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2296	-rw-r--r--···0·root·········(0)·root·········(0)······173·2023-02-01·19:49:00.000000·./usr/share/doc/python-dask-doc/html/setup.html	2296	-rw-r--r--···0·root·········(0)·root·········(0)······173·2023-02-01·19:49:00.000000·./usr/share/doc/python-dask-doc/html/setup.html
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Offset 835, 22 lines modified		Offset 835, 22 lines modified

835	<span·class="gp">In·[2]:·</span><span·class="n">x</span>·<span·class="o">=</span>·<span·class="n">da</span><span·class="o">.</span><span·class="n">ones</span><span·class="p">(</span><span·class="mi">1000</span><span·class="p">,</span>·<span·class="n">chunks</span><span·class="o">=</span><span·class="p">(</span><span·class="mi">2</span><span·class="p">,))</span><span·class="o">.</span><span·class="n">sum</span><span·class="p">()</span>	835	<span·class="gp">In·[2]:·</span><span·class="n">x</span>·<span·class="o">=</span>·<span·class="n">da</span><span·class="o">.</span><span·class="n">ones</span><span·class="p">(</span><span·class="mi">1000</span><span·class="p">,</span>·<span·class="n">chunks</span><span·class="o">=</span><span·class="p">(</span><span·class="mi">2</span><span·class="p">,))</span><span·class="o">.</span><span·class="n">sum</span><span·class="p">()</span>

836	<span·class="gp">In·[3]:·</span><span·class="nb">len</span><span·class="p">(</span><span·class="n">x</span><span·class="o">.</span><span·class="n">dask</span><span·class="p">)</span>	836	<span·class="gp">In·[3]:·</span><span·class="nb">len</span><span·class="p">(</span><span·class="n">x</span><span·class="o">.</span><span·class="n">dask</span><span·class="p">)</span>
837	<span·class="gh">Out[3]:·</span><span·class="go">1168</span>	837	<span·class="gh">Out[3]:·</span><span·class="go">1168</span>

838	<span·class="gp">In·[4]:·</span><span·class="o">%</span><span·class="k">timeit</span>·x.compute()	838	<span·class="gp">In·[4]:·</span><span·class="o">%</span><span·class="k">timeit</span>·x.compute()
839	<span·class="go">~~325~~·ms·+-·90·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·each)</span>	839	<span·class="go">486·ms·+-·20.9·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·each)</span>
840	</pre></div>	840	</pre></div>
841	</div>	841	</div>
842	<p>So·this·takes·~90·microseconds·per·task.··About·100ms·of·this·is·from·overhead:</p>	842	<p>So·this·takes·~90·microseconds·per·task.··About·100ms·of·this·is·from·overhead:</p>
843	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[5]:·</span><span·class="n">x</span>·<span·class="o">=</span>·<span·class="n">da</span><span·class="o">.</span><span·class="n">ones</span><span·class="p">(</span><span·class="mi">1000</span><span·class="p">,</span>·<span·class="n">chunks</span><span·class="o">=</span><span·class="p">(</span><span·class="mi">1000</span><span·class="p">,))</span><span·class="o">.</span><span·class="n">sum</span><span·class="p">()</span>	843	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[5]:·</span><span·class="n">x</span>·<span·class="o">=</span>·<span·class="n">da</span><span·class="o">.</span><span·class="n">ones</span><span·class="p">(</span><span·class="mi">1000</span><span·class="p">,</span>·<span·class="n">chunks</span><span·class="o">=</span><span·class="p">(</span><span·class="mi">1000</span><span·class="p">,))</span><span·class="o">.</span><span·class="n">sum</span><span·class="p">()</span>

844	<span·class="gp">In·[6]:·</span><span·class="o">%</span><span·class="k">timeit</span>·x.compute()	844	<span·class="gp">In·[6]:·</span><span·class="o">%</span><span·class="k">timeit</span>·x.compute()
845	<span·class="go">~~3.6~~8·ms·+-·~~978~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>	845	<span·class="go">12.8·ms·+-·1.02·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>
846	</pre></div>	846	</pre></div>
847	</div>	847	</div>
848	<p>There·is·some·overhead·from·spinning·up·a·ThreadPoolExecutor·each·time.	848	<p>There·is·some·overhead·from·spinning·up·a·ThreadPoolExecutor·each·time.
849	This·may·be·mediated·by·using·a·global·or·contextual·pool:</p>	849	This·may·be·mediated·by·using·a·global·or·contextual·pool:</p>
850	<div·class="highlight-python·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">>>>·</span><span·class="kn">from</span>·<span·class="nn">concurrent.futures</span>·<span·class="kn">import</span>·<span·class="n">ThreadPoolExecutor</span>	850	<div·class="highlight-python·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">>>>·</span><span·class="kn">from</span>·<span·class="nn">concurrent.futures</span>·<span·class="kn">import</span>·<span·class="n">ThreadPoolExecutor</span>
851	<span·class="gp">>>>·</span><span·class="n">pool</span>·<span·class="o">=</span>·<span·class="n">ThreadPoolExecutor</span><span·class="p">()</span>	851	<span·class="gp">>>>·</span><span·class="n">pool</span>·<span·class="o">=</span>·<span·class="n">ThreadPoolExecutor</span><span·class="p">()</span>
852	<span·class="gp">>>>·</span><span·class="n">dask</span><span·class="o">.</span><span·class="n">config</span><span·class="o">.</span><span·class="n">set</span><span·class="p">(</span><span·class="n">pool</span><span·class="o">=</span><span·class="n">pool</span><span·class="p">)</span>··<span·class="c1">#·set·global·ThreadPoolExecutor</span>	852	<span·class="gp">>>>·</span><span·class="n">dask</span><span·class="o">.</span><span·class="n">config</span><span·class="o">.</span><span·class="n">set</span><span·class="p">(</span><span·class="n">pool</span><span·class="o">=</span><span·class="n">pool</span><span·class="p">)</span>··<span·class="c1">#·set·global·ThreadPoolExecutor</span>


Offset 170, 20 lines modified		Offset 170, 20 lines modified

170	In·[2]:·x·=·da.ones(1000,·chunks=(2,)).sum()	170	In·[2]:·x·=·da.ones(1000,·chunks=(2,)).sum()

171	In·[3]:·len(x.dask)	171	In·[3]:·len(x.dask)
172	Out[3]:·1168	172	Out[3]:·1168

173	In·[4]:·%timeit·x.compute()	173	In·[4]:·%timeit·x.compute()
174	~~325~~·ms·+-·90·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·each)	174	486·ms·+-·20.9·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·each)
175	So·this·takes·~90·microseconds·per·task.·About·100ms·of·this·is·from·overhead:	175	So·this·takes·~90·microseconds·per·task.·About·100ms·of·this·is·from·overhead:
176	In·[5]:·x·=·da.ones(1000,·chunks=(1000,)).sum()	176	In·[5]:·x·=·da.ones(1000,·chunks=(1000,)).sum()

177	In·[6]:·%timeit·x.compute()	177	In·[6]:·%timeit·x.compute()
178	~~3.6~~8·ms·+-·~~978~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)	178	12.8·ms·+-·1.02·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
179	There·is·some·overhead·from·spinning·up·a·ThreadPoolExecutor·each·time.·This	179	There·is·some·overhead·from·spinning·up·a·ThreadPoolExecutor·each·time.·This
180	may·be·mediated·by·using·a·global·or·contextual·pool:	180	may·be·mediated·by·using·a·global·or·contextual·pool:
181	>>>·from·concurrent.futures·import·ThreadPoolExecutor	181	>>>·from·concurrent.futures·import·ThreadPoolExecutor
182	>>>·pool·=·ThreadPoolExecutor()	182	>>>·pool·=·ThreadPoolExecutor()
183	>>>·dask.config.set(pool=pool)··#·set·global·ThreadPoolExecutor	183	>>>·dask.config.set(pool=pool)··#·set·global·ThreadPoolExecutor

184	or	184	or


Offset 80, 15 lines modified		Offset 80, 15 lines modified
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Offset 108, 15 lines modified		Offset 108, 15 lines modified
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109	········"cover":·[0,·27,·31,·55,·195,·257,·360,·401,·467,·989],	109	········"cover":·[0,·27,·31,·55,·195,·257,·360,·401,·467,·989],
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119	········"block":·[0,·1,·2,·6,·8,·11,·12,·17,·18,·20,·22,·23,·24,·34,·48,·56,·57,·58,·59,·60,·61,·85,·86,·97,·98,·102,·110,·134,·136,·162,·175,·176,·183,·184,·193,·196,·197,·202,·235,·242,·243,·247,·250,·251,·252,·253,·257,·285,·286,·318,·319,·336,·337,·351,·352,·354,·355,·356,·357,·406,·412,·443,·452,·466,·468,·469,·482,·489,·500,·511,·527,·613,·660,·773,·923,·924,·926,·932,·956,·983,·1001,·1002,·1003,·1008],	119	········"block":·[0,·1,·2,·6,·8,·11,·12,·17,·18,·20,·22,·23,·24,·34,·48,·56,·57,·58,·59,·60,·61,·85,·86,·97,·98,·102,·110,·134,·136,·162,·175,·176,·183,·184,·193,·196,·197,·202,·235,·242,·243,·247,·250,·251,·252,·253,·257,·285,·286,·318,·319,·336,·337,·351,·352,·354,·355,·356,·357,·406,·412,·443,·452,·466,·468,·469,·482,·489,·500,·511,·527,·613,·660,·773,·923,·924,·926,·932,·956,·983,·1001,·1002,·1003,·1008],
120	········"100_000":·[0,·978],	120	········"100_000":·[0,·978],
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122	········"200":·[0,·10,·17,·59,·162,·175,·208,·213,·252,·382,·384,·392,·398,·401,·406,·500,·501,·554,·558,·566,·569,·585,·587,·603,·1001],	122	········"200":·[0,·10,·17,·59,·162,·175,·208,·213,·252,·382,·384,·392,·398,·401,·406,·500,·501,·554,·558,·566,·569,·585,·587,·603,·1001],
Offset 128, 15 lines modified		Offset 128, 15 lines modified
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