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137 -rw-r--r--···0·root·········(0)·root·········(0)·····1594·2025-08-27·10:04:17.000000·./usr/share/doc/python-joblib-doc/html/objects.inv137 -rw-r--r--···0·root·········(0)·root·········(0)·····1594·2025-08-27·10:04:17.000000·./usr/share/doc/python-joblib-doc/html/objects.inv
138 -rw-r--r--···0·root·········(0)·root·········(0)···111966·2025-08-27·10:04:17.000000·./usr/share/doc/python-joblib-doc/html/parallel.html138 -rw-r--r--···0·root·········(0)·root·········(0)···111966·2025-08-27·10:04:17.000000·./usr/share/doc/python-joblib-doc/html/parallel.html
139 -rw-r--r--···0·root·········(0)·root·········(0)····21476·2025-08-27·10:04:17.000000·./usr/share/doc/python-joblib-doc/html/parallel_numpy.html139 -rw-r--r--···0·root·········(0)·root·········(0)····21476·2025-08-27·10:04:17.000000·./usr/share/doc/python-joblib-doc/html/parallel_numpy.html
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141 -rw-r--r--···0·root·········(0)·root·········(0)·····4894·2025-08-27·10:04:17.000000·./usr/share/doc/python-joblib-doc/html/py-modindex.html141 -rw-r--r--···0·root·········(0)·root·········(0)·····4894·2025-08-27·10:04:17.000000·./usr/share/doc/python-joblib-doc/html/py-modindex.html
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143 -rw-r--r--···0·root·········(0)·root·········(0)····63296·2025-08-27·10:04:17.000000·./usr/share/doc/python-joblib-doc/html/searchindex.js143 -rw-r--r--···0·root·········(0)·root·········(0)····63307·2025-08-27·10:04:17.000000·./usr/share/doc/python-joblib-doc/html/searchindex.js
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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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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·fafafaff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·fafafaff·fefefeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffff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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f9f9f9ff·e0e0e0ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·d6d6d6ff·e0e0e0ff·f9f9f9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffff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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·fdfdfdff·d8d8d8ff·dbdbdbff·f0f0f0ff·f6f6f6ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f7f7f7ff·f6f6f6ff·f0f0f0ff·dbdbdbff·d8d8d8ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffff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Offset 67, 386 lines modifiedOffset 67, 386 lines modified
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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·000000ff·afafafff·ffffffff·ffffffff·fefefeff·282828ff·333333ff·fdfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·1f1f1fff·8f8f8fff·ffffffff·ffffffff·000000ff·afafafff·ffffffff·ffffffff·ffffffff·aaaaaaff·000000ff·d2d2d2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffff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86 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87 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95 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 89 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96 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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f6f9fcff·8cb9d8ff·257ab6ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·8fbbd9ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff· 
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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·b9d4e7ff·3a87bdff·1f77b4ff·1f77b4ff·5d9dc9ff·dbe9f3ff·f7fafcff·f7fafcff·f7fafcff·f7fafcff·f7fafcff·f7fafcff·f7fafcff·f7fafcff·f7fafcff·f7fafcff·f7fafcff·f7fafcff·f7fafcff·f7fafcff·f7fafcff·f7fafcff·f7fafcff·f7fafcff·f7fafcff·f7fafcff·f7fafcff·f7faf[·...·truncated·by·diffoscope;·len:·1864,·SHA:·3d10180a2da8dbd085e9672d8dc110dc86cfebaf81b97faafd88cec5d35fcee4·...·]ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·91 ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffff[·...·truncated·by·diffoscope;·len:·1864,·SHA:·904b83857f1c77034282b655a837a39d3307d08e947aaf3b47244e56040ef568·...·]ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·
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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·e5eff6ff·4a91c2ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·8fbbd9ff·fffff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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·dceaf3ff·247ab5ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·1f77b4ff·3a87bdff·d5e5f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·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·949494ff·292929ff·262626ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fefefeff·5c9cc8ff·1f77b4ff·5c9cc8ff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c7ddecff·c9deedff·f6f9fcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffff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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b6d2e6ff·1f77b4ff·257bb6ff·e0ecf4ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fffff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ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffff[·...·truncated·by·diffoscope;·len:·3132,·SHA:·7ec8a3742598bb3de5d209927c3bbc63556e937426e4a6100a9b748ccc385950·...·]ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·
 158 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 160 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./usr/share/doc/python-joblib-doc/html/_sources/auto_examples/memory_basic_usage.rst.txt
    
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132 ..·rst-class::·sphx-glr-script-out132 ..·rst-class::·sphx-glr-script-out
  
133 ·..·code-block::·none133 ·..·code-block::·none
  
  
134 ····The·function·took·5.03·s·to·compute.134 ····The·function·took·5.02·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]
  
  
  
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168 ..·rst-class::·sphx-glr-script-out168 ..·rst-class::·sphx-glr-script-out
  
169 ·..·code-block::·none169 ·..·code-block::·none
  
  
170 ····The·function·took·0.03·s·to·compute.170 ····The·function·took·0.01·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·5.04·s·to·compute.233 ····The·function·took·5.09·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·0.05·s·to·compute.263 ····The·function·took·0.09·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·15.193·seconds)297 ···**Total·running·time·of·the·script:**·(0·minutes·15.235·seconds)
  
  
298 ..·_sphx_glr_download_auto_examples_memory_basic_usage.py:298 ..·_sphx_glr_download_auto_examples_memory_basic_usage.py:
  
299 ..·only::·html299 ..·only::·html
  
300 ··..·container::·sphx-glr-footer·sphx-glr-footer-example300 ··..·container::·sphx-glr-footer·sphx-glr-footer-example
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./usr/share/doc/python-joblib-doc/html/_sources/auto_examples/nested_parallel_memory.rst.txt
    
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189 ..·rst-class::·sphx-glr-script-out189 ..·rst-class::·sphx-glr-script-out
  
190 ·..·code-block::·none190 ·..·code-block::·none
  
  
191 ····First·round·-·caching·the·data191 ····First·round·-·caching·the·data
192 ····Elapsed·time·for·the·entire·processing:·4.61·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:·0.02·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
Offset 272, 15 lines modifiedOffset 272, 15 lines modified
  
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:·0.03·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``
Offset 304, 15 lines modifiedOffset 304, 15 lines modified
  
  
  
  
  
304 ..·rst-class::·sphx-glr-timing304 ..·rst-class::·sphx-glr-timing
  
305 ···**Total·running·time·of·the·script:**·(0·minutes·12.715·seconds)305 ···**Total·running·time·of·the·script:**·(0·minutes·12.251·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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194 ..·rst-class::·sphx-glr-script-out194 ..·rst-class::·sphx-glr-script-out
  
195 ·..·code-block::·none195 ·..·code-block::·none
  
196 ····Running·tasks·with·return_as='list'...196 ····Running·tasks·with·return_as='list'...
197 ····Accumulate·results:......................................................................................................................................................197 ····Accumulate·results:......................................................................................................................................................
198 ····All·tasks·completed·and·reduced·successfully.198 ····All·tasks·completed·and·reduced·successfully.
199 ····Peak·memory·usage:·2.45GB199 ····Peak·memory·usage:·2.52GB
  
  
  
  
200 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·127-131200 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·127-131
  
201 If·we·use·``return_as="generator"``,·``res``·is·simply·a·generator·on·the201 If·we·use·``return_as="generator"``,·``res``·is·simply·a·generator·on·the
Offset 238, 15 lines modifiedOffset 238, 15 lines modified
238 ..·rst-class::·sphx-glr-script-out238 ..·rst-class::·sphx-glr-script-out
  
239 ·..·code-block::·none239 ·..·code-block::·none
  
240 ····Create·result·generator·with·return_as='generator'...240 ····Create·result·generator·with·return_as='generator'...
241 ····Accumulate·results:......................................................................................................................................................241 ····Accumulate·results:......................................................................................................................................................
242 ····All·tasks·completed·and·reduced·successfully.242 ····All·tasks·completed·and·reduced·successfully.
243 ····Peak·memory·usage:·183.05MB243 ····Peak·memory·usage:·277.14MB
  
  
  
  
244 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·149-158244 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·149-158
  
245 We·can·then·report·the·memory·usage·accross·time·of·the·two·runs·using·the245 We·can·then·report·the·memory·usage·accross·time·of·the·two·runs·using·the
Offset 388, 15 lines modifiedOffset 388, 15 lines modified
388 ..·rst-class::·sphx-glr-script-out388 ..·rst-class::·sphx-glr-script-out
  
389 ·..·code-block::·none389 ·..·code-block::·none
  
390 ····Create·result·generator·on·delayed·tasks·with·return_as='generator'...390 ····Create·result·generator·on·delayed·tasks·with·return_as='generator'...
391 ····Accumulate·results:......................................................................................................................................................391 ····Accumulate·results:......................................................................................................................................................
392 ····All·tasks·completed·and·reduced·successfully.392 ····All·tasks·completed·and·reduced·successfully.
393 ····Peak·memory·usage:·369.03MB393 ····Peak·memory·usage:·757.95MB
  
  
  
  
394 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·245-251394 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·245-251
  
395 If·we·use·``return_as="generator_unordered"``,·``res``·will·not·enforce·any395 If·we·use·``return_as="generator_unordered"``,·``res``·will·not·enforce·any
Offset 437, 15 lines modifiedOffset 437, 15 lines modified
437 ..·rst-class::·sphx-glr-script-out437 ..·rst-class::·sphx-glr-script-out
  
438 ·..·code-block::·none438 ·..·code-block::·none
  
439 ····Create·result·generator·on·delayed·tasks·with·return_as='generator_unordered'...439 ····Create·result·generator·on·delayed·tasks·with·return_as='generator_unordered'...
440 ····Accumulate·results:......................................................................................................................................................440 ····Accumulate·results:......................................................................................................................................................
441 ····All·tasks·completed·and·reduced·successfully.441 ····All·tasks·completed·and·reduced·successfully.
442 ····Peak·memory·usage:·148.51MB442 ····Peak·memory·usage:·126.01MB
  
  
  
  
443 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·272-276443 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·272-276
  
444 Notice·how·the·plot·for·``'return_as="generator'``·now·shows·a·high·memory444 Notice·how·the·plot·for·``'return_as="generator'``·now·shows·a·high·memory
Offset 484, 15 lines modifiedOffset 484, 15 lines modified
  
  
  
  
  
484 ..·rst-class::·sphx-glr-timing484 ..·rst-class::·sphx-glr-timing
  
485 ···**Total·running·time·of·the·script:**·(1·minutes·10.419·seconds)485 ···**Total·running·time·of·the·script:**·(0·minutes·49.068·seconds)
  
  
486 ..·_sphx_glr_download_auto_examples_parallel_generator.py:486 ..·_sphx_glr_download_auto_examples_parallel_generator.py:
  
487 ..·only::·html487 ..·only::·html
  
488 ··..·container::·sphx-glr-footer·sphx-glr-footer-example488 ··..·container::·sphx-glr-footer·sphx-glr-footer-example
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./usr/share/doc/python-joblib-doc/html/_sources/auto_examples/parallel_memmap.rst.txt
    
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103 ..·rst-class::·sphx-glr-script-out103 ..·rst-class::·sphx-glr-script-out
  
104 ·..·code-block::·none104 ·..·code-block::·none
  
  
105 ····Elapsed·time·computing·the·average·of·couple·of·slices·1.02·s105 ····Elapsed·time·computing·the·average·of·couple·of·slices·0.98·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
Offset 136, 15 lines modifiedOffset 136, 15 lines modified
  
  
136 ..·rst-class::·sphx-glr-script-out136 ..·rst-class::·sphx-glr-script-out
  
137 ·..·code-block::·none137 ·..·code-block::·none
  
  
138 ····Elapsed·time·computing·the·average·of·couple·of·slices·0.84·s138 ····Elapsed·time·computing·the·average·of·couple·of·slices·0.69·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·0.55·s182 ····Elapsed·time·computing·the·average·of·couple·of·slices·0.52·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 ·····[0.50031875·0.50033229·0.50047989·0.49997107·0.50032184·0.49963407 
332 ·····0.49986195·0.5000753··0.5002006··0.50008098·0.50034638·0.50019371 
333 ·····0.49992784·0.50035919·0.50066455·0.500621···0.50072617·0.50085486 
334 ·····0.50060761·0.5004919··0.50030497·0.50012893·0.49988347·0.49975288 
335 ·····0.49960524·0.49983469·0.49967524·0.49970167·0.49963278·0.49958167 
336 ·····0.49977685·0.49988888·0.49996128·0.50012477·0.49998962·0.49955763 
337 ·····0.49967716·0.49948863·0.49924956·0.49940514·0.49936597·0.49935325 
338 ·····0.499422···0.49959833·0.49979158·0.49987797·0.49982375·0.50008223 
339 ·····0.50007506·0.50008524·0.50026779·0.50015057·0.50003024·0.500278 
340 ·····0.5002552··0.50042385·0.50068508·0.50072232·0.50059374·0.50037782 
341 ·····0.5001578··0.50009378·0.5001876··0.49977368·0.49970622·0.4996174 
342 ·····0.49953728·0.49936136·0.49943763·0.499601···0.49958477·0.50023239 
343 ·····0.50030117·0.50048196·0.50046949·0.5007005··0.50049567·0.5003492 
344 ·····0.50067486·0.50053884·0.50019516·0.50004024·0.50012696·0.50014413 
345 ·····0.50013386·0.50013968·0.49982186·0.49998191·0.49991709·0.50012477 
346 ·····0.50055716·0.50100161·0.50090703·0.50061421·0.50059221]331 ·····[0.49985189·0.49997208·0.50009381·0.50051117·0.50072455·0.5002373
 332 ·····0.50092951·0.50071223·0.50024333·0.49984086·0.50017617·0.4995092
 333 ·····0.49967813·0.49985486·0.49964735·0.4996038··0.49908555·0.49901604
 334 ·····0.4991999··0.49962808·0.49985434·0.50053244·0.50025748·0.49995431
 335 ·····0.4996123··0.49976746·0.49962757·0.49960726·0.49995135·0.50037411
 336 ·····0.49996266·0.50037857·0.50068933·0.50036354·0.50026402·0.50025498
 337 ·····0.49998461·0.49980961·0.49981654·0.49971454·0.49975021·0.49961674
 338 ·····0.49975014·0.49951295·0.49944522·0.49927783·0.49934854·0.4994697
 339 ·····0.49983541·0.49989767·0.50015652·0.50003222·0.4999442··0.50021248
 340 ·····0.50004971·0.50024438·0.50041254·0.50039577·0.50002871·0.500334
 341 ·····0.50035309·0.5007576··0.50094931·0.5010793··0.50086568·0.50078324
 342 ·····0.50054151·0.50039014·0.50049275·0.50010876·0.50006868·0.49959855
 343 ·····0.49940571·0.49944673·0.49981891·0.49979128·0.49981548·0.5000455
 344 ·····0.5001056··0.49989572·0.4994888··0.49962216·0.49962732·0.49911473
 345 ·····0.4992758··0.49961562·0.49960005·0.49944128·0.49990805·0.50013189
 346 ·····0.50010803·0.50008105·0.49989592·0.49965101·0.49952707]
  
347 ····Actual·means·computed·by·the·worker·processes:347 ····Actual·means·computed·by·the·worker·processes:
348 ·····[0.50031875·0.50033229·0.50047989·0.49997107·0.50032184·0.49963407 
349 ·····0.49986195·0.5000753··0.5002006··0.50008098·0.50034638·0.50019371 
350 ·····0.49992784·0.50035919·0.50066455·0.500621···0.50072617·0.50085486 
351 ·····0.50060761·0.5004919··0.50030497·0.50012893·0.49988347·0.49975288 
352 ·····0.49960524·0.49983469·0.49967524·0.49970167·0.49963278·0.49958167 
353 ·····0.49977685·0.49988888·0.49996128·0.50012477·0.49998962·0.49955763 
354 ·····0.49967716·0.49948863·0.49924956·0.49940514·0.49936597·0.49935325 
355 ·····0.499422···0.49959833·0.49979158·0.49987797·0.49982375·0.50008223 
356 ·····0.50007506·0.50008524·0.50026779·0.50015057·0.50003024·0.500278 
357 ·····0.5002552··0.50042385·0.50068508·0.50072232·0.50059374·0.50037782 
358 ·····0.5001578··0.50009378·0.5001876··0.49977368·0.49970622·0.4996174 
359 ·····0.49953728·0.49936136·0.49943763·0.499601···0.49958477·0.50023239 
360 ·····0.50030117·0.50048196·0.50046949·0.5007005··0.50049567·0.5003492 
361 ·····0.50067486·0.50053884·0.50019516·0.50004024·0.50012696·0.50014413 
362 ·····0.50013386·0.50013968·0.49982186·0.49998191·0.49991709·0.50012477 
363 ·····0.50055716·0.50100161·0.50090703·0.50061421·0.50059221]348 ·····[0.49985189·0.49997208·0.50009381·0.50051117·0.50072455·0.5002373
 349 ·····0.50092951·0.50071223·0.50024333·0.49984086·0.50017617·0.4995092
 350 ·····0.49967813·0.49985486·0.49964735·0.4996038··0.49908555·0.49901604
 351 ·····0.4991999··0.49962808·0.49985434·0.50053244·0.50025748·0.49995431
 352 ·····0.4996123··0.49976746·0.49962757·0.49960726·0.49995135·0.50037411
 353 ·····0.49996266·0.50037857·0.50068933·0.50036354·0.50026402·0.50025498
 354 ·····0.49998461·0.49980961·0.49981654·0.49971454·0.49975021·0.49961674
 355 ·····0.49975014·0.49951295·0.49944522·0.49927783·0.49934854·0.4994697
 356 ·····0.49983541·0.49989767·0.50015652·0.50003222·0.4999442··0.50021248
 357 ·····0.50004971·0.50024438·0.50041254·0.50039577·0.50002871·0.500334
 358 ·····0.50035309·0.5007576··0.50094931·0.5010793··0.50086568·0.50078324
 359 ·····0.50054151·0.50039014·0.50049275·0.50010876·0.50006868·0.49959855
 360 ·····0.49940571·0.49944673·0.49981891·0.49979128·0.49981548·0.5000455
 361 ·····0.5001056··0.49989572·0.4994888··0.49962216·0.49962732·0.49911473
 362 ·····0.4992758··0.49961562·0.49960005·0.49944128·0.49990805·0.50013189
 363 ·····0.50010803·0.50008105·0.49989592·0.49965101·0.49952707]
  
  
  
  
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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2.7 KB
./usr/share/doc/python-joblib-doc/html/_sources/auto_examples/parallel_random_state.rst.txt
    
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99 ..·rst-class::·sphx-glr-script-out99 ..·rst-class::·sphx-glr-script-out
  
100 ·..·code-block::·none100 ·..·code-block::·none
  
  
101 ····The·different·generated·vectors·in·a·sequential·manner·are:101 ····The·different·generated·vectors·in·a·sequential·manner·are:
102 ·····[[9·0·6·5·9]102 ·····[[8·4·1·9·1]
103 ·····[1·8·9·3·4]103 ·····[1·4·8·0·3]
 104 ·····[9·1·8·1·0]
104 ·····[8·1·3·5·1]105 ·····[9·4·3·2·4]
105 ·····[1·1·5·6·9]106 ·····[1·1·9·7·2]]
106 ·····[3·5·4·4·9]] 
  
  
  
  
107 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·49-54107 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·49-54
  
108 Parallel·behavior108 Parallel·behavior
Offset 136, 19 lines modifiedOffset 136, 19 lines modified
  
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 ·····[[3·7·2·1·7]
 140 ·····[1·3·1·6·6]
139 ·····[[4·6·1·2·1]141 ·····[4·6·5·5·0]
140 ·····[8·3·3·2·8] 
141 ·····[5·5·1·5·5] 
142 ·····[1·8·7·0·4]142 ·····[2·7·3·4·7]
143 ·····[2·1·8·7·0]]143 ·····[9·6·7·4·8]]
  
  
  
  
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 ·····[[6·2·9·0·0]168 ·····[[8·2·9·3·5]
169 ·····[4·3·7·2·9] 
170 ·····[5·5·6·8·9] 
171 ·····[8·4·5·2·9]169 ·····[8·4·2·4·6]
 170 ·····[8·4·3·1·3]
 171 ·····[6·4·5·4·0]
172 ·····[8·1·8·8·9]]172 ·····[0·2·8·5·4]]
  
  
  
  
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 ·····[[1·9·0·2·9]212 ·····[[7·7·5·5·9]
213 ·····[7·0·5·5·8]213 ·····[7·7·5·5·9]
214 ·····[6·1·5·4·1] 
215 ·····[0·8·2·3·3]214 ·····[0·4·3·5·3]
216 ·····[0·1·6·1·9]]215 ·····[0·4·3·5·3]
 216 ·····[7·2·5·8·1]]
  
  
  
  
217 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·87-95217 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·87-95
  
218 Some·of·the·generated·vectors·are·exactly·the·same,·which·can·be·a218 Some·of·the·generated·vectors·are·exactly·the·same,·which·can·be·a
Offset 273, 19 lines modifiedOffset 273, 19 lines modified
  
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 ·····[[6·8·5·0·9]
276 ·····[[2·7·2·6·7]277 ·····[7·7·2·0·4]
277 ·····[9·3·3·8·6]278 ·····[2·4·4·4·6]
 279 ·····[1·9·8·8·8]
 280 ·····[6·8·3·5·8]]
278 ·····[6·2·0·0·3] 
279 ·····[3·0·2·7·2] 
280 ·····[5·3·9·3·6]] 
  
  
  
  
281 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·113-123281 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·113-123
  
282 Fixing·the·random·state·to·obtain·deterministic·results282 Fixing·the·random·state·to·obtain·deterministic·results
Offset 338, 15 lines modifiedOffset 338, 15 lines modified
  
  
  
  
  
338 ..·rst-class::·sphx-glr-timing338 ..·rst-class::·sphx-glr-timing
  
339 ···**Total·running·time·of·the·script:**·(0·minutes·0.617·seconds)339 ···**Total·running·time·of·the·script:**·(0·minutes·0.397·seconds)
  
  
340 ..·_sphx_glr_download_auto_examples_parallel_random_state.py:340 ..·_sphx_glr_download_auto_examples_parallel_random_state.py:
  
341 ..·only::·html341 ..·only::·html
  
342 ··..·container::·sphx-glr-footer·sphx-glr-footer-example342 ··..·container::·sphx-glr-footer·sphx-glr-footer-example
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112 ..·rst-class::·sphx-glr-script-out112 ..·rst-class::·sphx-glr-script-out
  
113 ·..·code-block::·none113 ·..·code-block::·none
  
114 ····With·loky·backend·and·cloudpickle·serialization:·0.067s114 ····With·loky·backend·and·cloudpickle·serialization:·0.066s
  
  
  
  
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
Offset 150, 15 lines modifiedOffset 150, 15 lines modified
  
  
  
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:·0.181s152 ····With·multiprocessing·backend·and·pickle·serialization:·0.165s
  
  
  
  
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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306 ..·rst-class::·sphx-glr-script-out306 ..·rst-class::·sphx-glr-script-out
  
307 ·..·code-block::·none307 ·..·code-block::·none
  
308 ····With·pickle·from·stdlib·and·wrapper:·0.310s308 ····With·pickle·from·stdlib·and·wrapper:·0.222s
  
  
  
  
309 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·144-150309 ..·GENERATED·FROM·PYTHON·SOURCE·LINES·144-150
  
310 The·same·wrapper·can·also·be·used·for·non-picklable·classes.·Note·that·the310 The·same·wrapper·can·also·be·used·for·non-picklable·classes.·Note·that·the
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338 ..·rst-class::·sphx-glr-timing338 ..·rst-class::·sphx-glr-timing
  
339 ···**Total·running·time·of·the·script:**·(0·minutes·0.770·seconds)339 ···**Total·running·time·of·the·script:**·(0·minutes·0.605·seconds)
  
  
340 ..·_sphx_glr_download_auto_examples_serialization_and_wrappers.py:340 ..·_sphx_glr_download_auto_examples_serialization_and_wrappers.py:
  
341 ..·only::·html341 ..·only::·html
  
342 ··..·container::·sphx-glr-footer·sphx-glr-footer-example342 ··..·container::·sphx-glr-footer·sphx-glr-footer-example
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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·5.03·s·to·compute.113 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·function·took·5.02·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·0.03·s·to·compute.131 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·function·took·0.01·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
Offset 168, 45 lines modifiedOffset 168, 45 lines modified
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·5.04·s·to·compute.174 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·function·took·5.09·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·0.05·s·to·compute.187 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·function·took·0.09·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·15.193·seconds)</p>201 <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·15.235·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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Offset 49, 29 lines modifiedOffset 49, 29 lines modified
49 costly_compute_cached·=·memory.cache(costly_compute_cached)49 costly_compute_cached·=·memory.cache(costly_compute_cached)
50 start·=·time.time()50 start·=·time.time()
51 data_trans·=·costly_compute_cached(data)51 data_trans·=·costly_compute_cached(data)
52 end·=·time.time()52 end·=·time.time()
  
53 print('\nThe·function·took·{:.2f}·s·to·compute.'.format(end·-·start))53 print('\nThe·function·took·{:.2f}·s·to·compute.'.format(end·-·start))
54 print('\nThe·transformed·data·are:\n·{}'.format(data_trans))54 print('\nThe·transformed·data·are:\n·{}'.format(data_trans))
55 The·function·took·5.03·s·to·compute.55 The·function·took·5.02·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 start·=·time.time()62 start·=·time.time()
63 data_trans·=·costly_compute_cached(data)63 data_trans·=·costly_compute_cached(data)
64 end·=·time.time()64 end·=·time.time()
  
65 print('\nThe·function·took·{:.2f}·s·to·compute.'.format(end·-·start))65 print('\nThe·function·took·{:.2f}·s·to·compute.'.format(end·-·start))
66 print('\nThe·transformed·data·are:\n·{}'.format(data_trans))66 print('\nThe·transformed·data·are:\n·{}'.format(data_trans))
67 The·function·took·0.03·s·to·compute.67 The·function·took·0.01·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 start·=·time.time()100 start·=·time.time()
101 data_trans·=·transformer.transform(data)101 data_trans·=·transformer.transform(data)
102 end·=·time.time()102 end·=·time.time()
  
103 print('\nThe·function·took·{:.2f}·s·to·compute.'.format(end·-·start))103 print('\nThe·function·took·{:.2f}·s·to·compute.'.format(end·-·start))
104 print('\nThe·transformed·data·are:\n·{}'.format(data_trans))104 print('\nThe·transformed·data·are:\n·{}'.format(data_trans))
105 The·function·took·5.04·s·to·compute.105 The·function·took·5.09·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 start·=·time.time()109 start·=·time.time()
110 data_trans·=·transformer.transform(data)110 data_trans·=·transformer.transform(data)
111 end·=·time.time()111 end·=·time.time()
  
112 print('\nThe·function·took·{:.2f}·s·to·compute.'.format(end·-·start))112 print('\nThe·function·took·{:.2f}·s·to·compute.'.format(end·-·start))
113 print('\nThe·transformed·data·are:\n·{}'.format(data_trans))113 print('\nThe·transformed·data·are:\n·{}'.format(data_trans))
114 The·function·took·0.05·s·to·compute.114 The·function·took·0.09·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 *****·Clean·up·cache·directory¶·*****120 *****·Clean·up·cache·directory¶·*****
121 memory.clear(warn=False)121 memory.clear(warn=False)
122 Total·running·time·of·the·script:·(0·minutes·15.193·seconds)122 Total·running·time·of·the·script:·(0·minutes·15.235·seconds)
123 Download_Jupyter_notebook:_memory_basic_usage.ipynb123 Download_Jupyter_notebook:_memory_basic_usage.ipynb
124 Download_Python_source_code:_memory_basic_usage.py124 Download_Python_source_code:_memory_basic_usage.py
125 Download_zipped:_memory_basic_usage.zip125 Download_zipped:_memory_basic_usage.zip
126 Gallery_generated_by_Sphinx-Gallery126 Gallery_generated_by_Sphinx-Gallery
127 [Logo]127 [Logo]
128 ****·Navigation·****128 ****·Navigation·****
129 User·manual129 User·manual
⊟
9.69 KB
./usr/share/doc/python-joblib-doc/html/auto_examples/nested_parallel_memory.html
    
Offset 118, 15 lines modifiedOffset 118, 15 lines modified
  
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:·4.61·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>
Offset 137, 15 lines modifiedOffset 137, 15 lines modified
  
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:·0.02·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:·0.03·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·12.715·seconds)</p>184 <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·12.251·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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2.37 KB
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Offset 59, 30 lines modifiedOffset 59, 30 lines modified
59 ····for·col·in·range(data.shape[1]))59 ····for·col·in·range(data.shape[1]))
60 stop·=·time.time()60 stop·=·time.time()
  
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(stop·-·start))63 ······.format(stop·-·start))
64 First·round·-·caching·the·data64 First·round·-·caching·the·data
65 Elapsed·time·for·the·entire·processing:·4.61·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 start·=·time.time()70 start·=·time.time()
71 results·=·Parallel(n_jobs=2)(71 results·=·Parallel(n_jobs=2)(
72 ····delayed(data_processing_mean_using_cache)(data,·col)72 ····delayed(data_processing_mean_using_cache)(data,·col)
73 ····for·col·in·range(data.shape[1]))73 ····for·col·in·range(data.shape[1]))
74 stop·=·time.time()74 stop·=·time.time()
  
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(stop·-·start))77 ······.format(stop·-·start))
78 Second·round·-·reloading·from·the·cache78 Second·round·-·reloading·from·the·cache
79 Elapsed·time·for·the·entire·processing:·0.02·s79 Elapsed·time·for·the·entire·processing:·0.01·s
80 *****·Reuse·intermediate·checkpoints¶·*****80 *****·Reuse·intermediate·checkpoints¶·*****
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(data,·column):85 def·data_processing_max_using_cache(data,·column):
86 ····"""Compute·the·max·of·a·column."""86 ····"""Compute·the·max·of·a·column."""
Offset 95, 20 lines modifiedOffset 95, 20 lines modified
95 ····for·col·in·range(data.shape[1]))95 ····for·col·in·range(data.shape[1]))
96 stop·=·time.time()96 stop·=·time.time()
  
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(stop·-·start))99 ······.format(stop·-·start))
100 Reusing·intermediate·checkpoints100 Reusing·intermediate·checkpoints
101 Elapsed·time·for·the·entire·processing:·0.03·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 *****·Clean-up·the·cache·folder¶·*****104 *****·Clean-up·the·cache·folder¶·*****
105 memory.clear(warn=False)105 memory.clear(warn=False)
106 Total·running·time·of·the·script:·(0·minutes·12.715·seconds)106 Total·running·time·of·the·script:·(0·minutes·12.251·seconds)
107 Download_Jupyter_notebook:_nested_parallel_memory.ipynb107 Download_Jupyter_notebook:_nested_parallel_memory.ipynb
108 Download_Python_source_code:_nested_parallel_memory.py108 Download_Python_source_code:_nested_parallel_memory.py
109 Download_zipped:_nested_parallel_memory.zip109 Download_zipped:_nested_parallel_memory.zip
110 Gallery_generated_by_Sphinx-Gallery110 Gallery_generated_by_Sphinx-Gallery
111 [Logo]111 [Logo]
112 ****·Navigation·****112 ****·Navigation·****
113 User·manual113 User·manual
⊟
15.8 KB
./usr/share/doc/python-joblib-doc/html/auto_examples/parallel_generator.html
    
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144 <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 <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>
145 <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 <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>
146 </pre></div>146 </pre></div>
147 </div>147 </div>
148 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Running·tasks·with·return_as=&#39;list&#39;...148 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Running·tasks·with·return_as=&#39;list&#39;...
149 Accumulate·results:......................................................................................................................................................149 Accumulate·results:......................................................................................................................................................
150 All·tasks·completed·and·reduced·successfully.150 All·tasks·completed·and·reduced·successfully.
151 Peak·memory·usage:·2.45GB151 Peak·memory·usage:·2.52GB
152 </pre></div>152 </pre></div>
153 </div>153 </div>
154 <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·the154 <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
155 results·that·are·ready.·Here·we·consume·the·results·as·soon·as·they·arrive155 results·that·are·ready.·Here·we·consume·the·results·as·soon·as·they·arrive
156 with·the·<code·class="docutils·literal·notranslate"><span·class="pre">accumulator_sum</span></code>·and·once·they·have·been·used,·they·are·collected156 with·the·<code·class="docutils·literal·notranslate"><span·class="pre">accumulator_sum</span></code>·and·once·they·have·been·used,·they·are·collected
157 by·the·gc.·The·memory·footprint·is·thus·reduced,·typically·around·300MB.</p>157 by·the·gc.·The·memory·footprint·is·thus·reduced,·typically·around·300MB.</p>
158 <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>158 <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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170 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">peak</span></a>·<span·class="o">=</span>·<span·class="nb">max</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">monitor_gen</span><span·class="o">.</span><span·class="n">memory_buffer</span></a><span·class="p">)</span>·<span·class="o">/</span>·<span·class="mf">1e6</span>170 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">peak</span></a>·<span·class="o">=</span>·<span·class="nb">max</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">monitor_gen</span><span·class="o">.</span><span·class="n">memory_buffer</span></a><span·class="p">)</span>·<span·class="o">/</span>·<span·class="mf">1e6</span>
171 <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">&quot;Peak·memory·usage:·</span><span·class="si">{</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">peak</span></a><span·class="si">:</span><span·class="s2">.2f</span><span·class="si">}</span><span·class="s2">MB&quot;</span><span·class="p">)</span>171 <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">&quot;Peak·memory·usage:·</span><span·class="si">{</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">peak</span></a><span·class="si">:</span><span·class="s2">.2f</span><span·class="si">}</span><span·class="s2">MB&quot;</span><span·class="p">)</span>
172 </pre></div>172 </pre></div>
173 </div>173 </div>
174 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Create·result·generator·with·return_as=&#39;generator&#39;...174 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Create·result·generator·with·return_as=&#39;generator&#39;...
175 Accumulate·results:......................................................................................................................................................175 Accumulate·results:......................................................................................................................................................
176 All·tasks·completed·and·reduced·successfully.176 All·tasks·completed·and·reduced·successfully.
177 Peak·memory·usage:·183.05MB177 Peak·memory·usage:·277.14MB
178 </pre></div>178 </pre></div>
179 </div>179 </div>
180 <p>We·can·then·report·the·memory·usage·accross·time·of·the·two·runs·using·the180 <p>We·can·then·report·the·memory·usage·accross·time·of·the·two·runs·using·the
181 MemoryMonitor.</p>181 MemoryMonitor.</p>
182 <p>In·the·first·case,·as·the·results·accumulate·in·<code·class="docutils·literal·notranslate"><span·class="pre">res</span></code>,·the·memory·grows182 <p>In·the·first·case,·as·the·results·accumulate·in·<code·class="docutils·literal·notranslate"><span·class="pre">res</span></code>,·the·memory·grows
183 linearly·and·it·is·freed·once·the·<code·class="docutils·literal·notranslate"><span·class="pre">accumulator_sum</span></code>·function·finishes.</p>183 linearly·and·it·is·freed·once·the·<code·class="docutils·literal·notranslate"><span·class="pre">accumulator_sum</span></code>·function·finishes.</p>
184 <p>In·the·second·case,·the·results·are·processed·by·the·accumulator·as·soon·as184 <p>In·the·second·case,·the·results·are·processed·by·the·accumulator·as·soon·as
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256 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">peak</span></a>·<span·class="o">=</span>·<span·class="nb">max</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">monitor_delayed_gen</span><span·class="o">.</span><span·class="n">memory_buffer</span></a><span·class="p">)</span>·<span·class="o">/</span>·<span·class="mf">1e6</span>256 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">peak</span></a>·<span·class="o">=</span>·<span·class="nb">max</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">monitor_delayed_gen</span><span·class="o">.</span><span·class="n">memory_buffer</span></a><span·class="p">)</span>·<span·class="o">/</span>·<span·class="mf">1e6</span>
257 <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">&quot;Peak·memory·usage:·</span><span·class="si">{</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">peak</span></a><span·class="si">:</span><span·class="s2">.2f</span><span·class="si">}</span><span·class="s2">MB&quot;</span><span·class="p">)</span>257 <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">&quot;Peak·memory·usage:·</span><span·class="si">{</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">peak</span></a><span·class="si">:</span><span·class="s2">.2f</span><span·class="si">}</span><span·class="s2">MB&quot;</span><span·class="p">)</span>
258 </pre></div>258 </pre></div>
259 </div>259 </div>
260 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Create·result·generator·on·delayed·tasks·with·return_as=&#39;generator&#39;...260 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Create·result·generator·on·delayed·tasks·with·return_as=&#39;generator&#39;...
261 Accumulate·results:......................................................................................................................................................261 Accumulate·results:......................................................................................................................................................
262 All·tasks·completed·and·reduced·successfully.262 All·tasks·completed·and·reduced·successfully.
263 Peak·memory·usage:·369.03MB263 Peak·memory·usage:·757.95MB
264 </pre></div>264 </pre></div>
265 </div>265 </div>
266 <p>If·we·use·<code·class="docutils·literal·notranslate"><span·class="pre">return_as=&quot;generator_unordered&quot;</span></code>,·<code·class="docutils·literal·notranslate"><span·class="pre">res</span></code>·will·not·enforce·any266 <p>If·we·use·<code·class="docutils·literal·notranslate"><span·class="pre">return_as=&quot;generator_unordered&quot;</span></code>,·<code·class="docutils·literal·notranslate"><span·class="pre">res</span></code>·will·not·enforce·any
267 order·when·returning·the·results,·and·will·simply·enable·iterating·on·the267 order·when·returning·the·results,·and·will·simply·enable·iterating·on·the
268 results·as·soon·as·it’s·available.·The·peak·memory·usage·is·now·controlled268 results·as·soon·as·it’s·available.·The·peak·memory·usage·is·now·controlled
269 to·an·even·lower·level,·since·that·results·can·be·consumed·immediately269 to·an·even·lower·level,·since·that·results·can·be·consumed·immediately
270 rather·than·being·delayed·by·the·compute·of·slower·tasks·that·have·been270 rather·than·being·delayed·by·the·compute·of·slower·tasks·that·have·been
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287 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">peak</span></a>·<span·class="o">=</span>·<span·class="nb">max</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">monitor_delayed_gen_unordered</span><span·class="o">.</span><span·class="n">memory_buffer</span></a><span·class="p">)</span>·<span·class="o">/</span>·<span·class="mf">1e6</span>287 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">peak</span></a>·<span·class="o">=</span>·<span·class="nb">max</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">monitor_delayed_gen_unordered</span><span·class="o">.</span><span·class="n">memory_buffer</span></a><span·class="p">)</span>·<span·class="o">/</span>·<span·class="mf">1e6</span>
288 <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">&quot;Peak·memory·usage:·</span><span·class="si">{</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">peak</span></a><span·class="si">:</span><span·class="s2">.2f</span><span·class="si">}</span><span·class="s2">MB&quot;</span><span·class="p">)</span>288 <span·class="nb">print</span><span·class="p">(</span><span·class="sa">f</span><span·class="s2">&quot;Peak·memory·usage:·</span><span·class="si">{</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">peak</span></a><span·class="si">:</span><span·class="s2">.2f</span><span·class="si">}</span><span·class="s2">MB&quot;</span><span·class="p">)</span>
289 </pre></div>289 </pre></div>
290 </div>290 </div>
291 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Create·result·generator·on·delayed·tasks·with·return_as=&#39;generator_unordered&#39;...291 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Create·result·generator·on·delayed·tasks·with·return_as=&#39;generator_unordered&#39;...
292 Accumulate·results:......................................................................................................................................................292 Accumulate·results:......................................................................................................................................................
293 All·tasks·completed·and·reduced·successfully.293 All·tasks·completed·and·reduced·successfully.
294 Peak·memory·usage:·148.51MB294 Peak·memory·usage:·126.01MB
295 </pre></div>295 </pre></div>
296 </div>296 </div>
297 <p>Notice·how·the·plot·for·<code·class="docutils·literal·notranslate"><span·class="pre">'return_as=&quot;generator'</span></code>·now·shows·a·high·memory297 <p>Notice·how·the·plot·for·<code·class="docutils·literal·notranslate"><span·class="pre">'return_as=&quot;generator'</span></code>·now·shows·a·high·memory
298 usage·plateau·when·slow·jobs·cause·a·congestion·of·intermediate·results298 usage·plateau·when·slow·jobs·cause·a·congestion·of·intermediate·results
299 waiting·in·RAM·before·in-order·aggregation.·This·high·memory·usage·is·never299 waiting·in·RAM·before·in-order·aggregation.·This·high·memory·usage·is·never
300 observed·when·using·<code·class="docutils·literal·notranslate"><span·class="pre">'return_as=&quot;generator_unordered&quot;</span></code>.</p>300 observed·when·using·<code·class="docutils·literal·notranslate"><span·class="pre">'return_as=&quot;generator_unordered&quot;</span></code>.</p>
301 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">figure</span><span·class="p">(</span><span·class="mi">1</span><span·class="p">)</span>301 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="n">plt</span><span·class="o">.</span><span·class="n">figure</span><span·class="p">(</span><span·class="mi">1</span><span·class="p">)</span>
Offset 311, 15 lines modifiedOffset 311, 15 lines modified
311 <span·class="n">plt</span><span·class="o">.</span><span·class="n">xticks</span><span·class="p">([],</span>·<span·class="p">[])</span>311 <span·class="n">plt</span><span·class="o">.</span><span·class="n">xticks</span><span·class="p">([],</span>·<span·class="p">[])</span>
312 <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">&quot;Memory·usage&quot;</span><span·class="p">)</span>312 <span·class="n">plt</span><span·class="o">.</span><span·class="n">ylabel</span><span·class="p">(</span><span·class="s2">&quot;Memory·usage&quot;</span><span·class="p">)</span>
313 <span·class="n">plt</span><span·class="o">.</span><span·class="n">yticks</span><span·class="p">([</span><span·class="mf">1e7</span><span·class="p">,</span>·<span·class="mf">1e8</span><span·class="p">,</span>·<span·class="mf">1e9</span><span·class="p">],</span>·<span·class="p">[</span><span·class="s1">&#39;10MB&#39;</span><span·class="p">,</span>·<span·class="s1">&#39;100MB&#39;</span><span·class="p">,</span>·<span·class="s1">&#39;1GB&#39;</span><span·class="p">])</span>313 <span·class="n">plt</span><span·class="o">.</span><span·class="n">yticks</span><span·class="p">([</span><span·class="mf">1e7</span><span·class="p">,</span>·<span·class="mf">1e8</span><span·class="p">,</span>·<span·class="mf">1e9</span><span·class="p">],</span>·<span·class="p">[</span><span·class="s1">&#39;10MB&#39;</span><span·class="p">,</span>·<span·class="s1">&#39;100MB&#39;</span><span·class="p">,</span>·<span·class="s1">&#39;1GB&#39;</span><span·class="p">])</span>
314 <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>314 <span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
315 <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>315 <span·class="n">plt</span><span·class="o">.</span><span·class="n">show</span><span·class="p">()</span>
316 </pre></div>316 </pre></div>
317 </div>317 </div>
318 <img·src="../_images/sphx_glr_parallel_generator_002.png"·srcset="../_images/sphx_glr_parallel_generator_002.png"·alt="parallel·generator"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(1·minutes·10.419·seconds)</p>318 <img·src="../_images/sphx_glr_parallel_generator_002.png"·srcset="../_images/sphx_glr_parallel_generator_002.png"·alt="parallel·generator"·class·=·"sphx-glr-single-img"/><p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·49.068·seconds)</p>
319 <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-parallel-generator-py">319 <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-parallel-generator-py">
320 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">320 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
321 <p><a·class="reference·download·internal"·download=""·href="../_downloads/db658a25107c199addf4f0b83d7dc5ac/parallel_generator.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">parallel_generator.ipynb</span></code></a></p>321 <p><a·class="reference·download·internal"·download=""·href="../_downloads/db658a25107c199addf4f0b83d7dc5ac/parallel_generator.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">parallel_generator.ipynb</span></code></a></p>
322 </div>322 </div>
323 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">323 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
324 <p><a·class="reference·download·internal"·download=""·href="../_downloads/3fa10e137733c0c23e90dca9a693a9e7/parallel_generator.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">parallel_generator.py</span></code></a></p>324 <p><a·class="reference·download·internal"·download=""·href="../_downloads/3fa10e137733c0c23e90dca9a693a9e7/parallel_generator.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">parallel_generator.py</span></code></a></p>
325 </div>325 </div>
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Offset 91, 15 lines modifiedOffset 91, 15 lines modified
91 monitor.join()91 monitor.join()
92 peak·=·max(monitor.memory_buffer)·/·1e992 peak·=·max(monitor.memory_buffer)·/·1e9
93 print(f"Peak·memory·usage:·{peak:.2f}GB")93 print(f"Peak·memory·usage:·{peak:.2f}GB")
94 Running·tasks·with·return_as='list'...94 Running·tasks·with·return_as='list'...
95 Accumulate95 Accumulate
96 results:......................................................................................................................................................96 results:......................................................................................................................................................
97 All·tasks·completed·and·reduced·successfully.97 All·tasks·completed·and·reduced·successfully.
98 Peak·memory·usage:·2.45GB98 Peak·memory·usage:·2.52GB
99 If·we·use·return_as="generator",·res·is·simply·a·generator·on·the·results·that99 If·we·use·return_as="generator",·res·is·simply·a·generator·on·the·results·that
100 are·ready.·Here·we·consume·the·results·as·soon·as·they·arrive·with·the100 are·ready.·Here·we·consume·the·results·as·soon·as·they·arrive·with·the
101 accumulator_sum·and·once·they·have·been·used,·they·are·collected·by·the·gc.·The101 accumulator_sum·and·once·they·have·been·used,·they·are·collected·by·the·gc.·The
102 memory·footprint·is·thus·reduced,·typically·around·300MB.102 memory·footprint·is·thus·reduced,·typically·around·300MB.
103 monitor_gen·=·MemoryMonitor()103 monitor_gen·=·MemoryMonitor()
104 print("Create·result·generator·with·return_as='generator'...")104 print("Create·result·generator·with·return_as='generator'...")
105 res·=·Parallel(n_jobs=2,·return_as="generator")(105 res·=·Parallel(n_jobs=2,·return_as="generator")(
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114 monitor_gen.join()114 monitor_gen.join()
115 peak·=·max(monitor_gen.memory_buffer)·/·1e6115 peak·=·max(monitor_gen.memory_buffer)·/·1e6
116 print(f"Peak·memory·usage:·{peak:.2f}MB")116 print(f"Peak·memory·usage:·{peak:.2f}MB")
117 Create·result·generator·with·return_as='generator'...117 Create·result·generator·with·return_as='generator'...
118 Accumulate118 Accumulate
119 results:......................................................................................................................................................119 results:......................................................................................................................................................
120 All·tasks·completed·and·reduced·successfully.120 All·tasks·completed·and·reduced·successfully.
121 Peak·memory·usage:·183.05MB121 Peak·memory·usage:·277.14MB
122 We·can·then·report·the·memory·usage·accross·time·of·the·two·runs·using·the122 We·can·then·report·the·memory·usage·accross·time·of·the·two·runs·using·the
123 MemoryMonitor.123 MemoryMonitor.
124 In·the·first·case,·as·the·results·accumulate·in·res,·the·memory·grows·linearly124 In·the·first·case,·as·the·results·accumulate·in·res,·the·memory·grows·linearly
125 and·it·is·freed·once·the·accumulator_sum·function·finishes.125 and·it·is·freed·once·the·accumulator_sum·function·finishes.
126 In·the·second·case,·the·results·are·processed·by·the·accumulator·as·soon·as126 In·the·second·case,·the·results·are·processed·by·the·accumulator·as·soon·as
127 they·arrive,·and·the·memory·does·not·need·to·be·able·to·contain·all·the127 they·arrive,·and·the·memory·does·not·need·to·be·able·to·contain·all·the
128 results.128 results.
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191 monitor_delayed_gen.join()191 monitor_delayed_gen.join()
192 peak·=·max(monitor_delayed_gen.memory_buffer)·/·1e6192 peak·=·max(monitor_delayed_gen.memory_buffer)·/·1e6
193 print(f"Peak·memory·usage:·{peak:.2f}MB")193 print(f"Peak·memory·usage:·{peak:.2f}MB")
194 Create·result·generator·on·delayed·tasks·with·return_as='generator'...194 Create·result·generator·on·delayed·tasks·with·return_as='generator'...
195 Accumulate195 Accumulate
196 results:......................................................................................................................................................196 results:......................................................................................................................................................
197 All·tasks·completed·and·reduced·successfully.197 All·tasks·completed·and·reduced·successfully.
198 Peak·memory·usage:·369.03MB198 Peak·memory·usage:·757.95MB
199 If·we·use·return_as="generator_unordered",·res·will·not·enforce·any·order·when199 If·we·use·return_as="generator_unordered",·res·will·not·enforce·any·order·when
200 returning·the·results,·and·will·simply·enable·iterating·on·the·results·as·soon200 returning·the·results,·and·will·simply·enable·iterating·on·the·results·as·soon
201 as·it’s·available.·The·peak·memory·usage·is·now·controlled·to·an·even·lower201 as·it’s·available.·The·peak·memory·usage·is·now·controlled·to·an·even·lower
202 level,·since·that·results·can·be·consumed·immediately·rather·than·being·delayed202 level,·since·that·results·can·be·consumed·immediately·rather·than·being·delayed
203 by·the·compute·of·slower·tasks·that·have·been·submitted·earlier.203 by·the·compute·of·slower·tasks·that·have·been·submitted·earlier.
204 monitor_delayed_gen_unordered·=·MemoryMonitor()204 monitor_delayed_gen_unordered·=·MemoryMonitor()
205 print(205 print(
Offset 219, 15 lines modifiedOffset 219, 15 lines modified
219 peak·=·max(monitor_delayed_gen_unordered.memory_buffer)·/·1e6219 peak·=·max(monitor_delayed_gen_unordered.memory_buffer)·/·1e6
220 print(f"Peak·memory·usage:·{peak:.2f}MB")220 print(f"Peak·memory·usage:·{peak:.2f}MB")
221 Create·result·generator·on·delayed·tasks·with·return_as='generator_221 Create·result·generator·on·delayed·tasks·with·return_as='generator_
222 unordered'...222 unordered'...
223 Accumulate223 Accumulate
224 results:......................................................................................................................................................224 results:......................................................................................................................................................
225 All·tasks·completed·and·reduced·successfully.225 All·tasks·completed·and·reduced·successfully.
226 Peak·memory·usage:·148.51MB226 Peak·memory·usage:·126.01MB
227 Notice·how·the·plot·for·'return_as="generator'·now·shows·a·high·memory·usage227 Notice·how·the·plot·for·'return_as="generator'·now·shows·a·high·memory·usage
228 plateau·when·slow·jobs·cause·a·congestion·of·intermediate·results·waiting·in228 plateau·when·slow·jobs·cause·a·congestion·of·intermediate·results·waiting·in
229 RAM·before·in-order·aggregation.·This·high·memory·usage·is·never·observed·when229 RAM·before·in-order·aggregation.·This·high·memory·usage·is·never·observed·when
230 using·'return_as="generator_unordered".230 using·'return_as="generator_unordered".
231 plt.figure(1)231 plt.figure(1)
232 plt.semilogy(232 plt.semilogy(
233 ····np.maximum.accumulate(monitor_delayed_gen.memory_buffer),233 ····np.maximum.accumulate(monitor_delayed_gen.memory_buffer),
Offset 240, 15 lines modifiedOffset 240, 15 lines modified
240 plt.xlabel("Time")240 plt.xlabel("Time")
241 plt.xticks([],·[])241 plt.xticks([],·[])
242 plt.ylabel("Memory·usage")242 plt.ylabel("Memory·usage")
243 plt.yticks([1e7,·1e8,·1e9],·['10MB',·'100MB',·'1GB'])243 plt.yticks([1e7,·1e8,·1e9],·['10MB',·'100MB',·'1GB'])
244 plt.legend()244 plt.legend()
245 plt.show()245 plt.show()
246 [parallel·generator]246 [parallel·generator]
247 Total·running·time·of·the·script:·(1·minutes·10.419·seconds)247 Total·running·time·of·the·script:·(0·minutes·49.068·seconds)
248 Download_Jupyter_notebook:_parallel_generator.ipynb248 Download_Jupyter_notebook:_parallel_generator.ipynb
249 Download_Python_source_code:_parallel_generator.py249 Download_Python_source_code:_parallel_generator.py
250 Download_zipped:_parallel_generator.zip250 Download_zipped:_parallel_generator.zip
251 Gallery_generated_by_Sphinx-Gallery251 Gallery_generated_by_Sphinx-Gallery
252 [Logo]252 [Logo]
253 ****·Navigation·****253 ****·Navigation·****
254 User·manual254 User·manual
⊟
28.5 KB
./usr/share/doc/python-joblib-doc/html/auto_examples/parallel_memmap.html
    
Offset 80, 30 lines modifiedOffset 80, 30 lines modified
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·1.02·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·0.98·s
88 </pre></div>88 </pre></div>
89 </div>89 </div>
90 <p><a·class="reference·internal"·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">joblib.Parallel</span></code></a>·is·used·to·compute·in·parallel·the·average·of·all90 <p><a·class="reference·internal"·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">joblib.Parallel</span></code></a>·is·used·to·compute·in·parallel·the·average·of·all
91 slices·using·2·workers.</p>91 slices·using·2·workers.</p>
92 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">from</span>·<span·class="nn">joblib</span>·<span·class="kn">import</span>·<a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">,</span>·<a·href="../parallel.html#joblib.delayed"·title="joblib.delayed"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">delayed</span></a>92 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">from</span>·<span·class="nn">joblib</span>·<span·class="kn">import</span>·<a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">,</span>·<a·href="../parallel.html#joblib.delayed"·title="joblib.delayed"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">delayed</span></a>
  
  
93 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">tic</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>93 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">tic</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>
94 <a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">results</span></a>·<span·class="o">=</span>·<a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">(</span><span·class="n">n_jobs</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">)(</span><a·href="../parallel.html#joblib.delayed"·title="joblib.delayed"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">delayed</span></a><span·class="p">(</span><span·class="n">slow_mean</span><span·class="p">)(</span><a·href="/usr/share/doc/python-numpy/html/reference/generated/numpy.memmap.html#numpy.memmap"·title="numpy.memmap"·class="sphx-glr-backref-module-numpy·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">data</span></a><span·class="p">,</span>·<span·class="n">sl</span><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">sl</span>·<span·class="ow">in</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">slices</span></a><span·class="p">)</span>94 <a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">results</span></a>·<span·class="o">=</span>·<a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">(</span><span·class="n">n_jobs</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">)(</span><a·href="../parallel.html#joblib.delayed"·title="joblib.delayed"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">delayed</span></a><span·class="p">(</span><span·class="n">slow_mean</span><span·class="p">)(</span><a·href="/usr/share/doc/python-numpy/html/reference/generated/numpy.memmap.html#numpy.memmap"·title="numpy.memmap"·class="sphx-glr-backref-module-numpy·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">data</span></a><span·class="p">,</span>·<span·class="n">sl</span><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">sl</span>·<span·class="ow">in</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">slices</span></a><span·class="p">)</span>
95 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">toc</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>95 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">toc</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>
96 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;</span><span·class="se">\n</span><span·class="s1">Elapsed·time·computing·the·average·of·couple·of·slices·</span><span·class="si">{:.2f}</span><span·class="s1">·s&#39;</span>96 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;</span><span·class="se">\n</span><span·class="s1">Elapsed·time·computing·the·average·of·couple·of·slices·</span><span·class="si">{:.2f}</span><span·class="s1">·s&#39;</span>
97 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">toc</span></a>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">tic</span></a><span·class="p">))</span>97 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">toc</span></a>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">tic</span></a><span·class="p">))</span>
98 </pre></div>98 </pre></div>
99 </div>99 </div>
100 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>Elapsed·time·computing·the·average·of·couple·of·slices·0.84·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·0.69·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·0.55·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·0.52·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 ·[0.50031875·0.50033229·0.50047989·0.49997107·0.50032184·0.49963407 
182 ·0.49986195·0.5000753··0.5002006··0.50008098·0.50034638·0.50019371 
183 ·0.49992784·0.50035919·0.50066455·0.500621···0.50072617·0.50085486 
184 ·0.50060761·0.5004919··0.50030497·0.50012893·0.49988347·0.49975288 
185 ·0.49960524·0.49983469·0.49967524·0.49970167·0.49963278·0.49958167 
186 ·0.49977685·0.49988888·0.49996128·0.50012477·0.49998962·0.49955763 
187 ·0.49967716·0.49948863·0.49924956·0.49940514·0.49936597·0.49935325 
188 ·0.499422···0.49959833·0.49979158·0.49987797·0.49982375·0.50008223 
189 ·0.50007506·0.50008524·0.50026779·0.50015057·0.50003024·0.500278 
190 ·0.5002552··0.50042385·0.50068508·0.50072232·0.50059374·0.50037782 
191 ·0.5001578··0.50009378·0.5001876··0.49977368·0.49970622·0.4996174 
192 ·0.49953728·0.49936136·0.49943763·0.499601···0.49958477·0.50023239 
193 ·0.50030117·0.50048196·0.50046949·0.5007005··0.50049567·0.5003492 
194 ·0.50067486·0.50053884·0.50019516·0.50004024·0.50012696·0.50014413 
195 ·0.50013386·0.50013968·0.49982186·0.49998191·0.49991709·0.50012477 
196 ·0.50055716·0.50100161·0.50090703·0.50061421·0.50059221]181 ·[0.49985189·0.49997208·0.50009381·0.50051117·0.50072455·0.5002373
 182 ·0.50092951·0.50071223·0.50024333·0.49984086·0.50017617·0.4995092
 183 ·0.49967813·0.49985486·0.49964735·0.4996038··0.49908555·0.49901604
 184 ·0.4991999··0.49962808·0.49985434·0.50053244·0.50025748·0.49995431
 185 ·0.4996123··0.49976746·0.49962757·0.49960726·0.49995135·0.50037411
 186 ·0.49996266·0.50037857·0.50068933·0.50036354·0.50026402·0.50025498
 187 ·0.49998461·0.49980961·0.49981654·0.49971454·0.49975021·0.49961674
 188 ·0.49975014·0.49951295·0.49944522·0.49927783·0.49934854·0.4994697
 189 ·0.49983541·0.49989767·0.50015652·0.50003222·0.4999442··0.50021248
 190 ·0.50004971·0.50024438·0.50041254·0.50039577·0.50002871·0.500334
 191 ·0.50035309·0.5007576··0.50094931·0.5010793··0.50086568·0.50078324
 192 ·0.50054151·0.50039014·0.50049275·0.50010876·0.50006868·0.49959855
 193 ·0.49940571·0.49944673·0.49981891·0.49979128·0.49981548·0.5000455
 194 ·0.5001056··0.49989572·0.4994888··0.49962216·0.49962732·0.49911473
 195 ·0.4992758··0.49961562·0.49960005·0.49944128·0.49990805·0.50013189
 196 ·0.50010803·0.50008105·0.49989592·0.49965101·0.49952707]
  
197 Actual·means·computed·by·the·worker·processes:197 Actual·means·computed·by·the·worker·processes:
198 ·[0.50031875·0.50033229·0.50047989·0.49997107·0.50032184·0.49963407 
199 ·0.49986195·0.5000753··0.5002006··0.50008098·0.50034638·0.50019371 
200 ·0.49992784·0.50035919·0.50066455·0.500621···0.50072617·0.50085486 
201 ·0.50060761·0.5004919··0.50030497·0.50012893·0.49988347·0.49975288 
202 ·0.49960524·0.49983469·0.49967524·0.49970167·0.49963278·0.49958167 
203 ·0.49977685·0.49988888·0.49996128·0.50012477·0.49998962·0.49955763 
204 ·0.49967716·0.49948863·0.49924956·0.49940514·0.49936597·0.49935325 
205 ·0.499422···0.49959833·0.49979158·0.49987797·0.49982375·0.50008223 
206 ·0.50007506·0.50008524·0.50026779·0.50015057·0.50003024·0.500278 
207 ·0.5002552··0.50042385·0.50068508·0.50072232·0.50059374·0.50037782 
208 ·0.5001578··0.50009378·0.5001876··0.49977368·0.49970622·0.4996174 
209 ·0.49953728·0.49936136·0.49943763·0.499601···0.49958477·0.50023239 
210 ·0.50030117·0.50048196·0.50046949·0.5007005··0.50049567·0.5003492 
211 ·0.50067486·0.50053884·0.50019516·0.50004024·0.50012696·0.50014413 
212 ·0.50013386·0.50013968·0.49982186·0.49998191·0.49991709·0.50012477 
213 ·0.50055716·0.50100161·0.50090703·0.50061421·0.50059221]198 ·[0.49985189·0.49997208·0.50009381·0.50051117·0.50072455·0.5002373
 199 ·0.50092951·0.50071223·0.50024333·0.49984086·0.50017617·0.4995092
 200 ·0.49967813·0.49985486·0.49964735·0.4996038··0.49908555·0.49901604
 201 ·0.4991999··0.49962808·0.49985434·0.50053244·0.50025748·0.49995431
 202 ·0.4996123··0.49976746·0.49962757·0.49960726·0.49995135·0.50037411
 203 ·0.49996266·0.50037857·0.50068933·0.50036354·0.50026402·0.50025498
 204 ·0.49998461·0.49980961·0.49981654·0.49971454·0.49975021·0.49961674
 205 ·0.49975014·0.49951295·0.49944522·0.49927783·0.49934854·0.4994697
 206 ·0.49983541·0.49989767·0.50015652·0.50003222·0.4999442··0.50021248
 207 ·0.50004971·0.50024438·0.50041254·0.50039577·0.50002871·0.500334
 208 ·0.50035309·0.5007576··0.50094931·0.5010793··0.50086568·0.50078324
 209 ·0.50054151·0.50039014·0.50049275·0.50010876·0.50006868·0.49959855
 210 ·0.49940571·0.49944673·0.49981891·0.49979128·0.49981548·0.5000455
 211 ·0.5001056··0.49989572·0.4994888··0.49962216·0.49962732·0.49911473
 212 ·0.4992758··0.49961562·0.49960005·0.49944128·0.49990805·0.50013189
 213 ·0.50010803·0.50008105·0.49989592·0.49965101·0.49952707]
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·data[sl].mean()27 ····return·data[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 tic·=·time.time()29 tic·=·time.time()
30 results·=·[slow_mean(data,·sl)·for·sl·in·slices]30 results·=·[slow_mean(data,·sl)·for·sl·in·slices]
31 toc·=·time.time()31 toc·=·time.time()
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(toc·-·tic))33 ······.format(toc·-·tic))
34 Elapsed·time·computing·the·average·of·couple·of·slices·1.02·s34 Elapsed·time·computing·the·average·of·couple·of·slices·0.98·s
35 joblib.Parallel·is·used·to·compute·in·parallel·the·average·of·all·slices·using35 joblib.Parallel·is·used·to·compute·in·parallel·the·average·of·all·slices·using
36 2·workers.36 2·workers.
37 from·joblib·import·Parallel,·delayed37 from·joblib·import·Parallel,·delayed
  
  
38 tic·=·time.time()38 tic·=·time.time()
39 results·=·Parallel(n_jobs=2)(delayed(slow_mean)(data,·sl)·for·sl·in·slices)39 results·=·Parallel(n_jobs=2)(delayed(slow_mean)(data,·sl)·for·sl·in·slices)
40 toc·=·time.time()40 toc·=·time.time()
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(toc·-·tic))42 ······.format(toc·-·tic))
43 Elapsed·time·computing·the·average·of·couple·of·slices·0.84·s43 Elapsed·time·computing·the·average·of·couple·of·slices·0.69·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·joblib.Parallel.46 and·pass·the·memmap·to·joblib.Parallel.
47 import·os47 import·os
48 from·joblib·import·dump,·load48 from·joblib·import·dump,·load
  
49 folder·=·'./joblib_memmap'49 folder·=·'./joblib_memmap'
Offset 60, 15 lines modifiedOffset 60, 15 lines modified
60 data·=·load(data_filename_memmap,·mmap_mode='r')60 data·=·load(data_filename_memmap,·mmap_mode='r')
  
61 tic·=·time.time()61 tic·=·time.time()
62 results·=·Parallel(n_jobs=2)(delayed(slow_mean)(data,·sl)·for·sl·in·slices)62 results·=·Parallel(n_jobs=2)(delayed(slow_mean)(data,·sl)·for·sl·in·slices)
63 toc·=·time.time()63 toc·=·time.time()
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(toc·-·tic))65 ······.format(toc·-·tic))
66 Elapsed·time·computing·the·average·of·couple·of·slices·0.55·s66 Elapsed·time·computing·the·average·of·couple·of·slices·0.52·s
67 Therefore,·dumping·large·data·array·ahead·of·calling·joblib.Parallel·can·speed67 Therefore,·dumping·large·data·array·ahead·of·calling·joblib.Parallel·can·speed
68 up·the·processing·by·removing·some·overhead.68 up·the·processing·by·removing·some·overhead.
69 *****·Writable·memmap·for·shared·memory·joblib.Parallel¶·*****69 *****·Writable·memmap·for·shared·memory·joblib.Parallel¶·*****
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(data,·sl,·output,·idx):73 def·slow_mean_write_output(data,·sl,·output,·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(np.array(results)))102 ······.format(np.array(results)))
103 print("\nActual·means·computed·by·the·worker·processes:\n·{}"103 print("\nActual·means·computed·by·the·worker·processes:\n·{}"
104 ······.format(output))104 ······.format(output))
105 Expected·means·computed·in·the·parent·process:105 Expected·means·computed·in·the·parent·process:
106 ·[0.50031875·0.50033229·0.50047989·0.49997107·0.50032184·0.49963407 
107 ·0.49986195·0.5000753··0.5002006··0.50008098·0.50034638·0.50019371 
108 ·0.49992784·0.50035919·0.50066455·0.500621···0.50072617·0.50085486 
109 ·0.50060761·0.5004919··0.50030497·0.50012893·0.49988347·0.49975288 
110 ·0.49960524·0.49983469·0.49967524·0.49970167·0.49963278·0.49958167 
111 ·0.49977685·0.49988888·0.49996128·0.50012477·0.49998962·0.49955763 
112 ·0.49967716·0.49948863·0.49924956·0.49940514·0.49936597·0.49935325 
113 ·0.499422···0.49959833·0.49979158·0.49987797·0.49982375·0.50008223 
114 ·0.50007506·0.50008524·0.50026779·0.50015057·0.50003024·0.500278 
115 ·0.5002552··0.50042385·0.50068508·0.50072232·0.50059374·0.50037782 
116 ·0.5001578··0.50009378·0.5001876··0.49977368·0.49970622·0.4996174 
117 ·0.49953728·0.49936136·0.49943763·0.499601···0.49958477·0.50023239 
118 ·0.50030117·0.50048196·0.50046949·0.5007005··0.50049567·0.5003492 
119 ·0.50067486·0.50053884·0.50019516·0.50004024·0.50012696·0.50014413 
120 ·0.50013386·0.50013968·0.49982186·0.49998191·0.49991709·0.50012477 
121 ·0.50055716·0.50100161·0.50090703·0.50061421·0.50059221]106 ·[0.49985189·0.49997208·0.50009381·0.50051117·0.50072455·0.5002373
 107 ·0.50092951·0.50071223·0.50024333·0.49984086·0.50017617·0.4995092
 108 ·0.49967813·0.49985486·0.49964735·0.4996038··0.49908555·0.49901604
 109 ·0.4991999··0.49962808·0.49985434·0.50053244·0.50025748·0.49995431
 110 ·0.4996123··0.49976746·0.49962757·0.49960726·0.49995135·0.50037411
 111 ·0.49996266·0.50037857·0.50068933·0.50036354·0.50026402·0.50025498
 112 ·0.49998461·0.49980961·0.49981654·0.49971454·0.49975021·0.49961674
 113 ·0.49975014·0.49951295·0.49944522·0.49927783·0.49934854·0.4994697
 114 ·0.49983541·0.49989767·0.50015652·0.50003222·0.4999442··0.50021248
 115 ·0.50004971·0.50024438·0.50041254·0.50039577·0.50002871·0.500334
 116 ·0.50035309·0.5007576··0.50094931·0.5010793··0.50086568·0.50078324
 117 ·0.50054151·0.50039014·0.50049275·0.50010876·0.50006868·0.49959855
 118 ·0.49940571·0.49944673·0.49981891·0.49979128·0.49981548·0.5000455
 119 ·0.5001056··0.49989572·0.4994888··0.49962216·0.49962732·0.49911473
 120 ·0.4992758··0.49961562·0.49960005·0.49944128·0.49990805·0.50013189
 121 ·0.50010803·0.50008105·0.49989592·0.49965101·0.49952707]
  
122 Actual·means·computed·by·the·worker·processes:122 Actual·means·computed·by·the·worker·processes:
123 ·[0.50031875·0.50033229·0.50047989·0.49997107·0.50032184·0.49963407 
124 ·0.49986195·0.5000753··0.5002006··0.50008098·0.50034638·0.50019371 
125 ·0.49992784·0.50035919·0.50066455·0.500621···0.50072617·0.50085486 
126 ·0.50060761·0.5004919··0.50030497·0.50012893·0.49988347·0.49975288 
127 ·0.49960524·0.49983469·0.49967524·0.49970167·0.49963278·0.49958167 
128 ·0.49977685·0.49988888·0.49996128·0.50012477·0.49998962·0.49955763 
129 ·0.49967716·0.49948863·0.49924956·0.49940514·0.49936597·0.49935325 
130 ·0.499422···0.49959833·0.49979158·0.49987797·0.49982375·0.50008223 
131 ·0.50007506·0.50008524·0.50026779·0.50015057·0.50003024·0.500278 
132 ·0.5002552··0.50042385·0.50068508·0.50072232·0.50059374·0.50037782 
133 ·0.5001578··0.50009378·0.5001876··0.49977368·0.49970622·0.4996174 
134 ·0.49953728·0.49936136·0.49943763·0.499601···0.49958477·0.50023239 
135 ·0.50030117·0.50048196·0.50046949·0.5007005··0.50049567·0.5003492 
136 ·0.50067486·0.50053884·0.50019516·0.50004024·0.50012696·0.50014413 
137 ·0.50013386·0.50013968·0.49982186·0.49998191·0.49991709·0.50012477 
138 ·0.50055716·0.50100161·0.50090703·0.50061421·0.50059221]123 ·[0.49985189·0.49997208·0.50009381·0.50051117·0.50072455·0.5002373
 124 ·0.50092951·0.50071223·0.50024333·0.49984086·0.50017617·0.4995092
 125 ·0.49967813·0.49985486·0.49964735·0.4996038··0.49908555·0.49901604
 126 ·0.4991999··0.49962808·0.49985434·0.50053244·0.50025748·0.49995431
 127 ·0.4996123··0.49976746·0.49962757·0.49960726·0.49995135·0.50037411
 128 ·0.49996266·0.50037857·0.50068933·0.50036354·0.50026402·0.50025498
 129 ·0.49998461·0.49980961·0.49981654·0.49971454·0.49975021·0.49961674
 130 ·0.49975014·0.49951295·0.49944522·0.49927783·0.49934854·0.4994697
 131 ·0.49983541·0.49989767·0.50015652·0.50003222·0.4999442··0.50021248
 132 ·0.50004971·0.50024438·0.50041254·0.50039577·0.50002871·0.500334
 133 ·0.50035309·0.5007576··0.50094931·0.5010793··0.50086568·0.50078324
 134 ·0.50054151·0.50039014·0.50049275·0.50010876·0.50006868·0.49959855
 135 ·0.49940571·0.49944673·0.49981891·0.49979128·0.49981548·0.5000455
 136 ·0.5001056··0.49989572·0.4994888··0.49962216·0.49962732·0.49911473
 137 ·0.4992758··0.49961562·0.49960005·0.49944128·0.49990805·0.50013189
 138 ·0.50010803·0.50008105·0.49989592·0.49965101·0.49952707]
139 *****·Clean-up·the·memmap¶·*****139 *****·Clean-up·the·memmap¶·*****
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 ····shutil.rmtree(folder)144 ····shutil.rmtree(folder)
145 except:··#·noqa145 except:··#·noqa
146 ····print('Could·not·clean-up·automatically.')146 ····print('Could·not·clean-up·automatically.')
147 Total·running·time·of·the·script:·(0·minutes·3.581·seconds)147 Total·running·time·of·the·script:·(0·minutes·2.680·seconds)
148 Download_Jupyter_notebook:_parallel_memmap.ipynb148 Download_Jupyter_notebook:_parallel_memmap.ipynb
149 Download_Python_source_code:_parallel_memmap.py149 Download_Python_source_code:_parallel_memmap.py
150 Download_zipped:_parallel_memmap.zip150 Download_zipped:_parallel_memmap.zip
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Offset 77, 19 lines modifiedOffset 77, 19 lines modified
77 <a·href="/usr/share/doc/python3/html/library/functions.html#int"·title="builtins.int"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">n_vectors</span></a>·<span·class="o">=</span>·<span·class="mi">5</span>77 <a·href="/usr/share/doc/python3/html/library/functions.html#int"·title="builtins.int"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">n_vectors</span></a>·<span·class="o">=</span>·<span·class="mi">5</span>
78 <a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">random_vector</span></a>·<span·class="o">=</span>·<span·class="p">[</span><span·class="n">stochastic_function</span><span·class="p">(</span><span·class="mi">10</span><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#int"·title="builtins.int"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">n_vectors</span></a><span·class="p">)]</span>78 <a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">random_vector</span></a>·<span·class="o">=</span>·<span·class="p">[</span><span·class="n">stochastic_function</span><span·class="p">(</span><span·class="mi">10</span><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/functions.html#int"·title="builtins.int"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">n_vectors</span></a><span·class="p">)]</span>
79 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;</span><span·class="se">\n</span><span·class="s1">The·different·generated·vectors·in·a·sequential·manner·are:</span><span·class="se">\n</span><span·class="s1">·</span><span·class="si">{}</span><span·class="s1">&#39;</span>79 <span·class="nb">print</span><span·class="p">(</span><span·class="s1">&#39;</span><span·class="se">\n</span><span·class="s1">The·different·generated·vectors·in·a·sequential·manner·are:</span><span·class="se">\n</span><span·class="s1">·</span><span·class="si">{}</span><span·class="s1">&#39;</span>
80 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python-numpy/html/reference/generated/numpy.array.html#numpy.array"·title="numpy.array"·class="sphx-glr-backref-module-numpy·sphx-glr-backref-type-py-function"><span·class="n">np</span><span·class="o">.</span><span·class="n">array</span></a><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">random_vector</span></a><span·class="p">)))</span>80 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python-numpy/html/reference/generated/numpy.array.html#numpy.array"·title="numpy.array"·class="sphx-glr-backref-module-numpy·sphx-glr-backref-type-py-function"><span·class="n">np</span><span·class="o">.</span><span·class="n">array</span></a><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">random_vector</span></a><span·class="p">)))</span>
81 </pre></div>81 </pre></div>
82 </div>82 </div>
83 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·different·generated·vectors·in·a·sequential·manner·are:83 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>The·different·generated·vectors·in·a·sequential·manner·are:
84 ·[[9·0·6·5·9]84 ·[[8·4·1·9·1]
85 ·[1·8·9·3·4]85 ·[1·4·8·0·3]
86 ·[8·1·3·5·1] 
87 ·[1·1·5·6·9] 
88 ·[3·5·4·4·9]]86 ·[9·1·8·1·0]
 87 ·[9·4·3·2·4]
 88 ·[1·1·9·7·2]]
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 ·[[4·6·1·2·1] 
106 ·[8·3·3·2·8] 
107 ·[5·5·1·5·5] 
108 ·[1·8·7·0·4] 
109 ·[2·1·8·7·0]]105 ·[[3·7·2·1·7]
 106 ·[1·3·1·6·6]
 107 ·[4·6·5·5·0]
 108 ·[2·7·3·4·7]
 109 ·[9·6·7·4·8]]
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 ·[[6·2·9·0·0]119 ·[[8·2·9·3·5]
120 ·[4·3·7·2·9] 
121 ·[5·5·6·8·9] 
122 ·[8·4·5·2·9]120 ·[8·4·2·4·6]
123 ·[8·1·8·8·9]]121 ·[8·4·3·1·3]
 122 ·[6·4·5·4·0]
 123 ·[0·2·8·5·4]]
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>
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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 ·[[1·9·0·2·9]144 ·[[7·7·5·5·9]
145 ·[7·0·5·5·8]145 ·[7·7·5·5·9]
146 ·[6·1·5·4·1] 
147 ·[0·8·2·3·3]146 ·[0·4·3·5·3]
148 ·[0·1·6·1·9]]147 ·[0·4·3·5·3]
 148 ·[7·2·5·8·1]]
149 </pre></div>149 </pre></div>
150 </div>150 </div>
151 <p>Some·of·the·generated·vectors·are·exactly·the·same,·which·can·be·a151 <p>Some·of·the·generated·vectors·are·exactly·the·same,·which·can·be·a
152 problem·for·the·application.</p>152 problem·for·the·application.</p>
153 <p>Technically,·the·reason·is·that·all·forked·Python·processes·share·the153 <p>Technically,·the·reason·is·that·all·forked·Python·processes·share·the
154 same·exact·random·seed.·As·a·result,·we·obtain·twice·the·same·randomly154 same·exact·random·seed.·As·a·result,·we·obtain·twice·the·same·randomly
155 generated·vectors·because·we·are·using·<code·class="docutils·literal·notranslate"><span·class="pre">n_jobs=2</span></code>.·A·solution·is·to155 generated·vectors·because·we·are·using·<code·class="docutils·literal·notranslate"><span·class="pre">n_jobs=2</span></code>.·A·solution·is·to
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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 ·[[2·7·2·6·7] 
174 ·[9·3·3·8·6] 
175 ·[6·2·0·0·3] 
176 ·[3·0·2·7·2] 
177 ·[5·3·9·3·6]]173 ·[[6·8·5·0·9]
 174 ·[7·7·2·0·4]
 175 ·[2·4·4·4·6]
 176 ·[1·9·8·8·8]
 177 ·[6·8·3·5·8]]
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
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215 ·[[5·7·2·3·5]215 ·[[5·7·2·3·5]
216 ·[1·7·4·0·6]216 ·[1·7·4·0·6]
217 ·[4·9·5·6·4]217 ·[4·9·5·6·4]
218 ·[1·8·1·0·4]218 ·[1·8·1·0·4]
219 ·[8·3·5·7·0]]219 ·[8·3·5·7·0]]
220 </pre></div>220 </pre></div>
221 </div>221 </div>
222 <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.617·seconds)</p>222 <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.397·seconds)</p>
223 <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-parallel-random-state-py">223 <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-parallel-random-state-py">
224 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">224 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
225 <p><a·class="reference·download·internal"·download=""·href="../_downloads/715d8eefe44aa2b912e10d4c21fb08de/parallel_random_state.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">parallel_random_state.ipynb</span></code></a></p>225 <p><a·class="reference·download·internal"·download=""·href="../_downloads/715d8eefe44aa2b912e10d4c21fb08de/parallel_random_state.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">parallel_random_state.ipynb</span></code></a></p>
226 </div>226 </div>
227 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">227 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
228 <p><a·class="reference·download·internal"·download=""·href="../_downloads/e41e7e8dec6d8bd0e6a8790b4e1f1e1e/parallel_random_state.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">parallel_random_state.py</span></code></a></p>228 <p><a·class="reference·download·internal"·download=""·href="../_downloads/e41e7e8dec6d8bd0e6a8790b4e1f1e1e/parallel_random_state.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">parallel_random_state.py</span></code></a></p>
229 </div>229 </div>
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25 n_vectors·=·525 n_vectors·=·5
26 random_vector·=·[stochastic_function(10)·for·_·in·range(n_vectors)]26 random_vector·=·[stochastic_function(10)·for·_·in·range(n_vectors)]
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(np.array(random_vector)))28 ······.format(np.array(random_vector)))
29 The·different·generated·vectors·in·a·sequential·manner·are:29 The·different·generated·vectors·in·a·sequential·manner·are:
30 ·[[9·0·6·5·9]30 ·[[8·4·1·9·1]
31 ·[1·8·9·3·4]31 ·[1·4·8·0·3]
32 ·[8·1·3·5·1] 
33 ·[1·1·5·6·9] 
34 ·[3·5·4·4·9]]32 ·[9·1·8·1·0]
 33 ·[9·4·3·2·4]
 34 ·[1·1·9·7·2]]
35 *****·Parallel·behavior¶·*****35 *****·Parallel·behavior¶·*****
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 backend·=·'loky'38 backend·=·'loky'
39 random_vector·=·Parallel(n_jobs=2,·backend=backend)(delayed(39 random_vector·=·Parallel(n_jobs=2,·backend=backend)(delayed(
40 ····stochastic_function)(10)·for·_·in·range(n_vectors))40 ····stochastic_function)(10)·for·_·in·range(n_vectors))
41 print_vector(random_vector,·backend)41 print_vector(random_vector,·backend)
42 The·different·generated·vectors·using·the·loky·backend·are:42 The·different·generated·vectors·using·the·loky·backend·are:
43 ·[[4·6·1·2·1] 
44 ·[8·3·3·2·8] 
45 ·[5·5·1·5·5] 
46 ·[1·8·7·0·4] 
47 ·[2·1·8·7·0]]43 ·[[3·7·2·1·7]
 44 ·[1·3·1·6·6]
 45 ·[4·6·5·5·0]
 46 ·[2·7·3·4·7]
 47 ·[9·6·7·4·8]]
48 backend·=·'threading'48 backend·=·'threading'
49 random_vector·=·Parallel(n_jobs=2,·backend=backend)(delayed(49 random_vector·=·Parallel(n_jobs=2,·backend=backend)(delayed(
50 ····stochastic_function)(10)·for·_·in·range(n_vectors))50 ····stochastic_function)(10)·for·_·in·range(n_vectors))
51 print_vector(random_vector,·backend)51 print_vector(random_vector,·backend)
52 The·different·generated·vectors·using·the·threading·backend·are:52 The·different·generated·vectors·using·the·threading·backend·are:
53 ·[[6·2·9·0·0]53 ·[[8·2·9·3·5]
54 ·[4·3·7·2·9] 
55 ·[5·5·6·8·9] 
56 ·[8·4·5·2·9]54 ·[8·4·2·4·6]
57 ·[8·1·8·8·9]]55 ·[8·4·3·1·3]
 56 ·[6·4·5·4·0]
 57 ·[0·2·8·5·4]]
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·mp.get_start_method()·!=·"spawn":70 if·mp.get_start_method()·!=·"spawn":
71 ····backend·=·'multiprocessing'71 ····backend·=·'multiprocessing'
72 ····random_vector·=·Parallel(n_jobs=2,·backend=backend)(delayed(72 ····random_vector·=·Parallel(n_jobs=2,·backend=backend)(delayed(
73 ········stochastic_function)(10)·for·_·in·range(n_vectors))73 ········stochastic_function)(10)·for·_·in·range(n_vectors))
74 ····print_vector(random_vector,·backend)74 ····print_vector(random_vector,·backend)
75 The·different·generated·vectors·using·the·multiprocessing·backend·are:75 The·different·generated·vectors·using·the·multiprocessing·backend·are:
76 ·[[1·9·0·2·9]76 ·[[7·7·5·5·9]
77 ·[7·0·5·5·8]77 ·[7·7·5·5·9]
78 ·[6·1·5·4·1] 
79 ·[0·8·2·3·3]78 ·[0·4·3·5·3]
80 ·[0·1·6·1·9]]79 ·[0·4·3·5·3]
 80 ·[7·2·5·8·1]]
81 Some·of·the·generated·vectors·are·exactly·the·same,·which·can·be·a·problem·for81 Some·of·the·generated·vectors·are·exactly·the·same,·which·can·be·a·problem·for
82 the·application.82 the·application.
83 Technically,·the·reason·is·that·all·forked·Python·processes·share·the·same83 Technically,·the·reason·is·that·all·forked·Python·processes·share·the·same
84 exact·random·seed.·As·a·result,·we·obtain·twice·the·same·randomly·generated84 exact·random·seed.·As·a·result,·we·obtain·twice·the·same·randomly·generated
85 vectors·because·we·are·using·n_jobs=2.·A·solution·is·to·set·the·random·state85 vectors·because·we·are·using·n_jobs=2.·A·solution·is·to·set·the·random·state
86 within·the·function·which·is·passed·to·joblib.Parallel.86 within·the·function·which·is·passed·to·joblib.Parallel.
87 def·stochastic_function_seeded(max_value,·random_state):87 def·stochastic_function_seeded(max_value,·random_state):
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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·mp.get_start_method()·!=·"spawn":93 if·mp.get_start_method()·!=·"spawn":
94 ····random_vector·=·Parallel(n_jobs=2,·backend=backend)(delayed(94 ····random_vector·=·Parallel(n_jobs=2,·backend=backend)(delayed(
95 ········stochastic_function_seeded)(10,·None)·for·_·in·range(n_vectors))95 ········stochastic_function_seeded)(10,·None)·for·_·in·range(n_vectors))
96 ····print_vector(random_vector,·backend)96 ····print_vector(random_vector,·backend)
97 The·different·generated·vectors·using·the·multiprocessing·backend·are:97 The·different·generated·vectors·using·the·multiprocessing·backend·are:
98 ·[[2·7·2·6·7] 
99 ·[9·3·3·8·6] 
100 ·[6·2·0·0·3] 
101 ·[3·0·2·7·2] 
102 ·[5·3·9·3·6]]98 ·[[6·8·5·0·9]
 99 ·[7·7·2·0·4]
 100 ·[2·4·4·4·6]
 101 ·[1·9·8·8·8]
 102 ·[6·8·3·5·8]]
103 *****·Fixing·the·random·state·to·obtain·deterministic·results¶·*****103 *****·Fixing·the·random·state·to·obtain·deterministic·results¶·*****
104 ·····The·pattern·of·stochastic_function_seeded·has·another·advantage:·it104 ·····The·pattern·of·stochastic_function_seeded·has·another·advantage:·it
105 ·····allows·to·control·the·random_state·by·passing·a·known·seed.·For·best105 ·····allows·to·control·the·random_state·by·passing·a·known·seed.·For·best
106 ·····results·[1],·the·random·state·is·initialized·by·a·sequence·based·on·a106 ·····results·[1],·the·random·state·is·initialized·by·a·sequence·based·on·a
107 ·····root·seed·and·a·job·identifier.·So·for·instance,·we·can·replicate·the107 ·····root·seed·and·a·job·identifier.·So·for·instance,·we·can·replicate·the
108 ·····same·generation·of·vectors·by·passing·a·fixed·state·as·follows.108 ·····same·generation·of·vectors·by·passing·a·fixed·state·as·follows.
109 ·····[1]109 ·····[1]
Offset 126, 15 lines modifiedOffset 126, 15 lines modified
  
126 The·different·generated·vectors·using·the·multiprocessing·backend·are:126 The·different·generated·vectors·using·the·multiprocessing·backend·are:
127 ·[[5·7·2·3·5]127 ·[[5·7·2·3·5]
128 ·[1·7·4·0·6]128 ·[1·7·4·0·6]
129 ·[4·9·5·6·4]129 ·[4·9·5·6·4]
130 ·[1·8·1·0·4]130 ·[1·8·1·0·4]
131 ·[8·3·5·7·0]]131 ·[8·3·5·7·0]]
132 Total·running·time·of·the·script:·(0·minutes·0.617·seconds)132 Total·running·time·of·the·script:·(0·minutes·0.397·seconds)
133 Download_Jupyter_notebook:_parallel_random_state.ipynb133 Download_Jupyter_notebook:_parallel_random_state.ipynb
134 Download_Python_source_code:_parallel_random_state.py134 Download_Python_source_code:_parallel_random_state.py
135 Download_zipped:_parallel_random_state.zip135 Download_zipped:_parallel_random_state.zip
136 Gallery_generated_by_Sphinx-Gallery136 Gallery_generated_by_Sphinx-Gallery
137 [Logo]137 [Logo]
138 ****·Navigation·****138 ****·Navigation·****
139 User·manual139 User·manual
⊟
14.6 KB
./usr/share/doc/python-joblib-doc/html/auto_examples/serialization_and_wrappers.html
    
Offset 86, 15 lines modifiedOffset 86, 15 lines modified
  
86 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">t_start</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>86 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">t_start</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>
87 <a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">(</span><span·class="n">n_jobs</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">)(</span><a·href="../parallel.html#joblib.delayed"·title="joblib.delayed"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">delayed</span></a><span·class="p">(</span><span·class="n">func_async</span><span·class="p">)(</span><span·class="mi">21</span><span·class="p">,</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">large_list</span></a><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">1</span><span·class="p">))</span>87 <a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">(</span><span·class="n">n_jobs</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">)(</span><a·href="../parallel.html#joblib.delayed"·title="joblib.delayed"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-function"><span·class="n">delayed</span></a><span·class="p">(</span><span·class="n">func_async</span><span·class="p">)(</span><span·class="mi">21</span><span·class="p">,</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">large_list</span></a><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">1</span><span·class="p">))</span>
88 <span·class="nb">print</span><span·class="p">(</span><span·class="s2">&quot;With·loky·backend·and·cloudpickle·serialization:·</span><span·class="si">{:.3f}</span><span·class="s2">s&quot;</span>88 <span·class="nb">print</span><span·class="p">(</span><span·class="s2">&quot;With·loky·backend·and·cloudpickle·serialization:·</span><span·class="si">{:.3f}</span><span·class="s2">s&quot;</span>
89 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">t_start</span></a><span·class="p">))</span>89 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">t_start</span></a><span·class="p">))</span>
90 </pre></div>90 </pre></div>
91 </div>91 </div>
92 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>With·loky·backend·and·cloudpickle·serialization:·0.067s92 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>With·loky·backend·and·cloudpickle·serialization:·0.066s
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:·0.181s112 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>With·multiprocessing·backend·and·pickle·serialization:·0.165s
113 </pre></div>113 </pre></div>
114 </div>114 </div>
115 <p>However,·using·<code·class="docutils·literal·notranslate"><span·class="pre">fork</span></code>·to·start·new·processes·can·cause·violation·of·the115 <p>However,·using·<code·class="docutils·literal·notranslate"><span·class="pre">fork</span></code>·to·start·new·processes·can·cause·violation·of·the
116 POSIX·specification·and·can·have·bad·interaction·with·compiled·extensions116 POSIX·specification·and·can·have·bad·interaction·with·compiled·extensions
117 that·use·<code·class="docutils·literal·notranslate"><span·class="pre">openmp</span></code>.·Also,·it·is·not·possible·to·start·processes·with117 that·use·<code·class="docutils·literal·notranslate"><span·class="pre">openmp</span></code>.·Also,·it·is·not·possible·to·start·processes·with
118 <code·class="docutils·literal·notranslate"><span·class="pre">fork</span></code>·on·windows·where·only·<code·class="docutils·literal·notranslate"><span·class="pre">spawn</span></code>·is·available.·The·<code·class="docutils·literal·notranslate"><span·class="pre">loky</span></code>·backend118 <code·class="docutils·literal·notranslate"><span·class="pre">fork</span></code>·on·windows·where·only·<code·class="docutils·literal·notranslate"><span·class="pre">spawn</span></code>·is·available.·The·<code·class="docutils·literal·notranslate"><span·class="pre">loky</span></code>·backend
119 has·been·developed·to·mitigate·these·issues.</p>119 has·been·developed·to·mitigate·these·issues.</p>
Offset 203, 28 lines modifiedOffset 203, 28 lines modified
  
203 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">t_start</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>203 <a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">t_start</span></a>·<span·class="o">=</span>·<a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>
204 <a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">(</span><span·class="n">n_jobs</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">)(</span><span·class="n">func_async_wrapped</span><span·class="p">(</span><span·class="mi">21</span><span·class="p">,</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">large_list</span></a><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">1</span><span·class="p">))</span>204 <a·href="../generated/joblib.Parallel.html#joblib.Parallel"·title="joblib.Parallel"·class="sphx-glr-backref-module-joblib·sphx-glr-backref-type-py-class"><span·class="n">Parallel</span></a><span·class="p">(</span><span·class="n">n_jobs</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">)(</span><span·class="n">func_async_wrapped</span><span·class="p">(</span><span·class="mi">21</span><span·class="p">,</span>·<a·href="/usr/share/doc/python3/html/library/stdtypes.html#list"·title="builtins.list"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">large_list</span></a><span·class="p">)</span>·<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">1</span><span·class="p">))</span>
205 <span·class="nb">print</span><span·class="p">(</span><span·class="s2">&quot;With·pickle·from·stdlib·and·wrapper:·</span><span·class="si">{:.3f}</span><span·class="s2">s&quot;</span>205 <span·class="nb">print</span><span·class="p">(</span><span·class="s2">&quot;With·pickle·from·stdlib·and·wrapper:·</span><span·class="si">{:.3f}</span><span·class="s2">s&quot;</span>
206 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">t_start</span></a><span·class="p">))</span>206 ······<span·class="o">.</span><span·class="n">format</span><span·class="p">(</span><a·href="/usr/share/doc/python3/html/library/time.html#time.time"·title="time.time"·class="sphx-glr-backref-module-time·sphx-glr-backref-type-py-function"><span·class="n">time</span><span·class="o">.</span><span·class="n">time</span></a><span·class="p">()</span>·<span·class="o">-</span>·<a·href="/usr/share/doc/python3/html/library/functions.html#float"·title="builtins.float"·class="sphx-glr-backref-module-builtins·sphx-glr-backref-type-py-class·sphx-glr-backref-instance"><span·class="n">t_start</span></a><span·class="p">))</span>
207 </pre></div>207 </pre></div>
208 </div>208 </div>
209 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>With·pickle·from·stdlib·and·wrapper:·0.310s209 <div·class="sphx-glr-script-out·highlight-none·notranslate"><div·class="highlight"><pre><span></span>With·pickle·from·stdlib·and·wrapper:·0.222s
210 </pre></div>210 </pre></div>
211 </div>211 </div>
212 <p>The·same·wrapper·can·also·be·used·for·non-picklable·classes.·Note·that·the212 <p>The·same·wrapper·can·also·be·used·for·non-picklable·classes.·Note·that·the
213 side·effects·of·<code·class="docutils·literal·notranslate"><span·class="pre">wrap_non_picklable_objects</span></code>·on·objects·can·break·magic213 side·effects·of·<code·class="docutils·literal·notranslate"><span·class="pre">wrap_non_picklable_objects</span></code>·on·objects·can·break·magic
214 methods·such·as·<code·class="docutils·literal·notranslate"><span·class="pre">__add__</span></code>·and·can·mess·up·the·<code·class="docutils·literal·notranslate"><span·class="pre">isinstance</span></code>·and214 methods·such·as·<code·class="docutils·literal·notranslate"><span·class="pre">__add__</span></code>·and·can·mess·up·the·<code·class="docutils·literal·notranslate"><span·class="pre">isinstance</span></code>·and
215 <code·class="docutils·literal·notranslate"><span·class="pre">issubclass</span></code>·functions.·Some·improvements·will·be·considered·if·use-cases215 <code·class="docutils·literal·notranslate"><span·class="pre">issubclass</span></code>·functions.·Some·improvements·will·be·considered·if·use-cases
216 are·reported.</p>216 are·reported.</p>
217 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="c1">#·Reset·the·loky_pickler·to·avoid·border·effects·with·other·examples·in</span>217 <div·class="highlight-Python·notranslate"><div·class="highlight"><pre><span></span><span·class="c1">#·Reset·the·loky_pickler·to·avoid·border·effects·with·other·examples·in</span>
218 <span·class="c1">#·sphinx-gallery.</span>218 <span·class="c1">#·sphinx-gallery.</span>
219 <span·class="n">set_loky_pickler</span><span·class="p">()</span>219 <span·class="n">set_loky_pickler</span><span·class="p">()</span>
220 </pre></div>220 </pre></div>
221 </div>221 </div>
222 <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.770·seconds)</p>222 <p·class="sphx-glr-timing"><strong>Total·running·time·of·the·script:</strong>·(0·minutes·0.605·seconds)</p>
223 <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-serialization-and-wrappers-py">223 <div·class="sphx-glr-footer·sphx-glr-footer-example·docutils·container"·id="sphx-glr-download-auto-examples-serialization-and-wrappers-py">
224 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">224 <div·class="sphx-glr-download·sphx-glr-download-jupyter·docutils·container">
225 <p><a·class="reference·download·internal"·download=""·href="../_downloads/6f54ccb28e994a64c34b08c8f124a046/serialization_and_wrappers.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">serialization_and_wrappers.ipynb</span></code></a></p>225 <p><a·class="reference·download·internal"·download=""·href="../_downloads/6f54ccb28e994a64c34b08c8f124a046/serialization_and_wrappers.ipynb"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Jupyter</span>·<span·class="pre">notebook:</span>·<span·class="pre">serialization_and_wrappers.ipynb</span></code></a></p>
226 </div>226 </div>
227 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">227 <div·class="sphx-glr-download·sphx-glr-download-python·docutils·container">
228 <p><a·class="reference·download·internal"·download=""·href="../_downloads/13c28a3486775ce7013bf819ce88d3d8/serialization_and_wrappers.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">serialization_and_wrappers.py</span></code></a></p>228 <p><a·class="reference·download·internal"·download=""·href="../_downloads/13c28a3486775ce7013bf819ce88d3d8/serialization_and_wrappers.py"><code·class="xref·download·docutils·literal·notranslate"><span·class="pre">Download</span>·<span·class="pre">Python</span>·<span·class="pre">source</span>·<span·class="pre">code:</span>·<span·class="pre">serialization_and_wrappers.py</span></code></a></p>
229 </div>229 </div>
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Offset 35, 30 lines modifiedOffset 35, 30 lines modified
35 #·object).35 #·object).
36 large_list·=·list(range(1000000))36 large_list·=·list(range(1000000))
  
37 t_start·=·time.time()37 t_start·=·time.time()
38 Parallel(n_jobs=2)(delayed(func_async)(21,·large_list)·for·_·in·range(1))38 Parallel(n_jobs=2)(delayed(func_async)(21,·large_list)·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(time.time()·-·t_start))40 ······.format(time.time()·-·t_start))
41 With·loky·backend·and·cloudpickle·serialization:·0.067s41 With·loky·backend·and·cloudpickle·serialization:·0.066s
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·mp.get_start_method()·!=·"spawn":46 if·mp.get_start_method()·!=·"spawn":
47 ····def·func_async(i,·*args):47 ····def·func_async(i,·*args):
48 ········return·2·*·i48 ········return·2·*·i
  
49 ····with·parallel_config('multiprocessing'):49 ····with·parallel_config('multiprocessing'):
50 ········t_start·=·time.time()50 ········t_start·=·time.time()
51 ········Parallel(n_jobs=2)(51 ········Parallel(n_jobs=2)(
52 ············delayed(func_async)(21,·large_list)·for·_·in·range(1))52 ············delayed(func_async)(21,·large_list)·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(time.time()·-·t_start))54 ··············.format(time.time()·-·t_start))
55 With·multiprocessing·backend·and·pickle·serialization:·0.181s55 With·multiprocessing·backend·and·pickle·serialization:·0.165s
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 148, 23 lines modifiedOffset 148, 23 lines modified
148 ····return·2·*·i148 ····return·2·*·i
  
  
149 t_start·=·time.time()149 t_start·=·time.time()
150 Parallel(n_jobs=2)(func_async_wrapped(21,·large_list)·for·_·in·range(1))150 Parallel(n_jobs=2)(func_async_wrapped(21,·large_list)·for·_·in·range(1))
151 print("With·pickle·from·stdlib·and·wrapper:·{:.3f}s"151 print("With·pickle·from·stdlib·and·wrapper:·{:.3f}s"
152 ······.format(time.time()·-·t_start))152 ······.format(time.time()·-·t_start))
153 With·pickle·from·stdlib·and·wrapper:·0.310s153 With·pickle·from·stdlib·and·wrapper:·0.222s
154 The·same·wrapper·can·also·be·used·for·non-picklable·classes.·Note·that·the·side154 The·same·wrapper·can·also·be·used·for·non-picklable·classes.·Note·that·the·side
155 effects·of·wrap_non_picklable_objects·on·objects·can·break·magic·methods·such155 effects·of·wrap_non_picklable_objects·on·objects·can·break·magic·methods·such
156 as·__add__·and·can·mess·up·the·isinstance·and·issubclass·functions.·Some156 as·__add__·and·can·mess·up·the·isinstance·and·issubclass·functions.·Some
157 improvements·will·be·considered·if·use-cases·are·reported.157 improvements·will·be·considered·if·use-cases·are·reported.
158 #·Reset·the·loky_pickler·to·avoid·border·effects·with·other·examples·in158 #·Reset·the·loky_pickler·to·avoid·border·effects·with·other·examples·in
159 #·sphinx-gallery.159 #·sphinx-gallery.
160 set_loky_pickler()160 set_loky_pickler()
161 Total·running·time·of·the·script:·(0·minutes·0.770·seconds)161 Total·running·time·of·the·script:·(0·minutes·0.605·seconds)
162 Download_Jupyter_notebook:_serialization_and_wrappers.ipynb162 Download_Jupyter_notebook:_serialization_and_wrappers.ipynb
163 Download_Python_source_code:_serialization_and_wrappers.py163 Download_Python_source_code:_serialization_and_wrappers.py
164 Download_zipped:_serialization_and_wrappers.zip164 Download_zipped:_serialization_and_wrappers.zip
165 Gallery_generated_by_Sphinx-Gallery165 Gallery_generated_by_Sphinx-Gallery
166 [Logo]166 [Logo]
167 ****·Navigation·****167 ****·Navigation·****
168 User·manual168 User·manual
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Offset 742, 33 lines modifiedOffset 742, 30 lines modified
742 ····},742 ····},
743 ····"terms":·{743 ····"terms":·{
744 ········"":·[0,·3,·4,·6,·7,·8,·9,·10,·11,·12,·19,·21,·22,·23],744 ········"":·[0,·3,·4,·6,·7,·8,·9,·10,·11,·12,·19,·21,·22,·23],
745 ········"0":·[3,·4,·6,·7,·8,·9,·11,·12,·13,·16,·17,·19,·21,·22,·24],745 ········"0":·[3,·4,·6,·7,·8,·9,·11,·12,·13,·16,·17,·19,·21,·22,·24],
746 ········"00":·[3,·4],746 ········"00":·[3,·4],
747 ········"005":·7,747 ········"005":·7,
748 ········"0064":·21,748 ········"0064":·21,
749 ········"01":·[0,·7,·10], 
750 ········"02":·[4,·7], 
751 ········"03":·[0,·3,·4,·10],749 ········"01":·[0,·3,·4,·7,·10],
752 ········"03mb":·6,750 ········"01mb":·6,
753 ········"04":·3,751 ········"02":·3,
 752 ········"03":·[0,·10],
754 ········"05":·3, 
755 ········"05mb":·6, 
756 ········"066":·9,753 ········"066":·9,
757 ········"067":·9,754 ········"068":·6,
758 ········"07":·[0,·10],755 ········"07":·[0,·10],
759 ········"08":·21,756 ········"08":·21,
760 ········"09":·[0,·10],757 ········"09":·[0,·3,·10],
761 ········"0b2":·[0,·10],758 ········"0b2":·[0,·10],
762 ········"0b4":·[0,·10],759 ········"0b4":·[0,·10],
763 ········"0bn":·[0,·10],760 ········"0bn":·[0,·10],
764 ········"0min":·19,761 ········"0min":·19,
765 ········"0x80":·24,762 ········"0x80":·24,
766 ········"1":·[1,·3,·4,·6,·7,·8,·9,·11,·12,·16,·17,·19,·21,·22,·23,·24],763 ········"1":·[1,·3,·4,·6,·8,·9,·11,·12,·16,·17,·19,·21,·22,·23,·24],
767 ········"10":·[3,·6,·8,·12,·13,·16,·17,·19,·22,·24],764 ········"10":·[3,·8,·12,·13,·16,·17,·19,·22,·24],
768 ········"100":·[12,·22],765 ········"100":·[12,·22],
769 ········"1000":·22,766 ········"1000":·22,
770 ········"10000":·6,767 ········"10000":·6,
771 ········"1000000":·[9,·22,·23],768 ········"1000000":·[9,·22,·23],
772 ········"100mb":·[0,·6,·10],769 ········"100mb":·[0,·6,·10],
773 ········"1018":·[0,·10],770 ········"1018":·[0,·10],
774 ········"1024":·24,771 ········"1024":·24,
Offset 794, 14 lines modifiedOffset 791, 15 lines modified
794 ········"12":·[4,·11,·12,·21,·22],791 ········"12":·[4,·11,·12,·21,·22],
795 ········"120":·9,792 ········"120":·9,
796 ········"1200":·[0,·10],793 ········"1200":·[0,·10],
797 ········"1214":·[0,·10],794 ········"1214":·[0,·10],
798 ········"1218":·[0,·10],795 ········"1218":·[0,·10],
799 ········"1254":·[0,·10],796 ········"1254":·[0,·10],
800 ········"1256":·[0,·10],797 ········"1256":·[0,·10],
 798 ········"126":·6,
801 ········"1263":·[0,·10],799 ········"1263":·[0,·10],
802 ········"1269":·[0,·10],800 ········"1269":·[0,·10],
803 ········"128":·24,801 ········"128":·24,
804 ········"12934":·[12,·22],802 ········"12934":·[12,·22],
805 ········"13":·9,803 ········"13":·9,
806 ········"1327":·[0,·10],804 ········"1327":·[0,·10],
807 ········"1343":·[0,·10],805 ········"1343":·[0,·10],
Offset 829, 38 lines modifiedOffset 827, 36 lines modified
829 ········"1457":·[0,·10],827 ········"1457":·[0,·10],
830 ········"1458":·[0,·10],828 ········"1458":·[0,·10],
831 ········"146":·[0,·10],829 ········"146":·[0,·10],
832 ········"1463":·[0,·10],830 ········"1463":·[0,·10],
833 ········"1472":·[0,·10],831 ········"1472":·[0,·10],
834 ········"1475":·[0,·10],832 ········"1475":·[0,·10],
835 ········"1476":·[0,·10],833 ········"1476":·[0,·10],
836 ········"148":·6, 
837 ········"1480":·[0,·10],834 ········"1480":·[0,·10],
838 ········"1481":·[0,·10],835 ········"1481":·[0,·10],
839 ········"1487":·[0,·10],836 ········"1487":·[0,·10],
840 ········"1491":·[0,·10],837 ········"1491":·[0,·10],
841 ········"1492":·[0,·10],838 ········"1492":·[0,·10],
842 ········"1494":·[0,·10],839 ········"1494":·[0,·10],
 840 ········"14mb":·6,
843 ········"15":·3,841 ········"15":·3,
844 ········"150":·6,842 ········"150":·6,
845 ········"1501":·[0,·10],843 ········"1501":·[0,·10],
846 ········"1515":·[0,·10],844 ········"1515":·[0,·10],
847 ········"1520":·[0,·10],845 ········"1520":·[0,·10],
848 ········"1539":·[0,·10],846 ········"1539":·[0,·10],
849 ········"1576":·[0,·10],847 ········"1576":·[0,·10],
850 ········"15mb":·6,848 ········"15mb":·6,
851 ········"16":·[21,·24],849 ········"16":·[21,·24],
 850 ········"165":·9,
852 ········"1650":·9,851 ········"1650":·9,
853 ········"1754":·9,852 ········"1754":·9,
854 ········"1789":·9,853 ········"1789":·9,
855 ········"18":·[0,·10],854 ········"18":·[0,·10],
856 ········"181":·9, 
857 ········"183":·6, 
858 ········"19":·[0,·10],855 ········"19":·[0,·10],
859 ········"193":·3, 
860 ········"1e2":·[22,·23],856 ········"1e2":·[22,·23],
861 ········"1e4":·[4,·22,·23],857 ········"1e4":·[4,·22,·23],
862 ········"1e5":·[3,·7],858 ········"1e5":·[3,·7],
863 ········"1e6":·[6,·22,·23],859 ········"1e6":·[6,·22,·23],
864 ········"1e7":·[6,·7],860 ········"1e7":·[6,·7],
865 ········"1e8":·6,861 ········"1e8":·6,
866 ········"1e9":·6,862 ········"1e9":·6,
Offset 872, 209 lines modifiedOffset 868, 213 lines modified
872 ········"2007":·9,868 ········"2007":·9,
873 ········"2010":·[0,·10],869 ········"2010":·[0,·10],
874 ········"2011":·[0,·10],870 ········"2011":·[0,·10],
875 ········"2012":·[0,·10,·12,·22],871 ········"2012":·[0,·10,·12,·22],
876 ········"2013":·[0,·10],872 ········"2013":·[0,·10],
877 ········"2014":·[0,·10],873 ········"2014":·[0,·10],
878 ········"2022":·[0,·10],874 ········"2022":·[0,·10],
879 ········"21":·[0,·9,·10],875 ········"21":·[0,·4,·9,·10],
880 ········"22":·[0,·10],876 ········"22":·[0,·10],
881 ········"220":·[0,·10],877 ········"220":·[0,·10],
 878 ········"222":·9,
882 ········"23":·[0,·10],879 ········"23":·[0,·10],
883 ········"23413696":·3,880 ········"23413696":·3,
884 ········"23415337":·3,881 ········"23415337":·3,
 882 ········"235":·3,
885 ········"24":·[0,·10,·22,·23],883 ········"24":·[0,·10,·22,·23],
886 ········"243":·[0,·10],884 ········"243":·[0,·10],
887 ········"25":·[0,·10],885 ········"25":·[0,·10],
 886 ········"251":·4,
888 ········"254":·[0,·10],887 ········"254":·[0,·10],
889 ········"26":·[0,·10],888 ········"26":·[0,·10],
890 ········"260":·[0,·10],889 ········"260":·[0,·10],
891 ········"269":·[0,·10],890 ········"269":·[0,·10],
892 ········"27":·[0,·10],891 ········"27":·[0,·10],
 892 ········"277":·6,
893 ········"292":·[0,·10],893 ········"292":·[0,·10],
894 ········"294":·[0,·10],894 ········"294":·[0,·10],
895 ········"296":·[0,·10],895 ········"296":·[0,·10],
896 ········"2f":·[3,·4,·6,·7],896 ········"2f":·[3,·4,·6,·7],
897 ········"2gb":·6,897 ········"2gb":·6,
898 ········"3":·[1,·7,·8,·9,·12,·13,·16,·17,·19,·21,·22,·23,·24],898 ········"3":·[1,·8,·9,·12,·13,·16,·17,·19,·21,·22,·23,·24],
899 ········"30":·[0,·10],899 ········"30":·[0,·10],
900 ········"300mb":·6,900 ········"300mb":·6,
901 ········"306":·[0,·10],901 ········"306":·[0,·10],
902 ········"31":·[0,·10],902 ········"31":·[0,·10],
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