938/memory_basic_usage.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">memory_basic_usage.py</span></code></a></p>
210 </div>210 </div>
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110 ··1.57921282··0.76743473·-0.46947439··0.54256004]110 ··1.57921282··0.76743473·-0.46947439··0.54256004]
111 _\x8s_\x8t_\x8a_\x8r_\x8t·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()111 _\x8s_\x8t_\x8a_\x8r_\x8t·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()
112 _\x8d_\x8a_\x8t_\x8a_\x8__\x8t_\x8r_\x8a_\x8n_\x8s·=·transformer.transform(_\x8d_\x8a_\x8t_\x8a)112 _\x8d_\x8a_\x8t_\x8a_\x8__\x8t_\x8r_\x8a_\x8n_\x8s·=·transformer.transform(_\x8d_\x8a_\x8t_\x8a)
113 _\x8e_\x8n_\x8d·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()113 _\x8e_\x8n_\x8d·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()
  
114 print('\nThe·function·took·{:.2f}·s·to·compute.'.format(_\x8e_\x8n_\x8d·-·_\x8s_\x8t_\x8a_\x8r_\x8t))114 print('\nThe·function·took·{:.2f}·s·to·compute.'.format(_\x8e_\x8n_\x8d·-·_\x8s_\x8t_\x8a_\x8r_\x8t))
115 print('\nThe·transformed·data·are:\n·{}'.format(_\x8d_\x8a_\x8t_\x8a_\x8__\x8t_\x8r_\x8a_\x8n_\x8s))115 print('\nThe·transformed·data·are:\n·{}'.format(_\x8d_\x8a_\x8t_\x8a_\x8__\x8t_\x8r_\x8a_\x8n_\x8s))
116 The·function·took·0.02·s·to·compute.116 The·function·took·0.04·s·to·compute.
  
117 The·transformed·data·are:117 The·transformed·data·are:
118 ·[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.23413696118 ·[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.23413696
119 ··1.57921282··0.76743473·-0.46947439··0.54256004]119 ··1.57921282··0.76743473·-0.46947439··0.54256004]
120 As·expected,·the·second·call·to·the·transform·method·load·the·results·which120 As·expected,·the·second·call·to·the·transform·method·load·the·results·which
121 have·been·cached.121 have·been·cached.
122 *\x8**\x8**\x8**\x8**\x8*·C\x8Cl\x8le\x8ea\x8an\x8n·u\x8up\x8p·c\x8ca\x8ac\x8ch\x8he\x8e·d\x8di\x8ir\x8re\x8ec\x8ct\x8to\x8or\x8ry\x8y_\x8?\x8·*\x8**\x8**\x8**\x8**\x8*122 *\x8**\x8**\x8**\x8**\x8*·C\x8Cl\x8le\x8ea\x8an\x8n·u\x8up\x8p·c\x8ca\x8ac\x8ch\x8he\x8e·d\x8di\x8ir\x8re\x8ec\x8ct\x8to\x8or\x8ry\x8y_\x8?\x8·*\x8**\x8**\x8**\x8**\x8*
123 _\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8._\x8c_\x8l_\x8e_\x8a_\x8r(warn=False)123 _\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8._\x8c_\x8l_\x8e_\x8a_\x8r(warn=False)
124 T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·15.151·seconds)124 T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·15.283·seconds)
125 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8__\x8b_\x8a_\x8s_\x8i_\x8c_\x8__\x8u_\x8s_\x8a_\x8g_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b125 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8__\x8b_\x8a_\x8s_\x8i_\x8c_\x8__\x8u_\x8s_\x8a_\x8g_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
126 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8__\x8b_\x8a_\x8s_\x8i_\x8c_\x8__\x8u_\x8s_\x8a_\x8g_\x8e_\x8._\x8p_\x8y126 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8__\x8b_\x8a_\x8s_\x8i_\x8c_\x8__\x8u_\x8s_\x8a_\x8g_\x8e_\x8._\x8p_\x8y
127 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8__\x8b_\x8a_\x8s_\x8i_\x8c_\x8__\x8u_\x8s_\x8a_\x8g_\x8e_\x8._\x8z_\x8i_\x8p127 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8__\x8b_\x8a_\x8s_\x8i_\x8c_\x8__\x8u_\x8s_\x8a_\x8g_\x8e_\x8._\x8z_\x8i_\x8p
128 _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y128 _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
129 _\x8[_\x8L_\x8o_\x8g_\x8o_\x8]129 _\x8[_\x8L_\x8o_\x8g_\x8o_\x8]
130 *\x8**\x8**\x8**\x8*·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·*\x8**\x8**\x8**\x8*130 *\x8**\x8**\x8**\x8*·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·*\x8**\x8**\x8**\x8*
131 User·manual131 User·manual
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./usr/share/doc/python-joblib-doc/html/auto_examples/nested_parallel_memory.html
    
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118 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;</span><span·class="se">\n</span><span·class="s1">First·round·-·caching·the·data&#39;</span><span·class="p">)</span>118 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;</span><span·class="se">\n</span><span·class="s1">First·round·-·caching·the·data&#39;</span><span·class="p">)</span>
119 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;Elapsed·time·for·the·entire·processing:·</span><span·class="si">{:.2f}</span><span·class="s1">·s&#39;</span>119 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;Elapsed·time·for·the·entire·processing:·</span><span·class="si">{:.2f}</span><span·class="s1">·s&#39;</span>
120 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">stop</span></a>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">start</span></a><span·class="p">))</span>120 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">stop</span></a>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">start</span></a><span·class="p">))</span>
121 </pre></div>121 </pre></div>
122 </div>122 </div>
123 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>First·round·-·caching·the·data123 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>First·round·-·caching·the·data
124 Elapsed·time·for·the·entire·processing:·4.22·s124 Elapsed·time·for·the·entire·processing:·4.43·s
125 </pre></div>125 </pre></div>
126 </div>126 </div>
127 <p>By·using·2·workers,·the·parallel·processing·gives·a·x2·speed-up·compared·to127 <p>By·using·2·workers,·the·parallel·processing·gives·a·x2·speed-up·compared·to
128 the·sequential·case.·By·executing·again·the·same·process,·the·intermediate128 the·sequential·case.·By·executing·again·the·same·process,·the·intermediate
129 results·obtained·by·calling·<code·class="docutils·literal·notranslate"><span·class="pre">costly_compute_cached</span></code>·will·be·loaded·from·the129 results·obtained·by·calling·<code·class="docutils·literal·notranslate"><span·class="pre">costly_compute_cached</span></code>·will·be·loaded·from·the
130 cache·instead·of·executing·the·function.</p>130 cache·instead·of·executing·the·function.</p>
131 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">start</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>131 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">start</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>
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137 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;</span><span·class="se">\n</span><span·class="s1">Second·round·-·reloading·from·the·cache&#39;</span><span·class="p">)</span>137 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;</span><span·class="se">\n</span><span·class="s1">Second·round·-·reloading·from·the·cache&#39;</span><span·class="p">)</span>
138 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;Elapsed·time·for·the·entire·processing:·</span><span·class="si">{:.2f}</span><span·class="s1">·s&#39;</span>138 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;Elapsed·time·for·the·entire·processing:·</span><span·class="si">{:.2f}</span><span·class="s1">·s&#39;</span>
139 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">stop</span></a>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">start</span></a><span·class="p">))</span>139 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">stop</span></a>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">start</span></a><span·class="p">))</span>
140 </pre></div>140 </pre></div>
141 </div>141 </div>
142 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Second·round·-·reloading·from·the·cache142 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Second·round·-·reloading·from·the·cache
143 Elapsed·time·for·the·entire·processing:·0.01·s143 Elapsed·time·for·the·entire·processing:·0.02·s
144 </pre></div>144 </pre></div>
145 </div>145 </div>
146 </section>146 </section>
147 <section·id="reuse-intermediate-checkpoints">147 <section·id="reuse-intermediate-checkpoints">
148 <h2>Reuse·intermediate·checkpoints<a·class="headerlink"·href="#reuse-intermediate-checkpoints"·title="Link·to·this·heading">¶</a></h2>148 <h2>Reuse·intermediate·checkpoints<a·class="headerlink"·href="#reuse-intermediate-checkpoints"·title="Link·to·this·heading">¶</a></h2>
149 <blockquote>149 <blockquote>
150 <div><p>Having·cached·the·intermediate·results·of·the·<code·class="docutils·literal·notranslate"><span·class="pre">costly_compute_cached</span></code>150 <div><p>Having·cached·the·intermediate·results·of·the·<code·class="docutils·literal·notranslate"><span·class="pre">costly_compute_cached</span></code>
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166 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;</span><span·class="se">\n</span><span·class="s1">Reusing·intermediate·checkpoints&#39;</span><span·class="p">)</span>166 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;</span><span·class="se">\n</span><span·class="s1">Reusing·intermediate·checkpoints&#39;</span><span·class="p">)</span>
167 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;Elapsed·time·for·the·entire·processing:·</span><span·class="si">{:.2f}</span><span·class="s1">·s&#39;</span>167 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;Elapsed·time·for·the·entire·processing:·</span><span·class="si">{:.2f}</span><span·class="s1">·s&#39;</span>
168 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">stop</span></a>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">start</span></a><span·class="p">))</span>168 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">stop</span></a>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">start</span></a><span·class="p">))</span>
169 </pre></div>169 </pre></div>
170 </div>170 </div>
171 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Reusing·intermediate·checkpoints171 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Reusing·intermediate·checkpoints
172 Elapsed·time·for·the·entire·processing:·0.01·s172 Elapsed·time·for·the·entire·processing:·0.02·s
173 </pre></div>173 </pre></div>
174 </div>174 </div>
175 <p>The·processing·time·only·corresponds·to·the·execution·of·the·<code·class="docutils·literal·notranslate"><span·class="pre">max</span></code>175 <p>The·processing·time·only·corresponds·to·the·execution·of·the·<code·class="docutils·literal·notranslate"><span·class="pre">max</span></code>
176 function.·The·internal·call·to·<code·class="docutils·literal·notranslate"><span·class="pre">costly_compute_cached</span></code>·is·reloading·the176 function.·The·internal·call·to·<code·class="docutils·literal·notranslate"><span·class="pre">costly_compute_cached</span></code>·is·reloading·the
177 results·from·the·cache.</p>177 results·from·the·cache.</p>
178 </section>178 </section>
179 <section·id="clean-up-the-cache-folder">179 <section·id="clean-up-the-cache-folder">
180 <h2>Clean-up·the·cache·folder<a·class="headerlink"·href="#clean-up-the-cache-folder"·title="Link·to·this·heading">¶</a></h2>180 <h2>Clean-up·the·cache·folder<a·class="headerlink"·href="#clean-up-the-cache-folder"·title="Link·to·this·heading">¶</a></h2>
181 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><a·href="../generated/joblib.Memory.html#joblib.Memory.clear"·title="joblib.Memory.clear"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-method"><span·class="n">memory</span><span·class="o">.</span><span·class="n">clear</span></a><span·class="p">(</span><span·class="n">warn</span><span·class="o">=</span><span·class="kc">False</span><span·class="p">)</span>181 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><a·href="../generated/joblib.Memory.html#joblib.Memory.clear"·title="joblib.Memory.clear"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-method"><span·class="n">memory</span><span·class="o">.</span><span·class="n">clear</span></a><span·class="p">(</span><span·class="n">warn</span><span·class="o">=</span><span·class="kc">False</span><span·class="p">)</span>
182 </pre></div>182 </pre></div>
183 </div>183 </div>
184 <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·12.262·seconds)</p>184 <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·12.500·seconds)</p>
185 <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-nested-parallel-memory-py">185 <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-nested-parallel-memory-py">
186 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">186 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
187 <p><a·class="reference·download·internal"·download=""·href="../_downloads/58796f572e8ca7b503da779777847d75/nested_parallel_memory.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">nested_parallel_memory.ipynb</span></code></a></p>187 <p><a·class="reference·download·internal"·download=""·href="../_downloads/58796f572e8ca7b503da779777847d75/nested_parallel_memory.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">nested_parallel_memory.ipynb</span></code></a></p>
188 </div>188 </div>
189 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">189 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
190 <p><a·class="reference·download·internal"·download=""·href="../_downloads/b808e89441bc95f4a6531c96f76aa6b5/nested_parallel_memory.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">nested_parallel_memory.py</span></code></a></p>190 <p><a·class="reference·download·internal"·download=""·href="../_downloads/b808e89441bc95f4a6531c96f76aa6b5/nested_parallel_memory.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">nested_parallel_memory.py</span></code></a></p>
191 </div>191 </div>
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59 ····for·col·in·range(_\x8d_\x8a_\x8t_\x8a_\x8._\x8s_\x8h_\x8a_\x8p_\x8e[1]))59 ····for·col·in·range(_\x8d_\x8a_\x8t_\x8a_\x8._\x8s_\x8h_\x8a_\x8p_\x8e[1]))
60 _\x8s_\x8t_\x8o_\x8p·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()60 _\x8s_\x8t_\x8o_\x8p·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()
  
61 print('\nFirst·round·-·caching·the·data')61 print('\nFirst·round·-·caching·the·data')
62 print('Elapsed·time·for·the·entire·processing:·{:.2f}·s'62 print('Elapsed·time·for·the·entire·processing:·{:.2f}·s'
63 ······.format(_\x8s_\x8t_\x8o_\x8p·-·_\x8s_\x8t_\x8a_\x8r_\x8t))63 ······.format(_\x8s_\x8t_\x8o_\x8p·-·_\x8s_\x8t_\x8a_\x8r_\x8t))
64 First·round·-·caching·the·data64 First·round·-·caching·the·data
65 Elapsed·time·for·the·entire·processing:·4.22·s65 Elapsed·time·for·the·entire·processing:·4.43·s
66 By·using·2·workers,·the·parallel·processing·gives·a·x2·speed-up·compared·to·the66 By·using·2·workers,·the·parallel·processing·gives·a·x2·speed-up·compared·to·the
67 sequential·case.·By·executing·again·the·same·process,·the·intermediate·results67 sequential·case.·By·executing·again·the·same·process,·the·intermediate·results
68 obtained·by·calling·costly_compute_cached·will·be·loaded·from·the·cache·instead68 obtained·by·calling·costly_compute_cached·will·be·loaded·from·the·cache·instead
69 of·executing·the·function.69 of·executing·the·function.
70 _\x8s_\x8t_\x8a_\x8r_\x8t·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()70 _\x8s_\x8t_\x8a_\x8r_\x8t·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()
71 _\x8r_\x8e_\x8s_\x8u_\x8l_\x8t_\x8s·=·_\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l(n_jobs=2)(71 _\x8r_\x8e_\x8s_\x8u_\x8l_\x8t_\x8s·=·_\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l(n_jobs=2)(
72 ····_\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d(data_processing_mean_using_cache)(_\x8d_\x8a_\x8t_\x8a,·col)72 ····_\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d(data_processing_mean_using_cache)(_\x8d_\x8a_\x8t_\x8a,·col)
73 ····for·col·in·range(_\x8d_\x8a_\x8t_\x8a_\x8._\x8s_\x8h_\x8a_\x8p_\x8e[1]))73 ····for·col·in·range(_\x8d_\x8a_\x8t_\x8a_\x8._\x8s_\x8h_\x8a_\x8p_\x8e[1]))
74 _\x8s_\x8t_\x8o_\x8p·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()74 _\x8s_\x8t_\x8o_\x8p·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()
  
75 print('\nSecond·round·-·reloading·from·the·cache')75 print('\nSecond·round·-·reloading·from·the·cache')
76 print('Elapsed·time·for·the·entire·processing:·{:.2f}·s'76 print('Elapsed·time·for·the·entire·processing:·{:.2f}·s'
77 ······.format(_\x8s_\x8t_\x8o_\x8p·-·_\x8s_\x8t_\x8a_\x8r_\x8t))77 ······.format(_\x8s_\x8t_\x8o_\x8p·-·_\x8s_\x8t_\x8a_\x8r_\x8t))
78 Second·round·-·reloading·from·the·cache78 Second·round·-·reloading·from·the·cache
79 Elapsed·time·for·the·entire·processing:·0.01·s79 Elapsed·time·for·the·entire·processing:·0.02·s
80 *\x8**\x8**\x8**\x8**\x8*·R\x8Re\x8eu\x8us\x8se\x8e·i\x8in\x8nt\x8te\x8er\x8rm\x8me\x8ed\x8di\x8ia\x8at\x8te\x8e·c\x8ch\x8he\x8ec\x8ck\x8kp\x8po\x8oi\x8in\x8nt\x8ts\x8s_\x8?\x8·*\x8**\x8**\x8**\x8**\x8*80 *\x8**\x8**\x8**\x8**\x8*·R\x8Re\x8eu\x8us\x8se\x8e·i\x8in\x8nt\x8te\x8er\x8rm\x8me\x8ed\x8di\x8ia\x8at\x8te\x8e·c\x8ch\x8he\x8ec\x8ck\x8kp\x8po\x8oi\x8in\x8nt\x8ts\x8s_\x8?\x8·*\x8**\x8**\x8**\x8**\x8*
81 ·····Having·cached·the·intermediate·results·of·the·costly_compute_cached81 ·····Having·cached·the·intermediate·results·of·the·costly_compute_cached
82 ·····function,·they·are·reusable·by·calling·the·function.·We·define·a·new82 ·····function,·they·are·reusable·by·calling·the·function.·We·define·a·new
83 ·····processing·which·will·take·the·maximum·of·the·array·returned·by83 ·····processing·which·will·take·the·maximum·of·the·array·returned·by
84 ·····costly_compute_cached·instead·of·previously·the·mean.84 ·····costly_compute_cached·instead·of·previously·the·mean.
85 def·data_processing_max_using_cache(_\x8d_\x8a_\x8t_\x8a,·column):85 def·data_processing_max_using_cache(_\x8d_\x8a_\x8t_\x8a,·column):
86 ····"""Compute·the·max·of·a·column."""86 ····"""Compute·the·max·of·a·column."""
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95 ····for·col·in·range(_\x8d_\x8a_\x8t_\x8a_\x8._\x8s_\x8h_\x8a_\x8p_\x8e[1]))95 ····for·col·in·range(_\x8d_\x8a_\x8t_\x8a_\x8._\x8s_\x8h_\x8a_\x8p_\x8e[1]))
96 _\x8s_\x8t_\x8o_\x8p·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()96 _\x8s_\x8t_\x8o_\x8p·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()
  
97 print('\nReusing·intermediate·checkpoints')97 print('\nReusing·intermediate·checkpoints')
98 print('Elapsed·time·for·the·entire·processing:·{:.2f}·s'98 print('Elapsed·time·for·the·entire·processing:·{:.2f}·s'
99 ······.format(_\x8s_\x8t_\x8o_\x8p·-·_\x8s_\x8t_\x8a_\x8r_\x8t))99 ······.format(_\x8s_\x8t_\x8o_\x8p·-·_\x8s_\x8t_\x8a_\x8r_\x8t))
100 Reusing·intermediate·checkpoints100 Reusing·intermediate·checkpoints
101 Elapsed·time·for·the·entire·processing:·0.01·s101 Elapsed·time·for·the·entire·processing:·0.02·s
102 The·processing·time·only·corresponds·to·the·execution·of·the·max·function.·The102 The·processing·time·only·corresponds·to·the·execution·of·the·max·function.·The
103 internal·call·to·costly_compute_cached·is·reloading·the·results·from·the·cache.103 internal·call·to·costly_compute_cached·is·reloading·the·results·from·the·cache.
104 *\x8**\x8**\x8**\x8**\x8*·C\x8Cl\x8le\x8ea\x8an\x8n-\x8-u\x8up\x8p·t\x8th\x8he\x8e·c\x8ca\x8ac\x8ch\x8he\x8e·f\x8fo\x8ol\x8ld\x8de\x8er\x8r_\x8?\x8·*\x8**\x8**\x8**\x8**\x8*104 *\x8**\x8**\x8**\x8**\x8*·C\x8Cl\x8le\x8ea\x8an\x8n-\x8-u\x8up\x8p·t\x8th\x8he\x8e·c\x8ca\x8ac\x8ch\x8he\x8e·f\x8fo\x8ol\x8ld\x8de\x8er\x8r_\x8?\x8·*\x8**\x8**\x8**\x8**\x8*
105 _\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8._\x8c_\x8l_\x8e_\x8a_\x8r(warn=False)105 _\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8._\x8c_\x8l_\x8e_\x8a_\x8r(warn=False)
106 T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·12.262·seconds)106 T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·12.500·seconds)
107 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8n_\x8e_\x8s_\x8t_\x8e_\x8d_\x8__\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8._\x8i_\x8p_\x8y_\x8n_\x8b107 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8n_\x8e_\x8s_\x8t_\x8e_\x8d_\x8__\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
108 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8n_\x8e_\x8s_\x8t_\x8e_\x8d_\x8__\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8._\x8p_\x8y108 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8n_\x8e_\x8s_\x8t_\x8e_\x8d_\x8__\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8._\x8p_\x8y
109 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8n_\x8e_\x8s_\x8t_\x8e_\x8d_\x8__\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8._\x8z_\x8i_\x8p109 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8n_\x8e_\x8s_\x8t_\x8e_\x8d_\x8__\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8._\x8z_\x8i_\x8p
110 _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y110 _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
111 _\x8[_\x8L_\x8o_\x8g_\x8o_\x8]111 _\x8[_\x8L_\x8o_\x8g_\x8o_\x8]
112 *\x8**\x8**\x8**\x8*·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·*\x8**\x8**\x8**\x8*112 *\x8**\x8**\x8**\x8*·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·*\x8**\x8**\x8**\x8*
113 User·manual113 User·manual
⊟
13.4 KB
./usr/share/doc/python-joblib-doc/html/auto_examples/parallel_generator.html
    
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170 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">peak</span></a>·<span·class="o">=</span>·<span·class="nb">max</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">monitor_gen</span><span·class="o">.</span><span·class="n">memory_buffer</span></a><span·class="p">)</span>·<span·class="o">/</span>·<span·class="mf">1e6</span>170 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">peak</span></a>·<span·class="o">=</span>·<span·class="nb">max</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">monitor_gen</span><span·class="o">.</span><span·class="n">memory_buffer</span></a><span·class="p">)</span>·<span·class="o">/</span>·<span·class="mf">1e6</span>
171 <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">&quot;Peak·memory·usage:·</span><span·class="si">{</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">peak</span></a><span·class="si">:</span><span·class="s2">.2f</span><span·class="si">}</span><span·class="s2">MB&quot;</span><span·class="p">)</span>171 <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">&quot;Peak·memory·usage:·</span><span·class="si">{</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">peak</span></a><span·class="si">:</span><span·class="s2">.2f</span><span·class="si">}</span><span·class="s2">MB&quot;</span><span·class="p">)</span>
172 </pre></div>172 </pre></div>
173 </div>173 </div>
174 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Create·result·generator·with·return_as=&#39;generator&#39;...174 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Create·result·generator·with·return_as=&#39;generator&#39;...
175 Accumulate·results:......................................................................................................................................................175 Accumulate·results:......................................................................................................................................................
176 All·tasks·completed·and·reduced·successfully.176 All·tasks·completed·and·reduced·successfully.
177 Peak·memory·usage:·111.85MB177 Peak·memory·usage:·116.45MB
178 </pre></div>178 </pre></div>
179 </div>179 </div>
180 <p>We·can·then·report·the·memory·usage·accross·time·of·the·two·runs·using·the180 <p>We·can·then·report·the·memory·usage·accross·time·of·the·two·runs·using·the
181 MemoryMonitor.</p>181 MemoryMonitor.</p>
182 <p>In·the·first·case,·as·the·results·accumulate·in·<code·class="docutils·literal·notranslate"><span·class="pre">res</span></code>,·the·memory·grows182 <p>In·the·first·case,·as·the·results·accumulate·in·<code·class="docutils·literal·notranslate"><span·class="pre">res</span></code>,·the·memory·grows
183 linearly·and·it·is·freed·once·the·<code·class="docutils·literal·notranslate"><span·class="pre">accumulator_sum</span></code>·function·finishes.</p>183 linearly·and·it·is·freed·once·the·<code·class="docutils·literal·notranslate"><span·class="pre">accumulator_sum</span></code>·function·finishes.</p>
184 <p>In·the·second·case,·the·results·are·processed·by·the·accumulator·as·soon·as184 <p>In·the·second·case,·the·results·are·processed·by·the·accumulator·as·soon·as
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256 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">peak</span></a>·<span·class="o">=</span>·<span·class="nb">max</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">monitor_delayed_gen</span><span·class="o">.</span><span·class="n">memory_buffer</span></a><span·class="p">)</span>·<span·class="o">/</span>·<span·class="mf">1e6</span>256 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">peak</span></a>·<span·class="o">=</span>·<span·class="nb">max</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">monitor_delayed_gen</span><span·class="o">.</span><span·class="n">memory_buffer</span></a><span·class="p">)</span>·<span·class="o">/</span>·<span·class="mf">1e6</span>
257 <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">&quot;Peak·memory·usage:·</span><span·class="si">{</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">peak</span></a><span·class="si">:</span><span·class="s2">.2f</span><span·class="si">}</span><span·class="s2">MB&quot;</span><span·class="p">)</span>257 <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">&quot;Peak·memory·usage:·</span><span·class="si">{</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">peak</span></a><span·class="si">:</span><span·class="s2">.2f</span><span·class="si">}</span><span·class="s2">MB&quot;</span><span·class="p">)</span>
258 </pre></div>258 </pre></div>
259 </div>259 </div>
260 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Create·result·generator·on·delayed·tasks·with·return_as=&#39;generator&#39;...260 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Create·result·generator·on·delayed·tasks·with·return_as=&#39;generator&#39;...
261 Accumulate·results:......................................................................................................................................................261 Accumulate·results:......................................................................................................................................................
262 All·tasks·completed·and·reduced·successfully.262 All·tasks·completed·and·reduced·successfully.
263 Peak·memory·usage:·387.59MB263 Peak·memory·usage:·302.56MB
264 </pre></div>264 </pre></div>
265 </div>265 </div>
266 <p>If·we·use·<code·class="docutils·literal·notranslate"><span·class="pre">return_as=&quot;generator_unordered&quot;</span></code>,·<code·class="docutils·literal·notranslate"><span·class="pre">res</span></code>·will·not·enforce·any266 <p>If·we·use·<code·class="docutils·literal·notranslate"><span·class="pre">return_as=&quot;generator_unordered&quot;</span></code>,·<code·class="docutils·literal·notranslate"><span·class="pre">res</span></code>·will·not·enforce·any
267 order·when·returning·the·results,·and·will·simply·enable·iterating·on·the267 order·when·returning·the·results,·and·will·simply·enable·iterating·on·the
268 results·as·soon·as·it’s·available.·The·peak·memory·usage·is·now·controlled268 results·as·soon·as·it’s·available.·The·peak·memory·usage·is·now·controlled
269 to·an·even·lower·level,·since·that·results·can·be·consumed·immediately269 to·an·even·lower·level,·since·that·results·can·be·consumed·immediately
270 rather·than·being·delayed·by·the·compute·of·slower·tasks·that·have·been270 rather·than·being·delayed·by·the·compute·of·slower·tasks·that·have·been
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287 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">peak</span></a>·<span·class="o">=</span>·<span·class="nb">max</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">monitor_delayed_gen_unordered</span><span·class="o">.</span><span·class="n">memory_buffer</span></a><span·class="p">)</span>·<span·class="o">/</span>·<span·class="mf">1e6</span>287 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">peak</span></a>·<span·class="o">=</span>·<span·class="nb">max</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">monitor_delayed_gen_unordered</span><span·class="o">.</span><span·class="n">memory_buffer</span></a><span·class="p">)</span>·<span·class="o">/</span>·<span·class="mf">1e6</span>
288 <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">&quot;Peak·memory·usage:·</span><span·class="si">{</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">peak</span></a><span·class="si">:</span><span·class="s2">.2f</span><span·class="si">}</span><span·class="s2">MB&quot;</span><span·class="p">)</span>288 <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">&quot;Peak·memory·usage:·</span><span·class="si">{</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">peak</span></a><span·class="si">:</span><span·class="s2">.2f</span><span·class="si">}</span><span·class="s2">MB&quot;</span><span·class="p">)</span>
289 </pre></div>289 </pre></div>
290 </div>290 </div>
291 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Create·result·generator·on·delayed·tasks·with·return_as=&#39;generator_unordered&#39;...291 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Create·result·generator·on·delayed·tasks·with·return_as=&#39;generator_unordered&#39;...
292 Accumulate·results:......................................................................................................................................................292 Accumulate·results:......................................................................................................................................................
293 All·tasks·completed·and·reduced·successfully.293 All·tasks·completed·and·reduced·successfully.
294 Peak·memory·usage:·110.04MB294 Peak·memory·usage:·122.67MB
295 </pre></div>295 </pre></div>
296 </div>296 </div>
297 <p>Notice·how·the·plot·for·<code·class="docutils·literal·notranslate"><span·class="pre">'return_as=&quot;generator'</span></code>·now·shows·a·high·memory297 <p>Notice·how·the·plot·for·<code·class="docutils·literal·notranslate"><span·class="pre">'return_as=&quot;generator'</span></code>·now·shows·a·high·memory
298 usage·plateau·when·slow·jobs·cause·a·congestion·of·intermediate·results298 usage·plateau·when·slow·jobs·cause·a·congestion·of·intermediate·results
299 waiting·in·RAM·before·in-order·aggregation.·This·high·memory·usage·is·never299 waiting·in·RAM·before·in-order·aggregation.·This·high·memory·usage·is·never
300 observed·when·using·<code·class="docutils·literal·notranslate"><span·class="pre">'return_as=&quot;generator_unordered&quot;</span></code>.</p>300 observed·when·using·<code·class="docutils·literal·notranslate"><span·class="pre">'return_as=&quot;generator_unordered&quot;</span></code>.</p>
301 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">figure</span><span·class="p">(</span><span·class="mi">1</span><span·class="p">)</span>301 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">figure</span><span·class="p">(</span><span·class="mi">1</span><span·class="p">)</span>
Offset 311, 15 lines modifiedOffset 311, 15 lines modified
311 <span·class="n">plt</span><span·class="o">.</span><span·class="n">xticks</span><span·class="p">([],</span>·<span·class="p">[])</span>311 <span·class="n">plt</span><span·class="o">.</span><span·class="n">xticks</span><span·class="p">([],</span>·<span·class="p">[])</span>
312 <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">&quot;Memory·usage&quot;</span><span·class="p">)</span>312 <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">&quot;Memory·usage&quot;</span><span·class="p">)</span>
313 <span·class="n">plt</span><span·class="o">.</span><span·class="n">yticks</span><span·class="p">([</span><span·class="mf">1e7</span><span·class="p">,</span>·<span·class="mf">1e8</span><span·class="p">,</span>·<span·class="mf">1e9</span><span·class="p">],</span>·<span·class="p">[</span><span·class="s1">&#39;10MB&#39;</span><span·class="p">,</span>·<span·class="s1">&#39;100MB&#39;</span><span·class="p">,</span>·<span·class="s1">&#39;1GB&#39;</span><span·class="p">])</span>313 <span·class="n">plt</span><span·class="o">.</span><span·class="n">yticks</span><span·class="p">([</span><span·class="mf">1e7</span><span·class="p">,</span>·<span·class="mf">1e8</span><span·class="p">,</span>·<span·class="mf">1e9</span><span·class="p">],</span>·<span·class="p">[</span><span·class="s1">&#39;10MB&#39;</span><span·class="p">,</span>·<span·class="s1">&#39;100MB&#39;</span><span·class="p">,</span>·<span·class="s1">&#39;1GB&#39;</span><span·class="p">])</span>
314 <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>314 <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
315 <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>315 <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>
316 </pre></div>316 </pre></div>
317 </div>317 </div>
318 <img·src="../_images/sphx_glr_parallel_generator_002.png"·srcset="../_images/sphx_glr_parallel_generator_002.png"·alt="parallel·generator"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(1·minutes·32.069·seconds)</p>318 <img·src="../_images/sphx_glr_parallel_generator_002.png"·srcset="../_images/sphx_glr_parallel_generator_002.png"·alt="parallel·generator"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(2·minutes·51.888·seconds)</p>
319 <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-parallel-generator-py">319 <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-parallel-generator-py">
320 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">320 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
321 <p><a·class="reference·download·internal"·download=""·href="../_downloads/db658a25107c199addf4f0b83d7dc5ac/parallel_generator.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">parallel_generator.ipynb</span></code></a></p>321 <p><a·class="reference·download·internal"·download=""·href="../_downloads/db658a25107c199addf4f0b83d7dc5ac/parallel_generator.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">parallel_generator.ipynb</span></code></a></p>
322 </div>322 </div>
323 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">323 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
324 <p><a·class="reference·download·internal"·download=""·href="../_downloads/3fa10e137733c0c23e90dca9a693a9e7/parallel_generator.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">parallel_generator.py</span></code></a></p>324 <p><a·class="reference·download·internal"·download=""·href="../_downloads/3fa10e137733c0c23e90dca9a693a9e7/parallel_generator.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">parallel_generator.py</span></code></a></p>
325 </div>325 </div>
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114 _\x8m_\x8o_\x8n_\x8i_\x8t_\x8o_\x8r_\x8__\x8g_\x8e_\x8n_\x8._\x8j_\x8o_\x8i_\x8n()114 _\x8m_\x8o_\x8n_\x8i_\x8t_\x8o_\x8r_\x8__\x8g_\x8e_\x8n_\x8._\x8j_\x8o_\x8i_\x8n()
115 _\x8p_\x8e_\x8a_\x8k·=·max(_\x8m_\x8o_\x8n_\x8i_\x8t_\x8o_\x8r_\x8__\x8g_\x8e_\x8n_\x8._\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8__\x8b_\x8u_\x8f_\x8f_\x8e_\x8r)·/·1e6115 _\x8p_\x8e_\x8a_\x8k·=·max(_\x8m_\x8o_\x8n_\x8i_\x8t_\x8o_\x8r_\x8__\x8g_\x8e_\x8n_\x8._\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8__\x8b_\x8u_\x8f_\x8f_\x8e_\x8r)·/·1e6
116 print(f"Peak·memory·usage:·{_\x8p_\x8e_\x8a_\x8k:.2f}MB")116 print(f"Peak·memory·usage:·{_\x8p_\x8e_\x8a_\x8k:.2f}MB")
117 Create·result·generator·with·return_as='generator'...117 Create·result·generator·with·return_as='generator'...
118 Accumulate118 Accumulate
119 results:......................................................................................................................................................119 results:......................................................................................................................................................
120 All·tasks·completed·and·reduced·successfully.120 All·tasks·completed·and·reduced·successfully.
121 Peak·memory·usage:·111.85MB121 Peak·memory·usage:·116.45MB
122 We·can·then·report·the·memory·usage·accross·time·of·the·two·runs·using·the122 We·can·then·report·the·memory·usage·accross·time·of·the·two·runs·using·the
123 MemoryMonitor.123 MemoryMonitor.
124 In·the·first·case,·as·the·results·accumulate·in·res,·the·memory·grows·linearly124 In·the·first·case,·as·the·results·accumulate·in·res,·the·memory·grows·linearly
125 and·it·is·freed·once·the·accumulator_sum·function·finishes.125 and·it·is·freed·once·the·accumulator_sum·function·finishes.
126 In·the·second·case,·the·results·are·processed·by·the·accumulator·as·soon·as126 In·the·second·case,·the·results·are·processed·by·the·accumulator·as·soon·as
127 they·arrive,·and·the·memory·does·not·need·to·be·able·to·contain·all·the127 they·arrive,·and·the·memory·does·not·need·to·be·able·to·contain·all·the
128 results.128 results.
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191 _\x8m_\x8o_\x8n_\x8i_\x8t_\x8o_\x8r_\x8__\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d_\x8__\x8g_\x8e_\x8n_\x8._\x8j_\x8o_\x8i_\x8n()191 _\x8m_\x8o_\x8n_\x8i_\x8t_\x8o_\x8r_\x8__\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d_\x8__\x8g_\x8e_\x8n_\x8._\x8j_\x8o_\x8i_\x8n()
192 _\x8p_\x8e_\x8a_\x8k·=·max(_\x8m_\x8o_\x8n_\x8i_\x8t_\x8o_\x8r_\x8__\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d_\x8__\x8g_\x8e_\x8n_\x8._\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8__\x8b_\x8u_\x8f_\x8f_\x8e_\x8r)·/·1e6192 _\x8p_\x8e_\x8a_\x8k·=·max(_\x8m_\x8o_\x8n_\x8i_\x8t_\x8o_\x8r_\x8__\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d_\x8__\x8g_\x8e_\x8n_\x8._\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8__\x8b_\x8u_\x8f_\x8f_\x8e_\x8r)·/·1e6
193 print(f"Peak·memory·usage:·{_\x8p_\x8e_\x8a_\x8k:.2f}MB")193 print(f"Peak·memory·usage:·{_\x8p_\x8e_\x8a_\x8k:.2f}MB")
194 Create·result·generator·on·delayed·tasks·with·return_as='generator'...194 Create·result·generator·on·delayed·tasks·with·return_as='generator'...
195 Accumulate195 Accumulate
196 results:......................................................................................................................................................196 results:......................................................................................................................................................
197 All·tasks·completed·and·reduced·successfully.197 All·tasks·completed·and·reduced·successfully.
198 Peak·memory·usage:·387.59MB198 Peak·memory·usage:·302.56MB
199 If·we·use·return_as="generator_unordered",·res·will·not·enforce·any·order·when199 If·we·use·return_as="generator_unordered",·res·will·not·enforce·any·order·when
200 returning·the·results,·and·will·simply·enable·iterating·on·the·results·as·soon200 returning·the·results,·and·will·simply·enable·iterating·on·the·results·as·soon
201 as·it’s·available.·The·peak·memory·usage·is·now·controlled·to·an·even·lower201 as·it’s·available.·The·peak·memory·usage·is·now·controlled·to·an·even·lower
202 level,·since·that·results·can·be·consumed·immediately·rather·than·being·delayed202 level,·since·that·results·can·be·consumed·immediately·rather·than·being·delayed
203 by·the·compute·of·slower·tasks·that·have·been·submitted·earlier.203 by·the·compute·of·slower·tasks·that·have·been·submitted·earlier.
204 monitor_delayed_gen_unordered·=·_\x8M_\x8e_\x8m_\x8o_\x8r_\x8y_\x8M_\x8o_\x8n_\x8i_\x8t_\x8o_\x8r()204 monitor_delayed_gen_unordered·=·_\x8M_\x8e_\x8m_\x8o_\x8r_\x8y_\x8M_\x8o_\x8n_\x8i_\x8t_\x8o_\x8r()
205 print(205 print(
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219 _\x8p_\x8e_\x8a_\x8k·=·max(_\x8m_\x8o_\x8n_\x8i_\x8t_\x8o_\x8r_\x8__\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d_\x8__\x8g_\x8e_\x8n_\x8__\x8u_\x8n_\x8o_\x8r_\x8d_\x8e_\x8r_\x8e_\x8d_\x8._\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8__\x8b_\x8u_\x8f_\x8f_\x8e_\x8r)·/·1e6219 _\x8p_\x8e_\x8a_\x8k·=·max(_\x8m_\x8o_\x8n_\x8i_\x8t_\x8o_\x8r_\x8__\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d_\x8__\x8g_\x8e_\x8n_\x8__\x8u_\x8n_\x8o_\x8r_\x8d_\x8e_\x8r_\x8e_\x8d_\x8._\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8__\x8b_\x8u_\x8f_\x8f_\x8e_\x8r)·/·1e6
220 print(f"Peak·memory·usage:·{_\x8p_\x8e_\x8a_\x8k:.2f}MB")220 print(f"Peak·memory·usage:·{_\x8p_\x8e_\x8a_\x8k:.2f}MB")
221 Create·result·generator·on·delayed·tasks·with221 Create·result·generator·on·delayed·tasks·with
222 return_as='generator_unordered'...222 return_as='generator_unordered'...
223 Accumulate223 Accumulate
224 results:......................................................................................................................................................224 results:......................................................................................................................................................
225 All·tasks·completed·and·reduced·successfully.225 All·tasks·completed·and·reduced·successfully.
226 Peak·memory·usage:·110.04MB226 Peak·memory·usage:·122.67MB
227 Notice·how·the·plot·for·'return_as="generator'·now·shows·a·high·memory·usage227 Notice·how·the·plot·for·'return_as="generator'·now·shows·a·high·memory·usage
228 plateau·when·slow·jobs·cause·a·congestion·of·intermediate·results·waiting·in228 plateau·when·slow·jobs·cause·a·congestion·of·intermediate·results·waiting·in
229 RAM·before·in-order·aggregation.·This·high·memory·usage·is·never·observed·when229 RAM·before·in-order·aggregation.·This·high·memory·usage·is·never·observed·when
230 using·'return_as="generator_unordered".230 using·'return_as="generator_unordered".
231 plt.figure(1)231 plt.figure(1)
232 plt.semilogy(232 plt.semilogy(
233 ····np.maximum.accumulate(_\x8m_\x8o_\x8n_\x8i_\x8t_\x8o_\x8r_\x8__\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d_\x8__\x8g_\x8e_\x8n_\x8._\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8__\x8b_\x8u_\x8f_\x8f_\x8e_\x8r),233 ····np.maximum.accumulate(_\x8m_\x8o_\x8n_\x8i_\x8t_\x8o_\x8r_\x8__\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d_\x8__\x8g_\x8e_\x8n_\x8._\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8__\x8b_\x8u_\x8f_\x8f_\x8e_\x8r),
Offset 240, 15 lines modifiedOffset 240, 15 lines modified
240 plt.xlabel("Time")240 plt.xlabel("Time")
241 plt.xticks([],·[])241 plt.xticks([],·[])
242 plt.ylabel("Memory·usage")242 plt.ylabel("Memory·usage")
243 plt.yticks([1e7,·1e8,·1e9],·['10MB',·'100MB',·'1GB'])243 plt.yticks([1e7,·1e8,·1e9],·['10MB',·'100MB',·'1GB'])
244 plt.legend()244 plt.legend()
245 plt.show()245 plt.show()
246 [parallel·generator]246 [parallel·generator]
247 T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(1·minutes·32.069·seconds)247 T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(2·minutes·51.888·seconds)
248 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8o_\x8r_\x8._\x8i_\x8p_\x8y_\x8n_\x8b248 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8o_\x8r_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
249 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8o_\x8r_\x8._\x8p_\x8y249 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8o_\x8r_\x8._\x8p_\x8y
250 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8o_\x8r_\x8._\x8z_\x8i_\x8p250 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8o_\x8r_\x8._\x8z_\x8i_\x8p
251 _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y251 _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
252 _\x8[_\x8L_\x8o_\x8g_\x8o_\x8]252 _\x8[_\x8L_\x8o_\x8g_\x8o_\x8]
253 *\x8**\x8**\x8**\x8*·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·*\x8**\x8**\x8**\x8*253 *\x8**\x8**\x8**\x8*·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·*\x8**\x8**\x8**\x8*
254 User·manual254 User·manual
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80 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">tic</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>80 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">tic</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>
81 <a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">results</span></a>·<span·class="o">=</span>·<span·class="p">[</span><span·class="n">slow_mean</span><span·class="p">(</span><a·href="/usr/share/doc/python-numpy/html/reference/generated/numpy.memmap.html#numpy.memmap"·title="numpy.memmap"·class="sphx-glr-backref-module-numpy·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">data</span></a><span·class="p">,</span>·<span·class="n">sl</span><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">sl</span>·<span·class="ow">in</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">slices</span></a><span·class="p">]</span>81 <a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">results</span></a>·<span·class="o">=</span>·<span·class="p">[</span><span·class="n">slow_mean</span><span·class="p">(</span><a·href="/usr/share/doc/python-numpy/html/reference/generated/numpy.memmap.html#numpy.memmap"·title="numpy.memmap"·class="sphx-glr-backref-module-numpy·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">data</span></a><span·class="p">,</span>·<span·class="n">sl</span><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">sl</span>·<span·class="ow">in</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">slices</span></a><span·class="p">]</span>
82 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">toc</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>82 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">toc</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>
83 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;</span><span·class="se">\n</span><span·class="s1">Elapsed·time·computing·the·average·of·couple·of·slices·</span><span·class="si">{:.2f}</span><span·class="s1">·s&#39;</span>83 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;</span><span·class="se">\n</span><span·class="s1">Elapsed·time·computing·the·average·of·couple·of·slices·</span><span·class="si">{:.2f}</span><span·class="s1">·s&#39;</span>
84 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">toc</span></a>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">tic</span></a><span·class="p">))</span>84 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">toc</span></a>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">tic</span></a><span·class="p">))</span>
85 </pre></div>85 </pre></div>
86 </div>86 </div>
87 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Elapsed·time·computing·the·average·of·couple·of·slices·1.00·s87 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Elapsed·time·computing·the·average·of·couple·of·slices·1.16·s
88 </pre></div>88 </pre></div>
89 </div>89 </div>
90 <p><a·class="reference·internal"·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">joblib.Parallel</span></code></a>·is·used·to·compute·in·parallel·the·average·of·all90 <p><a·class="reference·internal"·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">joblib.Parallel</span></code></a>·is·used·to·compute·in·parallel·the·average·of·all
91 slices·using·2·workers.</p>91 slices·using·2·workers.</p>
92 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">from</span>·<span·class="nn">joblib</span>·<span·class="kn">import</span>·<a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">,</span>·<a·href="../parallel.html#joblib.delayed"·title="joblib.delayed"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">delayed</span></a>92 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">from</span>·<span·class="nn">joblib</span>·<span·class="kn">import</span>·<a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">,</span>·<a·href="../parallel.html#joblib.delayed"·title="joblib.delayed"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">delayed</span></a>
  
  
93 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">tic</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>93 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">tic</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>
94 <a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">results</span></a>·<span·class="o">=</span>·<a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">(</span><span·class="n">n_jobs</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">)(</span><a·href="../parallel.html#joblib.delayed"·title="joblib.delayed"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">delayed</span></a><span·class="p">(</span><span·class="n">slow_mean</span><span·class="p">)(</span><a·href="/usr/share/doc/python-numpy/html/reference/generated/numpy.memmap.html#numpy.memmap"·title="numpy.memmap"·class="sphx-glr-backref-module-numpy·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">data</span></a><span·class="p">,</span>·<span·class="n">sl</span><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">sl</span>·<span·class="ow">in</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">slices</span></a><span·class="p">)</span>94 <a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">results</span></a>·<span·class="o">=</span>·<a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">(</span><span·class="n">n_jobs</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">)(</span><a·href="../parallel.html#joblib.delayed"·title="joblib.delayed"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">delayed</span></a><span·class="p">(</span><span·class="n">slow_mean</span><span·class="p">)(</span><a·href="/usr/share/doc/python-numpy/html/reference/generated/numpy.memmap.html#numpy.memmap"·title="numpy.memmap"·class="sphx-glr-backref-module-numpy·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">data</span></a><span·class="p">,</span>·<span·class="n">sl</span><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">sl</span>·<span·class="ow">in</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">slices</span></a><span·class="p">)</span>
95 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">toc</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>95 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">toc</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>
96 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;</span><span·class="se">\n</span><span·class="s1">Elapsed·time·computing·the·average·of·couple·of·slices·</span><span·class="si">{:.2f}</span><span·class="s1">·s&#39;</span>96 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;</span><span·class="se">\n</span><span·class="s1">Elapsed·time·computing·the·average·of·couple·of·slices·</span><span·class="si">{:.2f}</span><span·class="s1">·s&#39;</span>
97 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">toc</span></a>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">tic</span></a><span·class="p">))</span>97 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">toc</span></a>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">tic</span></a><span·class="p">))</span>
98 </pre></div>98 </pre></div>
99 </div>99 </div>
100 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Elapsed·time·computing·the·average·of·couple·of·slices·0.73·s100 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Elapsed·time·computing·the·average·of·couple·of·slices·1.13·s
101 </pre></div>101 </pre></div>
102 </div>102 </div>
103 <p>Parallel·processing·is·already·faster·than·the·sequential·processing.·It·is103 <p>Parallel·processing·is·already·faster·than·the·sequential·processing.·It·is
104 also·possible·to·remove·a·bit·of·overhead·by·dumping·the·<code·class="docutils·literal·notranslate"><span·class="pre">data</span></code>·array·to·a104 also·possible·to·remove·a·bit·of·overhead·by·dumping·the·<code·class="docutils·literal·notranslate"><span·class="pre">data</span></code>·array·to·a
105 memmap·and·pass·the·memmap·to·<a·class="reference·internal"·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">joblib.Parallel</span></code></a>.</p>105 memmap·and·pass·the·memmap·to·<a·class="reference·internal"·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">joblib.Parallel</span></code></a>.</p>
106 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">import</span>·<span·class="nn">os</span>106 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">import</span>·<span·class="nn">os</span>
107 <span·class="kn">from</span>·<span·class="nn">joblib</span>·<span·class="kn">import</span>·<a·href="../generated/joblib.dump.html#joblib.dump"·title="joblib.dump"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">dump</span></a><span·class="p">,</span>·<a·href="../generated/joblib.load.html#joblib.load"·title="joblib.load"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">load</span></a>107 <span·class="kn">from</span>·<span·class="nn">joblib</span>·<span·class="kn">import</span>·<a·href="../generated/joblib.dump.html#joblib.dump"·title="joblib.dump"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">dump</span></a><span·class="p">,</span>·<a·href="../generated/joblib.load.html#joblib.load"·title="joblib.load"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">load</span></a>
Offset 121, 15 lines modifiedOffset 121, 15 lines modified
121 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">tic</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>121 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">tic</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>
122 <a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">results</span></a>·<span·class="o">=</span>·<a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">(</span><span·class="n">n_jobs</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">)(</span><a·href="../parallel.html#joblib.delayed"·title="joblib.delayed"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">delayed</span></a><span·class="p">(</span><span·class="n">slow_mean</span><span·class="p">)(</span><a·href="/usr/share/doc/python-numpy/html/reference/generated/numpy.memmap.html#numpy.memmap"·title="numpy.memmap"·class="sphx-glr-backref-module-numpy·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">data</span></a><span·class="p">,</span>·<span·class="n">sl</span><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">sl</span>·<span·class="ow">in</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">slices</span></a><span·class="p">)</span>122 <a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">results</span></a>·<span·class="o">=</span>·<a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">(</span><span·class="n">n_jobs</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">)(</span><a·href="../parallel.html#joblib.delayed"·title="joblib.delayed"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">delayed</span></a><span·class="p">(</span><span·class="n">slow_mean</span><span·class="p">)(</span><a·href="/usr/share/doc/python-numpy/html/reference/generated/numpy.memmap.html#numpy.memmap"·title="numpy.memmap"·class="sphx-glr-backref-module-numpy·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">data</span></a><span·class="p">,</span>·<span·class="n">sl</span><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">sl</span>·<span·class="ow">in</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">slices</span></a><span·class="p">)</span>
123 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">toc</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>123 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">toc</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>
124 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;</span><span·class="se">\n</span><span·class="s1">Elapsed·time·computing·the·average·of·couple·of·slices·</span><span·class="si">{:.2f}</span><span·class="s1">·s</span><span·class="se">\n</span><span·class="s1">&#39;</span>124 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;</span><span·class="se">\n</span><span·class="s1">Elapsed·time·computing·the·average·of·couple·of·slices·</span><span·class="si">{:.2f}</span><span·class="s1">·s</span><span·class="se">\n</span><span·class="s1">&#39;</span>
125 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">toc</span></a>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">tic</span></a><span·class="p">))</span>125 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">toc</span></a>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">tic</span></a><span·class="p">))</span>
126 </pre></div>126 </pre></div>
127 </div>127 </div>
128 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Elapsed·time·computing·the·average·of·couple·of·slices·0.52·s128 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Elapsed·time·computing·the·average·of·couple·of·slices·0.58·s
129 </pre></div>129 </pre></div>
130 </div>130 </div>
131 <p>Therefore,·dumping·large·<code·class="docutils·literal·notranslate"><span·class="pre">data</span></code>·array·ahead·of·calling131 <p>Therefore,·dumping·large·<code·class="docutils·literal·notranslate"><span·class="pre">data</span></code>·array·ahead·of·calling
132 <a·class="reference·internal"·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">joblib.Parallel</span></code></a>·can·speed·up·the·processing·by·removing·some132 <a·class="reference·internal"·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">joblib.Parallel</span></code></a>·can·speed·up·the·processing·by·removing·some
133 overhead.</p>133 overhead.</p>
134 </section>134 </section>
135 <section·id="writable-memmap-for-shared-memory-joblib-parallel">135 <section·id="writable-memmap-for-shared-memory-joblib-parallel">
Offset 174, 48 lines modifiedOffset 174, 48 lines modified
174 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="nb">print</span><span·class="p">(</span><span·class="s2">&quot;</span><span·class="se">\n</span><span·class="s2">Expected·means·computed·in·the·parent·process:</span><span·class="se">\n</span><span·class="s2">·</span><span·class="si">{}</span><span·class="s2">&quot;</span>174 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="nb">print</span><span·class="p">(</span><span·class="s2">&quot;</span><span·class="se">\n</span><span·class="s2">Expected·means·computed·in·the·parent·process:</span><span·class="se">\n</span><span·class="s2">·</span><span·class="si">{}</span><span·class="s2">&quot;</span>
175 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python-numpy/html/reference/generated/numpy.array.html#numpy.array"·title="numpy.array"·class="sphx-glr-backref-module-numpy·sphx-glr-backref-type-py-function"><span·class="n">np</span><span·class="o">.</span><span·class="n">array</span></a><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">results</span></a><span·class="p">)))</span>175 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python-numpy/html/reference/generated/numpy.array.html#numpy.array"·title="numpy.array"·class="sphx-glr-backref-module-numpy·sphx-glr-backref-type-py-function"><span·class="n">np</span><span·class="o">.</span><span·class="n">array</span></a><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">results</span></a><span·class="p">)))</span>
176 <span·class="nb">print</span><span·class="p">(</span><span·class="s2">&quot;</span><span·class="se">\n</span><span·class="s2">Actual·means·computed·by·the·worker·processes:</span><span·class="se">\n</span><span·class="s2">·</span><span·class="si">{}</span><span·class="s2">&quot;</span>176 <span·class="nb">print</span><span·class="p">(</span><span·class="s2">&quot;</span><span·class="se">\n</span><span·class="s2">Actual·means·computed·by·the·worker·processes:</span><span·class="se">\n</span><span·class="s2">·</span><span·class="si">{}</span><span·class="s2">&quot;</span>
177 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python-numpy/html/reference/generated/numpy.memmap.html#numpy.memmap"·title="numpy.memmap"·class="sphx-glr-backref-module-numpy·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">output</span></a><span·class="p">))</span>177 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python-numpy/html/reference/generated/numpy.memmap.html#numpy.memmap"·title="numpy.memmap"·class="sphx-glr-backref-module-numpy·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">output</span></a><span·class="p">))</span>
178 </pre></div>178 </pre></div>
179 </div>179 </div>
180 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Expected·means·computed·in·the·parent·process:180 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Expected·means·computed·in·the·parent·process:
181 ·[0.4998696··0.49985457·0.49959866·0.49968788·0.49989326·0.50048676 
182 ·0.50066768·0.50032014·0.5000895··0.49990594·0.49958927·0.49915423 
183 ·0.49946278·0.49945332·0.49964365·0.49965647·0.50021669·0.50042254 
184 ·0.50068337·0.50036983·0.50031807·0.49999431·0.50017278·0.50005665 
185 ·0.50054106·0.50042598·0.50073118·0.50074674·0.50051467·0.5003091 
186 ·0.50057607·0.50023101·0.49980026·0.49988813·0.49983182·0.49994154 
187 ·0.50030109·0.50063334·0.50080489·0.50045085·0.50027566·0.50011371 
188 ·0.49982288·0.49989467·0.50029677·0.50017513·0.50019046·0.49986166 
189 ·0.49969531·0.49950193·0.49955972·0.49975931·0.49997131·0.49990118 
190 ·0.50020353·0.50001633·0.49971233·0.4998697··0.50002398·0.4994898 
191 ·0.49974909·0.49989269·0.49976101·0.49994336·0.5004336··0.50031141 
192 ·0.50039711·0.5005845··0.50028941·0.50022986·0.50010876·0.49985565 
193 ·0.49950689·0.49955853·0.49953891·0.49971714·0.4997903··0.5001644 
194 ·0.50077107·0.50068115·0.5006789··0.50078278·0.50080007·0.50069678 
195 ·0.50058315·0.50090646·0.50062857·0.50046947·0.50006209·0.50047471 
196 ·0.49993125·0.50004124·0.500118···0.50026566·0.49988048]181 ·[0.49975837·0.49956621·0.49966593·0.500126···0.50025355·0.50012521
 182 ·0.50005708·0.49997449·0.49963092·0.49951451·0.49968384·0.49950493
 183 ·0.49971792·0.49967819·0.50009514·0.50034839·0.5009145··0.50080723
 184 ·0.50092705·0.50013014·0.500159···0.50002251·0.49978344·0.49986607
 185 ·0.50037664·0.4997649··0.49967651·0.49994807·0.50019035·0.50019999
 186 ·0.50031076·0.50025266·0.50008115·0.49968304·0.50003059·0.49994579
 187 ·0.50019339·0.5005266··0.50071162·0.50049792·0.5006894··0.50026362
 188 ·0.50005508·0.50004237·0.49991981·0.49969752·0.49982657·0.49983167
 189 ·0.4998658··0.4998251··0.49990408·0.49971107·0.49972239·0.49980807
 190 ·0.50001013·0.49993687·0.50028809·0.50016968·0.49974051·0.49971315
 191 ·0.50009266·0.50029531·0.50034746·0.50049183·0.50033923·0.50019375
 192 ·0.49937713·0.49934911·0.49956985·0.49981611·0.49963436·0.49994034
 193 ·0.49990588·0.49975062·0.49930708·0.49997598·0.49971328·0.49967794
 194 ·0.49975844·0.49983981·0.49938513·0.4996107··0.4996952··0.49962638
 195 ·0.49987623·0.49998147·0.49993649·0.50010725·0.49987773·0.49992304
 196 ·0.49953274·0.49951099·0.49939508·0.49984116·0.49959177]
  
197 Actual·means·computed·by·the·worker·processes:197 Actual·means·computed·by·the·worker·processes:
198 ·[0.4998696··0.49985457·0.49959866·0.49968788·0.49989326·0.50048676 
199 ·0.50066768·0.50032014·0.5000895··0.49990594·0.49958927·0.49915423 
200 ·0.49946278·0.49945332·0.49964365·0.49965647·0.50021669·0.50042254 
201 ·0.50068337·0.50036983·0.50031807·0.49999431·0.50017278·0.50005665 
202 ·0.50054106·0.50042598·0.50073118·0.50074674·0.50051467·0.5003091 
203 ·0.50057607·0.50023101·0.49980026·0.49988813·0.49983182·0.49994154 
204 ·0.50030109·0.50063334·0.50080489·0.50045085·0.50027566·0.50011371 
205 ·0.49982288·0.49989467·0.50029677·0.50017513·0.50019046·0.49986166 
206 ·0.49969531·0.49950193·0.49955972·0.49975931·0.49997131·0.49990118 
207 ·0.50020353·0.50001633·0.49971233·0.4998697··0.50002398·0.4994898 
208 ·0.49974909·0.49989269·0.49976101·0.49994336·0.5004336··0.50031141 
209 ·0.50039711·0.5005845··0.50028941·0.50022986·0.50010876·0.49985565 
210 ·0.49950689·0.49955853·0.49953891·0.49971714·0.4997903··0.5001644 
211 ·0.50077107·0.50068115·0.5006789··0.50078278·0.50080007·0.50069678 
212 ·0.50058315·0.50090646·0.50062857·0.50046947·0.50006209·0.50047471 
213 ·0.49993125·0.50004124·0.500118···0.50026566·0.49988048]198 ·[0.49975837·0.49956621·0.49966593·0.500126···0.50025355·0.50012521
 199 ·0.50005708·0.49997449·0.49963092·0.49951451·0.49968384·0.49950493
 200 ·0.49971792·0.49967819·0.50009514·0.50034839·0.5009145··0.50080723
 201 ·0.50092705·0.50013014·0.500159···0.50002251·0.49978344·0.49986607
 202 ·0.50037664·0.4997649··0.49967651·0.49994807·0.50019035·0.50019999
 203 ·0.50031076·0.50025266·0.50008115·0.49968304·0.50003059·0.49994579
 204 ·0.50019339·0.5005266··0.50071162·0.50049792·0.5006894··0.50026362
 205 ·0.50005508·0.50004237·0.49991981·0.49969752·0.49982657·0.49983167
 206 ·0.4998658··0.4998251··0.49990408·0.49971107·0.49972239·0.49980807
 207 ·0.50001013·0.49993687·0.50028809·0.50016968·0.49974051·0.49971315
 208 ·0.50009266·0.50029531·0.50034746·0.50049183·0.50033923·0.50019375
 209 ·0.49937713·0.49934911·0.49956985·0.49981611·0.49963436·0.49994034
 210 ·0.49990588·0.49975062·0.49930708·0.49997598·0.49971328·0.49967794
 211 ·0.49975844·0.49983981·0.49938513·0.4996107··0.4996952··0.49962638
 212 ·0.49987623·0.49998147·0.49993649·0.50010725·0.49987773·0.49992304
 213 ·0.49953274·0.49951099·0.49939508·0.49984116·0.49959177]
214 </pre></div>214 </pre></div>
215 </div>215 </div>
216 </section>216 </section>
217 <section·id="clean-up-the-memmap">217 <section·id="clean-up-the-memmap">
218 <h2>Clean-up·the·memmap<a·class="headerlink"·href="#clean-up-the-memmap"·title="Link·to·this·heading">¶</a></h2>218 <h2>Clean-up·the·memmap<a·class="headerlink"·href="#clean-up-the-memmap"·title="Link·to·this·heading">¶</a></h2>
219 <blockquote>219 <blockquote>
220 <div><p>Remove·the·different·memmap·that·we·created.·It·might·fail·in·Windows·due220 <div><p>Remove·the·different·memmap·that·we·created.·It·might·fail·in·Windows·due
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27 ····return·_\x8d_\x8a_\x8t_\x8a[sl].mean()27 ····return·_\x8d_\x8a_\x8t_\x8a[sl].mean()
28 First,·we·will·evaluate·the·sequential·computing·on·our·problem.28 First,·we·will·evaluate·the·sequential·computing·on·our·problem.
29 _\x8t_\x8i_\x8c·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()29 _\x8t_\x8i_\x8c·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()
30 _\x8r_\x8e_\x8s_\x8u_\x8l_\x8t_\x8s·=·[slow_mean(_\x8d_\x8a_\x8t_\x8a,·sl)·for·sl·in·_\x8s_\x8l_\x8i_\x8c_\x8e_\x8s]30 _\x8r_\x8e_\x8s_\x8u_\x8l_\x8t_\x8s·=·[slow_mean(_\x8d_\x8a_\x8t_\x8a,·sl)·for·sl·in·_\x8s_\x8l_\x8i_\x8c_\x8e_\x8s]
31 _\x8t_\x8o_\x8c·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()31 _\x8t_\x8o_\x8c·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()
32 print('\nElapsed·time·computing·the·average·of·couple·of·slices·{:.2f}·s'32 print('\nElapsed·time·computing·the·average·of·couple·of·slices·{:.2f}·s'
33 ······.format(_\x8t_\x8o_\x8c·-·_\x8t_\x8i_\x8c))33 ······.format(_\x8t_\x8o_\x8c·-·_\x8t_\x8i_\x8c))
34 Elapsed·time·computing·the·average·of·couple·of·slices·1.00·s34 Elapsed·time·computing·the·average·of·couple·of·slices·1.16·s
35 _\x8j_\x8o_\x8b_\x8l_\x8i_\x8b_\x8._\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l·is·used·to·compute·in·parallel·the·average·of·all·slices·using35 _\x8j_\x8o_\x8b_\x8l_\x8i_\x8b_\x8._\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l·is·used·to·compute·in·parallel·the·average·of·all·slices·using
36 2·workers.36 2·workers.
37 from·joblib·import·_\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l,·_\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d37 from·joblib·import·_\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l,·_\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d
  
  
38 _\x8t_\x8i_\x8c·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()38 _\x8t_\x8i_\x8c·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()
39 _\x8r_\x8e_\x8s_\x8u_\x8l_\x8t_\x8s·=·_\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l(n_jobs=2)(_\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d(slow_mean)(_\x8d_\x8a_\x8t_\x8a,·sl)·for·sl·in·_\x8s_\x8l_\x8i_\x8c_\x8e_\x8s)39 _\x8r_\x8e_\x8s_\x8u_\x8l_\x8t_\x8s·=·_\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l(n_jobs=2)(_\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d(slow_mean)(_\x8d_\x8a_\x8t_\x8a,·sl)·for·sl·in·_\x8s_\x8l_\x8i_\x8c_\x8e_\x8s)
40 _\x8t_\x8o_\x8c·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()40 _\x8t_\x8o_\x8c·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()
41 print('\nElapsed·time·computing·the·average·of·couple·of·slices·{:.2f}·s'41 print('\nElapsed·time·computing·the·average·of·couple·of·slices·{:.2f}·s'
42 ······.format(_\x8t_\x8o_\x8c·-·_\x8t_\x8i_\x8c))42 ······.format(_\x8t_\x8o_\x8c·-·_\x8t_\x8i_\x8c))
43 Elapsed·time·computing·the·average·of·couple·of·slices·0.73·s43 Elapsed·time·computing·the·average·of·couple·of·slices·1.13·s
44 Parallel·processing·is·already·faster·than·the·sequential·processing.·It·is44 Parallel·processing·is·already·faster·than·the·sequential·processing.·It·is
45 also·possible·to·remove·a·bit·of·overhead·by·dumping·the·data·array·to·a·memmap45 also·possible·to·remove·a·bit·of·overhead·by·dumping·the·data·array·to·a·memmap
46 and·pass·the·memmap·to·_\x8j_\x8o_\x8b_\x8l_\x8i_\x8b_\x8._\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l.46 and·pass·the·memmap·to·_\x8j_\x8o_\x8b_\x8l_\x8i_\x8b_\x8._\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l.
47 import·os47 import·os
48 from·joblib·import·_\x8d_\x8u_\x8m_\x8p,·_\x8l_\x8o_\x8a_\x8d48 from·joblib·import·_\x8d_\x8u_\x8m_\x8p,·_\x8l_\x8o_\x8a_\x8d
  
49 _\x8f_\x8o_\x8l_\x8d_\x8e_\x8r·=·'./joblib_memmap'49 _\x8f_\x8o_\x8l_\x8d_\x8e_\x8r·=·'./joblib_memmap'
Offset 60, 15 lines modifiedOffset 60, 15 lines modified
60 _\x8d_\x8a_\x8t_\x8a·=·_\x8l_\x8o_\x8a_\x8d(_\x8d_\x8a_\x8t_\x8a_\x8__\x8f_\x8i_\x8l_\x8e_\x8n_\x8a_\x8m_\x8e_\x8__\x8m_\x8e_\x8m_\x8m_\x8a_\x8p,·mmap_mode='r')60 _\x8d_\x8a_\x8t_\x8a·=·_\x8l_\x8o_\x8a_\x8d(_\x8d_\x8a_\x8t_\x8a_\x8__\x8f_\x8i_\x8l_\x8e_\x8n_\x8a_\x8m_\x8e_\x8__\x8m_\x8e_\x8m_\x8m_\x8a_\x8p,·mmap_mode='r')
  
61 _\x8t_\x8i_\x8c·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()61 _\x8t_\x8i_\x8c·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()
62 _\x8r_\x8e_\x8s_\x8u_\x8l_\x8t_\x8s·=·_\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l(n_jobs=2)(_\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d(slow_mean)(_\x8d_\x8a_\x8t_\x8a,·sl)·for·sl·in·_\x8s_\x8l_\x8i_\x8c_\x8e_\x8s)62 _\x8r_\x8e_\x8s_\x8u_\x8l_\x8t_\x8s·=·_\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l(n_jobs=2)(_\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d(slow_mean)(_\x8d_\x8a_\x8t_\x8a,·sl)·for·sl·in·_\x8s_\x8l_\x8i_\x8c_\x8e_\x8s)
63 _\x8t_\x8o_\x8c·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()63 _\x8t_\x8o_\x8c·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()
64 print('\nElapsed·time·computing·the·average·of·couple·of·slices·{:.2f}·s\n'64 print('\nElapsed·time·computing·the·average·of·couple·of·slices·{:.2f}·s\n'
65 ······.format(_\x8t_\x8o_\x8c·-·_\x8t_\x8i_\x8c))65 ······.format(_\x8t_\x8o_\x8c·-·_\x8t_\x8i_\x8c))
66 Elapsed·time·computing·the·average·of·couple·of·slices·0.52·s66 Elapsed·time·computing·the·average·of·couple·of·slices·0.58·s
67 Therefore,·dumping·large·data·array·ahead·of·calling·_\x8j_\x8o_\x8b_\x8l_\x8i_\x8b_\x8._\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l·can·speed67 Therefore,·dumping·large·data·array·ahead·of·calling·_\x8j_\x8o_\x8b_\x8l_\x8i_\x8b_\x8._\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l·can·speed
68 up·the·processing·by·removing·some·overhead.68 up·the·processing·by·removing·some·overhead.
69 *\x8**\x8**\x8**\x8**\x8*·W\x8Wr\x8ri\x8it\x8ta\x8ab\x8bl\x8le\x8e·m\x8me\x8em\x8mm\x8ma\x8ap\x8p·f\x8fo\x8or\x8r·s\x8sh\x8ha\x8ar\x8re\x8ed\x8d·m\x8me\x8em\x8mo\x8or\x8ry\x8y·_\x8j\x8j_\x8o\x8o_\x8b\x8b_\x8l\x8l_\x8i\x8i_\x8b\x8b_\x8.\x8._\x8P\x8P_\x8a\x8a_\x8r\x8r_\x8a\x8a_\x8l\x8l_\x8l\x8l_\x8e\x8e_\x8l\x8l_\x8?\x8·*\x8**\x8**\x8**\x8**\x8*69 *\x8**\x8**\x8**\x8**\x8*·W\x8Wr\x8ri\x8it\x8ta\x8ab\x8bl\x8le\x8e·m\x8me\x8em\x8mm\x8ma\x8ap\x8p·f\x8fo\x8or\x8r·s\x8sh\x8ha\x8ar\x8re\x8ed\x8d·m\x8me\x8em\x8mo\x8or\x8ry\x8y·_\x8j\x8j_\x8o\x8o_\x8b\x8b_\x8l\x8l_\x8i\x8i_\x8b\x8b_\x8.\x8._\x8P\x8P_\x8a\x8a_\x8r\x8r_\x8a\x8a_\x8l\x8l_\x8l\x8l_\x8e\x8e_\x8l\x8l_\x8?\x8·*\x8**\x8**\x8**\x8**\x8*
70 ·····slow_mean_write_output·will·compute·the·mean·for·some·given·slices·as70 ·····slow_mean_write_output·will·compute·the·mean·for·some·given·slices·as
71 ·····in·the·previous·example.·However,·the·resulting·mean·will·be·directly71 ·····in·the·previous·example.·However,·the·resulting·mean·will·be·directly
72 ·····written·on·the·output·array.72 ·····written·on·the·output·array.
73 def·slow_mean_write_output(_\x8d_\x8a_\x8t_\x8a,·sl,·_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t,·idx):73 def·slow_mean_write_output(_\x8d_\x8a_\x8t_\x8a,·sl,·_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t,·idx):
Offset 99, 58 lines modifiedOffset 99, 58 lines modified
99 None,·None,·None,·None]99 None,·None,·None,·None]
100 Compare·the·results·from·the·output·buffer·with·the·expected·results100 Compare·the·results·from·the·output·buffer·with·the·expected·results
101 print("\nExpected·means·computed·in·the·parent·process:\n·{}"101 print("\nExpected·means·computed·in·the·parent·process:\n·{}"
102 ······.format(_\x8n_\x8p_\x8._\x8a_\x8r_\x8r_\x8a_\x8y(_\x8r_\x8e_\x8s_\x8u_\x8l_\x8t_\x8s)))102 ······.format(_\x8n_\x8p_\x8._\x8a_\x8r_\x8r_\x8a_\x8y(_\x8r_\x8e_\x8s_\x8u_\x8l_\x8t_\x8s)))
103 print("\nActual·means·computed·by·the·worker·processes:\n·{}"103 print("\nActual·means·computed·by·the·worker·processes:\n·{}"
104 ······.format(_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t))104 ······.format(_\x8o_\x8u_\x8t_\x8p_\x8u_\x8t))
105 Expected·means·computed·in·the·parent·process:105 Expected·means·computed·in·the·parent·process:
106 ·[0.4998696··0.49985457·0.49959866·0.49968788·0.49989326·0.50048676 
107 ·0.50066768·0.50032014·0.5000895··0.49990594·0.49958927·0.49915423 
108 ·0.49946278·0.49945332·0.49964365·0.49965647·0.50021669·0.50042254 
109 ·0.50068337·0.50036983·0.50031807·0.49999431·0.50017278·0.50005665 
110 ·0.50054106·0.50042598·0.50073118·0.50074674·0.50051467·0.5003091 
111 ·0.50057607·0.50023101·0.49980026·0.49988813·0.49983182·0.49994154 
112 ·0.50030109·0.50063334·0.50080489·0.50045085·0.50027566·0.50011371 
113 ·0.49982288·0.49989467·0.50029677·0.50017513·0.50019046·0.49986166 
114 ·0.49969531·0.49950193·0.49955972·0.49975931·0.49997131·0.49990118 
115 ·0.50020353·0.50001633·0.49971233·0.4998697··0.50002398·0.4994898 
116 ·0.49974909·0.49989269·0.49976101·0.49994336·0.5004336··0.50031141 
117 ·0.50039711·0.5005845··0.50028941·0.50022986·0.50010876·0.49985565 
118 ·0.49950689·0.49955853·0.49953891·0.49971714·0.4997903··0.5001644 
119 ·0.50077107·0.50068115·0.5006789··0.50078278·0.50080007·0.50069678 
120 ·0.50058315·0.50090646·0.50062857·0.50046947·0.50006209·0.50047471 
121 ·0.49993125·0.50004124·0.500118···0.50026566·0.49988048]106 ·[0.49975837·0.49956621·0.49966593·0.500126···0.50025355·0.50012521
 107 ·0.50005708·0.49997449·0.49963092·0.49951451·0.49968384·0.49950493
 108 ·0.49971792·0.49967819·0.50009514·0.50034839·0.5009145··0.50080723
 109 ·0.50092705·0.50013014·0.500159···0.50002251·0.49978344·0.49986607
 110 ·0.50037664·0.4997649··0.49967651·0.49994807·0.50019035·0.50019999
 111 ·0.50031076·0.50025266·0.50008115·0.49968304·0.50003059·0.49994579
 112 ·0.50019339·0.5005266··0.50071162·0.50049792·0.5006894··0.50026362
 113 ·0.50005508·0.50004237·0.49991981·0.49969752·0.49982657·0.49983167
 114 ·0.4998658··0.4998251··0.49990408·0.49971107·0.49972239·0.49980807
 115 ·0.50001013·0.49993687·0.50028809·0.50016968·0.49974051·0.49971315
 116 ·0.50009266·0.50029531·0.50034746·0.50049183·0.50033923·0.50019375
 117 ·0.49937713·0.49934911·0.49956985·0.49981611·0.49963436·0.49994034
 118 ·0.49990588·0.49975062·0.49930708·0.49997598·0.49971328·0.49967794
 119 ·0.49975844·0.49983981·0.49938513·0.4996107··0.4996952··0.49962638
 120 ·0.49987623·0.49998147·0.49993649·0.50010725·0.49987773·0.49992304
 121 ·0.49953274·0.49951099·0.49939508·0.49984116·0.49959177]
  
122 Actual·means·computed·by·the·worker·processes:122 Actual·means·computed·by·the·worker·processes:
123 ·[0.4998696··0.49985457·0.49959866·0.49968788·0.49989326·0.50048676 
124 ·0.50066768·0.50032014·0.5000895··0.49990594·0.49958927·0.49915423 
125 ·0.49946278·0.49945332·0.49964365·0.49965647·0.50021669·0.50042254 
126 ·0.50068337·0.50036983·0.50031807·0.49999431·0.50017278·0.50005665 
127 ·0.50054106·0.50042598·0.50073118·0.50074674·0.50051467·0.5003091 
128 ·0.50057607·0.50023101·0.49980026·0.49988813·0.49983182·0.49994154 
129 ·0.50030109·0.50063334·0.50080489·0.50045085·0.50027566·0.50011371 
130 ·0.49982288·0.49989467·0.50029677·0.50017513·0.50019046·0.49986166 
131 ·0.49969531·0.49950193·0.49955972·0.49975931·0.49997131·0.49990118 
132 ·0.50020353·0.50001633·0.49971233·0.4998697··0.50002398·0.4994898 
133 ·0.49974909·0.49989269·0.49976101·0.49994336·0.5004336··0.50031141 
134 ·0.50039711·0.5005845··0.50028941·0.50022986·0.50010876·0.49985565 
135 ·0.49950689·0.49955853·0.49953891·0.49971714·0.4997903··0.5001644 
136 ·0.50077107·0.50068115·0.5006789··0.50078278·0.50080007·0.50069678 
137 ·0.50058315·0.50090646·0.50062857·0.50046947·0.50006209·0.50047471 
138 ·0.49993125·0.50004124·0.500118···0.50026566·0.49988048]123 ·[0.49975837·0.49956621·0.49966593·0.500126···0.50025355·0.50012521
 124 ·0.50005708·0.49997449·0.49963092·0.49951451·0.49968384·0.49950493
 125 ·0.49971792·0.49967819·0.50009514·0.50034839·0.5009145··0.50080723
 126 ·0.50092705·0.50013014·0.500159···0.50002251·0.49978344·0.49986607
 127 ·0.50037664·0.4997649··0.49967651·0.49994807·0.50019035·0.50019999
 128 ·0.50031076·0.50025266·0.50008115·0.49968304·0.50003059·0.49994579
 129 ·0.50019339·0.5005266··0.50071162·0.50049792·0.5006894··0.50026362
 130 ·0.50005508·0.50004237·0.49991981·0.49969752·0.49982657·0.49983167
 131 ·0.4998658··0.4998251··0.49990408·0.49971107·0.49972239·0.49980807
 132 ·0.50001013·0.49993687·0.50028809·0.50016968·0.49974051·0.49971315
 133 ·0.50009266·0.50029531·0.50034746·0.50049183·0.50033923·0.50019375
 134 ·0.49937713·0.49934911·0.49956985·0.49981611·0.49963436·0.49994034
 135 ·0.49990588·0.49975062·0.49930708·0.49997598·0.49971328·0.49967794
 136 ·0.49975844·0.49983981·0.49938513·0.4996107··0.4996952··0.49962638
 137 ·0.49987623·0.49998147·0.49993649·0.50010725·0.49987773·0.49992304
 138 ·0.49953274·0.49951099·0.49939508·0.49984116·0.49959177]
139 *\x8**\x8**\x8**\x8**\x8*·C\x8Cl\x8le\x8ea\x8an\x8n-\x8-u\x8up\x8p·t\x8th\x8he\x8e·m\x8me\x8em\x8mm\x8ma\x8ap\x8p_\x8?\x8·*\x8**\x8**\x8**\x8**\x8*139 *\x8**\x8**\x8**\x8**\x8*·C\x8Cl\x8le\x8ea\x8an\x8n-\x8-u\x8up\x8p·t\x8th\x8he\x8e·m\x8me\x8em\x8mm\x8ma\x8ap\x8p_\x8?\x8·*\x8**\x8**\x8**\x8**\x8*
140 ·····Remove·the·different·memmap·that·we·created.·It·might·fail·in·Windows140 ·····Remove·the·different·memmap·that·we·created.·It·might·fail·in·Windows
141 ·····due·to·file·permissions.141 ·····due·to·file·permissions.
142 import·shutil142 import·shutil
  
143 try:143 try:
144 ····_\x8s_\x8h_\x8u_\x8t_\x8i_\x8l_\x8._\x8r_\x8m_\x8t_\x8r_\x8e_\x8e(_\x8f_\x8o_\x8l_\x8d_\x8e_\x8r)144 ····_\x8s_\x8h_\x8u_\x8t_\x8i_\x8l_\x8._\x8r_\x8m_\x8t_\x8r_\x8e_\x8e(_\x8f_\x8o_\x8l_\x8d_\x8e_\x8r)
145 except:··#·noqa145 except:··#·noqa
146 ····print('Could·not·clean-up·automatically.')146 ····print('Could·not·clean-up·automatically.')
147 T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·3.047·seconds)147 T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·4.535·seconds)
148 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8m_\x8e_\x8m_\x8m_\x8a_\x8p_\x8._\x8i_\x8p_\x8y_\x8n_\x8b148 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8m_\x8e_\x8m_\x8m_\x8a_\x8p_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
149 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8m_\x8e_\x8m_\x8m_\x8a_\x8p_\x8._\x8p_\x8y149 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8m_\x8e_\x8m_\x8m_\x8a_\x8p_\x8._\x8p_\x8y
150 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8m_\x8e_\x8m_\x8m_\x8a_\x8p_\x8._\x8z_\x8i_\x8p150 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8m_\x8e_\x8m_\x8m_\x8a_\x8p_\x8._\x8z_\x8i_\x8p
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Offset 77, 19 lines modifiedOffset 77, 19 lines modified
77 <a·href="/usr/share/doc/python3/html/library/functions.html#int"·title="builtins.int"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">n_vectors</span></a>·<span·class="o">=</span>·<span·class="mi">5</span>77 <a·href="/usr/share/doc/python3/html/library/functions.html#int"·title="builtins.int"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">n_vectors</span></a>·<span·class="o">=</span>·<span·class="mi">5</span>
78 <a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">random_vector</span></a>·<span·class="o">=</span>·<span·class="p">[</span><span·class="n">stochastic_function</span><span·class="p">(</span><span·class="mi">10</span><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#int"·title="builtins.int"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">n_vectors</span></a><span·class="p">)]</span>78 <a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">random_vector</span></a>·<span·class="o">=</span>·<span·class="p">[</span><span·class="n">stochastic_function</span><span·class="p">(</span><span·class="mi">10</span><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#int"·title="builtins.int"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">n_vectors</span></a><span·class="p">)]</span>
79 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;</span><span·class="se">\n</span><span·class="s1">The·different·generated·vectors·in·a·sequential·manner·are:</span><span·class="se">\n</span><span·class="s1">·</span><span·class="si">{}</span><span·class="s1">&#39;</span>79 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;</span><span·class="se">\n</span><span·class="s1">The·different·generated·vectors·in·a·sequential·manner·are:</span><span·class="se">\n</span><span·class="s1">·</span><span·class="si">{}</span><span·class="s1">&#39;</span>
80 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python-numpy/html/reference/generated/numpy.array.html#numpy.array"·title="numpy.array"·class="sphx-glr-backref-module-numpy·sphx-glr-backref-type-py-function"><span·class="n">np</span><span·class="o">.</span><span·class="n">array</span></a><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">random_vector</span></a><span·class="p">)))</span>80 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python-numpy/html/reference/generated/numpy.array.html#numpy.array"·title="numpy.array"·class="sphx-glr-backref-module-numpy·sphx-glr-backref-type-py-function"><span·class="n">np</span><span·class="o">.</span><span·class="n">array</span></a><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">random_vector</span></a><span·class="p">)))</span>
81 </pre></div>81 </pre></div>
82 </div>82 </div>
83 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·different·generated·vectors·in·a·sequential·manner·are:83 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·different·generated·vectors·in·a·sequential·manner·are:
84 ·[[9·9·8·3·2]84 ·[[7·6·6·3·2]
85 ·[7·3·9·9·7] 
86 ·[5·5·6·5·5]85 ·[2·9·2·7·0]
 86 ·[2·2·2·7·1]
87 ·[8·7·3·2·8]87 ·[8·0·9·1·8]
88 ·[2·6·3·9·7]]88 ·[2·2·6·3·0]]
89 </pre></div>89 </pre></div>
90 </div>90 </div>
91 </section>91 </section>
92 <section·id="parallel-behavior">92 <section·id="parallel-behavior">
93 <h2>Parallel·behavior<a·class="headerlink"·href="#parallel-behavior"·title="Link·to·this·heading">¶</a></h2>93 <h2>Parallel·behavior<a·class="headerlink"·href="#parallel-behavior"·title="Link·to·this·heading">¶</a></h2>
94 <blockquote>94 <blockquote>
95 <div><p>Joblib·provides·three·different·backends:·loky·(default),·threading,·and95 <div><p>Joblib·provides·three·different·backends:·loky·(default),·threading,·and
Offset 98, 33 lines modifiedOffset 98, 33 lines modified
98 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a>·<span·class="o">=</span>·<span·class="s1">&#39;loky&#39;</span>98 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a>·<span·class="o">=</span>·<span·class="s1">&#39;loky&#39;</span>
99 <a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">random_vector</span></a>·<span·class="o">=</span>·<a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">(</span><span·class="n">n_jobs</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">,</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a><span·class="o">=</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a><span·class="p">)(</span><a·href="../parallel.html#joblib.delayed"·title="joblib.delayed"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">delayed</span></a><span·class="p">(</span>99 <a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">random_vector</span></a>·<span·class="o">=</span>·<a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">(</span><span·class="n">n_jobs</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">,</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a><span·class="o">=</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a><span·class="p">)(</span><a·href="../parallel.html#joblib.delayed"·title="joblib.delayed"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">delayed</span></a><span·class="p">(</span>
100 ····<span·class="n">stochastic_function</span><span·class="p">)(</span><span·class="mi">10</span><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#int"·title="builtins.int"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">n_vectors</span></a><span·class="p">))</span>100 ····<span·class="n">stochastic_function</span><span·class="p">)(</span><span·class="mi">10</span><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#int"·title="builtins.int"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">n_vectors</span></a><span·class="p">))</span>
101 <span·class="n">print_vector</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">random_vector</span></a><span·class="p">,</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a><span·class="p">)</span>101 <span·class="n">print_vector</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">random_vector</span></a><span·class="p">,</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a><span·class="p">)</span>
102 </pre></div>102 </pre></div>
103 </div>103 </div>
104 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·different·generated·vectors·using·the·loky·backend·are:104 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·different·generated·vectors·using·the·loky·backend·are:
105 ·[[0·5·9·3·8] 
106 ·[4·3·4·1·6] 
107 ·[9·0·8·2·0] 
108 ·[3·7·1·7·6] 
109 ·[2·0·0·9·7]]105 ·[[1·5·1·0·5]
 106 ·[0·2·9·1·0]
 107 ·[6·6·9·7·4]
 108 ·[0·1·2·2·9]
 109 ·[0·5·8·1·1]]
110 </pre></div>110 </pre></div>
111 </div>111 </div>
112 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a>·<span·class="o">=</span>·<span·class="s1">&#39;threading&#39;</span>112 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a>·<span·class="o">=</span>·<span·class="s1">&#39;threading&#39;</span>
113 <a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">random_vector</span></a>·<span·class="o">=</span>·<a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">(</span><span·class="n">n_jobs</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">,</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a><span·class="o">=</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a><span·class="p">)(</span><a·href="../parallel.html#joblib.delayed"·title="joblib.delayed"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">delayed</span></a><span·class="p">(</span>113 <a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">random_vector</span></a>·<span·class="o">=</span>·<a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">(</span><span·class="n">n_jobs</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">,</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a><span·class="o">=</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a><span·class="p">)(</span><a·href="../parallel.html#joblib.delayed"·title="joblib.delayed"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">delayed</span></a><span·class="p">(</span>
114 ····<span·class="n">stochastic_function</span><span·class="p">)(</span><span·class="mi">10</span><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#int"·title="builtins.int"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">n_vectors</span></a><span·class="p">))</span>114 ····<span·class="n">stochastic_function</span><span·class="p">)(</span><span·class="mi">10</span><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#int"·title="builtins.int"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">n_vectors</span></a><span·class="p">))</span>
115 <span·class="n">print_vector</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">random_vector</span></a><span·class="p">,</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a><span·class="p">)</span>115 <span·class="n">print_vector</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">random_vector</span></a><span·class="p">,</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a><span·class="p">)</span>
116 </pre></div>116 </pre></div>
117 </div>117 </div>
118 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·different·generated·vectors·using·the·threading·backend·are:118 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·different·generated·vectors·using·the·threading·backend·are:
119 ·[[4·4·0·5·1]119 ·[[5·4·0·4·7]
120 ·[1·1·2·3·2] 
121 ·[9·1·0·5·5] 
122 ·[0·7·1·1·1] 
123 ·[5·1·9·4·3]]120 ·[4·5·6·6·9]
 121 ·[4·3·5·4·9]
 122 ·[8·4·4·7·5]
 123 ·[0·1·8·0·7]]
124 </pre></div>124 </pre></div>
125 </div>125 </div>
126 <p>Loky·and·the·threading·backends·behave·exactly·as·in·the·sequential·case·and126 <p>Loky·and·the·threading·backends·behave·exactly·as·in·the·sequential·case·and
127 do·not·require·more·care.·However,·this·is·not·the·case·regarding·the127 do·not·require·more·care.·However,·this·is·not·the·case·regarding·the
128 multiprocessing·backend·with·the·“fork”·or·“forkserver”·start·method·because128 multiprocessing·backend·with·the·“fork”·or·“forkserver”·start·method·because
129 the·state·of·the·global·numpy·random·stated·will·be·exactly·duplicated129 the·state·of·the·global·numpy·random·stated·will·be·exactly·duplicated
130 in·all·the·workers</p>130 in·all·the·workers</p>
Offset 137, 19 lines modifiedOffset 137, 19 lines modified
137 ····<a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a>·<span·class="o">=</span>·<span·class="s1">&#39;multiprocessing&#39;</span>137 ····<a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a>·<span·class="o">=</span>·<span·class="s1">&#39;multiprocessing&#39;</span>
138 ····<a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">random_vector</span></a>·<span·class="o">=</span>·<a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">(</span><span·class="n">n_jobs</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">,</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a><span·class="o">=</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a><span·class="p">)(</span><a·href="../parallel.html#joblib.delayed"·title="joblib.delayed"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">delayed</span></a><span·class="p">(</span>138 ····<a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">random_vector</span></a>·<span·class="o">=</span>·<a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">(</span><span·class="n">n_jobs</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">,</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a><span·class="o">=</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a><span·class="p">)(</span><a·href="../parallel.html#joblib.delayed"·title="joblib.delayed"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">delayed</span></a><span·class="p">(</span>
139 ········<span·class="n">stochastic_function</span><span·class="p">)(</span><span·class="mi">10</span><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#int"·title="builtins.int"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">n_vectors</span></a><span·class="p">))</span>139 ········<span·class="n">stochastic_function</span><span·class="p">)(</span><span·class="mi">10</span><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#int"·title="builtins.int"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">n_vectors</span></a><span·class="p">))</span>
140 ····<span·class="n">print_vector</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">random_vector</span></a><span·class="p">,</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a><span·class="p">)</span>140 ····<span·class="n">print_vector</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">random_vector</span></a><span·class="p">,</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a><span·class="p">)</span>
141 </pre></div>141 </pre></div>
142 </div>142 </div>
143 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·different·generated·vectors·using·the·multiprocessing·backend·are:143 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·different·generated·vectors·using·the·multiprocessing·backend·are:
144 ·[[9·1·7·4·8] 
145 ·[9·1·7·4·8] 
146 ·[9·7·1·7·6] 
147 ·[9·7·1·7·6] 
148 ·[5·2·7·2·3]]144 ·[[1·4·6·5·2]
 145 ·[3·1·4·2·9]
 146 ·[4·3·6·7·5]
 147 ·[1·4·9·5·8]
 148 ·[9·3·4·1·1]]
149 </pre></div>149 </pre></div>
150 </div>150 </div>
151 <p>Some·of·the·generated·vectors·are·exactly·the·same,·which·can·be·a151 <p>Some·of·the·generated·vectors·are·exactly·the·same,·which·can·be·a
152 problem·for·the·application.</p>152 problem·for·the·application.</p>
153 <p>Technically,·the·reason·is·that·all·forked·Python·processes·share·the153 <p>Technically,·the·reason·is·that·all·forked·Python·processes·share·the
154 same·exact·random·seed.·As·a·result,·we·obtain·twice·the·same·randomly154 same·exact·random·seed.·As·a·result,·we·obtain·twice·the·same·randomly
155 generated·vectors·because·we·are·using·<code·class="docutils·literal·notranslate"><span·class="pre">n_jobs=2</span></code>.·A·solution·is·to155 generated·vectors·because·we·are·using·<code·class="docutils·literal·notranslate"><span·class="pre">n_jobs=2</span></code>.·A·solution·is·to
Offset 166, 19 lines modifiedOffset 166, 19 lines modified
166 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="k">if</span>·<a·href="/usr/share/doc/python3/html/library/multiprocessing.html#multiprocessing.get_start_method"·title="multiprocessing.get_start_method"·class="sphx-glr-backref-module-multiprocessing·sphx-glr-backref-type-py-function"><span·class="n">mp</span><span·class="o">.</span><span·class="n">get_start_method</span></a><span·class="p">()</span>·<span·class="o">!=</span>·<span·class="s2">&quot;spawn&quot;</span><span·class="p">:</span>166 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="k">if</span>·<a·href="/usr/share/doc/python3/html/library/multiprocessing.html#multiprocessing.get_start_method"·title="multiprocessing.get_start_method"·class="sphx-glr-backref-module-multiprocessing·sphx-glr-backref-type-py-function"><span·class="n">mp</span><span·class="o">.</span><span·class="n">get_start_method</span></a><span·class="p">()</span>·<span·class="o">!=</span>·<span·class="s2">&quot;spawn&quot;</span><span·class="p">:</span>
167 ····<a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">random_vector</span></a>·<span·class="o">=</span>·<a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">(</span><span·class="n">n_jobs</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">,</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a><span·class="o">=</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a><span·class="p">)(</span><a·href="../parallel.html#joblib.delayed"·title="joblib.delayed"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">delayed</span></a><span·class="p">(</span>167 ····<a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">random_vector</span></a>·<span·class="o">=</span>·<a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">(</span><span·class="n">n_jobs</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">,</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a><span·class="o">=</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a><span·class="p">)(</span><a·href="../parallel.html#joblib.delayed"·title="joblib.delayed"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">delayed</span></a><span·class="p">(</span>
168 ········<span·class="n">stochastic_function_seeded</span><span·class="p">)(</span><span·class="mi">10</span><span·class="p">,</span>·<span·class="kc">None</span><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#int"·title="builtins.int"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">n_vectors</span></a><span·class="p">))</span>168 ········<span·class="n">stochastic_function_seeded</span><span·class="p">)(</span><span·class="mi">10</span><span·class="p">,</span>·<span·class="kc">None</span><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#int"·title="builtins.int"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">n_vectors</span></a><span·class="p">))</span>
169 ····<span·class="n">print_vector</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">random_vector</span></a><span·class="p">,</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a><span·class="p">)</span>169 ····<span·class="n">print_vector</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">random_vector</span></a><span·class="p">,</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#str"·title="builtins.str"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">backend</span></a><span·class="p">)</span>
170 </pre></div>170 </pre></div>
171 </div>171 </div>
172 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·different·generated·vectors·using·the·multiprocessing·backend·are:172 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·different·generated·vectors·using·the·multiprocessing·backend·are:
173 ·[[7·4·7·5·2]173 ·[[0·1·5·4·9]
174 ·[0·0·4·5·7]174 ·[0·8·0·3·5]
175 ·[0·5·8·3·9]175 ·[0·3·6·3·9]
176 ·[6·0·4·2·8]176 ·[2·0·2·2·8]
177 ·[6·3·2·8·9]]177 ·[5·0·3·6·9]]
178 </pre></div>178 </pre></div>
179 </div>179 </div>
180 </section>180 </section>
181 <section·id="fixing-the-random-state-to-obtain-deterministic-results">181 <section·id="fixing-the-random-state-to-obtain-deterministic-results">
182 <h2>Fixing·the·random·state·to·obtain·deterministic·results<a·class="headerlink"·href="#fixing-the-random-state-to-obtain-deterministic-results"·title="Link·to·this·heading">¶</a></h2>182 <h2>Fixing·the·random·state·to·obtain·deterministic·results<a·class="headerlink"·href="#fixing-the-random-state-to-obtain-deterministic-results"·title="Link·to·this·heading">¶</a></h2>
183 <blockquote>183 <blockquote>
184 <div><p>The·pattern·of·<code·class="docutils·literal·notranslate"><span·class="pre">stochastic_function_seeded</span></code>·has·another·advantage:·it184 <div><p>The·pattern·of·<code·class="docutils·literal·notranslate"><span·class="pre">stochastic_function_seeded</span></code>·has·another·advantage:·it
Offset 215, 15 lines modifiedOffset 215, 15 lines modified
215 ·[[5·7·2·3·5]215 ·[[5·7·2·3·5]
216 ·[1·7·4·0·6]216 ·[1·7·4·0·6]
217 ·[4·9·5·6·4]217 ·[4·9·5·6·4]
218 ·[1·8·1·0·4]218 ·[1·8·1·0·4]
219 ·[8·3·5·7·0]]219 ·[8·3·5·7·0]]
220 </pre></div>220 </pre></div>
221 </div>221 </div>
222 <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.232·seconds)</p>222 <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.914·seconds)</p>
223 <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-parallel-random-state-py">223 <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-parallel-random-state-py">
224 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">224 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
225 <p><a·class="reference·download·internal"·download=""·href="../_downloads/715d8eefe44aa2b912e10d4c21fb08de/parallel_random_state.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">parallel_random_state.ipynb</span></code></a></p>225 <p><a·class="reference·download·internal"·download=""·href="../_downloads/715d8eefe44aa2b912e10d4c21fb08de/parallel_random_state.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">parallel_random_state.ipynb</span></code></a></p>
226 </div>226 </div>
227 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">227 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
228 <p><a·class="reference·download·internal"·download=""·href="../_downloads/e41e7e8dec6d8bd0e6a8790b4e1f1e1e/parallel_random_state.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">parallel_random_state.py</span></code></a></p>228 <p><a·class="reference·download·internal"·download=""·href="../_downloads/e41e7e8dec6d8bd0e6a8790b4e1f1e1e/parallel_random_state.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">parallel_random_state.py</span></code></a></p>
229 </div>229 </div>
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25 _\x8n_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8s·=·525 _\x8n_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8s·=·5
26 _\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r·=·[stochastic_function(10)·for·_·in·range(_\x8n_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8s)]26 _\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r·=·[stochastic_function(10)·for·_·in·range(_\x8n_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8s)]
27 print('\nThe·different·generated·vectors·in·a·sequential·manner·are:\n·{}'27 print('\nThe·different·generated·vectors·in·a·sequential·manner·are:\n·{}'
28 ······.format(_\x8n_\x8p_\x8._\x8a_\x8r_\x8r_\x8a_\x8y(_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r)))28 ······.format(_\x8n_\x8p_\x8._\x8a_\x8r_\x8r_\x8a_\x8y(_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r)))
29 The·different·generated·vectors·in·a·sequential·manner·are:29 The·different·generated·vectors·in·a·sequential·manner·are:
30 ·[[9·9·8·3·2]30 ·[[7·6·6·3·2]
31 ·[7·3·9·9·7] 
32 ·[5·5·6·5·5]31 ·[2·9·2·7·0]
 32 ·[2·2·2·7·1]
33 ·[8·7·3·2·8]33 ·[8·0·9·1·8]
34 ·[2·6·3·9·7]]34 ·[2·2·6·3·0]]
35 *\x8**\x8**\x8**\x8**\x8*·P\x8Pa\x8ar\x8ra\x8al\x8ll\x8le\x8el\x8l·b\x8be\x8eh\x8ha\x8av\x8vi\x8io\x8or\x8r_\x8?\x8·*\x8**\x8**\x8**\x8**\x8*35 *\x8**\x8**\x8**\x8**\x8*·P\x8Pa\x8ar\x8ra\x8al\x8ll\x8le\x8el\x8l·b\x8be\x8eh\x8ha\x8av\x8vi\x8io\x8or\x8r_\x8?\x8·*\x8**\x8**\x8**\x8**\x8*
36 ·····Joblib·provides·three·different·backends:·loky·(default),·threading,36 ·····Joblib·provides·three·different·backends:·loky·(default),·threading,
37 ·····and·multiprocessing.37 ·····and·multiprocessing.
38 _\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d·=·'loky'38 _\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d·=·'loky'
39 _\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r·=·_\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l(n_jobs=2,·_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d=_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d)(_\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d(39 _\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r·=·_\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l(n_jobs=2,·_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d=_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d)(_\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d(
40 ····stochastic_function)(10)·for·_·in·range(_\x8n_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8s))40 ····stochastic_function)(10)·for·_·in·range(_\x8n_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8s))
41 print_vector(_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r,·_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d)41 print_vector(_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r,·_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d)
42 The·different·generated·vectors·using·the·loky·backend·are:42 The·different·generated·vectors·using·the·loky·backend·are:
43 ·[[0·5·9·3·8] 
44 ·[4·3·4·1·6] 
45 ·[9·0·8·2·0] 
46 ·[3·7·1·7·6] 
47 ·[2·0·0·9·7]]43 ·[[1·5·1·0·5]
 44 ·[0·2·9·1·0]
 45 ·[6·6·9·7·4]
 46 ·[0·1·2·2·9]
 47 ·[0·5·8·1·1]]
48 _\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d·=·'threading'48 _\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d·=·'threading'
49 _\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r·=·_\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l(n_jobs=2,·_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d=_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d)(_\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d(49 _\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r·=·_\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l(n_jobs=2,·_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d=_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d)(_\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d(
50 ····stochastic_function)(10)·for·_·in·range(_\x8n_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8s))50 ····stochastic_function)(10)·for·_·in·range(_\x8n_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8s))
51 print_vector(_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r,·_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d)51 print_vector(_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r,·_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d)
52 The·different·generated·vectors·using·the·threading·backend·are:52 The·different·generated·vectors·using·the·threading·backend·are:
53 ·[[4·4·0·5·1]53 ·[[5·4·0·4·7]
54 ·[1·1·2·3·2] 
55 ·[9·1·0·5·5] 
56 ·[0·7·1·1·1] 
57 ·[5·1·9·4·3]]54 ·[4·5·6·6·9]
 55 ·[4·3·5·4·9]
 56 ·[8·4·4·7·5]
 57 ·[0·1·8·0·7]]
58 Loky·and·the·threading·backends·behave·exactly·as·in·the·sequential·case·and·do58 Loky·and·the·threading·backends·behave·exactly·as·in·the·sequential·case·and·do
59 not·require·more·care.·However,·this·is·not·the·case·regarding·the59 not·require·more·care.·However,·this·is·not·the·case·regarding·the
60 multiprocessing·backend·with·the·“fork”·or·“forkserver”·start·method·because60 multiprocessing·backend·with·the·“fork”·or·“forkserver”·start·method·because
61 the·state·of·the·global·numpy·random·stated·will·be·exactly·duplicated·in·all61 the·state·of·the·global·numpy·random·stated·will·be·exactly·duplicated·in·all
62 the·workers62 the·workers
63 Note:·on·platforms·for·which·the·default·start·method·is·“spawn”,·we·do·not63 Note:·on·platforms·for·which·the·default·start·method·is·“spawn”,·we·do·not
64 have·this·problem·but·we·cannot·use·this·in·a·Python·script·without·using·the64 have·this·problem·but·we·cannot·use·this·in·a·Python·script·without·using·the
Offset 69, 19 lines modifiedOffset 69, 19 lines modified
69 import·multiprocessing·as·mp69 import·multiprocessing·as·mp
70 if·_\x8m_\x8p_\x8._\x8g_\x8e_\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t_\x8__\x8m_\x8e_\x8t_\x8h_\x8o_\x8d()·!=·"spawn":70 if·_\x8m_\x8p_\x8._\x8g_\x8e_\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t_\x8__\x8m_\x8e_\x8t_\x8h_\x8o_\x8d()·!=·"spawn":
71 ····_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d·=·'multiprocessing'71 ····_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d·=·'multiprocessing'
72 ····_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r·=·_\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l(n_jobs=2,·_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d=_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d)(_\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d(72 ····_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r·=·_\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l(n_jobs=2,·_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d=_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d)(_\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d(
73 ········stochastic_function)(10)·for·_·in·range(_\x8n_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8s))73 ········stochastic_function)(10)·for·_·in·range(_\x8n_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8s))
74 ····print_vector(_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r,·_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d)74 ····print_vector(_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r,·_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d)
75 The·different·generated·vectors·using·the·multiprocessing·backend·are:75 The·different·generated·vectors·using·the·multiprocessing·backend·are:
76 ·[[9·1·7·4·8] 
77 ·[9·1·7·4·8] 
78 ·[9·7·1·7·6] 
79 ·[9·7·1·7·6] 
80 ·[5·2·7·2·3]]76 ·[[1·4·6·5·2]
 77 ·[3·1·4·2·9]
 78 ·[4·3·6·7·5]
 79 ·[1·4·9·5·8]
 80 ·[9·3·4·1·1]]
81 Some·of·the·generated·vectors·are·exactly·the·same,·which·can·be·a·problem·for81 Some·of·the·generated·vectors·are·exactly·the·same,·which·can·be·a·problem·for
82 the·application.82 the·application.
83 Technically,·the·reason·is·that·all·forked·Python·processes·share·the·same83 Technically,·the·reason·is·that·all·forked·Python·processes·share·the·same
84 exact·random·seed.·As·a·result,·we·obtain·twice·the·same·randomly·generated84 exact·random·seed.·As·a·result,·we·obtain·twice·the·same·randomly·generated
85 vectors·because·we·are·using·n_jobs=2.·A·solution·is·to·set·the·random·state85 vectors·because·we·are·using·n_jobs=2.·A·solution·is·to·set·the·random·state
86 within·the·function·which·is·passed·to·_\x8j_\x8o_\x8b_\x8l_\x8i_\x8b_\x8._\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l.86 within·the·function·which·is·passed·to·_\x8j_\x8o_\x8b_\x8l_\x8i_\x8b_\x8._\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l.
87 def·stochastic_function_seeded(max_value,·random_state):87 def·stochastic_function_seeded(max_value,·random_state):
Offset 91, 19 lines modifiedOffset 91, 19 lines modified
91 seed·by·passing·None·at·every·function·call.·In·this·case,·we·see·that·the91 seed·by·passing·None·at·every·function·call.·In·this·case,·we·see·that·the
92 generated·vectors·are·all·different.92 generated·vectors·are·all·different.
93 if·_\x8m_\x8p_\x8._\x8g_\x8e_\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t_\x8__\x8m_\x8e_\x8t_\x8h_\x8o_\x8d()·!=·"spawn":93 if·_\x8m_\x8p_\x8._\x8g_\x8e_\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t_\x8__\x8m_\x8e_\x8t_\x8h_\x8o_\x8d()·!=·"spawn":
94 ····_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r·=·_\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l(n_jobs=2,·_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d=_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d)(_\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d(94 ····_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r·=·_\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l(n_jobs=2,·_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d=_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d)(_\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d(
95 ········stochastic_function_seeded)(10,·None)·for·_·in·range(_\x8n_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8s))95 ········stochastic_function_seeded)(10,·None)·for·_·in·range(_\x8n_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8s))
96 ····print_vector(_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r,·_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d)96 ····print_vector(_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r,·_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d)
97 The·different·generated·vectors·using·the·multiprocessing·backend·are:97 The·different·generated·vectors·using·the·multiprocessing·backend·are:
98 ·[[7·4·7·5·2]98 ·[[0·1·5·4·9]
99 ·[0·0·4·5·7]99 ·[0·8·0·3·5]
100 ·[0·5·8·3·9]100 ·[0·3·6·3·9]
101 ·[6·0·4·2·8]101 ·[2·0·2·2·8]
102 ·[6·3·2·8·9]]102 ·[5·0·3·6·9]]
103 *\x8**\x8**\x8**\x8**\x8*·F\x8Fi\x8ix\x8xi\x8in\x8ng\x8g·t\x8th\x8he\x8e·r\x8ra\x8an\x8nd\x8do\x8om\x8m·s\x8st\x8ta\x8at\x8te\x8e·t\x8to\x8o·o\x8ob\x8bt\x8ta\x8ai\x8in\x8n·d\x8de\x8et\x8te\x8er\x8rm\x8mi\x8in\x8ni\x8is\x8st\x8ti\x8ic\x8c·r\x8re\x8es\x8su\x8ul\x8lt\x8ts\x8s_\x8?\x8·*\x8**\x8**\x8**\x8**\x8*103 *\x8**\x8**\x8**\x8**\x8*·F\x8Fi\x8ix\x8xi\x8in\x8ng\x8g·t\x8th\x8he\x8e·r\x8ra\x8an\x8nd\x8do\x8om\x8m·s\x8st\x8ta\x8at\x8te\x8e·t\x8to\x8o·o\x8ob\x8bt\x8ta\x8ai\x8in\x8n·d\x8de\x8et\x8te\x8er\x8rm\x8mi\x8in\x8ni\x8is\x8st\x8ti\x8ic\x8c·r\x8re\x8es\x8su\x8ul\x8lt\x8ts\x8s_\x8?\x8·*\x8**\x8**\x8**\x8**\x8*
104 ·····The·pattern·of·stochastic_function_seeded·has·another·advantage:·it104 ·····The·pattern·of·stochastic_function_seeded·has·another·advantage:·it
105 ·····allows·to·control·the·random_state·by·passing·a·known·seed.·For·best105 ·····allows·to·control·the·random_state·by·passing·a·known·seed.·For·best
106 ·····results·_\x8[_\x81_\x8],·the·random·state·is·initialized·by·a·sequence·based·on·a106 ·····results·_\x8[_\x81_\x8],·the·random·state·is·initialized·by·a·sequence·based·on·a
107 ·····root·seed·and·a·job·identifier.·So·for·instance,·we·can·replicate·the107 ·····root·seed·and·a·job·identifier.·So·for·instance,·we·can·replicate·the
108 ·····same·generation·of·vectors·by·passing·a·fixed·state·as·follows.108 ·····same·generation·of·vectors·by·passing·a·fixed·state·as·follows.
109 ·····[_\x81]109 ·····[_\x81]
Offset 126, 15 lines modifiedOffset 126, 15 lines modified
  
126 The·different·generated·vectors·using·the·multiprocessing·backend·are:126 The·different·generated·vectors·using·the·multiprocessing·backend·are:
127 ·[[5·7·2·3·5]127 ·[[5·7·2·3·5]
128 ·[1·7·4·0·6]128 ·[1·7·4·0·6]
129 ·[4·9·5·6·4]129 ·[4·9·5·6·4]
130 ·[1·8·1·0·4]130 ·[1·8·1·0·4]
131 ·[8·3·5·7·0]]131 ·[8·3·5·7·0]]
132 T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.232·seconds)132 T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.914·seconds)
133 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8s_\x8t_\x8a_\x8t_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b133 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8s_\x8t_\x8a_\x8t_\x8e_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
134 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8s_\x8t_\x8a_\x8t_\x8e_\x8._\x8p_\x8y134 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8s_\x8t_\x8a_\x8t_\x8e_\x8._\x8p_\x8y
135 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8s_\x8t_\x8a_\x8t_\x8e_\x8._\x8z_\x8i_\x8p135 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8s_\x8t_\x8a_\x8t_\x8e_\x8._\x8z_\x8i_\x8p
136 _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y136 _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
137 _\x8[_\x8L_\x8o_\x8g_\x8o_\x8]137 _\x8[_\x8L_\x8o_\x8g_\x8o_\x8]
138 *\x8**\x8**\x8**\x8*·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·*\x8**\x8**\x8**\x8*138 *\x8**\x8**\x8**\x8*·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·*\x8**\x8**\x8**\x8*
139 User·manual139 User·manual
⊟
19.7 KB
./usr/share/doc/python-joblib-doc/html/auto_examples/serialization_and_wrappers.html
    
Offset 86, 15 lines modifiedOffset 86, 15 lines modified
  
86 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">t_start</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>86 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">t_start</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>
87 <a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">(</span><span·class="n">n_jobs</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">)(</span><a·href="../parallel.html#joblib.delayed"·title="joblib.delayed"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">delayed</span></a><span·class="p">(</span><span·class="n">func_async</span><span·class="p">)(</span><span·class="mi">21</span><span·class="p">,</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">large_list</span></a><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">1</span><span·class="p">))</span>87 <a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">(</span><span·class="n">n_jobs</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">)(</span><a·href="../parallel.html#joblib.delayed"·title="joblib.delayed"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">delayed</span></a><span·class="p">(</span><span·class="n">func_async</span><span·class="p">)(</span><span·class="mi">21</span><span·class="p">,</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">large_list</span></a><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">1</span><span·class="p">))</span>
88 <span·class="nb">print</span><span·class="p">(</span><span·class="s2">&quot;With·loky·backend·and·cloudpickle·serialization:·</span><span·class="si">{:.3f}</span><span·class="s2">s&quot;</span>88 <span·class="nb">print</span><span·class="p">(</span><span·class="s2">&quot;With·loky·backend·and·cloudpickle·serialization:·</span><span·class="si">{:.3f}</span><span·class="s2">s&quot;</span>
89 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">t_start</span></a><span·class="p">))</span>89 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">t_start</span></a><span·class="p">))</span>
90 </pre></div>90 </pre></div>
91 </div>91 </div>
92 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>With·loky·backend·and·cloudpickle·serialization:·0.073s92 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>With·loky·backend·and·cloudpickle·serialization:·0.199s
93 </pre></div>93 </pre></div>
94 </div>94 </div>
95 <p>If·you·are·on·a·UNIX·system,·it·is·possible·to·fallback·to·the·old95 <p>If·you·are·on·a·UNIX·system,·it·is·possible·to·fallback·to·the·old
96 <code·class="docutils·literal·notranslate"><span·class="pre">multiprocessing</span></code>·backend,·which·can·pickle·interactively·defined·functions96 <code·class="docutils·literal·notranslate"><span·class="pre">multiprocessing</span></code>·backend,·which·can·pickle·interactively·defined·functions
97 with·the·default·pickle·module,·which·is·faster·for·such·large·objects.</p>97 with·the·default·pickle·module,·which·is·faster·for·such·large·objects.</p>
98 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">import</span>·<span·class="nn">multiprocessing</span>·<span·class="k">as</span>·<span·class="nn">mp</span>98 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">import</span>·<span·class="nn">multiprocessing</span>·<span·class="k">as</span>·<span·class="nn">mp</span>
99 <span·class="k">if</span>·<a·href="/usr/share/doc/python3/html/library/multiprocessing.html#multiprocessing.get_start_method"·title="multiprocessing.get_start_method"·class="sphx-glr-backref-module-multiprocessing·sphx-glr-backref-type-py-function"><span·class="n">mp</span><span·class="o">.</span><span·class="n">get_start_method</span></a><span·class="p">()</span>·<span·class="o">!=</span>·<span·class="s2">&quot;spawn&quot;</span><span·class="p">:</span>99 <span·class="k">if</span>·<a·href="/usr/share/doc/python3/html/library/multiprocessing.html#multiprocessing.get_start_method"·title="multiprocessing.get_start_method"·class="sphx-glr-backref-module-multiprocessing·sphx-glr-backref-type-py-function"><span·class="n">mp</span><span·class="o">.</span><span·class="n">get_start_method</span></a><span·class="p">()</span>·<span·class="o">!=</span>·<span·class="s2">&quot;spawn&quot;</span><span·class="p">:</span>
Offset 105, 15 lines modifiedOffset 105, 15 lines modified
105 ········<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">t_start</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>105 ········<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">t_start</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>
106 ········<a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">(</span><span·class="n">n_jobs</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">)(</span>106 ········<a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">(</span><span·class="n">n_jobs</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">)(</span>
107 ············<a·href="../parallel.html#joblib.delayed"·title="joblib.delayed"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">delayed</span></a><span·class="p">(</span><span·class="n">func_async</span><span·class="p">)(</span><span·class="mi">21</span><span·class="p">,</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">large_list</span></a><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">1</span><span·class="p">))</span>107 ············<a·href="../parallel.html#joblib.delayed"·title="joblib.delayed"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">delayed</span></a><span·class="p">(</span><span·class="n">func_async</span><span·class="p">)(</span><span·class="mi">21</span><span·class="p">,</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">large_list</span></a><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">1</span><span·class="p">))</span>
108 ········<span·class="nb">print</span><span·class="p">(</span><span·class="s2">&quot;With·multiprocessing·backend·and·pickle·serialization:·</span><span·class="si">{:.3f}</span><span·class="s2">s&quot;</span>108 ········<span·class="nb">print</span><span·class="p">(</span><span·class="s2">&quot;With·multiprocessing·backend·and·pickle·serialization:·</span><span·class="si">{:.3f}</span><span·class="s2">s&quot;</span>
109 ··············<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">t_start</span></a><span·class="p">))</span>109 ··············<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">t_start</span></a><span·class="p">))</span>
110 </pre></div>110 </pre></div>
111 </div>111 </div>
112 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>With·multiprocessing·backend·and·pickle·serialization:·0.133s112 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>With·multiprocessing·backend·and·pickle·serialization:·0.343s
113 </pre></div>113 </pre></div>
114 </div>114 </div>
115 <p>However,·using·<code·class="docutils·literal·notranslate"><span·class="pre">fork</span></code>·to·start·new·processes·can·cause·violation·of·the115 <p>However,·using·<code·class="docutils·literal·notranslate"><span·class="pre">fork</span></code>·to·start·new·processes·can·cause·violation·of·the
116 POSIX·specification·and·can·have·bad·interaction·with·compiled·extensions116 POSIX·specification·and·can·have·bad·interaction·with·compiled·extensions
117 that·use·<code·class="docutils·literal·notranslate"><span·class="pre">openmp</span></code>.·Also,·it·is·not·possible·to·start·processes·with117 that·use·<code·class="docutils·literal·notranslate"><span·class="pre">openmp</span></code>.·Also,·it·is·not·possible·to·start·processes·with
118 <code·class="docutils·literal·notranslate"><span·class="pre">fork</span></code>·on·windows·where·only·<code·class="docutils·literal·notranslate"><span·class="pre">spawn</span></code>·is·available.·The·<code·class="docutils·literal·notranslate"><span·class="pre">loky</span></code>·backend118 <code·class="docutils·literal·notranslate"><span·class="pre">fork</span></code>·on·windows·where·only·<code·class="docutils·literal·notranslate"><span·class="pre">spawn</span></code>·is·available.·The·<code·class="docutils·literal·notranslate"><span·class="pre">loky</span></code>·backend
119 has·been·developed·to·mitigate·these·issues.</p>119 has·been·developed·to·mitigate·these·issues.</p>
Offset 130, 15 lines modifiedOffset 130, 15 lines modified
  
130 <span·class="n">set_loky_pickler</span><span·class="p">(</span><span·class="s1">&#39;pickle&#39;</span><span·class="p">)</span>130 <span·class="n">set_loky_pickler</span><span·class="p">(</span><span·class="s1">&#39;pickle&#39;</span><span·class="p">)</span>
131 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">t_start</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>131 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">t_start</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>
132 <a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">(</span><span·class="n">n_jobs</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">)(</span><a·href="../parallel.html#joblib.delayed"·title="joblib.delayed"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">delayed</span></a><span·class="p">(</span><span·class="nb">id</span><span·class="p">)(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">large_list</span></a><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">1</span><span·class="p">))</span>132 <a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">(</span><span·class="n">n_jobs</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">)(</span><a·href="../parallel.html#joblib.delayed"·title="joblib.delayed"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">delayed</span></a><span·class="p">(</span><span·class="nb">id</span><span·class="p">)(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">large_list</span></a><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">1</span><span·class="p">))</span>
133 <span·class="nb">print</span><span·class="p">(</span><span·class="s2">&quot;With·pickle·serialization:·</span><span·class="si">{:.3f}</span><span·class="s2">s&quot;</span><span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">t_start</span></a><span·class="p">))</span>133 <span·class="nb">print</span><span·class="p">(</span><span·class="s2">&quot;With·pickle·serialization:·</span><span·class="si">{:.3f}</span><span·class="s2">s&quot;</span><span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">t_start</span></a><span·class="p">))</span>
134 </pre></div>134 </pre></div>
135 </div>135 </div>
136 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>With·pickle·serialization:·0.072s136 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>With·pickle·serialization:·0.134s
137 </pre></div>137 </pre></div>
138 </div>138 </div>
139 <p>However,·the·function·and·objects·defined·in·<code·class="docutils·literal·notranslate"><span·class="pre">__main__</span></code>·are·not139 <p>However,·the·function·and·objects·defined·in·<code·class="docutils·literal·notranslate"><span·class="pre">__main__</span></code>·are·not
140 serializable·anymore·using·<code·class="docutils·literal·notranslate"><span·class="pre">pickle</span></code>·and·it·is·not·possible·to·call140 serializable·anymore·using·<code·class="docutils·literal·notranslate"><span·class="pre">pickle</span></code>·and·it·is·not·possible·to·call
141 <code·class="docutils·literal·notranslate"><span·class="pre">func_async</span></code>·using·this·pickler.</p>141 <code·class="docutils·literal·notranslate"><span·class="pre">func_async</span></code>·using·this·pickler.</p>
142 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="k">def</span>·<span·class="nf">func_async</span><span·class="p">(</span><span·class="n">i</span><span·class="p">,</span>·<span·class="o">*</span><span·class="n">args</span><span·class="p">):</span>142 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="k">def</span>·<span·class="nf">func_async</span><span·class="p">(</span><span·class="n">i</span><span·class="p">,</span>·<span·class="o">*</span><span·class="n">args</span><span·class="p">):</span>
143 ····<span·class="k">return</span>·<span·class="mi">2</span>·<span·class="o">*</span>·<span·class="n">i</span>143 ····<span·class="k">return</span>·<span·class="mi">2</span>·<span·class="o">*</span>·<span·class="n">i</span>
Offset 203, 28 lines modifiedOffset 203, 28 lines modified
  
203 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">t_start</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>203 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">t_start</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>
204 <a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">(</span><span·class="n">n_jobs</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">)(</span><span·class="n">func_async_wrapped</span><span·class="p">(</span><span·class="mi">21</span><span·class="p">,</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">large_list</span></a><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">1</span><span·class="p">))</span>204 <a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">(</span><span·class="n">n_jobs</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">)(</span><span·class="n">func_async_wrapped</span><span·class="p">(</span><span·class="mi">21</span><span·class="p">,</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">large_list</span></a><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">1</span><span·class="p">))</span>
205 <span·class="nb">print</span><span·class="p">(</span><span·class="s2">&quot;With·pickle·from·stdlib·and·wrapper:·</span><span·class="si">{:.3f}</span><span·class="s2">s&quot;</span>205 <span·class="nb">print</span><span·class="p">(</span><span·class="s2">&quot;With·pickle·from·stdlib·and·wrapper:·</span><span·class="si">{:.3f}</span><span·class="s2">s&quot;</span>
206 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">t_start</span></a><span·class="p">))</span>206 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">t_start</span></a><span·class="p">))</span>
207 </pre></div>207 </pre></div>
208 </div>208 </div>
209 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>With·pickle·from·stdlib·and·wrapper:·0.237s209 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>With·pickle·from·stdlib·and·wrapper:·0.629s
210 </pre></div>210 </pre></div>
211 </div>211 </div>
212 <p>The·same·wrapper·can·also·be·used·for·non-picklable·classes.·Note·that·the212 <p>The·same·wrapper·can·also·be·used·for·non-picklable·classes.·Note·that·the
213 side·effects·of·<code·class="docutils·literal·notranslate"><span·class="pre">wrap_non_picklable_objects</span></code>·on·objects·can·break·magic213 side·effects·of·<code·class="docutils·literal·notranslate"><span·class="pre">wrap_non_picklable_objects</span></code>·on·objects·can·break·magic
214 methods·such·as·<code·class="docutils·literal·notranslate"><span·class="pre">__add__</span></code>·and·can·mess·up·the·<code·class="docutils·literal·notranslate"><span·class="pre">isinstance</span></code>·and214 methods·such·as·<code·class="docutils·literal·notranslate"><span·class="pre">__add__</span></code>·and·can·mess·up·the·<code·class="docutils·literal·notranslate"><span·class="pre">isinstance</span></code>·and
215 <code·class="docutils·literal·notranslate"><span·class="pre">issubclass</span></code>·functions.·Some·improvements·will·be·considered·if·use-cases215 <code·class="docutils·literal·notranslate"><span·class="pre">issubclass</span></code>·functions.·Some·improvements·will·be·considered·if·use-cases
216 are·reported.</p>216 are·reported.</p>
217 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="c1">#·Reset·the·loky_pickler·to·avoid·border·effects·with·other·examples·in</span>217 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="c1">#·Reset·the·loky_pickler·to·avoid·border·effects·with·other·examples·in</span>
218 <span·class="c1">#·sphinx-gallery.</span>218 <span·class="c1">#·sphinx-gallery.</span>
219 <span·class="n">set_loky_pickler</span><span·class="p">()</span>219 <span·class="n">set_loky_pickler</span><span·class="p">()</span>
220 </pre></div>220 </pre></div>
221 </div>221 </div>
222 <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.631·seconds)</p>222 <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·1.631·seconds)</p>
223 <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-serialization-and-wrappers-py">223 <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-serialization-and-wrappers-py">
224 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">224 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
225 <p><a·class="reference·download·internal"·download=""·href="../_downloads/6f54ccb28e994a64c34b08c8f124a046/serialization_and_wrappers.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">serialization_and_wrappers.ipynb</span></code></a></p>225 <p><a·class="reference·download·internal"·download=""·href="../_downloads/6f54ccb28e994a64c34b08c8f124a046/serialization_and_wrappers.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">serialization_and_wrappers.ipynb</span></code></a></p>
226 </div>226 </div>
227 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">227 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
228 <p><a·class="reference·download·internal"·download=""·href="../_downloads/13c28a3486775ce7013bf819ce88d3d8/serialization_and_wrappers.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">serialization_and_wrappers.py</span></code></a></p>228 <p><a·class="reference·download·internal"·download=""·href="../_downloads/13c28a3486775ce7013bf819ce88d3d8/serialization_and_wrappers.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">serialization_and_wrappers.py</span></code></a></p>
229 </div>229 </div>
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35 #·object).35 #·object).
36 _\x8l_\x8a_\x8r_\x8g_\x8e_\x8__\x8l_\x8i_\x8s_\x8t·=·list(range(1000000))36 _\x8l_\x8a_\x8r_\x8g_\x8e_\x8__\x8l_\x8i_\x8s_\x8t·=·list(range(1000000))
  
37 _\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()37 _\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()
38 _\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l(n_jobs=2)(_\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d(func_async)(21,·_\x8l_\x8a_\x8r_\x8g_\x8e_\x8__\x8l_\x8i_\x8s_\x8t)·for·_·in·range(1))38 _\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l(n_jobs=2)(_\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d(func_async)(21,·_\x8l_\x8a_\x8r_\x8g_\x8e_\x8__\x8l_\x8i_\x8s_\x8t)·for·_·in·range(1))
39 print("With·loky·backend·and·cloudpickle·serialization:·{:.3f}s"39 print("With·loky·backend·and·cloudpickle·serialization:·{:.3f}s"
40 ······.format(_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()·-·_\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t))40 ······.format(_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()·-·_\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t))
41 With·loky·backend·and·cloudpickle·serialization:·0.073s41 With·loky·backend·and·cloudpickle·serialization:·0.199s
42 If·you·are·on·a·UNIX·system,·it·is·possible·to·fallback·to·the·old42 If·you·are·on·a·UNIX·system,·it·is·possible·to·fallback·to·the·old
43 multiprocessing·backend,·which·can·pickle·interactively·defined·functions·with43 multiprocessing·backend,·which·can·pickle·interactively·defined·functions·with
44 the·default·pickle·module,·which·is·faster·for·such·large·objects.44 the·default·pickle·module,·which·is·faster·for·such·large·objects.
45 import·multiprocessing·as·mp45 import·multiprocessing·as·mp
46 if·_\x8m_\x8p_\x8._\x8g_\x8e_\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t_\x8__\x8m_\x8e_\x8t_\x8h_\x8o_\x8d()·!=·"spawn":46 if·_\x8m_\x8p_\x8._\x8g_\x8e_\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t_\x8__\x8m_\x8e_\x8t_\x8h_\x8o_\x8d()·!=·"spawn":
47 ····def·func_async(i,·*args):47 ····def·func_async(i,·*args):
48 ········return·2·*·i48 ········return·2·*·i
  
49 ····with·_\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8c_\x8o_\x8n_\x8f_\x8i_\x8g('multiprocessing'):49 ····with·_\x8p_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l_\x8__\x8c_\x8o_\x8n_\x8f_\x8i_\x8g('multiprocessing'):
50 ········_\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()50 ········_\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()
51 ········_\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l(n_jobs=2)(51 ········_\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l(n_jobs=2)(
52 ············_\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d(func_async)(21,·_\x8l_\x8a_\x8r_\x8g_\x8e_\x8__\x8l_\x8i_\x8s_\x8t)·for·_·in·range(1))52 ············_\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d(func_async)(21,·_\x8l_\x8a_\x8r_\x8g_\x8e_\x8__\x8l_\x8i_\x8s_\x8t)·for·_·in·range(1))
53 ········print("With·multiprocessing·backend·and·pickle·serialization:·{:.3f}s"53 ········print("With·multiprocessing·backend·and·pickle·serialization:·{:.3f}s"
54 ··············.format(_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()·-·_\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t))54 ··············.format(_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()·-·_\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t))
55 With·multiprocessing·backend·and·pickle·serialization:·0.133s55 With·multiprocessing·backend·and·pickle·serialization:·0.343s
56 However,·using·fork·to·start·new·processes·can·cause·violation·of·the·POSIX56 However,·using·fork·to·start·new·processes·can·cause·violation·of·the·POSIX
57 specification·and·can·have·bad·interaction·with·compiled·extensions·that·use57 specification·and·can·have·bad·interaction·with·compiled·extensions·that·use
58 openmp.·Also,·it·is·not·possible·to·start·processes·with·fork·on·windows·where58 openmp.·Also,·it·is·not·possible·to·start·processes·with·fork·on·windows·where
59 only·spawn·is·available.·The·loky·backend·has·been·developed·to·mitigate·these59 only·spawn·is·available.·The·loky·backend·has·been·developed·to·mitigate·these
60 issues.60 issues.
61 To·have·fast·pickling·with·loky,·it·is·possible·to·rely·on·pickle·to·serialize61 To·have·fast·pickling·with·loky,·it·is·possible·to·rely·on·pickle·to·serialize
62 all·communications·between·the·main·process·and·the·workers·with·the·loky62 all·communications·between·the·main·process·and·the·workers·with·the·loky
Offset 71, 15 lines modifiedOffset 71, 15 lines modified
71 #·we·do·not·pass·the·desired·function·``func_async``·as·it·is·not·picklable71 #·we·do·not·pass·the·desired·function·``func_async``·as·it·is·not·picklable
72 #·but·it·is·replaced·by·``id``·for·demonstration·purposes.72 #·but·it·is·replaced·by·``id``·for·demonstration·purposes.
  
73 set_loky_pickler('pickle')73 set_loky_pickler('pickle')
74 _\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()74 _\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()
75 _\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l(n_jobs=2)(_\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d(id)(_\x8l_\x8a_\x8r_\x8g_\x8e_\x8__\x8l_\x8i_\x8s_\x8t)·for·_·in·range(1))75 _\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l(n_jobs=2)(_\x8d_\x8e_\x8l_\x8a_\x8y_\x8e_\x8d(id)(_\x8l_\x8a_\x8r_\x8g_\x8e_\x8__\x8l_\x8i_\x8s_\x8t)·for·_·in·range(1))
76 print("With·pickle·serialization:·{:.3f}s".format(_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()·-·_\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t))76 print("With·pickle·serialization:·{:.3f}s".format(_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()·-·_\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t))
77 With·pickle·serialization:·0.072s77 With·pickle·serialization:·0.134s
78 However,·the·function·and·objects·defined·in·__main__·are·not·serializable78 However,·the·function·and·objects·defined·in·__main__·are·not·serializable
79 anymore·using·pickle·and·it·is·not·possible·to·call·func_async·using·this79 anymore·using·pickle·and·it·is·not·possible·to·call·func_async·using·this
80 pickler.80 pickler.
81 def·func_async(i,·*args):81 def·func_async(i,·*args):
82 ····return·2·*·i82 ····return·2·*·i
  
  
Offset 148, 23 lines modifiedOffset 148, 23 lines modified
148 ····return·2·*·i148 ····return·2·*·i
  
  
149 _\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()149 _\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()
150 _\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l(n_jobs=2)(func_async_wrapped(21,·_\x8l_\x8a_\x8r_\x8g_\x8e_\x8__\x8l_\x8i_\x8s_\x8t)·for·_·in·range(1))150 _\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l(n_jobs=2)(func_async_wrapped(21,·_\x8l_\x8a_\x8r_\x8g_\x8e_\x8__\x8l_\x8i_\x8s_\x8t)·for·_·in·range(1))
151 print("With·pickle·from·stdlib·and·wrapper:·{:.3f}s"151 print("With·pickle·from·stdlib·and·wrapper:·{:.3f}s"
152 ······.format(_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()·-·_\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t))152 ······.format(_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()·-·_\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t))
153 With·pickle·from·stdlib·and·wrapper:·0.237s153 With·pickle·from·stdlib·and·wrapper:·0.629s
154 The·same·wrapper·can·also·be·used·for·non-picklable·classes.·Note·that·the·side154 The·same·wrapper·can·also·be·used·for·non-picklable·classes.·Note·that·the·side
155 effects·of·wrap_non_picklable_objects·on·objects·can·break·magic·methods·such155 effects·of·wrap_non_picklable_objects·on·objects·can·break·magic·methods·such
156 as·__add__·and·can·mess·up·the·isinstance·and·issubclass·functions.·Some156 as·__add__·and·can·mess·up·the·isinstance·and·issubclass·functions.·Some
157 improvements·will·be·considered·if·use-cases·are·reported.157 improvements·will·be·considered·if·use-cases·are·reported.
158 #·Reset·the·loky_pickler·to·avoid·border·effects·with·other·examples·in158 #·Reset·the·loky_pickler·to·avoid·border·effects·with·other·examples·in
159 #·sphinx-gallery.159 #·sphinx-gallery.
160 set_loky_pickler()160 set_loky_pickler()
161 T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·0.631·seconds)161 T\x8To\x8ot\x8ta\x8al\x8l·r\x8ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·t\x8ti\x8im\x8me\x8e·o\x8of\x8f·t\x8th\x8he\x8e·s\x8sc\x8cr\x8ri\x8ip\x8pt\x8t:\x8:·(0·minutes·1.631·seconds)
162 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8s_\x8e_\x8r_\x8i_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8a_\x8n_\x8d_\x8__\x8w_\x8r_\x8a_\x8p_\x8p_\x8e_\x8r_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b162 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8J_\x8u_\x8p_\x8y_\x8t_\x8e_\x8r_\x8·_\x8n_\x8o_\x8t_\x8e_\x8b_\x8o_\x8o_\x8k_\x8:_\x8·_\x8s_\x8e_\x8r_\x8i_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8a_\x8n_\x8d_\x8__\x8w_\x8r_\x8a_\x8p_\x8p_\x8e_\x8r_\x8s_\x8._\x8i_\x8p_\x8y_\x8n_\x8b
163 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8s_\x8e_\x8r_\x8i_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8a_\x8n_\x8d_\x8__\x8w_\x8r_\x8a_\x8p_\x8p_\x8e_\x8r_\x8s_\x8._\x8p_\x8y163 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8P_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8s_\x8o_\x8u_\x8r_\x8c_\x8e_\x8·_\x8c_\x8o_\x8d_\x8e_\x8:_\x8·_\x8s_\x8e_\x8r_\x8i_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8a_\x8n_\x8d_\x8__\x8w_\x8r_\x8a_\x8p_\x8p_\x8e_\x8r_\x8s_\x8._\x8p_\x8y
164 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8s_\x8e_\x8r_\x8i_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8a_\x8n_\x8d_\x8__\x8w_\x8r_\x8a_\x8p_\x8p_\x8e_\x8r_\x8s_\x8._\x8z_\x8i_\x8p164 _\x8D_\x8o_\x8w_\x8n_\x8l_\x8o_\x8a_\x8d_\x8·_\x8z_\x8i_\x8p_\x8p_\x8e_\x8d_\x8:_\x8·_\x8s_\x8e_\x8r_\x8i_\x8a_\x8l_\x8i_\x8z_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8a_\x8n_\x8d_\x8__\x8w_\x8r_\x8a_\x8p_\x8p_\x8e_\x8r_\x8s_\x8._\x8z_\x8i_\x8p
165 _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y165 _\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8e_\x8d_\x8·_\x8b_\x8y_\x8·_\x8S_\x8p_\x8h_\x8i_\x8n_\x8x_\x8-_\x8G_\x8a_\x8l_\x8l_\x8e_\x8r_\x8y
166 _\x8[_\x8L_\x8o_\x8g_\x8o_\x8]166 _\x8[_\x8L_\x8o_\x8g_\x8o_\x8]
167 *\x8**\x8**\x8**\x8*·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·*\x8**\x8**\x8**\x8*167 *\x8**\x8**\x8**\x8*·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·*\x8**\x8**\x8**\x8*
168 User·manual168 User·manual
⊟
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./usr/share/doc/python-joblib-doc/html/searchindex.js
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js-beautify {}
    
Offset 739, 26 lines modifiedOffset 739, 22 lines modified
739 ········"1":·"py:class",739 ········"1":·"py:class",
740 ········"2":·"py:method",740 ········"2":·"py:method",
741 ········"3":·"py:function"741 ········"3":·"py:function"
742 ····},742 ····},
743 ····"terms":·{743 ····"terms":·{
744 ········"":·[0,·3,·4,·6,·7,·8,·9,·10,·11,·12,·19,·21,·22,·23],744 ········"":·[0,·3,·4,·6,·7,·8,·9,·10,·11,·12,·19,·21,·22,·23],
745 ········"0":·[3,·4,·6,·7,·8,·9,·11,·12,·13,·16,·17,·19,·21,·22,·24],745 ········"0":·[3,·4,·6,·7,·8,·9,·11,·12,·13,·16,·17,·19,·21,·22,·24],
746 ········"00":·[3,·4,·7],746 ········"00":·[3,·4],
747 ········"005":·7,747 ········"005":·7,
748 ········"0064":·21,748 ········"0064":·21,
749 ········"01":·[0,·4,·7,·10],749 ········"01":·[0,·7,·10],
750 ········"02":·3,750 ········"02":·[3,·4],
751 ········"03":·[0,·10],751 ········"03":·[0,·10],
752 ········"047":·7,752 ········"04":·3,
753 ········"04mb":·6, 
754 ········"069":·6, 
755 ········"07":·[0,·10],753 ········"07":·[0,·10],
756 ········"072":·9, 
757 ········"073":·9, 
758 ········"08":·21,754 ········"08":·21,
759 ········"09":·[0,·10],755 ········"09":·[0,·10],
760 ········"0b2":·[0,·10],756 ········"0b2":·[0,·10],
761 ········"0b4":·[0,·10],757 ········"0b4":·[0,·10],
762 ········"0bn":·[0,·10],758 ········"0bn":·[0,·10],
763 ········"0min":·19,759 ········"0min":·19,
764 ········"0x80":·24,760 ········"0x80":·24,
Offset 778, 38 lines modifiedOffset 774, 38 lines modified
778 ········"1055":·[0,·10],774 ········"1055":·[0,·10],
779 ········"1061":·[0,·10],775 ········"1061":·[0,·10],
780 ········"1062":·[0,·10],776 ········"1062":·[0,·10],
781 ········"1078":·[0,·10],777 ········"1078":·[0,·10],
782 ········"1093":·[0,·10],778 ········"1093":·[0,·10],
783 ········"10mb":·6,779 ········"10mb":·6,
784 ········"11":·[12,·22],780 ········"11":·[12,·22],
785 ········"110":·6, 
786 ········"111":·6, 
787 ········"1133":·[0,·10],781 ········"1133":·[0,·10],
788 ········"1136":·[0,·10,·22],782 ········"1136":·[0,·10,·22],
789 ········"114":·9,783 ········"114":·9,
790 ········"1149":·[0,·10],784 ········"1149":·[0,·10],
791 ········"1158":·24,785 ········"1158":·24,
 786 ········"116":·6,
792 ········"1165":·[0,·10],787 ········"1165":·[0,·10],
793 ········"1176":·24,788 ········"1176":·24,
794 ········"1181":·[0,·10],789 ········"1181":·[0,·10],
795 ········"12":·[4,·11,·12,·21,·22],790 ········"12":·[4,·11,·12,·21,·22],
796 ········"120":·9,791 ········"120":·9,
797 ········"1200":·[0,·10],792 ········"1200":·[0,·10],
798 ········"1214":·[0,·10],793 ········"1214":·[0,·10],
799 ········"1218":·[0,·10],794 ········"1218":·[0,·10],
 795 ········"122":·6,
800 ········"1254":·[0,·10],796 ········"1254":·[0,·10],
801 ········"1256":·[0,·10],797 ········"1256":·[0,·10],
802 ········"1263":·[0,·10],798 ········"1263":·[0,·10],
803 ········"1269":·[0,·10],799 ········"1269":·[0,·10],
804 ········"128":·24,800 ········"128":·24,
805 ········"12934":·[12,·22],801 ········"12934":·[12,·22],
806 ········"13":·9,802 ········"13":·[7,·9],
807 ········"1327":·[0,·10],803 ········"1327":·[0,·10],
808 ········"133":·9,804 ········"134":·9,
809 ········"1343":·[0,·10],805 ········"1343":·[0,·10],
810 ········"1348":·[0,·10],806 ········"1348":·[0,·10],
811 ········"1353":·[0,·10],807 ········"1353":·[0,·10],
812 ········"1356":·[0,·10],808 ········"1356":·[0,·10],
813 ········"1359":·[0,·10],809 ········"1359":·[0,·10],
814 ········"1361":·[0,·10],810 ········"1361":·[0,·10],
815 ········"1374":·[0,·10],811 ········"1374":·[0,·10],
Offset 840, 26 lines modifiedOffset 836, 26 lines modified
840 ········"1487":·[0,·10],836 ········"1487":·[0,·10],
841 ········"1491":·[0,·10],837 ········"1491":·[0,·10],
842 ········"1492":·[0,·10],838 ········"1492":·[0,·10],
843 ········"1494":·[0,·10],839 ········"1494":·[0,·10],
844 ········"15":·3,840 ········"15":·3,
845 ········"150":·6,841 ········"150":·6,
846 ········"1501":·[0,·10],842 ········"1501":·[0,·10],
847 ········"151":·3, 
848 ········"1515":·[0,·10],843 ········"1515":·[0,·10],
849 ········"1520":·[0,·10],844 ········"1520":·[0,·10],
850 ········"1539":·[0,·10],845 ········"1539":·[0,·10],
851 ········"1576":·[0,·10],846 ········"1576":·[0,·10],
852 ········"15mb":·6,847 ········"15mb":·6,
853 ········"16":·[21,·24],848 ········"16":·[7,·21,·24],
854 ········"1650":·9,849 ········"1650":·9,
855 ········"1754":·9,850 ········"1754":·9,
856 ········"1789":·9,851 ········"1789":·9,
857 ········"18":·[0,·10],852 ········"18":·[0,·10],
858 ········"19":·[0,·10],853 ········"19":·[0,·10],
 854 ········"199":·9,
859 ········"1e2":·[22,·23],855 ········"1e2":·[22,·23],
860 ········"1e4":·[4,·22,·23],856 ········"1e4":·[4,·22,·23],
861 ········"1e5":·[3,·7],857 ········"1e5":·[3,·7],
862 ········"1e6":·[6,·22,·23],858 ········"1e6":·[6,·22,·23],
863 ········"1e7":·[6,·7],859 ········"1e7":·[6,·7],
864 ········"1e8":·6,860 ········"1e8":·6,
865 ········"1e9":·6,861 ········"1e9":·6,
Offset 872, 195 lines modifiedOffset 868, 199 lines modified
872 ········"2010":·[0,·10],868 ········"2010":·[0,·10],
873 ········"2011":·[0,·10],869 ········"2011":·[0,·10],
874 ········"2012":·[0,·10,·12,·22],870 ········"2012":·[0,·10,·12,·22],
875 ········"2013":·[0,·10],871 ········"2013":·[0,·10],
876 ········"2014":·[0,·10],872 ········"2014":·[0,·10],
877 ········"2022":·[0,·10],873 ········"2022":·[0,·10],
878 ········"21":·[0,·9,·10],874 ········"21":·[0,·9,·10],
879 ········"22":·[0,·4,·10],875 ········"22":·[0,·10],
880 ········"220":·[0,·10],876 ········"220":·[0,·10],
881 ········"23":·[0,·10],877 ········"23":·[0,·10],
882 ········"232":·8, 
883 ········"23413696":·3,878 ········"23413696":·3,
884 ········"23415337":·3,879 ········"23415337":·3,
885 ········"237":·9, 
886 ········"24":·[0,·10,·22,·23],880 ········"24":·[0,·10,·22,·23],
887 ········"243":·[0,·10],881 ········"243":·[0,·10],
888 ········"25":·[0,·10],882 ········"25":·[0,·10],
889 ········"254":·[0,·10],883 ········"254":·[0,·10],
890 ········"26":·[0,·10],884 ········"26":·[0,·10],
891 ········"260":·[0,·10],885 ········"260":·[0,·10],
892 ········"262":·4, 
893 ········"269":·[0,·10],886 ········"269":·[0,·10],
894 ········"27":·[0,·10],887 ········"27":·[0,·10],
 888 ········"283":·3,
895 ········"292":·[0,·10],889 ········"292":·[0,·10],
896 ········"294":·[0,·10],890 ········"294":·[0,·10],
897 ········"296":·[0,·10],891 ········"296":·[0,·10],
898 ········"2f":·[3,·4,·6,·7],892 ········"2f":·[3,·4,·6,·7],
899 ········"2gb":·6,893 ········"2gb":·6,
900 ········"3":·[1,·7,·8,·9,·12,·13,·16,·17,·19,·21,·22,·23,·24],894 ········"3":·[1,·8,·9,·12,·13,·16,·17,·19,·21,·22,·23,·24],
901 ········"30":·[0,·10],895 ········"30":·[0,·10],
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