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1 Package:·python-joblib-doc1 Package:·python-joblib-doc
2 Source:·joblib2 Source:·joblib
3 Version:·1.3.2-43 Version:·1.3.2-4
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:·14886 Installed-Size:·1492
7 Depends:·libjs-sphinxdoc·(>=·7.4)7 Depends:·libjs-sphinxdoc·(>=·7.4)
8 Suggests:·python3-joblib,·python3-doc,·python-numpy-doc,·python-scipy-doc8 Suggests:·python3-joblib,·python3-doc,·python-numpy-doc,·python-scipy-doc
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·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·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·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·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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./usr/share/doc/python-joblib-doc/html/_sources/auto_examples/memory_basic_usage.rst.txt
    
Offset 132, 15 lines modifiedOffset 132, 15 lines modified
  
  
132 ..·rst-class::·sphx-glr-script-out132 ..·rst-class::·sphx-glr-script-out
  
133 ·..·code-block::·none133 ·..·code-block::·none
  
  
134 ····The·function·took·5.09·s·to·compute.134 ····The·function·took·5.05·s·to·compute.
  
135 ····The·transformed·data·are:135 ····The·transformed·data·are:
136 ·····[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.23413696136 ·····[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.23413696
137 ······1.57921282··0.76743473·-0.46947439··0.54256004]137 ······1.57921282··0.76743473·-0.46947439··0.54256004]
  
  
  
Offset 168, 15 lines modifiedOffset 168, 15 lines modified
  
  
168 ..·rst-class::·sphx-glr-script-out168 ..·rst-class::·sphx-glr-script-out
  
169 ·..·code-block::·none169 ·..·code-block::·none
  
  
170 ····The·function·took·0.05·s·to·compute.170 ····The·function·took·0.02·s·to·compute.
  
171 ····The·transformed·data·are:171 ····The·transformed·data·are:
172 ·····[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.23413696172 ·····[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.23413696
173 ······1.57921282··0.76743473·-0.46947439··0.54256004]173 ······1.57921282··0.76743473·-0.46947439··0.54256004]
  
  
  
Offset 231, 15 lines modifiedOffset 231, 15 lines modified
  
  
231 ..·rst-class::·sphx-glr-script-out231 ..·rst-class::·sphx-glr-script-out
  
232 ·..·code-block::·none232 ·..·code-block::·none
  
  
233 ····The·function·took·5.14·s·to·compute.233 ····The·function·took·5.05·s·to·compute.
  
234 ····The·transformed·data·are:234 ····The·transformed·data·are:
235 ·····[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.23413696235 ·····[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.23413696
236 ······1.57921282··0.76743473·-0.46947439··0.54256004]236 ······1.57921282··0.76743473·-0.46947439··0.54256004]
  
  
  
Offset 261, 15 lines modifiedOffset 261, 15 lines modified
  
  
261 ..·rst-class::·sphx-glr-script-out261 ..·rst-class::·sphx-glr-script-out
  
262 ·..·code-block::·none262 ·..·code-block::·none
  
  
263 ····The·function·took·0.07·s·to·compute.263 ····The·function·took·0.02·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·15.720·seconds)297 ···**Total·running·time·of·the·script:**·(0·minutes·15.224·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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105 ..·rst-class::·sphx-glr-script-out105 ..·rst-class::·sphx-glr-script-out
  
106 ·..·code-block::·none106 ·..·code-block::·none
  
  
107 ····Sequential·processing107 ····Sequential·processing
108 ····Elapsed·time·for·the·entire·processing:·8.01·s108 ····Elapsed·time·for·the·entire·processing:·8.00·s
  
  
  
  
109 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·54-57109 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·54-57
  
110 ``costly_compute``·is·expensive·to·compute·and·it·is·used·as·an·intermediate110 ``costly_compute``·is·expensive·to·compute·and·it·is·used·as·an·intermediate
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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:·4.99·s192 ····Elapsed·time·for·the·entire·processing:·4.21·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
Offset 226, 15 lines modifiedOffset 226, 15 lines modified
  
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:·0.09·s229 ····Elapsed·time·for·the·entire·processing:·0.01·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:·0.05·s275 ····Elapsed·time·for·the·entire·processing:·0.01·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·13.169·seconds)305 ···**Total·running·time·of·the·script:**·(0·minutes·12.247·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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193 ..·rst-class::·sphx-glr-script-out193 ..·rst-class::·sphx-glr-script-out
  
194 ·..·code-block::·none194 ·..·code-block::·none
  
195 ····Running·tasks·with·return_as='list'...195 ····Running·tasks·with·return_as='list'...
196 ····Accumulate·results:......................................................................................................................................................196 ····Accumulate·results:......................................................................................................................................................
197 ····All·tasks·completed·and·reduced·successfully.197 ····All·tasks·completed·and·reduced·successfully.
198 ····Peak·memory·usage:·2.19GB198 ····Peak·memory·usage:·2.42GB
  
  
  
  
199 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·126-130199 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·126-130
  
200 If·we·use·``return_as="generator"``,·``res``·is·simply·a·generator·on·the200 If·we·use·``return_as="generator"``,·``res``·is·simply·a·generator·on·the
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237 ..·rst-class::·sphx-glr-script-out237 ..·rst-class::·sphx-glr-script-out
  
238 ·..·code-block::·none238 ·..·code-block::·none
  
239 ····Create·result·generator·with·return_as='generator'...239 ····Create·result·generator·with·return_as='generator'...
240 ····Accumulate·results:......................................................................................................................................................240 ····Accumulate·results:......................................................................................................................................................
241 ····All·tasks·completed·and·reduced·successfully.241 ····All·tasks·completed·and·reduced·successfully.
242 ····Peak·memory·usage:·142.79MB242 ····Peak·memory·usage:·84.61MB
  
  
  
  
243 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·148-157243 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·148-157
  
244 We·can·then·report·the·memory·usage·accross·time·of·the·two·runs·using·the244 We·can·then·report·the·memory·usage·accross·time·of·the·two·runs·using·the
Offset 297, 15 lines modifiedOffset 297, 15 lines modified
297 still·accumulated·in·RAM·after·computation.·But·as·we·asynchronously·process297 still·accumulated·in·RAM·after·computation.·But·as·we·asynchronously·process
298 them,·they·can·be·freed·sooner.·However,·if·the·generator·is·not·consumed298 them,·they·can·be·freed·sooner.·However,·if·the·generator·is·not·consumed
299 the·memory·still·grows·linearly.299 the·memory·still·grows·linearly.
  
  
300 ..·rst-class::·sphx-glr-timing300 ..·rst-class::·sphx-glr-timing
  
301 ···**Total·running·time·of·the·script:**·(5·minutes·6.631·seconds)301 ···**Total·running·time·of·the·script:**·(0·minutes·36.789·seconds)
  
  
302 ..·_sphx_glr_download_auto_examples_parallel_generator.py:302 ..·_sphx_glr_download_auto_examples_parallel_generator.py:
  
303 ..·only::·html303 ..·only::·html
  
304 ··..·container::·sphx-glr-footer·sphx-glr-footer-example304 ··..·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·1.24·s105 ····Elapsed·time·computing·the·average·of·couple·of·slices·1.01·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·1.50·s138 ····Elapsed·time·computing·the·average·of·couple·of·slices·0.72·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·0.70·s182 ····Elapsed·time·computing·the·average·of·couple·of·slices·0.53·s
  
  
  
  
  
183 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·90-93183 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·90-93
  
Offset 328, 48 lines modifiedOffset 328, 48 lines modified
  
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 ·····[0.50035049·0.50032344·0.50031243·0.49992705·0.49965012·0.49942782 
332 ·····0.49985216·0.49997446·0.49997001·0.50000274·0.50030979·0.50020275 
333 ·····0.49997991·0.5003838··0.5004613··0.50010787·0.49992797·0.50008076 
334 ·····0.49968986·0.49982901·0.49990454·0.5000689··0.49990236·0.4998597 
335 ·····0.49958083·0.49989609·0.49977333·0.49945382·0.49967465·0.49971784 
336 ·····0.49951296·0.49939764·0.49978714·0.49975875·0.49988597·0.50007464 
337 ·····0.50045505·0.50010781·0.50038915·0.50069998·0.50037028·0.49978803 
338 ·····0.5001765··0.50023922·0.49973251·0.50014915·0.50021624·0.49996047 
339 ·····0.49974125·0.50016919·0.50008609·0.50048179·0.50065138·0.50041811 
340 ·····0.4996914··0.49955486·0.49937267·0.4995254··0.49973609·0.50018849 
341 ·····0.50032799·0.5002536··0.49990572·0.49980958·0.50012977·0.50016336 
342 ·····0.50035041·0.50049434·0.50049958·0.50007614·0.49992946·0.49970992 
343 ·····0.49980703·0.49966924·0.49963776·0.49959079·0.50016963·0.50017821 
344 ·····0.50039061·0.50040421·0.50085999·0.50057115·0.5005246··0.50059644 
345 ·····0.50098317·0.50049386·0.50032137·0.50022893·0.50017718·0.50051162 
346 ·····0.50061434·0.50050468·0.50071611·0.50065902·0.4996533·]331 ·····[0.49974005·0.50004119·0.49994462·0.50032153·0.50062805·0.50082468
 332 ·····0.50055624·0.50071086·0.50042015·0.5001024··0.500107···0.49985946
 333 ·····0.49957854·0.49990098·0.4998852··0.4997625··0.50033379·0.50050648
 334 ·····0.50075303·0.50069267·0.50053715·0.50011757·0.49983684·0.49947503
 335 ·····0.49970495·0.4999766··0.50019831·0.50070108·0.50026601·0.50005666
 336 ·····0.50002131·0.50028637·0.50003479·0.50048202·0.50045611·0.50047436
 337 ·····0.50024155·0.50028309·0.50018337·0.50012848·0.49961747·0.49946411
 338 ·····0.49959304·0.49947087·0.49967188·0.50014098·0.50037823·0.5003359
 339 ·····0.50006174·0.49994952·0.50004805·0.50011395·0.49985367·0.5004886
 340 ·····0.50077606·0.50042715·0.50030609·0.50031481·0.50021213·0.49980326
 341 ·····0.50019719·0.50003394·0.50017767·0.50027016·0.50017849·0.49982422
 342 ·····0.49968792·0.49992629·0.49914606·0.49970475·0.49991514·0.49998016
 343 ·····0.49926839·0.49983332·0.49978267·0.49968676·0.49991968·0.5001873
 344 ·····0.50012931·0.49987791·0.50015682·0.50016751·0.50049614·0.5006814
 345 ·····0.50061222·0.50004851·0.49991371·0.49956445·0.49956967·0.4996523
 346 ·····0.49994844·0.50015707·0.50012887·0.49973255·0.50015308]
  
347 ····Actual·means·computed·by·the·worker·processes:347 ····Actual·means·computed·by·the·worker·processes:
348 ·····[0.50035049·0.50032344·0.50031243·0.49992705·0.49965012·0.49942782 
349 ·····0.49985216·0.49997446·0.49997001·0.50000274·0.50030979·0.50020275 
350 ·····0.49997991·0.5003838··0.5004613··0.50010787·0.49992797·0.50008076 
351 ·····0.49968986·0.49982901·0.49990454·0.5000689··0.49990236·0.4998597 
352 ·····0.49958083·0.49989609·0.49977333·0.49945382·0.49967465·0.49971784 
353 ·····0.49951296·0.49939764·0.49978714·0.49975875·0.49988597·0.50007464 
354 ·····0.50045505·0.50010781·0.50038915·0.50069998·0.50037028·0.49978803 
355 ·····0.5001765··0.50023922·0.49973251·0.50014915·0.50021624·0.49996047 
356 ·····0.49974125·0.50016919·0.50008609·0.50048179·0.50065138·0.50041811 
357 ·····0.4996914··0.49955486·0.49937267·0.4995254··0.49973609·0.50018849 
358 ·····0.50032799·0.5002536··0.49990572·0.49980958·0.50012977·0.50016336 
359 ·····0.50035041·0.50049434·0.50049958·0.50007614·0.49992946·0.49970992 
360 ·····0.49980703·0.49966924·0.49963776·0.49959079·0.50016963·0.50017821 
361 ·····0.50039061·0.50040421·0.50085999·0.50057115·0.5005246··0.50059644 
362 ·····0.50098317·0.50049386·0.50032137·0.50022893·0.50017718·0.50051162 
363 ·····0.50061434·0.50050468·0.50071611·0.50065902·0.4996533·]348 ·····[0.49974005·0.50004119·0.49994462·0.50032153·0.50062805·0.50082468
 349 ·····0.50055624·0.50071086·0.50042015·0.5001024··0.500107···0.49985946
 350 ·····0.49957854·0.49990098·0.4998852··0.4997625··0.50033379·0.50050648
 351 ·····0.50075303·0.50069267·0.50053715·0.50011757·0.49983684·0.49947503
 352 ·····0.49970495·0.4999766··0.50019831·0.50070108·0.50026601·0.50005666
 353 ·····0.50002131·0.50028637·0.50003479·0.50048202·0.50045611·0.50047436
 354 ·····0.50024155·0.50028309·0.50018337·0.50012848·0.49961747·0.49946411
 355 ·····0.49959304·0.49947087·0.49967188·0.50014098·0.50037823·0.5003359
 356 ·····0.50006174·0.49994952·0.50004805·0.50011395·0.49985367·0.5004886
 357 ·····0.50077606·0.50042715·0.50030609·0.50031481·0.50021213·0.49980326
 358 ·····0.50019719·0.50003394·0.50017767·0.50027016·0.50017849·0.49982422
 359 ·····0.49968792·0.49992629·0.49914606·0.49970475·0.49991514·0.49998016
 360 ·····0.49926839·0.49983332·0.49978267·0.49968676·0.49991968·0.5001873
 361 ·····0.50012931·0.49987791·0.50015682·0.50016751·0.50049614·0.5006814
 362 ·····0.50061222·0.50004851·0.49991371·0.49956445·0.49956967·0.4996523
 363 ·····0.49994844·0.50015707·0.50012887·0.49973255·0.50015308]
  
  
  
  
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 ·····[[8·8·3·1·6]102 ·····[[0·2·7·2·6]
 103 ·····[8·7·0·7·3]
103 ·····[0·1·6·9·4]104 ·····[0·8·6·7·8]
 105 ·····[3·9·6·5·6]
 106 ·····[6·4·6·0·2]]
104 ·····[5·6·1·4·2] 
105 ·····[6·2·3·5·1] 
106 ·····[0·0·2·6·2]] 
  
  
  
  
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 ·····[[8·3·6·0·0]139 ·····[[0·0·4·4·2]
140 ·····[5·8·2·5·0]140 ·····[7·1·6·5·0]
 141 ·····[1·5·5·5·5]
 142 ·····[2·9·5·4·0]
141 ·····[7·8·6·1·5]143 ·····[3·0·6·1·7]]
142 ·····[3·2·6·3·0] 
143 ·····[0·4·8·1·2]] 
  
  
  
  
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 ·····[[7·0·2·0·4]168 ·····[[2·0·8·1·4]
169 ·····[4·5·6·7·8]169 ·····[0·1·8·6·7]
170 ·····[2·6·3·8·5] 
171 ·····[8·7·9·0·1]170 ·····[9·5·9·4·7]
 171 ·····[9·7·8·4·3]
172 ·····[0·5·3·2·1]]172 ·····[5·3·3·4·8]]
  
  
  
  
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
Offset 209, 19 lines modifiedOffset 209, 19 lines modified
  
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 ·····[[3·1·4·3·9]212 ·····[[9·2·2·7·9]
213 ·····[8·6·7·2·8]213 ·····[9·2·2·7·9]
214 ·····[1·7·8·8·5]214 ·····[5·1·8·1·5]
215 ·····[4·8·1·2·1]215 ·····[5·1·8·1·5]
216 ·····[5·4·2·7·6]]216 ·····[0·5·6·8·9]]
  
  
  
  
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 ·····[[0·1·6·5·2]
276 ·····[[3·6·2·4·7] 
277 ·····[2·6·3·0·1] 
278 ·····[2·4·8·1·1]277 ·····[3·4·9·1·7]
279 ·····[9·2·7·1·4]278 ·····[5·7·0·9·2]
280 ·····[3·9·5·9·9]]279 ·····[9·5·2·4·9]
 280 ·····[7·7·4·2·7]]
  
  
  
  
281 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·113-120281 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·113-120
  
282 Fixing·the·random·state·to·obtain·deterministic·results282 Fixing·the·random·state·to·obtain·deterministic·results
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317 ..·rst-class::·sphx-glr-script-out317 ..·rst-class::·sphx-glr-script-out
  
318 ·..·code-block::·none318 ·..·code-block::·none
  
  
319 ····The·different·generated·vectors·using·the·multiprocessing·backend·are:319 ····The·different·generated·vectors·using·the·multiprocessing·backend·are:
320 ·····[[9·2·5·1·8] 
321 ·····[1·7·4·9·2] 
322 ·····[5·2·2·9·7]320 ·····[[5·8·2·9·0]
323 ·····[2·2·1·0·5]321 ·····[1·6·5·0·1]
 322 ·····[1·1·2·8·1]
324 ·····[7·7·0·8·4]]323 ·····[7·4·0·7·6]
 324 ·····[5·2·4·6·2]]
  
325 ····The·different·generated·vectors·using·the·multiprocessing·backend·are:325 ····The·different·generated·vectors·using·the·multiprocessing·backend·are:
326 ·····[[9·2·5·1·8] 
327 ·····[1·7·4·9·2] 
328 ·····[5·2·2·9·7]326 ·····[[5·8·2·9·0]
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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:·0.171s114 ····With·loky·backend·and·cloudpickle·serialization:·0.074s
  
  
  
  
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:·0.714s152 ····With·multiprocessing·backend·and·pickle·serialization:·0.136s
  
  
  
  
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:·0.390s197 ····With·pickle·serialization:·0.073s
  
  
  
  
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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304 ..·rst-class::·sphx-glr-script-out304 ..·rst-class::·sphx-glr-script-out
  
305 ·..·code-block::·none305 ·..·code-block::·none
  
306 ····With·pickle·from·stdlib·and·wrapper:·1.028s306 ····With·pickle·from·stdlib·and·wrapper:·0.237s
  
  
  
  
307 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·144-150307 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·144-150
  
308 The·same·wrapper·can·also·be·used·for·non-picklable·classes.·Note·that·the308 The·same·wrapper·can·also·be·used·for·non-picklable·classes.·Note·that·the
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336 ..·rst-class::·sphx-glr-timing336 ..·rst-class::·sphx-glr-timing
  
337 ···**Total·running·time·of·the·script:**·(0·minutes·2.672·seconds)337 ···**Total·running·time·of·the·script:**·(0·minutes·0.617·seconds)
  
  
338 ..·_sphx_glr_download_auto_examples_serialization_and_wrappers.py:338 ..·_sphx_glr_download_auto_examples_serialization_and_wrappers.py:
  
339 ..·only::·html339 ..·only::·html
  
340 ··..·container::·sphx-glr-footer·sphx-glr-footer-example340 ··..·container::·sphx-glr-footer·sphx-glr-footer-example
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107 <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>·<a·href="../memory.html#joblib.memory.MemorizedFunc"·title="joblib.memory.MemorizedFunc"·class="sphx-glr-backref-module-joblib-memory·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">costly_compute_cached</span></a><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>107 <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>·<a·href="../memory.html#joblib.memory.MemorizedFunc"·title="joblib.memory.MemorizedFunc"·class="sphx-glr-backref-module-joblib-memory·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">costly_compute_cached</span></a><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>
108 <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>108 <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>
  
109 <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>109 <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>
110 <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>110 <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>
111 </pre></div>111 </pre></div>
112 </div>112 </div>
113 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·function·took·5.09·s·to·compute.113 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·function·took·5.05·s·to·compute.
  
114 The·transformed·data·are:114 The·transformed·data·are:
115 ·[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.23413696115 ·[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.23413696
116 ··1.57921282··0.76743473·-0.46947439··0.54256004]116 ··1.57921282··0.76743473·-0.46947439··0.54256004]
117 </pre></div>117 </pre></div>
118 </div>118 </div>
119 <p>At·the·first·call,·the·results·will·be·cached.·Therefore,·the·computation119 <p>At·the·first·call,·the·results·will·be·cached.·Therefore,·the·computation
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125 <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>·<a·href="../memory.html#joblib.memory.MemorizedFunc"·title="joblib.memory.MemorizedFunc"·class="sphx-glr-backref-module-joblib-memory·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">costly_compute_cached</span></a><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>125 <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>·<a·href="../memory.html#joblib.memory.MemorizedFunc"·title="joblib.memory.MemorizedFunc"·class="sphx-glr-backref-module-joblib-memory·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">costly_compute_cached</span></a><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>
126 <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>126 <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>
  
127 <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>127 <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>
128 <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>128 <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>
129 </pre></div>129 </pre></div>
130 </div>130 </div>
131 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·function·took·0.05·s·to·compute.131 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·function·took·0.02·s·to·compute.
  
132 The·transformed·data·are:132 The·transformed·data·are:
133 ·[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.23413696133 ·[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.23413696
134 ··1.57921282··0.76743473·-0.46947439··0.54256004]134 ··1.57921282··0.76743473·-0.46947439··0.54256004]
135 </pre></div>135 </pre></div>
136 </div>136 </div>
137 <p>At·the·second·call,·the·computation·time·is·largely·reduced·since·the·results137 <p>At·the·second·call,·the·computation·time·is·largely·reduced·since·the·results
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168 <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>168 <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>
169 <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>169 <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>
  
170 <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>170 <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>
171 <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>171 <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>
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>The·function·took·5.14·s·to·compute.174 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·function·took·5.05·s·to·compute.
  
175 The·transformed·data·are:175 The·transformed·data·are:
176 ·[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.23413696176 ·[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.23413696
177 ··1.57921282··0.76743473·-0.46947439··0.54256004]177 ··1.57921282··0.76743473·-0.46947439··0.54256004]
178 </pre></div>178 </pre></div>
179 </div>179 </div>
180 <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>180 <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>
181 <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>181 <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>
182 <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>182 <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>
  
183 <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>183 <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>
184 <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>184 <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>
185 </pre></div>185 </pre></div>
186 </div>186 </div>
187 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·function·took·0.07·s·to·compute.187 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·function·took·0.02·s·to·compute.
  
188 The·transformed·data·are:188 The·transformed·data·are:
189 ·[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.23413696189 ·[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.23413696
190 ··1.57921282··0.76743473·-0.46947439··0.54256004]190 ··1.57921282··0.76743473·-0.46947439··0.54256004]
191 </pre></div>191 </pre></div>
192 </div>192 </div>
193 <p>As·expected,·the·second·call·to·the·<code·class="docutils·literal·notranslate"><span·class="pre">transform</span></code>·method·load·the·results193 <p>As·expected,·the·second·call·to·the·<code·class="docutils·literal·notranslate"><span·class="pre">transform</span></code>·method·load·the·results
194 which·have·been·cached.</p>194 which·have·been·cached.</p>
195 </section>195 </section>
196 <section·id="clean-up-cache-directory">196 <section·id="clean-up-cache-directory">
197 <h2>Clean·up·cache·directory<a·class="headerlink"·href="#clean-up-cache-directory"·title="Link·to·this·heading">¶</a></h2>197 <h2>Clean·up·cache·directory<a·class="headerlink"·href="#clean-up-cache-directory"·title="Link·to·this·heading">¶</a></h2>
198 <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>198 <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>
199 </pre></div>199 </pre></div>
200 </div>200 </div>
201 <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·15.720·seconds)</p>201 <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·15.224·seconds)</p>
202 <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-memory-basic-usage-py">202 <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-memory-basic-usage-py">
203 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">203 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
204 <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>204 <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>
205 </div>205 </div>
206 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">206 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
207 <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>207 <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>
208 </div>208 </div>
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49 _\x8c_\x8o_\x8s_\x8t_\x8l_\x8y_\x8__\x8c_\x8o_\x8m_\x8p_\x8u_\x8t_\x8e_\x8__\x8c_\x8a_\x8c_\x8h_\x8e_\x8d·=·_\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8._\x8c_\x8a_\x8c_\x8h_\x8e(_\x8c_\x8o_\x8s_\x8t_\x8l_\x8y_\x8__\x8c_\x8o_\x8m_\x8p_\x8u_\x8t_\x8e_\x8__\x8c_\x8a_\x8c_\x8h_\x8e_\x8d)49 _\x8c_\x8o_\x8s_\x8t_\x8l_\x8y_\x8__\x8c_\x8o_\x8m_\x8p_\x8u_\x8t_\x8e_\x8__\x8c_\x8a_\x8c_\x8h_\x8e_\x8d·=·_\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8._\x8c_\x8a_\x8c_\x8h_\x8e(_\x8c_\x8o_\x8s_\x8t_\x8l_\x8y_\x8__\x8c_\x8o_\x8m_\x8p_\x8u_\x8t_\x8e_\x8__\x8c_\x8a_\x8c_\x8h_\x8e_\x8d)
50 _\x8s_\x8t_\x8a_\x8r_\x8t·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()50 _\x8s_\x8t_\x8a_\x8r_\x8t·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()
51 _\x8d_\x8a_\x8t_\x8a_\x8__\x8t_\x8r_\x8a_\x8n_\x8s·=·_\x8c_\x8o_\x8s_\x8t_\x8l_\x8y_\x8__\x8c_\x8o_\x8m_\x8p_\x8u_\x8t_\x8e_\x8__\x8c_\x8a_\x8c_\x8h_\x8e_\x8d(_\x8d_\x8a_\x8t_\x8a)51 _\x8d_\x8a_\x8t_\x8a_\x8__\x8t_\x8r_\x8a_\x8n_\x8s·=·_\x8c_\x8o_\x8s_\x8t_\x8l_\x8y_\x8__\x8c_\x8o_\x8m_\x8p_\x8u_\x8t_\x8e_\x8__\x8c_\x8a_\x8c_\x8h_\x8e_\x8d(_\x8d_\x8a_\x8t_\x8a)
52 _\x8e_\x8n_\x8d·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()52 _\x8e_\x8n_\x8d·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()
  
53 print('\nThe·function·took·{:.2f}·s·to·compute.'.format(_\x8e_\x8n_\x8d·-·_\x8s_\x8t_\x8a_\x8r_\x8t))53 print('\nThe·function·took·{:.2f}·s·to·compute.'.format(_\x8e_\x8n_\x8d·-·_\x8s_\x8t_\x8a_\x8r_\x8t))
54 print('\nThe·transformed·data·are:\n·{}'.format(_\x8d_\x8a_\x8t_\x8a_\x8__\x8t_\x8r_\x8a_\x8n_\x8s))54 print('\nThe·transformed·data·are:\n·{}'.format(_\x8d_\x8a_\x8t_\x8a_\x8__\x8t_\x8r_\x8a_\x8n_\x8s))
55 The·function·took·5.09·s·to·compute.55 The·function·took·5.05·s·to·compute.
  
56 The·transformed·data·are:56 The·transformed·data·are:
57 ·[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.2341369657 ·[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.23413696
58 ··1.57921282··0.76743473·-0.46947439··0.54256004]58 ··1.57921282··0.76743473·-0.46947439··0.54256004]
59 At·the·first·call,·the·results·will·be·cached.·Therefore,·the·computation·time59 At·the·first·call,·the·results·will·be·cached.·Therefore,·the·computation·time
60 corresponds·to·the·time·to·compute·the·results·plus·the·time·to·dump·the60 corresponds·to·the·time·to·compute·the·results·plus·the·time·to·dump·the
61 results·into·the·disk.61 results·into·the·disk.
62 _\x8s_\x8t_\x8a_\x8r_\x8t·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()62 _\x8s_\x8t_\x8a_\x8r_\x8t·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()
63 _\x8d_\x8a_\x8t_\x8a_\x8__\x8t_\x8r_\x8a_\x8n_\x8s·=·_\x8c_\x8o_\x8s_\x8t_\x8l_\x8y_\x8__\x8c_\x8o_\x8m_\x8p_\x8u_\x8t_\x8e_\x8__\x8c_\x8a_\x8c_\x8h_\x8e_\x8d(_\x8d_\x8a_\x8t_\x8a)63 _\x8d_\x8a_\x8t_\x8a_\x8__\x8t_\x8r_\x8a_\x8n_\x8s·=·_\x8c_\x8o_\x8s_\x8t_\x8l_\x8y_\x8__\x8c_\x8o_\x8m_\x8p_\x8u_\x8t_\x8e_\x8__\x8c_\x8a_\x8c_\x8h_\x8e_\x8d(_\x8d_\x8a_\x8t_\x8a)
64 _\x8e_\x8n_\x8d·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()64 _\x8e_\x8n_\x8d·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()
  
65 print('\nThe·function·took·{:.2f}·s·to·compute.'.format(_\x8e_\x8n_\x8d·-·_\x8s_\x8t_\x8a_\x8r_\x8t))65 print('\nThe·function·took·{:.2f}·s·to·compute.'.format(_\x8e_\x8n_\x8d·-·_\x8s_\x8t_\x8a_\x8r_\x8t))
66 print('\nThe·transformed·data·are:\n·{}'.format(_\x8d_\x8a_\x8t_\x8a_\x8__\x8t_\x8r_\x8a_\x8n_\x8s))66 print('\nThe·transformed·data·are:\n·{}'.format(_\x8d_\x8a_\x8t_\x8a_\x8__\x8t_\x8r_\x8a_\x8n_\x8s))
67 The·function·took·0.05·s·to·compute.67 The·function·took·0.02·s·to·compute.
  
68 The·transformed·data·are:68 The·transformed·data·are:
69 ·[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.2341369669 ·[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.23413696
70 ··1.57921282··0.76743473·-0.46947439··0.54256004]70 ··1.57921282··0.76743473·-0.46947439··0.54256004]
71 At·the·second·call,·the·computation·time·is·largely·reduced·since·the·results71 At·the·second·call,·the·computation·time·is·largely·reduced·since·the·results
72 are·obtained·by·loading·the·data·previously·dumped·to·the·disk·instead·of72 are·obtained·by·loading·the·data·previously·dumped·to·the·disk·instead·of
73 recomputing·the·results.73 recomputing·the·results.
Offset 99, 35 lines modifiedOffset 99, 35 lines modified
99 transformer·=·Algorithm()99 transformer·=·Algorithm()
100 _\x8s_\x8t_\x8a_\x8r_\x8t·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()100 _\x8s_\x8t_\x8a_\x8r_\x8t·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()
101 _\x8d_\x8a_\x8t_\x8a_\x8__\x8t_\x8r_\x8a_\x8n_\x8s·=·transformer.transform(_\x8d_\x8a_\x8t_\x8a)101 _\x8d_\x8a_\x8t_\x8a_\x8__\x8t_\x8r_\x8a_\x8n_\x8s·=·transformer.transform(_\x8d_\x8a_\x8t_\x8a)
102 _\x8e_\x8n_\x8d·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()102 _\x8e_\x8n_\x8d·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()
  
103 print('\nThe·function·took·{:.2f}·s·to·compute.'.format(_\x8e_\x8n_\x8d·-·_\x8s_\x8t_\x8a_\x8r_\x8t))103 print('\nThe·function·took·{:.2f}·s·to·compute.'.format(_\x8e_\x8n_\x8d·-·_\x8s_\x8t_\x8a_\x8r_\x8t))
104 print('\nThe·transformed·data·are:\n·{}'.format(_\x8d_\x8a_\x8t_\x8a_\x8__\x8t_\x8r_\x8a_\x8n_\x8s))104 print('\nThe·transformed·data·are:\n·{}'.format(_\x8d_\x8a_\x8t_\x8a_\x8__\x8t_\x8r_\x8a_\x8n_\x8s))
105 The·function·took·5.14·s·to·compute.105 The·function·took·5.05·s·to·compute.
  
106 The·transformed·data·are:106 The·transformed·data·are:
107 ·[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.23413696107 ·[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.23413696
108 ··1.57921282··0.76743473·-0.46947439··0.54256004]108 ··1.57921282··0.76743473·-0.46947439··0.54256004]
109 _\x8s_\x8t_\x8a_\x8r_\x8t·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()109 _\x8s_\x8t_\x8a_\x8r_\x8t·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()
110 _\x8d_\x8a_\x8t_\x8a_\x8__\x8t_\x8r_\x8a_\x8n_\x8s·=·transformer.transform(_\x8d_\x8a_\x8t_\x8a)110 _\x8d_\x8a_\x8t_\x8a_\x8__\x8t_\x8r_\x8a_\x8n_\x8s·=·transformer.transform(_\x8d_\x8a_\x8t_\x8a)
111 _\x8e_\x8n_\x8d·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()111 _\x8e_\x8n_\x8d·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()
  
112 print('\nThe·function·took·{:.2f}·s·to·compute.'.format(_\x8e_\x8n_\x8d·-·_\x8s_\x8t_\x8a_\x8r_\x8t))112 print('\nThe·function·took·{:.2f}·s·to·compute.'.format(_\x8e_\x8n_\x8d·-·_\x8s_\x8t_\x8a_\x8r_\x8t))
113 print('\nThe·transformed·data·are:\n·{}'.format(_\x8d_\x8a_\x8t_\x8a_\x8__\x8t_\x8r_\x8a_\x8n_\x8s))113 print('\nThe·transformed·data·are:\n·{}'.format(_\x8d_\x8a_\x8t_\x8a_\x8__\x8t_\x8r_\x8a_\x8n_\x8s))
114 The·function·took·0.07·s·to·compute.114 The·function·took·0.02·s·to·compute.
  
115 The·transformed·data·are:115 The·transformed·data·are:
116 ·[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.23413696116 ·[·0.49671415·-0.1382643···0.64768854··1.52302986·-0.23415337·-0.23413696
117 ··1.57921282··0.76743473·-0.46947439··0.54256004]117 ··1.57921282··0.76743473·-0.46947439··0.54256004]
118 As·expected,·the·second·call·to·the·transform·method·load·the·results·which118 As·expected,·the·second·call·to·the·transform·method·load·the·results·which
119 have·been·cached.119 have·been·cached.
120 *\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*120 *\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*
121 _\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8._\x8c_\x8l_\x8e_\x8a_\x8r(warn=False)121 _\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8._\x8c_\x8l_\x8e_\x8a_\x8r(warn=False)
122 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·15.720·seconds)122 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·15.224·seconds)
123 _\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_\x8b123 _\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
124 _\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_\x8y124 _\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
125 _\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_\x8y125 _\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
126 _\x8[_\x8L_\x8o_\x8g_\x8o_\x8]126 _\x8[_\x8L_\x8o_\x8g_\x8o_\x8]
127 *\x8**\x8**\x8**\x8*·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·*\x8**\x8**\x8**\x8*127 *\x8**\x8**\x8**\x8*·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·*\x8**\x8**\x8**\x8*
128 User·manual128 User·manual
129 ····*·_\x8W_\x8h_\x8y_\x8·_\x8j_\x8o_\x8b_\x8l_\x8i_\x8b_\x8:_\x8·_\x8p_\x8r_\x8o_\x8j_\x8e_\x8c_\x8t_\x8·_\x8g_\x8o_\x8a_\x8l_\x8s129 ····*·_\x8W_\x8h_\x8y_\x8·_\x8j_\x8o_\x8b_\x8l_\x8i_\x8b_\x8:_\x8·_\x8p_\x8r_\x8o_\x8j_\x8e_\x8c_\x8t_\x8·_\x8g_\x8o_\x8a_\x8l_\x8s
⊟
13.6 KB
./usr/share/doc/python-joblib-doc/html/auto_examples/nested_parallel_memory.html
    
Offset 82, 15 lines modifiedOffset 82, 15 lines modified
  
82 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;</span><span·class="se">\n</span><span·class="s1">Sequential·processing&#39;</span><span·class="p">)</span>82 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;</span><span·class="se">\n</span><span·class="s1">Sequential·processing&#39;</span><span·class="p">)</span>
83 <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>83 <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>
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">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>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">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>
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>Sequential·processing87 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Sequential·processing
88 Elapsed·time·for·the·entire·processing:·8.01·s88 Elapsed·time·for·the·entire·processing:·8.00·s
89 </pre></div>89 </pre></div>
90 </div>90 </div>
91 <p><code·class="docutils·literal·notranslate"><span·class="pre">costly_compute</span></code>·is·expensive·to·compute·and·it·is·used·as·an·intermediate91 <p><code·class="docutils·literal·notranslate"><span·class="pre">costly_compute</span></code>·is·expensive·to·compute·and·it·is·used·as·an·intermediate
92 step·in·<code·class="docutils·literal·notranslate"><span·class="pre">data_processing_mean</span></code>.·Therefore,·it·is·interesting·to·store·the92 step·in·<code·class="docutils·literal·notranslate"><span·class="pre">data_processing_mean</span></code>.·Therefore,·it·is·interesting·to·store·the
93 intermediate·results·from·<code·class="docutils·literal·notranslate"><span·class="pre">costly_compute</span></code>·using·<a·class="reference·internal"·href="../generated/joblib.Memory.html#joblib.Memory"·title="joblib.Memory"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">joblib.Memory</span></code></a>.</p>93 intermediate·results·from·<code·class="docutils·literal·notranslate"><span·class="pre">costly_compute</span></code>·using·<a·class="reference·internal"·href="../generated/joblib.Memory.html#joblib.Memory"·title="joblib.Memory"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">joblib.Memory</span></code></a>.</p>
94 <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.Memory.html#joblib.Memory"·title="joblib.Memory"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Memory</span></a>94 <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.Memory.html#joblib.Memory"·title="joblib.Memory"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Memory</span></a>
  
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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:·4.99·s124 Elapsed·time·for·the·entire·processing:·4.21·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:·0.09·s143 Elapsed·time·for·the·entire·processing:·0.01·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>
Offset 166, 27 lines modifiedOffset 166, 27 lines modified
  
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:·0.05·s172 Elapsed·time·for·the·entire·processing:·0.01·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·13.169·seconds)</p>184 <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·12.247·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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31 _\x8r_\x8e_\x8s_\x8u_\x8l_\x8t_\x8s·=·[data_processing_mean(_\x8d_\x8a_\x8t_\x8a,·col)·for·col·in·range(_\x8d_\x8a_\x8t_\x8a_\x8._\x8s_\x8h_\x8a_\x8p_\x8e[1])]31 _\x8r_\x8e_\x8s_\x8u_\x8l_\x8t_\x8s·=·[data_processing_mean(_\x8d_\x8a_\x8t_\x8a,·col)·for·col·in·range(_\x8d_\x8a_\x8t_\x8a_\x8._\x8s_\x8h_\x8a_\x8p_\x8e[1])]
32 _\x8s_\x8t_\x8o_\x8p·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()32 _\x8s_\x8t_\x8o_\x8p·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()
  
33 print('\nSequential·processing')33 print('\nSequential·processing')
34 print('Elapsed·time·for·the·entire·processing:·{:.2f}·s'34 print('Elapsed·time·for·the·entire·processing:·{:.2f}·s'
35 ······.format(_\x8s_\x8t_\x8o_\x8p·-·_\x8s_\x8t_\x8a_\x8r_\x8t))35 ······.format(_\x8s_\x8t_\x8o_\x8p·-·_\x8s_\x8t_\x8a_\x8r_\x8t))
36 Sequential·processing36 Sequential·processing
37 Elapsed·time·for·the·entire·processing:·8.01·s37 Elapsed·time·for·the·entire·processing:·8.00·s
38 costly_compute·is·expensive·to·compute·and·it·is·used·as·an·intermediate·step38 costly_compute·is·expensive·to·compute·and·it·is·used·as·an·intermediate·step
39 in·data_processing_mean.·Therefore,·it·is·interesting·to·store·the·intermediate39 in·data_processing_mean.·Therefore,·it·is·interesting·to·store·the·intermediate
40 results·from·costly_compute·using·_\x8j_\x8o_\x8b_\x8l_\x8i_\x8b_\x8._\x8M_\x8e_\x8m_\x8o_\x8r_\x8y.40 results·from·costly_compute·using·_\x8j_\x8o_\x8b_\x8l_\x8i_\x8b_\x8._\x8M_\x8e_\x8m_\x8o_\x8r_\x8y.
41 from·joblib·import·_\x8M_\x8e_\x8m_\x8o_\x8r_\x8y41 from·joblib·import·_\x8M_\x8e_\x8m_\x8o_\x8r_\x8y
  
42 _\x8l_\x8o_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n·=·'./cachedir'42 _\x8l_\x8o_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n·=·'./cachedir'
43 _\x8m_\x8e_\x8m_\x8o_\x8r_\x8y·=·_\x8M_\x8e_\x8m_\x8o_\x8r_\x8y(_\x8l_\x8o_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n,·verbose=0)43 _\x8m_\x8e_\x8m_\x8o_\x8r_\x8y·=·_\x8M_\x8e_\x8m_\x8o_\x8r_\x8y(_\x8l_\x8o_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n,·verbose=0)
Offset 59, 30 lines modifiedOffset 59, 30 lines modified
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:·4.99·s65 Elapsed·time·for·the·entire·processing:·4.21·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:·0.09·s79 Elapsed·time·for·the·entire·processing:·0.01·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:·0.05·s101 Elapsed·time·for·the·entire·processing:·0.01·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·13.169·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·12.247·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 _\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_\x8y109 _\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
110 _\x8[_\x8L_\x8o_\x8g_\x8o_\x8]110 _\x8[_\x8L_\x8o_\x8g_\x8o_\x8]
111 *\x8**\x8**\x8**\x8*·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·*\x8**\x8**\x8**\x8*111 *\x8**\x8**\x8**\x8*·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·*\x8**\x8**\x8**\x8*
112 User·manual112 User·manual
113 ····*·_\x8W_\x8h_\x8y_\x8·_\x8j_\x8o_\x8b_\x8l_\x8i_\x8b_\x8:_\x8·_\x8p_\x8r_\x8o_\x8j_\x8e_\x8c_\x8t_\x8·_\x8g_\x8o_\x8a_\x8l_\x8s113 ····*·_\x8W_\x8h_\x8y_\x8·_\x8j_\x8o_\x8b_\x8l_\x8i_\x8b_\x8:_\x8·_\x8p_\x8r_\x8o_\x8j_\x8e_\x8c_\x8t_\x8·_\x8g_\x8o_\x8a_\x8l_\x8s
⊟
9.69 KB
./usr/share/doc/python-joblib-doc/html/auto_examples/parallel_generator.html
    
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143 <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</span><span·class="o">.</span><span·class="n">memory_buffer</span></a><span·class="p">)</span>·<span·class="o">/</span>·<span·class="mf">1e9</span>143 <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</span><span·class="o">.</span><span·class="n">memory_buffer</span></a><span·class="p">)</span>·<span·class="o">/</span>·<span·class="mf">1e9</span>
144 <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">GB&quot;</span><span·class="p">)</span>144 <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">GB&quot;</span><span·class="p">)</span>
145 </pre></div>145 </pre></div>
146 </div>146 </div>
147 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Running·tasks·with·return_as=&#39;list&#39;...147 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Running·tasks·with·return_as=&#39;list&#39;...
148 Accumulate·results:......................................................................................................................................................148 Accumulate·results:......................................................................................................................................................
149 All·tasks·completed·and·reduced·successfully.149 All·tasks·completed·and·reduced·successfully.
150 Peak·memory·usage:·2.19GB150 Peak·memory·usage:·2.42GB
151 </pre></div>151 </pre></div>
152 </div>152 </div>
153 <p>If·we·use·<code·class="docutils·literal·notranslate"><span·class="pre">return_as=&quot;generator&quot;</span></code>,·<code·class="docutils·literal·notranslate"><span·class="pre">res</span></code>·is·simply·a·generator·on·the153 <p>If·we·use·<code·class="docutils·literal·notranslate"><span·class="pre">return_as=&quot;generator&quot;</span></code>,·<code·class="docutils·literal·notranslate"><span·class="pre">res</span></code>·is·simply·a·generator·on·the
154 results·that·are·ready.·Here·we·consume·the·results·as·soon·as·they·arrive154 results·that·are·ready.·Here·we·consume·the·results·as·soon·as·they·arrive
155 with·the·<code·class="docutils·literal·notranslate"><span·class="pre">accumulator_sum</span></code>·and·once·they·have·been·used,·they·are·collected155 with·the·<code·class="docutils·literal·notranslate"><span·class="pre">accumulator_sum</span></code>·and·once·they·have·been·used,·they·are·collected
156 by·the·gc.·The·memory·footprint·is·thus·reduced,·typically·around·300MB.</p>156 by·the·gc.·The·memory·footprint·is·thus·reduced,·typically·around·300MB.</p>
157 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">monitor_gen</span>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/threading.html#threading.Thread"·title="threading.Thread"·class="sphx-glr-backref-module-threading·sphx-glr-backref-type-py-class"><span·class="n">MemoryMonitor</span></a><span·class="p">()</span>157 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">monitor_gen</span>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/threading.html#threading.Thread"·title="threading.Thread"·class="sphx-glr-backref-module-threading·sphx-glr-backref-type-py-class"><span·class="n">MemoryMonitor</span></a><span·class="p">()</span>
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169 <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>169 <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 <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>170 <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 </pre></div>171 </pre></div>
172 </div>172 </div>
173 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Create·result·generator·with·return_as=&#39;generator&#39;...173 <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 Accumulate·results:......................................................................................................................................................174 Accumulate·results:......................................................................................................................................................
175 All·tasks·completed·and·reduced·successfully.175 All·tasks·completed·and·reduced·successfully.
176 Peak·memory·usage:·142.79MB176 Peak·memory·usage:·84.61MB
177 </pre></div>177 </pre></div>
178 </div>178 </div>
179 <p>We·can·then·report·the·memory·usage·accross·time·of·the·two·runs·using·the179 <p>We·can·then·report·the·memory·usage·accross·time·of·the·two·runs·using·the
180 MemoryMonitor.</p>180 MemoryMonitor.</p>
181 <p>In·the·first·case,·as·the·results·accumulate·in·<code·class="docutils·literal·notranslate"><span·class="pre">res</span></code>,·the·memory·grows181 <p>In·the·first·case,·as·the·results·accumulate·in·<code·class="docutils·literal·notranslate"><span·class="pre">res</span></code>,·the·memory·grows
182 linearly·and·it·is·freed·once·the·<code·class="docutils·literal·notranslate"><span·class="pre">accumulator_sum</span></code>·function·finishes.</p>182 linearly·and·it·is·freed·once·the·<code·class="docutils·literal·notranslate"><span·class="pre">accumulator_sum</span></code>·function·finishes.</p>
183 <p>In·the·second·case,·the·results·are·processed·by·the·accumulator·as·soon·as183 <p>In·the·second·case,·the·results·are·processed·by·the·accumulator·as·soon·as
Offset 200, 15 lines modifiedOffset 200, 15 lines modified
200 <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>200 <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>
201 </pre></div>201 </pre></div>
202 </div>202 </div>
203 <img·src="../_images/sphx_glr_parallel_generator_001.png"·srcset="../_images/sphx_glr_parallel_generator_001.png"·alt="parallel·generator"·class·=·"sphx-glr-single-img"/><p>It·is·important·to·note·that·with·<code·class="docutils·literal·notranslate"><span·class="pre">return_as=&quot;generator&quot;</span></code>,·the·results·are203 <img·src="../_images/sphx_glr_parallel_generator_001.png"·srcset="../_images/sphx_glr_parallel_generator_001.png"·alt="parallel·generator"·class·=·"sphx-glr-single-img"/><p>It·is·important·to·note·that·with·<code·class="docutils·literal·notranslate"><span·class="pre">return_as=&quot;generator&quot;</span></code>,·the·results·are
204 still·accumulated·in·RAM·after·computation.·But·as·we·asynchronously·process204 still·accumulated·in·RAM·after·computation.·But·as·we·asynchronously·process
205 them,·they·can·be·freed·sooner.·However,·if·the·generator·is·not·consumed205 them,·they·can·be·freed·sooner.·However,·if·the·generator·is·not·consumed
206 the·memory·still·grows·linearly.</p>206 the·memory·still·grows·linearly.</p>
207 <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(5·minutes·6.631·seconds)</p>207 <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·36.789·seconds)</p>
208 <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-parallel-generator-py">208 <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-parallel-generator-py">
209 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">209 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
210 <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>210 <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>
211 </div>211 </div>
212 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">212 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
213 <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>213 <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>
214 </div>214 </div>
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90 _\x8m_\x8o_\x8n_\x8i_\x8t_\x8o_\x8r_\x8._\x8j_\x8o_\x8i_\x8n()90 _\x8m_\x8o_\x8n_\x8i_\x8t_\x8o_\x8r_\x8._\x8j_\x8o_\x8i_\x8n()
91 _\x8p_\x8e_\x8a_\x8k·=·max(_\x8m_\x8o_\x8n_\x8i_\x8t_\x8o_\x8r_\x8._\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8__\x8b_\x8u_\x8f_\x8f_\x8e_\x8r)·/·1e991 _\x8p_\x8e_\x8a_\x8k·=·max(_\x8m_\x8o_\x8n_\x8i_\x8t_\x8o_\x8r_\x8._\x8m_\x8e_\x8m_\x8o_\x8r_\x8y_\x8__\x8b_\x8u_\x8f_\x8f_\x8e_\x8r)·/·1e9
92 print(f"Peak·memory·usage:·{_\x8p_\x8e_\x8a_\x8k:.2f}GB")92 print(f"Peak·memory·usage:·{_\x8p_\x8e_\x8a_\x8k:.2f}GB")
93 Running·tasks·with·return_as='list'...93 Running·tasks·with·return_as='list'...
94 Accumulate94 Accumulate
95 results:......................................................................................................................................................95 results:......................................................................................................................................................
96 All·tasks·completed·and·reduced·successfully.96 All·tasks·completed·and·reduced·successfully.
97 Peak·memory·usage:·2.19GB97 Peak·memory·usage:·2.42GB
98 If·we·use·return_as="generator",·res·is·simply·a·generator·on·the·results·that98 If·we·use·return_as="generator",·res·is·simply·a·generator·on·the·results·that
99 are·ready.·Here·we·consume·the·results·as·soon·as·they·arrive·with·the99 are·ready.·Here·we·consume·the·results·as·soon·as·they·arrive·with·the
100 accumulator_sum·and·once·they·have·been·used,·they·are·collected·by·the·gc.·The100 accumulator_sum·and·once·they·have·been·used,·they·are·collected·by·the·gc.·The
101 memory·footprint·is·thus·reduced,·typically·around·300MB.101 memory·footprint·is·thus·reduced,·typically·around·300MB.
102 monitor_gen·=·_\x8M_\x8e_\x8m_\x8o_\x8r_\x8y_\x8M_\x8o_\x8n_\x8i_\x8t_\x8o_\x8r()102 monitor_gen·=·_\x8M_\x8e_\x8m_\x8o_\x8r_\x8y_\x8M_\x8o_\x8n_\x8i_\x8t_\x8o_\x8r()
103 print("Create·result·generator·with·return_as='generator'...")103 print("Create·result·generator·with·return_as='generator'...")
104 res·=·_\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l(n_jobs=2,·return_as="generator")(104 res·=·_\x8P_\x8a_\x8r_\x8a_\x8l_\x8l_\x8e_\x8l(n_jobs=2,·return_as="generator")(
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113 _\x8m_\x8o_\x8n_\x8i_\x8t_\x8o_\x8r_\x8__\x8g_\x8e_\x8n_\x8._\x8j_\x8o_\x8i_\x8n()113 _\x8m_\x8o_\x8n_\x8i_\x8t_\x8o_\x8r_\x8__\x8g_\x8e_\x8n_\x8._\x8j_\x8o_\x8i_\x8n()
114 _\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)·/·1e6114 _\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
115 print(f"Peak·memory·usage:·{_\x8p_\x8e_\x8a_\x8k:.2f}MB")115 print(f"Peak·memory·usage:·{_\x8p_\x8e_\x8a_\x8k:.2f}MB")
116 Create·result·generator·with·return_as='generator'...116 Create·result·generator·with·return_as='generator'...
117 Accumulate117 Accumulate
118 results:......................................................................................................................................................118 results:......................................................................................................................................................
119 All·tasks·completed·and·reduced·successfully.119 All·tasks·completed·and·reduced·successfully.
120 Peak·memory·usage:·142.79MB120 Peak·memory·usage:·84.61MB
121 We·can·then·report·the·memory·usage·accross·time·of·the·two·runs·using·the121 We·can·then·report·the·memory·usage·accross·time·of·the·two·runs·using·the
122 MemoryMonitor.122 MemoryMonitor.
123 In·the·first·case,·as·the·results·accumulate·in·res,·the·memory·grows·linearly123 In·the·first·case,·as·the·results·accumulate·in·res,·the·memory·grows·linearly
124 and·it·is·freed·once·the·accumulator_sum·function·finishes.124 and·it·is·freed·once·the·accumulator_sum·function·finishes.
125 In·the·second·case,·the·results·are·processed·by·the·accumulator·as·soon·as125 In·the·second·case,·the·results·are·processed·by·the·accumulator·as·soon·as
126 they·arrive,·and·the·memory·does·not·need·to·be·able·to·contain·all·the126 they·arrive,·and·the·memory·does·not·need·to·be·able·to·contain·all·the
127 results.127 results.
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141 plt.legend()141 plt.legend()
142 plt.show()142 plt.show()
143 [parallel·generator]143 [parallel·generator]
144 It·is·important·to·note·that·with·return_as="generator",·the·results·are·still144 It·is·important·to·note·that·with·return_as="generator",·the·results·are·still
145 accumulated·in·RAM·after·computation.·But·as·we·asynchronously·process·them,145 accumulated·in·RAM·after·computation.·But·as·we·asynchronously·process·them,
146 they·can·be·freed·sooner.·However,·if·the·generator·is·not·consumed·the·memory146 they·can·be·freed·sooner.·However,·if·the·generator·is·not·consumed·the·memory
147 still·grows·linearly.147 still·grows·linearly.
148 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:·(5·minutes·6.631·seconds)148 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·36.789·seconds)
149 _\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_\x8b149 _\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
150 _\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_\x8y150 _\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
151 _\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_\x8y151 _\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
152 _\x8[_\x8L_\x8o_\x8g_\x8o_\x8]152 _\x8[_\x8L_\x8o_\x8g_\x8o_\x8]
153 *\x8**\x8**\x8**\x8*·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·*\x8**\x8**\x8**\x8*153 *\x8**\x8**\x8**\x8*·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·*\x8**\x8**\x8**\x8*
154 User·manual154 User·manual
155 ····*·_\x8W_\x8h_\x8y_\x8·_\x8j_\x8o_\x8b_\x8l_\x8i_\x8b_\x8:_\x8·_\x8p_\x8r_\x8o_\x8j_\x8e_\x8c_\x8t_\x8·_\x8g_\x8o_\x8a_\x8l_\x8s155 ····*·_\x8W_\x8h_\x8y_\x8·_\x8j_\x8o_\x8b_\x8l_\x8i_\x8b_\x8:_\x8·_\x8p_\x8r_\x8o_\x8j_\x8e_\x8c_\x8t_\x8·_\x8g_\x8o_\x8a_\x8l_\x8s
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./usr/share/doc/python-joblib-doc/html/auto_examples/parallel_memmap.html
    
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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·1.24·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·1.01·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·1.50·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·0.72·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·0.70·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·0.53·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 ·[0.50035049·0.50032344·0.50031243·0.49992705·0.49965012·0.49942782 
182 ·0.49985216·0.49997446·0.49997001·0.50000274·0.50030979·0.50020275 
183 ·0.49997991·0.5003838··0.5004613··0.50010787·0.49992797·0.50008076 
184 ·0.49968986·0.49982901·0.49990454·0.5000689··0.49990236·0.4998597 
185 ·0.49958083·0.49989609·0.49977333·0.49945382·0.49967465·0.49971784 
186 ·0.49951296·0.49939764·0.49978714·0.49975875·0.49988597·0.50007464 
187 ·0.50045505·0.50010781·0.50038915·0.50069998·0.50037028·0.49978803 
188 ·0.5001765··0.50023922·0.49973251·0.50014915·0.50021624·0.49996047 
189 ·0.49974125·0.50016919·0.50008609·0.50048179·0.50065138·0.50041811 
190 ·0.4996914··0.49955486·0.49937267·0.4995254··0.49973609·0.50018849 
191 ·0.50032799·0.5002536··0.49990572·0.49980958·0.50012977·0.50016336 
192 ·0.50035041·0.50049434·0.50049958·0.50007614·0.49992946·0.49970992 
193 ·0.49980703·0.49966924·0.49963776·0.49959079·0.50016963·0.50017821 
194 ·0.50039061·0.50040421·0.50085999·0.50057115·0.5005246··0.50059644 
195 ·0.50098317·0.50049386·0.50032137·0.50022893·0.50017718·0.50051162 
196 ·0.50061434·0.50050468·0.50071611·0.50065902·0.4996533·]181 ·[0.49974005·0.50004119·0.49994462·0.50032153·0.50062805·0.50082468
 182 ·0.50055624·0.50071086·0.50042015·0.5001024··0.500107···0.49985946
 183 ·0.49957854·0.49990098·0.4998852··0.4997625··0.50033379·0.50050648
 184 ·0.50075303·0.50069267·0.50053715·0.50011757·0.49983684·0.49947503
 185 ·0.49970495·0.4999766··0.50019831·0.50070108·0.50026601·0.50005666
 186 ·0.50002131·0.50028637·0.50003479·0.50048202·0.50045611·0.50047436
 187 ·0.50024155·0.50028309·0.50018337·0.50012848·0.49961747·0.49946411
 188 ·0.49959304·0.49947087·0.49967188·0.50014098·0.50037823·0.5003359
 189 ·0.50006174·0.49994952·0.50004805·0.50011395·0.49985367·0.5004886
 190 ·0.50077606·0.50042715·0.50030609·0.50031481·0.50021213·0.49980326
 191 ·0.50019719·0.50003394·0.50017767·0.50027016·0.50017849·0.49982422
 192 ·0.49968792·0.49992629·0.49914606·0.49970475·0.49991514·0.49998016
 193 ·0.49926839·0.49983332·0.49978267·0.49968676·0.49991968·0.5001873
 194 ·0.50012931·0.49987791·0.50015682·0.50016751·0.50049614·0.5006814
 195 ·0.50061222·0.50004851·0.49991371·0.49956445·0.49956967·0.4996523
 196 ·0.49994844·0.50015707·0.50012887·0.49973255·0.50015308]
  
197 Actual·means·computed·by·the·worker·processes:197 Actual·means·computed·by·the·worker·processes:
198 ·[0.50035049·0.50032344·0.50031243·0.49992705·0.49965012·0.49942782 
199 ·0.49985216·0.49997446·0.49997001·0.50000274·0.50030979·0.50020275 
200 ·0.49997991·0.5003838··0.5004613··0.50010787·0.49992797·0.50008076 
201 ·0.49968986·0.49982901·0.49990454·0.5000689··0.49990236·0.4998597 
202 ·0.49958083·0.49989609·0.49977333·0.49945382·0.49967465·0.49971784 
203 ·0.49951296·0.49939764·0.49978714·0.49975875·0.49988597·0.50007464 
204 ·0.50045505·0.50010781·0.50038915·0.50069998·0.50037028·0.49978803 
205 ·0.5001765··0.50023922·0.49973251·0.50014915·0.50021624·0.49996047 
206 ·0.49974125·0.50016919·0.50008609·0.50048179·0.50065138·0.50041811 
207 ·0.4996914··0.49955486·0.49937267·0.4995254··0.49973609·0.50018849 
208 ·0.50032799·0.5002536··0.49990572·0.49980958·0.50012977·0.50016336 
209 ·0.50035041·0.50049434·0.50049958·0.50007614·0.49992946·0.49970992 
210 ·0.49980703·0.49966924·0.49963776·0.49959079·0.50016963·0.50017821 
211 ·0.50039061·0.50040421·0.50085999·0.50057115·0.5005246··0.50059644 
212 ·0.50098317·0.50049386·0.50032137·0.50022893·0.50017718·0.50051162 
213 ·0.50061434·0.50050468·0.50071611·0.50065902·0.4996533·]198 ·[0.49974005·0.50004119·0.49994462·0.50032153·0.50062805·0.50082468
 199 ·0.50055624·0.50071086·0.50042015·0.5001024··0.500107···0.49985946
 200 ·0.49957854·0.49990098·0.4998852··0.4997625··0.50033379·0.50050648
 201 ·0.50075303·0.50069267·0.50053715·0.50011757·0.49983684·0.49947503
 202 ·0.49970495·0.4999766··0.50019831·0.50070108·0.50026601·0.50005666
 203 ·0.50002131·0.50028637·0.50003479·0.50048202·0.50045611·0.50047436
 204 ·0.50024155·0.50028309·0.50018337·0.50012848·0.49961747·0.49946411
 205 ·0.49959304·0.49947087·0.49967188·0.50014098·0.50037823·0.5003359
 206 ·0.50006174·0.49994952·0.50004805·0.50011395·0.49985367·0.5004886
 207 ·0.50077606·0.50042715·0.50030609·0.50031481·0.50021213·0.49980326
 208 ·0.50019719·0.50003394·0.50017767·0.50027016·0.50017849·0.49982422
 209 ·0.49968792·0.49992629·0.49914606·0.49970475·0.49991514·0.49998016
 210 ·0.49926839·0.49983332·0.49978267·0.49968676·0.49991968·0.5001873
 211 ·0.50012931·0.49987791·0.50015682·0.50016751·0.50049614·0.5006814
 212 ·0.50061222·0.50004851·0.49991371·0.49956445·0.49956967·0.4996523
 213 ·0.49994844·0.50015707·0.50012887·0.49973255·0.50015308]
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·1.24·s34 Elapsed·time·computing·the·average·of·couple·of·slices·1.01·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·1.50·s43 Elapsed·time·computing·the·average·of·couple·of·slices·0.72·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'
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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·0.70·s66 Elapsed·time·computing·the·average·of·couple·of·slices·0.53·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 ·[0.50035049·0.50032344·0.50031243·0.49992705·0.49965012·0.49942782 
107 ·0.49985216·0.49997446·0.49997001·0.50000274·0.50030979·0.50020275 
108 ·0.49997991·0.5003838··0.5004613··0.50010787·0.49992797·0.50008076 
109 ·0.49968986·0.49982901·0.49990454·0.5000689··0.49990236·0.4998597 
110 ·0.49958083·0.49989609·0.49977333·0.49945382·0.49967465·0.49971784 
111 ·0.49951296·0.49939764·0.49978714·0.49975875·0.49988597·0.50007464 
112 ·0.50045505·0.50010781·0.50038915·0.50069998·0.50037028·0.49978803 
113 ·0.5001765··0.50023922·0.49973251·0.50014915·0.50021624·0.49996047 
114 ·0.49974125·0.50016919·0.50008609·0.50048179·0.50065138·0.50041811 
115 ·0.4996914··0.49955486·0.49937267·0.4995254··0.49973609·0.50018849 
116 ·0.50032799·0.5002536··0.49990572·0.49980958·0.50012977·0.50016336 
117 ·0.50035041·0.50049434·0.50049958·0.50007614·0.49992946·0.49970992 
118 ·0.49980703·0.49966924·0.49963776·0.49959079·0.50016963·0.50017821 
119 ·0.50039061·0.50040421·0.50085999·0.50057115·0.5005246··0.50059644 
120 ·0.50098317·0.50049386·0.50032137·0.50022893·0.50017718·0.50051162 
121 ·0.50061434·0.50050468·0.50071611·0.50065902·0.4996533·]106 ·[0.49974005·0.50004119·0.49994462·0.50032153·0.50062805·0.50082468
 107 ·0.50055624·0.50071086·0.50042015·0.5001024··0.500107···0.49985946
 108 ·0.49957854·0.49990098·0.4998852··0.4997625··0.50033379·0.50050648
 109 ·0.50075303·0.50069267·0.50053715·0.50011757·0.49983684·0.49947503
 110 ·0.49970495·0.4999766··0.50019831·0.50070108·0.50026601·0.50005666
 111 ·0.50002131·0.50028637·0.50003479·0.50048202·0.50045611·0.50047436
 112 ·0.50024155·0.50028309·0.50018337·0.50012848·0.49961747·0.49946411
 113 ·0.49959304·0.49947087·0.49967188·0.50014098·0.50037823·0.5003359
 114 ·0.50006174·0.49994952·0.50004805·0.50011395·0.49985367·0.5004886
 115 ·0.50077606·0.50042715·0.50030609·0.50031481·0.50021213·0.49980326
 116 ·0.50019719·0.50003394·0.50017767·0.50027016·0.50017849·0.49982422
 117 ·0.49968792·0.49992629·0.49914606·0.49970475·0.49991514·0.49998016
 118 ·0.49926839·0.49983332·0.49978267·0.49968676·0.49991968·0.5001873
 119 ·0.50012931·0.49987791·0.50015682·0.50016751·0.50049614·0.5006814
 120 ·0.50061222·0.50004851·0.49991371·0.49956445·0.49956967·0.4996523
 121 ·0.49994844·0.50015707·0.50012887·0.49973255·0.50015308]
  
122 Actual·means·computed·by·the·worker·processes:122 Actual·means·computed·by·the·worker·processes:
123 ·[0.50035049·0.50032344·0.50031243·0.49992705·0.49965012·0.49942782 
124 ·0.49985216·0.49997446·0.49997001·0.50000274·0.50030979·0.50020275 
125 ·0.49997991·0.5003838··0.5004613··0.50010787·0.49992797·0.50008076 
126 ·0.49968986·0.49982901·0.49990454·0.5000689··0.49990236·0.4998597 
127 ·0.49958083·0.49989609·0.49977333·0.49945382·0.49967465·0.49971784 
128 ·0.49951296·0.49939764·0.49978714·0.49975875·0.49988597·0.50007464 
129 ·0.50045505·0.50010781·0.50038915·0.50069998·0.50037028·0.49978803 
130 ·0.5001765··0.50023922·0.49973251·0.50014915·0.50021624·0.49996047 
131 ·0.49974125·0.50016919·0.50008609·0.50048179·0.50065138·0.50041811 
132 ·0.4996914··0.49955486·0.49937267·0.4995254··0.49973609·0.50018849 
133 ·0.50032799·0.5002536··0.49990572·0.49980958·0.50012977·0.50016336 
134 ·0.50035041·0.50049434·0.50049958·0.50007614·0.49992946·0.49970992 
135 ·0.49980703·0.49966924·0.49963776·0.49959079·0.50016963·0.50017821 
136 ·0.50039061·0.50040421·0.50085999·0.50057115·0.5005246··0.50059644 
137 ·0.50098317·0.50049386·0.50032137·0.50022893·0.50017718·0.50051162 
138 ·0.50061434·0.50050468·0.50071611·0.50065902·0.4996533·]123 ·[0.49974005·0.50004119·0.49994462·0.50032153·0.50062805·0.50082468
 124 ·0.50055624·0.50071086·0.50042015·0.5001024··0.500107···0.49985946
 125 ·0.49957854·0.49990098·0.4998852··0.4997625··0.50033379·0.50050648
 126 ·0.50075303·0.50069267·0.50053715·0.50011757·0.49983684·0.49947503
 127 ·0.49970495·0.4999766··0.50019831·0.50070108·0.50026601·0.50005666
 128 ·0.50002131·0.50028637·0.50003479·0.50048202·0.50045611·0.50047436
 129 ·0.50024155·0.50028309·0.50018337·0.50012848·0.49961747·0.49946411
 130 ·0.49959304·0.49947087·0.49967188·0.50014098·0.50037823·0.5003359
 131 ·0.50006174·0.49994952·0.50004805·0.50011395·0.49985367·0.5004886
 132 ·0.50077606·0.50042715·0.50030609·0.50031481·0.50021213·0.49980326
 133 ·0.50019719·0.50003394·0.50017767·0.50027016·0.50017849·0.49982422
 134 ·0.49968792·0.49992629·0.49914606·0.49970475·0.49991514·0.49998016
 135 ·0.49926839·0.49983332·0.49978267·0.49968676·0.49991968·0.5001873
 136 ·0.50012931·0.49987791·0.50015682·0.50016751·0.50049614·0.5006814
 137 ·0.50061222·0.50004851·0.49991371·0.49956445·0.49956967·0.4996523
 138 ·0.49994844·0.50015707·0.50012887·0.49973255·0.50015308]
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·7.310·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·3.168·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 _\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_\x8y150 _\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
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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 ·[[8·8·3·1·6]84 ·[[0·2·7·2·6]
 85 ·[8·7·0·7·3]
85 ·[0·1·6·9·4]86 ·[0·8·6·7·8]
 87 ·[3·9·6·5·6]
 88 ·[6·4·6·0·2]]
86 ·[5·6·1·4·2] 
87 ·[6·2·3·5·1] 
88 ·[0·0·2·6·2]] 
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 ·[[8·3·6·0·0]105 ·[[0·0·4·4·2]
106 ·[5·8·2·5·0]106 ·[7·1·6·5·0]
107 ·[7·8·6·1·5] 
108 ·[3·2·6·3·0] 
109 ·[0·4·8·1·2]]107 ·[1·5·5·5·5]
 108 ·[2·9·5·4·0]
 109 ·[3·0·6·1·7]]
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 ·[[7·0·2·0·4] 
120 ·[4·5·6·7·8] 
121 ·[2·6·3·8·5] 
122 ·[8·7·9·0·1] 
123 ·[0·5·3·2·1]]119 ·[[2·0·8·1·4]
 120 ·[0·1·8·6·7]
 121 ·[9·5·9·4·7]
 122 ·[9·7·8·4·3]
 123 ·[5·3·3·4·8]]
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 ·[[3·1·4·3·9] 
145 ·[8·6·7·2·8]144 ·[[9·2·2·7·9]
 145 ·[9·2·2·7·9]
146 ·[1·7·8·8·5]146 ·[5·1·8·1·5]
147 ·[4·8·1·2·1] 
148 ·[5·4·2·7·6]]147 ·[5·1·8·1·5]
 148 ·[0·5·6·8·9]]
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
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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 ·[[0·1·6·5·2]
173 ·[[3·6·2·4·7] 
174 ·[2·6·3·0·1] 
175 ·[2·4·8·1·1]174 ·[3·4·9·1·7]
176 ·[9·2·7·1·4] 
177 ·[3·9·5·9·9]]175 ·[5·7·0·9·2]
 176 ·[9·5·2·4·9]
 177 ·[7·7·4·2·7]]
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 195, 29 lines modifiedOffset 195, 29 lines modified
  
195 ····<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>195 ····<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>
196 ········<span·class="n">stochastic_function_seeded</span><span·class="p">)(</span><span·class="mi">10</span><span·class="p">,</span>·<span·class="n">rng</span><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">rng</span>·<span·class="ow">in</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">random_state</span></a><span·class="p">)</span>196 ········<span·class="n">stochastic_function_seeded</span><span·class="p">)(</span><span·class="mi">10</span><span·class="p">,</span>·<span·class="n">rng</span><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">rng</span>·<span·class="ow">in</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">random_state</span></a><span·class="p">)</span>
197 ····<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>197 ····<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>
198 </pre></div>198 </pre></div>
199 </div>199 </div>
200 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·different·generated·vectors·using·the·multiprocessing·backend·are:200 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·different·generated·vectors·using·the·multiprocessing·backend·are:
201 ·[[9·2·5·1·8] 
202 ·[1·7·4·9·2] 
203 ·[5·2·2·9·7]201 ·[[5·8·2·9·0]
204 ·[2·2·1·0·5] 
205 ·[7·7·0·8·4]]202 ·[1·6·5·0·1]
 203 ·[1·1·2·8·1]
 204 ·[7·4·0·7·6]
 205 ·[5·2·4·6·2]]
  
206 The·different·generated·vectors·using·the·multiprocessing·backend·are:206 The·different·generated·vectors·using·the·multiprocessing·backend·are:
207 ·[[9·2·5·1·8] 
208 ·[1·7·4·9·2] 
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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 ·[[8·8·3·1·6]30 ·[[0·2·7·2·6]
 31 ·[8·7·0·7·3]
31 ·[0·1·6·9·4]32 ·[0·8·6·7·8]
 33 ·[3·9·6·5·6]
 34 ·[6·4·6·0·2]]
32 ·[5·6·1·4·2] 
33 ·[6·2·3·5·1] 
34 ·[0·0·2·6·2]] 
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 ·[[8·3·6·0·0]43 ·[[0·0·4·4·2]
44 ·[5·8·2·5·0]44 ·[7·1·6·5·0]
45 ·[7·8·6·1·5] 
46 ·[3·2·6·3·0] 
47 ·[0·4·8·1·2]]45 ·[1·5·5·5·5]
 46 ·[2·9·5·4·0]
 47 ·[3·0·6·1·7]]
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 ·[[7·0·2·0·4] 
54 ·[4·5·6·7·8] 
55 ·[2·6·3·8·5] 
56 ·[8·7·9·0·1] 
57 ·[0·5·3·2·1]]53 ·[[2·0·8·1·4]
 54 ·[0·1·8·6·7]
 55 ·[9·5·9·4·7]
 56 ·[9·7·8·4·3]
 57 ·[5·3·3·4·8]]
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 ·[[3·1·4·3·9] 
77 ·[8·6·7·2·8]76 ·[[9·2·2·7·9]
 77 ·[9·2·2·7·9]
78 ·[1·7·8·8·5]78 ·[5·1·8·1·5]
79 ·[4·8·1·2·1] 
80 ·[5·4·2·7·6]]79 ·[5·1·8·1·5]
 80 ·[0·5·6·8·9]]
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,·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8s_\x8t_\x8a_\x8t_\x8e):87 def·stochastic_function_seeded(max_value,·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8s_\x8t_\x8a_\x8t_\x8e):
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 ·[[0·1·6·5·2]
98 ·[[3·6·2·4·7] 
99 ·[2·6·3·0·1] 
100 ·[2·4·8·1·1]99 ·[3·4·9·1·7]
101 ·[9·2·7·1·4] 
102 ·[3·9·5·9·9]]100 ·[5·7·0·9·2]
 101 ·[9·5·2·4·9]
 102 ·[7·7·4·2·7]]
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.·So·for105 ·····allows·to·control·the·random_state·by·passing·a·known·seed.·So·for
106 ·····instance,·we·can·replicate·the·same·generation·of·vectors·by·passing106 ·····instance,·we·can·replicate·the·same·generation·of·vectors·by·passing
107 ·····a·fixed·state·as·follows.107 ·····a·fixed·state·as·follows.
108 if·_\x8m_\x8p_\x8._\x8g_\x8e_\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t_\x8__\x8m_\x8e_\x8t_\x8h_\x8o_\x8d()·!=·"spawn":108 if·_\x8m_\x8p_\x8._\x8g_\x8e_\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t_\x8__\x8m_\x8e_\x8t_\x8h_\x8o_\x8d()·!=·"spawn":
109 ····_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8s_\x8t_\x8a_\x8t_\x8e·=·_\x8n_\x8p_\x8._\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8._\x8r_\x8a_\x8n_\x8d_\x8i_\x8n_\x8t(_\x8n_\x8p_\x8._\x8i_\x8i_\x8n_\x8f_\x8o(_\x8n_\x8p_\x8._\x8i_\x8n_\x8t_\x83_\x82).max,·size=_\x8n_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8s)109 ····_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8s_\x8t_\x8a_\x8t_\x8e·=·_\x8n_\x8p_\x8._\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8._\x8r_\x8a_\x8n_\x8d_\x8i_\x8n_\x8t(_\x8n_\x8p_\x8._\x8i_\x8i_\x8n_\x8f_\x8o(_\x8n_\x8p_\x8._\x8i_\x8n_\x8t_\x83_\x82).max,·size=_\x8n_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r_\x8s)
Offset 112, 27 lines modifiedOffset 112, 27 lines modified
112 ········stochastic_function_seeded)(10,·rng)·for·rng·in·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8s_\x8t_\x8a_\x8t_\x8e)112 ········stochastic_function_seeded)(10,·rng)·for·rng·in·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8s_\x8t_\x8a_\x8t_\x8e)
113 ····print_vector(_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r,·_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d)113 ····print_vector(_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r,·_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d)
  
114 ····_\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(114 ····_\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(
115 ········stochastic_function_seeded)(10,·rng)·for·rng·in·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8s_\x8t_\x8a_\x8t_\x8e)115 ········stochastic_function_seeded)(10,·rng)·for·rng·in·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8s_\x8t_\x8a_\x8t_\x8e)
116 ····print_vector(_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r,·_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d)116 ····print_vector(_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8v_\x8e_\x8c_\x8t_\x8o_\x8r,·_\x8b_\x8a_\x8c_\x8k_\x8e_\x8n_\x8d)
117 The·different·generated·vectors·using·the·multiprocessing·backend·are:117 The·different·generated·vectors·using·the·multiprocessing·backend·are:
118 ·[[9·2·5·1·8] 
119 ·[1·7·4·9·2] 
120 ·[5·2·2·9·7]118 ·[[5·8·2·9·0]
121 ·[2·2·1·0·5] 
122 ·[7·7·0·8·4]]119 ·[1·6·5·0·1]
 120 ·[1·1·2·8·1]
 121 ·[7·4·0·7·6]
 122 ·[5·2·4·6·2]]
  
123 The·different·generated·vectors·using·the·multiprocessing·backend·are:123 The·different·generated·vectors·using·the·multiprocessing·backend·are:
124 ·[[9·2·5·1·8] 
125 ·[1·7·4·9·2] 
126 ·[5·2·2·9·7]124 ·[[5·8·2·9·0]
127 ·[2·2·1·0·5] 
128 ·[7·7·0·8·4]]125 ·[1·6·5·0·1]
 126 ·[1·1·2·8·1]
 127 ·[7·4·0·7·6]
 128 ·[5·2·4·6·2]]
129 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·1.217·seconds)129 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·0.203·seconds)
130 _\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_\x8b130 _\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
131 _\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_\x8y131 _\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
132 _\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_\x8y132 _\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
133 _\x8[_\x8L_\x8o_\x8g_\x8o_\x8]133 _\x8[_\x8L_\x8o_\x8g_\x8o_\x8]
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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:·0.171s92 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>With·loky·backend·and·cloudpickle·serialization:·0.074s
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>
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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:·0.714s112 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>With·multiprocessing·backend·and·pickle·serialization:·0.136s
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>
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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:·0.390s136 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>With·pickle·serialization:·0.073s
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 201, 28 lines modifiedOffset 201, 28 lines modified
  
201 <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>201 <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>
202 <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>202 <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>
203 <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>203 <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>
204 ······<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>204 ······<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>
205 </pre></div>205 </pre></div>
206 </div>206 </div>
207 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>With·pickle·from·stdlib·and·wrapper:·1.028s207 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>With·pickle·from·stdlib·and·wrapper:·0.237s
208 </pre></div>208 </pre></div>
209 </div>209 </div>
210 <p>The·same·wrapper·can·also·be·used·for·non-picklable·classes.·Note·that·the210 <p>The·same·wrapper·can·also·be·used·for·non-picklable·classes.·Note·that·the
211 side·effects·of·<code·class="docutils·literal·notranslate"><span·class="pre">wrap_non_picklable_objects</span></code>·on·objects·can·break·magic211 side·effects·of·<code·class="docutils·literal·notranslate"><span·class="pre">wrap_non_picklable_objects</span></code>·on·objects·can·break·magic
212 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>·and212 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
213 <code·class="docutils·literal·notranslate"><span·class="pre">issubclass</span></code>·functions.·Some·improvements·will·be·considered·if·use-cases213 <code·class="docutils·literal·notranslate"><span·class="pre">issubclass</span></code>·functions.·Some·improvements·will·be·considered·if·use-cases
214 are·reported.</p>214 are·reported.</p>
215 <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>215 <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>
216 <span·class="c1">#·sphinx-gallery.</span>216 <span·class="c1">#·sphinx-gallery.</span>
217 <span·class="n">set_loky_pickler</span><span·class="p">()</span>217 <span·class="n">set_loky_pickler</span><span·class="p">()</span>
218 </pre></div>218 </pre></div>
219 </div>219 </div>
220 <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·2.672·seconds)</p>220 <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.617·seconds)</p>
221 <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-serialization-and-wrappers-py">221 <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-serialization-and-wrappers-py">
222 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">222 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
223 <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>223 <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>
224 </div>224 </div>
225 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">225 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
226 <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>226 <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>
227 </div>227 </div>
⊟
4.31 KB
html2text {}
    
Offset 35, 30 lines modifiedOffset 35, 30 lines modified
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:·0.171s41 With·loky·backend·and·cloudpickle·serialization:·0.074s
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:·0.714s55 With·multiprocessing·backend·and·pickle·serialization:·0.136s
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:·0.390s77 With·pickle·serialization:·0.073s
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 146, 23 lines modifiedOffset 146, 23 lines modified
146 ····return·2·*·i146 ····return·2·*·i
  
  
147 _\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()147 _\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t·=·_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()
148 _\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))148 _\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))
149 print("With·pickle·from·stdlib·and·wrapper:·{:.3f}s"149 print("With·pickle·from·stdlib·and·wrapper:·{:.3f}s"
150 ······.format(_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()·-·_\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t))150 ······.format(_\x8t_\x8i_\x8m_\x8e_\x8._\x8t_\x8i_\x8m_\x8e()·-·_\x8t_\x8__\x8s_\x8t_\x8a_\x8r_\x8t))
151 With·pickle·from·stdlib·and·wrapper:·1.028s151 With·pickle·from·stdlib·and·wrapper:·0.237s
152 The·same·wrapper·can·also·be·used·for·non-picklable·classes.·Note·that·the·side152 The·same·wrapper·can·also·be·used·for·non-picklable·classes.·Note·that·the·side
153 effects·of·wrap_non_picklable_objects·on·objects·can·break·magic·methods·such153 effects·of·wrap_non_picklable_objects·on·objects·can·break·magic·methods·such
154 as·__add__·and·can·mess·up·the·isinstance·and·issubclass·functions.·Some154 as·__add__·and·can·mess·up·the·isinstance·and·issubclass·functions.·Some
155 improvements·will·be·considered·if·use-cases·are·reported.155 improvements·will·be·considered·if·use-cases·are·reported.
156 #·Reset·the·loky_pickler·to·avoid·border·effects·with·other·examples·in156 #·Reset·the·loky_pickler·to·avoid·border·effects·with·other·examples·in
157 #·sphinx-gallery.157 #·sphinx-gallery.
158 set_loky_pickler()158 set_loky_pickler()
159 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·2.672·seconds)159 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·0.617·seconds)
160 _\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_\x8b160 _\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
161 _\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_\x8y161 _\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
162 _\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_\x8y162 _\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
163 _\x8[_\x8L_\x8o_\x8g_\x8o_\x8]163 _\x8[_\x8L_\x8o_\x8g_\x8o_\x8]
164 *\x8**\x8**\x8**\x8*·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·*\x8**\x8**\x8**\x8*164 *\x8**\x8**\x8**\x8*·N\x8Na\x8av\x8vi\x8ig\x8ga\x8at\x8ti\x8io\x8on\x8n·*\x8**\x8**\x8**\x8*
165 User·manual165 User·manual
166 ····*·_\x8W_\x8h_\x8y_\x8·_\x8j_\x8o_\x8b_\x8l_\x8i_\x8b_\x8:_\x8·_\x8p_\x8r_\x8o_\x8j_\x8e_\x8c_\x8t_\x8·_\x8g_\x8o_\x8a_\x8l_\x8s166 ····*·_\x8W_\x8h_\x8y_\x8·_\x8j_\x8o_\x8b_\x8l_\x8i_\x8b_\x8:_\x8·_\x8p_\x8r_\x8o_\x8j_\x8e_\x8c_\x8t_\x8·_\x8g_\x8o_\x8a_\x8l_\x8s
⊟
11.0 KB
./usr/share/doc/python-joblib-doc/html/searchindex.js
⊟
10.9 KB
js-beautify {}
    
Offset 728, 26 lines modifiedOffset 728, 27 lines modified
728 ········"1":·"py:class",728 ········"1":·"py:class",
729 ········"2":·"py:method",729 ········"2":·"py:method",
730 ········"3":·"py:function"730 ········"3":·"py:function"
731 ····},731 ····},
732 ····"terms":·{732 ····"terms":·{
733 ········"":·[0,·3,·4,·7,·8,·9,·10,·11,·12,·19,·21,·22,·23],733 ········"":·[0,·3,·4,·7,·8,·9,·10,·11,·12,·19,·21,·22,·23],
734 ········"0":·[3,·4,·6,·7,·8,·9,·11,·12,·13,·16,·17,·19,·21,·22,·24],734 ········"0":·[3,·4,·6,·7,·8,·9,·11,·12,·13,·16,·17,·19,·21,·22,·24],
735 ········"00":·3,735 ········"00":·[3,·4],
736 ········"005":·7,736 ········"005":·7,
737 ········"0064":·21,737 ········"0064":·21,
738 ········"01":·[0,·4,·7,·10],738 ········"01":·[0,·4,·7,·10],
739 ········"02":·[0,·10],739 ········"02":·[0,·3,·10],
740 ········"028":·9, 
741 ········"03":·[0,·10],740 ········"03":·[0,·10],
742 ········"04":·[0,·10],741 ········"04":·[0,·10],
743 ········"05":·[0,·3,·4,·10], 
744 ········"07":·[0,·3,·10],742 ········"05":·[0,·3,·10],
 743 ········"07":·[0,·10],
 744 ········"073":·9,
 745 ········"074":·9,
745 ········"08":·21,746 ········"08":·21,
746 ········"09":·[0,·3,·4,·10],747 ········"09":·[0,·10],
747 ········"0b2":·[0,·10],748 ········"0b2":·[0,·10],
748 ········"0b4":·[0,·10],749 ········"0b4":·[0,·10],
749 ········"0bn":·[0,·10],750 ········"0bn":·[0,·10],
750 ········"0min":·19,751 ········"0min":·19,
751 ········"0x80":·24,752 ········"0x80":·24,
752 ········"1":·[1,·3,·4,·6,·7,·8,·9,·11,·12,·16,·17,·19,·21,·22,·23,·24],753 ········"1":·[1,·3,·4,·6,·7,·8,·9,·11,·12,·16,·17,·19,·21,·22,·23,·24],
753 ········"10":·[3,·8,·12,·13,·16,·17,·19,·22,·24],754 ········"10":·[3,·8,·12,·13,·16,·17,·19,·22,·24],
Offset 773, 45 lines modifiedOffset 774, 44 lines modified
773 ········"1136":·[0,·10,·22],774 ········"1136":·[0,·10,·22],
774 ········"114":·9,775 ········"114":·9,
775 ········"1149":·[0,·10],776 ········"1149":·[0,·10],
776 ········"1158":·24,777 ········"1158":·24,
777 ········"1165":·[0,·10],778 ········"1165":·[0,·10],
778 ········"1176":·24,779 ········"1176":·24,
779 ········"1181":·[0,·10],780 ········"1181":·[0,·10],
780 ········"12":·[9,·11,·12,·21,·22],781 ········"12":·[4,·9,·11,·12,·21,·22],
781 ········"1200":·[0,·10],782 ········"1200":·[0,·10],
782 ········"1214":·[0,·10],783 ········"1214":·[0,·10],
783 ········"1218":·[0,·10],784 ········"1218":·[0,·10],
784 ········"122":·9,785 ········"122":·9,
785 ········"1254":·[0,·10],786 ········"1254":·[0,·10],
786 ········"1256":·[0,·10],787 ········"1256":·[0,·10],
787 ········"1263":·[0,·10],788 ········"1263":·[0,·10],
788 ········"1269":·[0,·10],789 ········"1269":·[0,·10],
789 ········"128":·24,790 ········"128":·24,
790 ········"12934":·[12,·22],791 ········"12934":·[12,·22],
791 ········"12_joblib":·9,792 ········"12_joblib":·9,
792 ········"13":·4, 
793 ········"1327":·[0,·10],793 ········"1327":·[0,·10],
794 ········"1343":·[0,·10],794 ········"1343":·[0,·10],
795 ········"1348":·[0,·10],795 ········"1348":·[0,·10],
796 ········"1353":·[0,·10],796 ········"1353":·[0,·10],
797 ········"1356":·[0,·10],797 ········"1356":·[0,·10],
798 ········"1359":·[0,·10],798 ········"1359":·[0,·10],
 799 ········"136":·9,
799 ········"1361":·[0,·10],800 ········"1361":·[0,·10],
800 ········"1374":·[0,·10],801 ········"1374":·[0,·10],
801 ········"1382":·[0,·10],802 ········"1382":·[0,·10],
802 ········"1382643":·3,803 ········"1382643":·3,
803 ········"1392":·[0,·10],804 ········"1392":·[0,·10],
804 ········"1393":·[0,·10],805 ········"1393":·[0,·10],
805 ········"1394":·[0,·10],806 ········"1394":·[0,·10],
806 ········"1395":·[0,·10],807 ········"1395":·[0,·10],
807 ········"14":·[3,·22],808 ········"14":·22,
808 ········"1400":·[0,·10],809 ········"1400":·[0,·10],
809 ········"1411":·[0,·10],810 ········"1411":·[0,·10],
810 ········"142":·6, 
811 ········"1422":·[0,·10],811 ········"1422":·[0,·10],
812 ········"1427":·[0,·10],812 ········"1427":·[0,·10],
813 ········"1433":·[0,·10],813 ········"1433":·[0,·10],
814 ········"1447":·[0,·10],814 ········"1447":·[0,·10],
815 ········"1451":·[0,·10],815 ········"1451":·[0,·10],
816 ········"1457":·[0,·10],816 ········"1457":·[0,·10],
817 ········"1458":·[0,·10],817 ········"1458":·[0,·10],
Offset 824, 22 lines modifiedOffset 824, 20 lines modified
824 ········"1492":·[0,·10],824 ········"1492":·[0,·10],
825 ········"1494":·[0,·10],825 ········"1494":·[0,·10],
826 ········"15":·3,826 ········"15":·3,
827 ········"150":·6,827 ········"150":·6,
828 ········"1595":·9,828 ········"1595":·9,
829 ········"15mb":·6,829 ········"15mb":·6,
830 ········"16":·[21,·24],830 ········"16":·[21,·24],
831 ········"169":·4,831 ········"168":·7,
832 ········"1699":·9,832 ········"1699":·9,
833 ········"171":·9, 
834 ········"1734":·9,833 ········"1734":·9,
835 ········"18":·[0,·10],834 ········"18":·[0,·10],
836 ········"19":·[0,·10],835 ········"19":·[0,·10],
837 ········"1952":·9,836 ········"1952":·9,
838 ········"19gb":·6, 
839 ········"1e2":·[22,·23],837 ········"1e2":·[22,·23],
840 ········"1e4":·[4,·22,·23],838 ········"1e4":·[4,·22,·23],
841 ········"1e5":·[3,·7],839 ········"1e5":·[3,·7],
842 ········"1e6":·[6,·22,·23],840 ········"1e6":·[6,·22,·23],
843 ········"1e7":·[6,·7],841 ········"1e7":·[6,·7],
844 ········"1e8":·6,842 ········"1e8":·6,
845 ········"1e9":·6,843 ········"1e9":·6,
Offset 850, 47 lines modifiedOffset 848, 49 lines modified
850 ········"200":·6,848 ········"200":·6,
851 ········"2010":·[0,·10],849 ········"2010":·[0,·10],
852 ········"2011":·[0,·10],850 ········"2011":·[0,·10],
853 ········"2012":·[0,·10,·12,·22],851 ········"2012":·[0,·10,·12,·22],
854 ········"2013":·[0,·10],852 ········"2013":·[0,·10],
855 ········"2014":·[0,·10],853 ········"2014":·[0,·10],
856 ········"2022":·[0,·10],854 ········"2022":·[0,·10],
 855 ········"203":·8,
857 ········"21":·[0,·9,·10],856 ········"21":·[0,·4,·9,·10],
858 ········"217":·8, 
859 ········"22":·[0,·10],857 ········"22":·[0,·10],
860 ········"220":·[0,·10],858 ········"220":·[0,·10],
 859 ········"224":·3,
861 ········"23":·[0,·10],860 ········"23":·[0,·10],
862 ········"23413696":·3,861 ········"23413696":·3,
863 ········"23415337":·3,862 ········"23415337":·3,
 863 ········"237":·9,
864 ········"24":·[0,·7,·10,·22,·23],864 ········"24":·[0,·10,·22,·23],
865 ········"243":·[0,·10],865 ········"243":·[0,·10],
 866 ········"247":·4,
866 ········"25":·[0,·10],867 ········"25":·[0,·10],
867 ········"254":·[0,·10],868 ········"254":·[0,·10],
868 ········"26":·[0,·10],869 ········"26":·[0,·10],
869 ········"260":·[0,·10],870 ········"260":·[0,·10],
870 ········"269":·[0,·10],871 ········"269":·[0,·10],
871 ········"27":·[0,·10],872 ········"27":·[0,·10],
872 ········"292":·[0,·10],873 ········"292":·[0,·10],
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