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<h3>

Andreas Tille pushed to branch upstream

at <a href="https://salsa.debian.org/python-team/packages/python-pynndescent">Debian Python Team / packages / python-pynndescent</a>

</h3>

<h4>

Commits:

</h4>

<ul>

<li>

<strong><a href="https://salsa.debian.org/python-team/packages/python-pynndescent/-/commit/a90e87aed0b939012379dc24250bf52fe3744ddf">a90e87ae</a></strong>

<div>

<span>by Andreas Tille</span>

<i>at 2022-02-18T07:11:26+01:00</i>

</div>

<pre class="commit-message" style="white-space: pre-wrap; margin: 0;">New upstream version 0.5.6</pre>

</li>

</ul>

<h4>9 changed files:</h4>

<ul>

<li class="file-stats">

<a href="#7d26833a43d8865f6d9679068f6f9ee7d6e13dcf">

PKG-INFO

</a>

</li>

<li class="file-stats">

<a href="#561b88e19de321ca62c7590bbb350765fb110905">

README.rst

</a>

</li>

<li class="file-stats">

<a href="#96f95cff34e02c83ef21c710292571f9ddb20c73">

pynndescent.egg-info/PKG-INFO

</a>

</li>

<li class="file-stats">

<a href="#dc2ef0fdefec49c4cc5b9c9b21f155afc5774bcf">

pynndescent/distances.py

</a>

</li>

<li class="file-stats">

<a href="#255f5f1efb78d11f22b1b3b1361f64af54f5eb38">

pynndescent/pynndescent_.py

</a>

</li>

<li class="file-stats">

<a href="#885448843ac2f66159a855652c2b9de14f19503c">

pynndescent/rp_trees.py

</a>

</li>

<li class="file-stats">

<a href="#ba635fefc1186a7b2c54329edce850410eb15c6e">

pynndescent/sparse.py

</a>

</li>

<li class="file-stats">

<a href="#b18dc095c827a7b0b2c653fa1e7e4a705361cccf">

pynndescent/tests/test_distances.py

</a>

</li>

<li class="file-stats">

<a href="#8e2edce0d507e1297474f25c00cae94258db38d8">

setup.py

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</ul>

<h4>Changes:</h4>

<li id="7d26833a43d8865f6d9679068f6f9ee7d6e13dcf">

<a href="https://salsa.debian.org/python-team/packages/python-pynndescent/-/commit/a90e87aed0b939012379dc24250bf52fe3744ddf#7d26833a43d8865f6d9679068f6f9ee7d6e13dcf"><strong>PKG-INFO</strong></a>

<hr>

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1

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<pre style="margin: 0;"> <span id="LC1" class="line" lang="plaintext">Metadata-Version: 1.2</span>

</pre>

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<pre style="margin: 0;"> <span id="LC2" class="line" lang="plaintext">Name: pynndescent</span>

</pre>

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<pre style="margin: 0;">-<span id="LC3" class="line" lang="plaintext">Version: 0.5.<span class="idiff left right">5</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC3" class="line" lang="plaintext">Version: 0.5.<span class="idiff left right">6</span></span>

</pre>

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<pre style="margin: 0;"> <span id="LC4" class="line" lang="plaintext">Summary: Nearest Neighbor Descent</span>

</pre>

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC5" class="line" lang="plaintext">Home-page: http://github.com/lmcinnes/pynndescent</span>

</pre>

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<pre style="margin: 0;"> <span id="LC6" class="line" lang="plaintext">Author: Leland McInnes</span>

</pre>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="13" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

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<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -13,12 +13,9 @@ Description: .. image:: doc/pynndescent_logo.png</td>

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<pre style="margin: 0;"> <span id="LC13" class="line" lang="plaintext">          :align: center</span>

</pre>

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<pre style="margin: 0;"> <span id="LC14" class="line" lang="plaintext">          :alt: PyNNDescent Logo</span>

</pre>

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<pre style="margin: 0;"> <span id="LC15" class="line" lang="plaintext">        </span>

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<pre style="margin: 0;">-<span id="LC16" class="line" lang="plaintext">        .. image:: https://travis-ci.com/lmcinnes/pynndescent.svg</span>

</pre>

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<pre style="margin: 0;">-<span id="LC17" class="line" lang="plaintext">            :target: https://travis-ci.com/lmcinnes/pynndescent</span>

</pre>

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<td class="new_line diff-line-num old" data-linenumber="16" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC18" class="line" lang="plaintext">            :alt: Travis Build Status</span>

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<td class="new_line diff-line-num old" data-linenumber="16" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC19" class="line" lang="plaintext">        .. image:: https://ci.appveyor.com/api/projects/status/github/lmcinnes/pynndescent?branch=master&svg=true</span>

</pre>

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<td class="new_line diff-line-num old" data-linenumber="16" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC20" class="line" lang="plaintext">            :target: https://ci.appveyor.com/project/lmcinnes/pynndescent</span>

</pre>

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<td class="new_line diff-line-num old" data-linenumber="16" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC21" class="line" lang="plaintext">            :alt: AppVeyor Build Status</span>

</pre>

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<pre style="margin: 0;">+<span id="LC16" class="line" lang="plaintext">        .. image:: https://dev.azure.com/lelandmcinnes/UMAP%20project%20builds/_apis/build/status/lmcinnes.pynndescent?branchName=master</span>

</pre>

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<pre style="margin: 0;">+<span id="LC17" class="line" lang="plaintext">            :target: .. _build_status: https://dev.azure.com/lelandmcinnes/UMAP%20project%20builds/_build/latest?definitionId=2&branchName=master</span>

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<pre style="margin: 0;">+<span id="LC18" class="line" lang="plaintext">            :alt: Azure Pipelines Build Status</span>

</pre>

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<pre style="margin: 0;"> <span id="LC19" class="line" lang="plaintext">        .. image:: https://img.shields.io/lgtm/alerts/g/lmcinnes/pynndescent.svg</span>

</pre>

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<pre style="margin: 0;"> <span id="LC20" class="line" lang="plaintext">            :target: https://lgtm.com/projects/g/lmcinnes/pynndescent/alerts</span>

</pre>

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<td class="new_line diff-line-num" data-linenumber="21" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC21" class="line" lang="plaintext">            :alt: LGTM Alerts</span>

</pre>

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<br>

</li>

<li id="561b88e19de321ca62c7590bbb350765fb110905">

<a href="https://salsa.debian.org/python-team/packages/python-pynndescent/-/commit/a90e87aed0b939012379dc24250bf52fe3744ddf#561b88e19de321ca62c7590bbb350765fb110905"><strong>README.rst</strong></a>

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<pre style="margin: 0;"> <span id="LC3" class="line" lang="plaintext">  :align: center</span>

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<pre style="margin: 0;"> <span id="LC4" class="line" lang="plaintext">  :alt: PyNNDescent Logo</span>

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<pre style="margin: 0;">-<span id="LC6" class="line" lang="plaintext">.. image:: https://travis-ci.com/lmcinnes/pynndescent.svg</span>

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<pre style="margin: 0;">-<span id="LC7" class="line" lang="plaintext">    :target: https://travis-ci.com/lmcinnes/pynndescent</span>

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<td class="new_line diff-line-num old" data-linenumber="6" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC8" class="line" lang="plaintext">    :alt: Travis Build Status</span>

</pre>

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<pre style="margin: 0;">-<span id="LC9" class="line" lang="plaintext">.. image:: https://ci.appveyor.com/api/projects/status/github/lmcinnes/pynndescent?branch=master&svg=true</span>

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<td class="new_line diff-line-num old" data-linenumber="6" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

</td>

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<pre style="margin: 0;">-<span id="LC10" class="line" lang="plaintext">    :target: https://ci.appveyor.com/project/lmcinnes/pynndescent</span>

</pre>

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<td class="new_line diff-line-num old" data-linenumber="6" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

</td>

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<pre style="margin: 0;">-<span id="LC11" class="line" lang="plaintext">    :alt: AppVeyor Build Status</span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="12" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="6" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC6" class="line" lang="plaintext">.. image:: https://dev.azure.com/lelandmcinnes/UMAP%20project%20builds/_apis/build/status/lmcinnes.pynndescent?branchName=master</span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="7" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC7" class="line" lang="plaintext">    :target: .. _build_status: https://dev.azure.com/lelandmcinnes/UMAP%20project%20builds/_build/latest?definitionId=2&branchName=master</span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="8" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC8" class="line" lang="plaintext">    :alt: Azure Pipelines Build Status</span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="12" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC9" class="line" lang="plaintext">.. image:: https://img.shields.io/lgtm/alerts/g/lmcinnes/pynndescent.svg</span>

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<td class="old_line diff-line-num" data-linenumber="13" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC10" class="line" lang="plaintext">    :target: https://lgtm.com/projects/g/lmcinnes/pynndescent/alerts</span>

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<pre style="margin: 0;"> <span id="LC11" class="line" lang="plaintext">    :alt: LGTM Alerts</span>

</pre>

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<br>

</li>

<li id="96f95cff34e02c83ef21c710292571f9ddb20c73">

<a href="https://salsa.debian.org/python-team/packages/python-pynndescent/-/commit/a90e87aed0b939012379dc24250bf52fe3744ddf#96f95cff34e02c83ef21c710292571f9ddb20c73"><strong>pynndescent.egg-info/PKG-INFO</strong></a>

<hr>

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1

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1

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<pre style="margin: 0;"> <span id="LC1" class="line" lang="plaintext">Metadata-Version: 1.2</span>

</pre>

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2

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<pre style="margin: 0;"> <span id="LC2" class="line" lang="plaintext">Name: pynndescent</span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="3" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="3" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC3" class="line" lang="plaintext">Version: 0.5.<span class="idiff left right">5</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="4" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="3" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

3

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<pre style="margin: 0;">+<span id="LC3" class="line" lang="plaintext">Version: 0.5.<span class="idiff left right">6</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="4" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<td class="new_line diff-line-num" data-linenumber="4" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

4

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<pre style="margin: 0;"> <span id="LC4" class="line" lang="plaintext">Summary: Nearest Neighbor Descent</span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="5" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<td class="new_line diff-line-num" data-linenumber="5" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

5

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<pre style="margin: 0;"> <span id="LC5" class="line" lang="plaintext">Home-page: http://github.com/lmcinnes/pynndescent</span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="6" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

6

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<td class="new_line diff-line-num" data-linenumber="6" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC6" class="line" lang="plaintext">Author: Leland McInnes</span>

</pre>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="13" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="13" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -13,12 +13,9 @@ Description: .. image:: doc/pynndescent_logo.png</td>

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13

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<pre style="margin: 0;"> <span id="LC13" class="line" lang="plaintext">          :align: center</span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="14" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

14

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<td class="new_line diff-line-num" data-linenumber="14" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC14" class="line" lang="plaintext">          :alt: PyNNDescent Logo</span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="15" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC15" class="line" lang="plaintext">        </span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="16" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="16" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC16" class="line" lang="plaintext">        .. image:: https://travis-ci.com/lmcinnes/pynndescent.svg</span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="17" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="16" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC17" class="line" lang="plaintext">            :target: https://travis-ci.com/lmcinnes/pynndescent</span>

</pre>

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<td class="new_line diff-line-num old" data-linenumber="16" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC18" class="line" lang="plaintext">            :alt: Travis Build Status</span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="19" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="16" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC19" class="line" lang="plaintext">        .. image:: https://ci.appveyor.com/api/projects/status/github/lmcinnes/pynndescent?branch=master&svg=true</span>

</pre>

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<td class="new_line diff-line-num old" data-linenumber="16" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC20" class="line" lang="plaintext">            :target: https://ci.appveyor.com/project/lmcinnes/pynndescent</span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="21" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="16" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC21" class="line" lang="plaintext">            :alt: AppVeyor Build Status</span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="22" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="16" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC16" class="line" lang="plaintext">        .. image:: https://dev.azure.com/lelandmcinnes/UMAP%20project%20builds/_apis/build/status/lmcinnes.pynndescent?branchName=master</span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="22" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="17" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC17" class="line" lang="plaintext">            :target: .. _build_status: https://dev.azure.com/lelandmcinnes/UMAP%20project%20builds/_build/latest?definitionId=2&branchName=master</span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="22" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="18" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC18" class="line" lang="plaintext">            :alt: Azure Pipelines Build Status</span>

</pre>

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<pre style="margin: 0;"> <span id="LC19" class="line" lang="plaintext">        .. image:: https://img.shields.io/lgtm/alerts/g/lmcinnes/pynndescent.svg</span>

</pre>

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<pre style="margin: 0;"> <span id="LC20" class="line" lang="plaintext">            :target: https://lgtm.com/projects/g/lmcinnes/pynndescent/alerts</span>

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<pre style="margin: 0;"> <span id="LC21" class="line" lang="plaintext">            :alt: LGTM Alerts</span>

</pre>

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<br>

</li>

<li id="dc2ef0fdefec49c4cc5b9c9b21f155afc5774bcf">

<a href="https://salsa.debian.org/python-team/packages/python-pynndescent/-/commit/a90e87aed0b939012379dc24250bf52fe3744ddf#dc2ef0fdefec49c4cc5b9c9b21f155afc5774bcf"><strong>pynndescent/distances.py</strong></a>

<hr>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="51" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="51" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -51,7 +51,6 @@ def euclidean(x, y):</td>

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<pre style="margin: 0;"> <span id="LC51" class="line" lang="python">        <span class="s" style="color: #d14;">"dim"</span><span class="p">:</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">intp</span><span class="p">,</span></span>

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<pre style="margin: 0;"> <span id="LC52" class="line" lang="python">        <span class="s" style="color: #d14;">"i"</span><span class="p">:</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">uint16</span><span class="p">,</span></span>

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<pre style="margin: 0;"> <span id="LC53" class="line" lang="python">    <span class="p">},</span></span>

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<pre style="margin: 0;">-<span id="LC54" class="line" lang="python"></span>

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<pre style="margin: 0;"> <span id="LC54" class="line" lang="python"><span class="p">)</span></span>

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<pre style="margin: 0;"> <span id="LC55" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">squared_euclidean</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">,</span> <span class="n" style="color: #333;">y</span><span class="p">):</span></span>

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<pre style="margin: 0;"> <span id="LC56" class="line" lang="python">    <span class="sa">r</span><span class="s" style="color: #d14;">"""Squared euclidean distance.</span></span>

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<pre style="margin: 0;"> <span id="LC234" class="line" lang="python">        <span class="s" style="color: #d14;">"dim"</span><span class="p">:</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">intp</span><span class="p">,</span></span>

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<pre style="margin: 0;"> <span id="LC235" class="line" lang="python">        <span class="s" style="color: #d14;">"i"</span><span class="p">:</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">uint16</span><span class="p">,</span></span>

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<pre style="margin: 0;"> <span id="LC236" class="line" lang="python">    <span class="p">},</span></span>

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<pre style="margin: 0;">-<span id="LC238" class="line" lang="python"></span>

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<pre style="margin: 0;"> <span id="LC237" class="line" lang="python"><span class="p">)</span></span>

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<pre style="margin: 0;"> <span id="LC238" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">alternative_jaccard</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">,</span> <span class="n" style="color: #333;">y</span><span class="p">):</span></span>

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<pre style="margin: 0;"> <span id="LC239" class="line" lang="python">    <span class="n" style="color: #333;">num_non_zero</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.0</span></span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="421" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="419" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -421,7 +419,6 @@ def cosine(x, y):</td>

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<pre style="margin: 0;"> <span id="LC419" class="line" lang="python">        <span class="s" style="color: #d14;">"dim"</span><span class="p">:</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">intp</span><span class="p">,</span></span>

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<pre style="margin: 0;"> <span id="LC420" class="line" lang="python">        <span class="s" style="color: #d14;">"i"</span><span class="p">:</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">uint16</span><span class="p">,</span></span>

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<pre style="margin: 0;"> <span id="LC421" class="line" lang="python">    <span class="p">},</span></span>

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<pre style="margin: 0;">-<span id="LC424" class="line" lang="python"></span>

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<pre style="margin: 0;"> <span id="LC422" class="line" lang="python"><span class="p">)</span></span>

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<pre style="margin: 0;"> <span id="LC423" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">alternative_cosine</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">,</span> <span class="n" style="color: #333;">y</span><span class="p">):</span></span>

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<pre style="margin: 0;"> <span id="LC424" class="line" lang="python">    <span class="n" style="color: #333;">result</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.0</span></span>

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<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -452,7 +449,6 @@ def alternative_cosine(x, y):</td>

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<pre style="margin: 0;"> <span id="LC449" class="line" lang="python">        <span class="s" style="color: #d14;">"dim"</span><span class="p">:</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">intp</span><span class="p">,</span></span>

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<pre style="margin: 0;"> <span id="LC450" class="line" lang="python">        <span class="s" style="color: #d14;">"i"</span><span class="p">:</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">uint16</span><span class="p">,</span></span>

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<pre style="margin: 0;"> <span id="LC451" class="line" lang="python">    <span class="p">},</span></span>

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<pre style="margin: 0;">-<span id="LC455" class="line" lang="python"></span>

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<pre style="margin: 0;"> <span id="LC452" class="line" lang="python"><span class="p">)</span></span>

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<pre style="margin: 0;"> <span id="LC453" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">dot</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">,</span> <span class="n" style="color: #333;">y</span><span class="p">):</span></span>

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<pre style="margin: 0;"> <span id="LC454" class="line" lang="python">    <span class="n" style="color: #333;">result</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.0</span></span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="480" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="476" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -480,7 +476,6 @@ def dot(x, y):</td>

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<pre style="margin: 0;"> <span id="LC476" class="line" lang="python">        <span class="s" style="color: #d14;">"dim"</span><span class="p">:</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">intp</span><span class="p">,</span></span>

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<pre style="margin: 0;"> <span id="LC477" class="line" lang="python">        <span class="s" style="color: #d14;">"i"</span><span class="p">:</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">uint16</span><span class="p">,</span></span>

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<pre style="margin: 0;"> <span id="LC478" class="line" lang="python">    <span class="p">},</span></span>

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<pre style="margin: 0;">-<span id="LC483" class="line" lang="python"></span>

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<pre style="margin: 0;"> <span id="LC479" class="line" lang="python"><span class="p">)</span></span>

</pre>

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485

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480

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<pre style="margin: 0;"> <span id="LC480" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">alternative_dot</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">,</span> <span class="n" style="color: #333;">y</span><span class="p">):</span></span>

</pre>

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486

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<td class="new_line diff-line-num" data-linenumber="481" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

481

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<pre style="margin: 0;"> <span id="LC481" class="line" lang="python">    <span class="n" style="color: #333;">result</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.0</span></span>

</pre>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="815" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="810" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -815,6 +810,66 @@ def jensen_shannon_divergence(x, y):</td>

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815

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<td class="new_line diff-line-num" data-linenumber="810" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

810

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<pre style="margin: 0;"> <span id="LC810" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">result</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="816" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

816

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<td class="new_line diff-line-num" data-linenumber="811" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

811

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC811" class="line" lang="python"></span>

</pre>

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817

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<td class="new_line diff-line-num" data-linenumber="812" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

812

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC812" class="line" lang="python"></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="813" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

813

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<pre style="margin: 0;">+<span id="LC813" class="line" lang="python"><span class="o" style="font-weight: 600;">@</span><span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">njit</span><span class="p">()</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="814" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

814

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<pre style="margin: 0;">+<span id="LC814" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">wasserstein_1d</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">,</span> <span class="n" style="color: #333;">y</span><span class="p">,</span> <span class="n" style="color: #333;">p</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">1</span><span class="p">):</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="815" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

815

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC815" class="line" lang="python">    <span class="n" style="color: #333;">x_sum</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.0</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="816" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

816

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<pre style="margin: 0;">+<span id="LC816" class="line" lang="python">    <span class="n" style="color: #333;">y_sum</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.0</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="817" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

817

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC817" class="line" lang="python">    <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]):</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

818

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC818" class="line" lang="python">        <span class="n" style="color: #333;">x_sum</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">x</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="819" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

819

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<pre style="margin: 0;">+<span id="LC819" class="line" lang="python">        <span class="n" style="color: #333;">y_sum</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">y</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="820" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

820

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC820" class="line" lang="python"></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="821" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

821

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC821" class="line" lang="python">    <span class="n" style="color: #333;">x_cdf</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">x</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">x_sum</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="822" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

822

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC822" class="line" lang="python">    <span class="n" style="color: #333;">y_cdf</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">y</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">y_sum</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="823" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

823

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC823" class="line" lang="python"></span>

</pre>

</td>

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</td>

<td class="new_line diff-line-num new" data-linenumber="824" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

824

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC824" class="line" lang="python">    <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="n" style="color: #333;">x_cdf</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]):</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="825" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

825

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC825" class="line" lang="python">        <span class="n" style="color: #333;">x_cdf</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">x_cdf</span><span class="p">[</span><span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">-</span> <span class="mi" style="color: #099;">1</span><span class="p">]</span></span>

</pre>

</td>

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<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="826" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

826

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC826" class="line" lang="python">        <span class="n" style="color: #333;">y_cdf</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">y_cdf</span><span class="p">[</span><span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">-</span> <span class="mi" style="color: #099;">1</span><span class="p">]</span></span>

</pre>

</td>

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<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="827" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

827

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC827" class="line" lang="python"></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="828" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

828

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC828" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">minkowski</span><span class="p">(</span><span class="n" style="color: #333;">x_cdf</span><span class="p">,</span> <span class="n" style="color: #333;">y_cdf</span><span class="p">,</span> <span class="n" style="color: #333;">p</span><span class="p">)</span></span>

</pre>

</td>

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<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="829" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

829

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC829" class="line" lang="python"></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="830" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

830

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC830" class="line" lang="python"></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="831" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

831

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC831" class="line" lang="python"><span class="o" style="font-weight: 600;">@</span><span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">njit</span><span class="p">()</span></span>

</pre>

</td>

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<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="832" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

832

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC832" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">circular_kantorovich</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">,</span> <span class="n" style="color: #333;">y</span><span class="p">,</span> <span class="n" style="color: #333;">p</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">1</span><span class="p">):</span></span>

</pre>

</td>

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<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="833" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

833

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC833" class="line" lang="python">    <span class="n" style="color: #333;">x_sum</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.0</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="834" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

834

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC834" class="line" lang="python">    <span class="n" style="color: #333;">y_sum</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.0</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="835" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

835

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC835" class="line" lang="python">    <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]):</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="836" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

836

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC836" class="line" lang="python">        <span class="n" style="color: #333;">x_sum</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">x</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="837" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

837

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC837" class="line" lang="python">        <span class="n" style="color: #333;">y_sum</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">y</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="838" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

838

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC838" class="line" lang="python"></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="839" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

839

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC839" class="line" lang="python">    <span class="n" style="color: #333;">x_cdf</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">x</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">x_sum</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="840" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

840

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC840" class="line" lang="python">    <span class="n" style="color: #333;">y_cdf</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">y</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">y_sum</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="841" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

841

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC841" class="line" lang="python"></span>

</pre>

</td>

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</td>

<td class="new_line diff-line-num new" data-linenumber="842" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

842

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<pre style="margin: 0;">+<span id="LC842" class="line" lang="python">    <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="n" style="color: #333;">x_cdf</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]):</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="843" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

843

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC843" class="line" lang="python">        <span class="n" style="color: #333;">x_cdf</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">x_cdf</span><span class="p">[</span><span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">-</span> <span class="mi" style="color: #099;">1</span><span class="p">]</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="844" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

844

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC844" class="line" lang="python">        <span class="n" style="color: #333;">y_cdf</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">y_cdf</span><span class="p">[</span><span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">-</span> <span class="mi" style="color: #099;">1</span><span class="p">]</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="845" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

845

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC845" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="846" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

846

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<pre style="margin: 0;">+<span id="LC846" class="line" lang="python">    <span class="n" style="color: #333;">mu</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">median</span><span class="p">((</span><span class="n" style="color: #333;">x_cdf</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">y_cdf</span><span class="p">)</span> <span class="o" style="font-weight: 600;">**</span> <span class="n" style="color: #333;">p</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="847" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

847

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC847" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="848" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

848

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC848" class="line" lang="python">    <span class="c1" style="color: #998; font-style: italic;"># Now we just want minkowski distance on the CDFs shifted by mu</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="849" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

849

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC849" class="line" lang="python">    <span class="n" style="color: #333;">result</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.0</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="850" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

850

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<pre style="margin: 0;">+<span id="LC850" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">p</span> <span class="o" style="font-weight: 600;">></span> <span class="mi" style="color: #099;">2</span><span class="p">:</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="851" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

851

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC851" class="line" lang="python">        <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="n" style="color: #333;">x_cdf</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]):</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="852" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

852

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC852" class="line" lang="python">            <span class="n" style="color: #333;">result</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="nb" style="color: #0086b3;">abs</span><span class="p">(</span><span class="n" style="color: #333;">x_cdf</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">y_cdf</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">mu</span><span class="p">)</span> <span class="o" style="font-weight: 600;">**</span> <span class="n" style="color: #333;">p</span></span>

</pre>

</td>

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</td>

<td class="new_line diff-line-num new" data-linenumber="853" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

853

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC853" class="line" lang="python"></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="854" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

854

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC854" class="line" lang="python">        <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">result</span> <span class="o" style="font-weight: 600;">**</span> <span class="p">(</span><span class="mf" style="color: #099;">1.0</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">p</span><span class="p">)</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="855" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

855

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC855" class="line" lang="python"></span>

</pre>

</td>

</tr>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="856" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

856

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC856" class="line" lang="python">    <span class="k" style="font-weight: 600;">elif</span> <span class="n" style="color: #333;">p</span> <span class="o" style="font-weight: 600;">==</span> <span class="mi" style="color: #099;">2</span><span class="p">:</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="857" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

857

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC857" class="line" lang="python">        <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="n" style="color: #333;">x_cdf</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]):</span></span>

</pre>

</td>

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<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="858" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

858

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<pre style="margin: 0;">+<span id="LC858" class="line" lang="python">            <span class="n" style="color: #333;">val</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">x_cdf</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">y_cdf</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">mu</span></span>

</pre>

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</td>

<td class="new_line diff-line-num new" data-linenumber="859" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

859

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<pre style="margin: 0;">+<span id="LC859" class="line" lang="python">            <span class="n" style="color: #333;">result</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">val</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">val</span></span>

</pre>

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</td>

<td class="new_line diff-line-num new" data-linenumber="860" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

860

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC860" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="861" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

861

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<pre style="margin: 0;">+<span id="LC861" class="line" lang="python">        <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">sqrt</span><span class="p">(</span><span class="n" style="color: #333;">result</span><span class="p">)</span></span>

</pre>

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</td>

<td class="new_line diff-line-num new" data-linenumber="862" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

862

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC862" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="863" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

863

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<pre style="margin: 0;">+<span id="LC863" class="line" lang="python">    <span class="k" style="font-weight: 600;">elif</span> <span class="n" style="color: #333;">p</span> <span class="o" style="font-weight: 600;">==</span> <span class="mi" style="color: #099;">1</span><span class="p">:</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="864" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

864

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<pre style="margin: 0;">+<span id="LC864" class="line" lang="python">        <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="n" style="color: #333;">x_cdf</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]):</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="865" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

865

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<pre style="margin: 0;">+<span id="LC865" class="line" lang="python">            <span class="n" style="color: #333;">result</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="nb" style="color: #0086b3;">abs</span><span class="p">(</span><span class="n" style="color: #333;">x_cdf</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">y_cdf</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">mu</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="866" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

866

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<pre style="margin: 0;">+<span id="LC866" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="867" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

867

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<pre style="margin: 0;">+<span id="LC867" class="line" lang="python">        <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">result</span></span>

</pre>

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</td>

<td class="new_line diff-line-num new" data-linenumber="868" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

868

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<pre style="margin: 0;">+<span id="LC868" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="869" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

869

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<pre style="margin: 0;">+<span id="LC869" class="line" lang="python">    <span class="k" style="font-weight: 600;">else</span><span class="p">:</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="870" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

870

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<pre style="margin: 0;">+<span id="LC870" class="line" lang="python">        <span class="k" style="font-weight: 600;">raise</span> <span class="nb" style="color: #0086b3;">ValueError</span><span class="p">(</span><span class="s" style="color: #d14;">"Invalid p supplied to Kantorvich distance"</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="871" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

871

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC871" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="872" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

872

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<pre style="margin: 0;">+<span id="LC872" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="818" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

818

</td>

<td class="new_line diff-line-num" data-linenumber="873" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

873

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<pre style="margin: 0;"> <span id="LC873" class="line" lang="python"><span class="o" style="font-weight: 600;">@</span><span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">njit</span><span class="p">()</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="819" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

819

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<td class="new_line diff-line-num" data-linenumber="874" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

874

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<pre style="margin: 0;"> <span id="LC874" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">symmetric_kl_divergence</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">,</span> <span class="n" style="color: #333;">y</span><span class="p">):</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="820" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

820

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<td class="new_line diff-line-num" data-linenumber="875" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

875

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<pre style="margin: 0;"> <span id="LC875" class="line" lang="python">    <span class="n" style="color: #333;">result</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.0</span></span>

</pre>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="873" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="928" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -873,6 +928,12 @@ named_distances = {</td>

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<td class="old_line diff-line-num" data-linenumber="873" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

873

</td>

<td class="new_line diff-line-num" data-linenumber="928" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

928

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC928" class="line" lang="python">    <span class="s" style="color: #d14;">"hellinger"</span><span class="p">:</span> <span class="n" style="color: #333;">hellinger</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="874" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

874

</td>

<td class="new_line diff-line-num" data-linenumber="929" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

929

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC929" class="line" lang="python">    <span class="s" style="color: #d14;">"kantorovich"</span><span class="p">:</span> <span class="n" style="color: #333;">kantorovich</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="875" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

875

</td>

<td class="new_line diff-line-num" data-linenumber="930" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

930

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC930" class="line" lang="python">    <span class="s" style="color: #d14;">"wasserstein"</span><span class="p">:</span> <span class="n" style="color: #333;">kantorovich</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="876" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="931" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

931

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC931" class="line" lang="python">    <span class="s" style="color: #d14;">"wasserstein_1d"</span><span class="p">:</span> <span class="n" style="color: #333;">wasserstein_1d</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="876" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="932" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

932

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC932" class="line" lang="python">    <span class="s" style="color: #d14;">"wasserstein-1d"</span><span class="p">:</span> <span class="n" style="color: #333;">wasserstein_1d</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="876" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="933" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

933

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC933" class="line" lang="python">    <span class="s" style="color: #d14;">"kantorovich-1d"</span><span class="p">:</span> <span class="n" style="color: #333;">wasserstein_1d</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="876" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="934" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

934

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC934" class="line" lang="python">    <span class="s" style="color: #d14;">"kantorovich_1d"</span><span class="p">:</span> <span class="n" style="color: #333;">wasserstein_1d</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="876" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="935" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

935

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC935" class="line" lang="python">    <span class="s" style="color: #d14;">"circular_kantorovich"</span><span class="p">:</span> <span class="n" style="color: #333;">circular_kantorovich</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="876" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="936" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

936

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC936" class="line" lang="python">    <span class="s" style="color: #d14;">"circular_wasserstein"</span><span class="p">:</span> <span class="n" style="color: #333;">circular_kantorovich</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="876" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

876

</td>

<td class="new_line diff-line-num" data-linenumber="937" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

937

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC937" class="line" lang="python">    <span class="s" style="color: #d14;">"sinkhorn"</span><span class="p">:</span> <span class="n" style="color: #333;">sinkhorn</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="877" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

877

</td>

<td class="new_line diff-line-num" data-linenumber="938" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

938

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC938" class="line" lang="python">    <span class="s" style="color: #d14;">"jensen-shannon"</span><span class="p">:</span> <span class="n" style="color: #333;">jensen_shannon_divergence</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="878" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

878

</td>

<td class="new_line diff-line-num" data-linenumber="939" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

939

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC939" class="line" lang="python">    <span class="s" style="color: #d14;">"jensen_shannon"</span><span class="p">:</span> <span class="n" style="color: #333;">jensen_shannon_divergence</span><span class="p">,</span></span>

</pre>

</td>

</tr>

</table>

<br>

</li>

<li id="255f5f1efb78d11f22b1b3b1361f64af54f5eb38">

<a href="https://salsa.debian.org/python-team/packages/python-pynndescent/-/commit/a90e87aed0b939012379dc24250bf52fe3744ddf#255f5f1efb78d11f22b1b3b1361f64af54f5eb38"><strong>pynndescent/pynndescent_.py</strong></a>

<hr>

<table class="code white" style="font-family: monospace; font-size: 90%;" bgcolor="#fff" width="100%" cellpadding="0" cellspacing="0">

<tr class="line_holder match" id="" style="line-height: 1.6;">

<td class="diff-line-num unfold js-unfold old_line" data-linenumber="9" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="9" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -9,7 +9,7 @@ import numpy as np</td>

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<td class="old_line diff-line-num" data-linenumber="9" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

9

</td>

<td class="new_line diff-line-num" data-linenumber="9" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

9

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC9" class="line" lang="python"><span class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">sklearn.utils</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">check_random_state</span><span class="p">,</span> <span class="n" style="color: #333;">check_array</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="10" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

10

</td>

<td class="new_line diff-line-num" data-linenumber="10" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

10

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC10" class="line" lang="python"><span class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">sklearn.preprocessing</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">normalize</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="11" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

11

</td>

<td class="new_line diff-line-num" data-linenumber="11" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

11

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC11" class="line" lang="python"><span class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">sklearn.base</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">BaseEstimator</span><span class="p">,</span> <span class="n" style="color: #333;">TransformerMixin</span></span>

</pre>

</td>

</tr>

<tr class="line_holder old" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num old" data-linenumber="12" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

12

</td>

<td class="new_line diff-line-num old" data-linenumber="12" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

</td>

<td class="line_content old" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#fbe9eb">

<pre style="margin: 0;">-<span id="LC12" class="line" lang="python"><span class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">scipy.sparse</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">csr_matrix</span><span class="p">,</span> <span class="n" style="color: #333;">coo_matrix</span><span class="p">,</span> <span class="n" style="color: #333;">isspmatrix_csr</span><span class="p">,</span> <span class="n" style="color: #333;">vstack</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">sparse_vstack</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="13" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="12" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

12

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<pre style="margin: 0;">+<span id="LC12" class="line" lang="python"><span class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">scipy.sparse</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">csr_matrix</span><span class="p">,</span> <span class="n" style="color: #333;">coo_matrix</span><span class="p">,</span> <span class="n" style="color: #333;">isspmatrix_csr</span><span class="p">,</span> <span class="n" style="color: #333;">vstack</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">sparse_vstack</span><span class="p"><span class="idiff left">,</span></span><span class="idiff"> </span><span class="n" style="color: #333;"><span class="idiff right">issparse</span></span></span>

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<pre style="margin: 0;"> <span id="LC13" class="line" lang="python"></span>

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<pre style="margin: 0;"> <span id="LC14" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">heapq</span></span>

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<pre style="margin: 0;"> <span id="LC15" class="line" lang="python"></span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="58" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

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<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -58,6 +58,11 @@ FLOAT32_EPS = np.finfo(np.float32).eps</td>

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<pre style="margin: 0;"> <span id="LC58" class="line" lang="python"><span class="n" style="color: #333;">EMPTY_GRAPH</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">make_heap</span><span class="p">(</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="mi" style="color: #099;">1</span><span class="p">)</span></span>

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<pre style="margin: 0;"> <span id="LC59" class="line" lang="python"></span>

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<pre style="margin: 0;"> <span id="LC60" class="line" lang="python"></span>

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<pre style="margin: 0;">+<span id="LC61" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">is_c_contiguous</span><span class="p">(</span><span class="n" style="color: #333;">array_like</span><span class="p">):</span></span>

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<pre style="margin: 0;">+<span id="LC62" class="line" lang="python">    <span class="n" style="color: #333;">flags</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">getattr</span><span class="p">(</span><span class="n" style="color: #333;">array_like</span><span class="p">,</span> <span class="s" style="color: #d14;">"flags"</span><span class="p">,</span> <span class="bp" style="color: #999;">None</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC63" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">flags</span> <span class="ow" style="font-weight: 600;">is</span> <span class="ow" style="font-weight: 600;">not</span> <span class="bp" style="color: #999;">None</span> <span class="ow" style="font-weight: 600;">and</span> <span class="n" style="color: #333;">flags</span><span class="p">[</span><span class="s" style="color: #d14;">"C_CONTIGUOUS"</span><span class="p">]</span></span>

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<pre style="margin: 0;">+<span id="LC64" class="line" lang="python"></span>

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<pre style="margin: 0;">+<span id="LC65" class="line" lang="python"></span>

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<pre style="margin: 0;"> <span id="LC66" class="line" lang="python"><span class="o" style="font-weight: 600;">@</span><span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">njit</span><span class="p">(</span><span class="n" style="color: #333;">parallel</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">,</span> <span class="n" style="color: #333;">cache</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">)</span></span>

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<pre style="margin: 0;"> <span id="LC67" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">generate_leaf_updates</span><span class="p">(</span><span class="n" style="color: #333;">leaf_block</span><span class="p">,</span> <span class="n" style="color: #333;">dist_thresholds</span><span class="p">,</span> <span class="n" style="color: #333;">data</span><span class="p">,</span> <span class="n" style="color: #333;">dist</span><span class="p">):</span></span>

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<pre style="margin: 0;"> <span id="LC68" class="line" lang="python"></span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="496" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="501" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -496,7 +501,7 @@ def resort_tree_indices(tree, tree_order):</td>

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<pre style="margin: 0;"> <span id="LC501" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">new_tree</span></span>

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<pre style="margin: 0;"> <span id="LC502" class="line" lang="python"></span>

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<pre style="margin: 0;"> <span id="LC503" class="line" lang="python"></span>

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<pre style="margin: 0;">-<span id="LC499" class="line" lang="python"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">NNDescent</span><span class="p"><span class="idiff left">(</span></span><span class="nb" style="color: #0086b3;"><span class="idiff">object</span></span><span class="p"><span class="idiff right">)</span>:</span></span>

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<pre style="margin: 0;">+<span id="LC504" class="line" lang="python"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">NNDescent</span><span class="p">:</span></span>

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<pre style="margin: 0;"> <span id="LC505" class="line" lang="python">    <span class="s" style="color: #d14;">"""NNDescent for fast approximate nearest neighbor queries. NNDescent is</span></span>

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<pre style="margin: 0;"> <span id="LC506" class="line" lang="python"><span class="s" style="color: #d14;">    very flexible and supports a wide variety of distances, including</span></span>

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<pre style="margin: 0;"> <span id="LC507" class="line" lang="python"><span class="s" style="color: #d14;">    non-metric distances. NNDescent also scales well against high dimensional</span></span>

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<pre style="margin: 0;"> <span id="LC510" class="line" lang="python"></span>

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<pre style="margin: 0;"> <span id="LC511" class="line" lang="python"><span class="s" style="color: #d14;">    Parameters</span></span>

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<pre style="margin: 0;"> <span id="LC512" class="line" lang="python"><span class="s" style="color: #d14;">    ----------</span></span>

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<pre style="margin: 0;">-<span id="LC508" class="line" lang="python"><span class="s" style="color: #d14;">    data: array o<span class="idiff left right">s</span> shape (n_samples, n_features)</span></span>

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<pre style="margin: 0;">+<span id="LC513" class="line" lang="python"><span class="s" style="color: #d14;">    data: array o<span class="idiff left right">f</span> shape (n_samples, n_features)</span></span>

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<pre style="margin: 0;"> <span id="LC514" class="line" lang="python"><span class="s" style="color: #d14;">        The training graph_data set to find nearest neighbors in.</span></span>

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<pre style="margin: 0;"> <span id="LC515" class="line" lang="python"></span>

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<pre style="margin: 0;"> <span id="LC516" class="line" lang="python"><span class="s" style="color: #d14;">    metric: string or callable (optional, default='euclidean')</span></span>

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<pre style="margin: 0;"> <span id="LC539" class="line" lang="python"><span class="s" style="color: #d14;">            * sokalsneath</span></span>

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<pre style="margin: 0;"> <span id="LC540" class="line" lang="python"><span class="s" style="color: #d14;">            * yule</span></span>

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<pre style="margin: 0;"> <span id="LC541" class="line" lang="python"><span class="s" style="color: #d14;">            * hellinger</span></span>

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<pre style="margin: 0;">+<span id="LC542" class="line" lang="python"><span class="s" style="color: #d14;">            * wasserstein-1d</span></span>

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<pre style="margin: 0;"> <span id="LC543" class="line" lang="python"><span class="s" style="color: #d14;">        Metrics that take arguments (such as minkowski, mahalanobis etc.)</span></span>

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<pre style="margin: 0;"> <span id="LC544" class="line" lang="python"><span class="s" style="color: #d14;">        can have arguments passed via the metric_kwds dictionary. At this</span></span>

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<pre style="margin: 0;"> <span id="LC545" class="line" lang="python"><span class="s" style="color: #d14;">        time care must be taken and dictionary elements must be ordered</span></span>

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<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -595,14 +601,11 @@ class NNDescent(object):</td>

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<pre style="margin: 0;"> <span id="LC601" class="line" lang="python"><span class="s" style="color: #d14;">        The``'alternative'`` algorithm has been deprecated and is no longer</span></span>

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<pre style="margin: 0;"> <span id="LC602" class="line" lang="python"><span class="s" style="color: #d14;">        available.</span></span>

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<pre style="margin: 0;"> <span id="LC603" class="line" lang="python"></span>

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<pre style="margin: 0;">-<span id="LC598" class="line" lang="python"><span class="s" style="color: #d14;">    low_memory: boolean (optional, default=<span class="idiff left right">Fals</span>e)</span></span>

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<pre style="margin: 0;">+<span id="LC604" class="line" lang="python"><span class="s" style="color: #d14;">    low_memory: boolean (optional, default=<span class="idiff left right">Tru</span>e)</span></span>

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<pre style="margin: 0;"> <span id="LC605" class="line" lang="python"><span class="s" style="color: #d14;">        Whether to use a lower memory, but more computationally expensive</span></span>

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<pre style="margin: 0;">-<span id="LC600" class="line" lang="python"><span class="s" style="color: #d14;">        approach to index construction. This defaults to false as for most</span></span>

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<pre style="margin: 0;">-<span id="LC601" class="line" lang="python"><span class="s" style="color: #d14;">        cases it speeds index construction, but if you are having issues</span></span>

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<pre style="margin: 0;">-<span id="LC602" class="line" lang="python"><span class="s" style="color: #d14;">        with excessive memory use for your dataset consider setting this</span></span>

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<pre style="margin: 0;">-<span id="LC603" class="line" lang="python"><span class="s" style="color: #d14;">        to True.</span></span>

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<pre style="margin: 0;">+<span id="LC606" class="line" lang="python"><span class="s" style="color: #d14;">        approach to index construction.</span></span>

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<pre style="margin: 0;"> <span id="LC607" class="line" lang="python"></span>

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<pre style="margin: 0;">-<span id="LC605" class="line" lang="python"><span class="s" style="color: #d14;">    max_candidates: int (optional, default=<span class="idiff left right">20</span>)</span></span>

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<pre style="margin: 0;">+<span id="LC608" class="line" lang="python"><span class="s" style="color: #d14;">    max_candidates: int (optional, default=<span class="idiff left right">None</span>)</span></span>

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<pre style="margin: 0;"> <span id="LC609" class="line" lang="python"><span class="s" style="color: #d14;">        Internally each "self-join" keeps a maximum number of candidates (</span></span>

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<pre style="margin: 0;"> <span id="LC610" class="line" lang="python"><span class="s" style="color: #d14;">        nearest neighbors and reverse nearest neighbors) to be considered.</span></span>

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<pre style="margin: 0;"> <span id="LC611" class="line" lang="python"><span class="s" style="color: #d14;">        This value controls this aspect of the algorithm. Larger values will</span></span>

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<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -633,6 +636,11 @@ class NNDescent(object):</td>

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<pre style="margin: 0;"> <span id="LC636" class="line" lang="python"><span class="s" style="color: #d14;">        result in a significantly smaller index, particularly useful for saving,</span></span>

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<pre style="margin: 0;"> <span id="LC637" class="line" lang="python"><span class="s" style="color: #d14;">        but will remove information that might otherwise be useful.</span></span>

</pre>

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635

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<pre style="margin: 0;"> <span id="LC638" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC639" class="line" lang="python"><span class="s" style="color: #d14;">    parallel_batch_queries: bool (optional, default=False)</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="640" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC640" class="line" lang="python"><span class="s" style="color: #d14;">        Whether to use parallelism of batched queries. This can be useful for large</span></span>

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<pre style="margin: 0;">+<span id="LC641" class="line" lang="python"><span class="s" style="color: #d14;">        batches of queries on multicore machines, but results in performance degradation</span></span>

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<pre style="margin: 0;">+<span id="LC642" class="line" lang="python"><span class="s" style="color: #d14;">        for single queries, so is poor for streaming use.</span></span>

</pre>

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643

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<pre style="margin: 0;">+<span id="LC643" class="line" lang="python"></span>

</pre>

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636

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644

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<pre style="margin: 0;"> <span id="LC644" class="line" lang="python"><span class="s" style="color: #d14;">    verbose: bool (optional, default=False)</span></span>

</pre>

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637

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645

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<pre style="margin: 0;"> <span id="LC645" class="line" lang="python"><span class="s" style="color: #d14;">        Whether to print status graph_data during the computation.</span></span>

</pre>

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<pre style="margin: 0;"> <span id="LC646" class="line" lang="python"><span class="s" style="color: #d14;">    """</span></span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="656" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="664" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -656,7 +664,8 @@ class NNDescent(object):</td>

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<pre style="margin: 0;"> <span id="LC664" class="line" lang="python">        <span class="n" style="color: #333;">n_iters</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">None</span><span class="p">,</span></span>

</pre>

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657

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665

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<pre style="margin: 0;"> <span id="LC665" class="line" lang="python">        <span class="n" style="color: #333;">delta</span><span class="o" style="font-weight: 600;">=</span><span class="mf" style="color: #099;">0.001</span><span class="p">,</span></span>

</pre>

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658

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<td class="new_line diff-line-num" data-linenumber="666" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

666

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<pre style="margin: 0;"> <span id="LC666" class="line" lang="python">        <span class="n" style="color: #333;">n_jobs</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">None</span><span class="p">,</span></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="659" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

659

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<td class="new_line diff-line-num old" data-linenumber="667" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC659" class="line" lang="python">        <span class="n" style="color: #333;">compressed</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">,</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="660" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="667" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

667

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<pre style="margin: 0;">+<span id="LC667" class="line" lang="python">        <span class="n" style="color: #333;">compressed</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">False</span><span class="p">,</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="660" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="668" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

668

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<pre style="margin: 0;">+<span id="LC668" class="line" lang="python">        <span class="n" style="color: #333;">parallel_batch_queries</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">False</span><span class="p">,</span></span>

</pre>

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660

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<td class="new_line diff-line-num" data-linenumber="669" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

669

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<pre style="margin: 0;"> <span id="LC669" class="line" lang="python">        <span class="n" style="color: #333;">verbose</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">False</span><span class="p">,</span></span>

</pre>

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661

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<td class="new_line diff-line-num" data-linenumber="670" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

670

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<pre style="margin: 0;"> <span id="LC670" class="line" lang="python">    <span class="p">):</span></span>

</pre>

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662

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<td class="new_line diff-line-num" data-linenumber="671" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

671

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<pre style="margin: 0;"> <span id="LC671" class="line" lang="python"></span>

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<td class="diff-line-num unfold js-unfold new_line" data-linenumber="690" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -681,8 +690,14 @@ class NNDescent(object):</td>

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<pre style="margin: 0;"> <span id="LC690" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">dim</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">data</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">]</span></span>

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<pre style="margin: 0;"> <span id="LC691" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">n_jobs</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">n_jobs</span></span>

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<pre style="margin: 0;"> <span id="LC692" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">compressed</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">compressed</span></span>

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<td class="new_line diff-line-num new" data-linenumber="693" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC693" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">parallel_batch_queries</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">parallel_batch_queries</span></span>

</pre>

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<pre style="margin: 0;"> <span id="LC694" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">verbose</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">verbose</span></span>

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<td class="new_line diff-line-num" data-linenumber="695" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC695" class="line" lang="python"></span>

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<td class="new_line diff-line-num new" data-linenumber="696" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC696" class="line" lang="python">        <span class="k" style="font-weight: 600;">if</span> <span class="nb" style="color: #0086b3;">getattr</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">,</span> <span class="s" style="color: #d14;">"dtype"</span><span class="p">,</span> <span class="bp" style="color: #999;">None</span><span class="p">)</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">float32</span> <span class="ow" style="font-weight: 600;">and</span> <span class="p">(</span><span class="n" style="color: #333;">issparse</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">)</span> <span class="ow" style="font-weight: 600;">or</span> <span class="n" style="color: #333;">is_c_contiguous</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">)):</span></span>

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<pre style="margin: 0;">+<span id="LC697" class="line" lang="python">            <span class="n" style="color: #333;">copy_on_normalize</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">True</span></span>

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<pre style="margin: 0;">+<span id="LC698" class="line" lang="python">        <span class="k" style="font-weight: 600;">else</span><span class="p">:</span></span>

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<td class="new_line diff-line-num new" data-linenumber="699" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC699" class="line" lang="python">            <span class="n" style="color: #333;">copy_on_normalize</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">False</span></span>

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<td class="new_line diff-line-num new" data-linenumber="700" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC700" class="line" lang="python"></span>

</pre>

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<td class="new_line diff-line-num" data-linenumber="701" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC701" class="line" lang="python">        <span class="n" style="color: #333;">data</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">check_array</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">,</span> <span class="n" style="color: #333;">dtype</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">float32</span><span class="p">,</span> <span class="n" style="color: #333;">accept_sparse</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"csr"</span><span class="p">,</span> <span class="n" style="color: #333;">order</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"C"</span><span class="p">)</span></span>

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<pre style="margin: 0;"> <span id="LC702" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">_raw_data</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">data</span></span>

</pre>

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<td class="new_line diff-line-num" data-linenumber="703" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

703

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<pre style="margin: 0;"> <span id="LC703" class="line" lang="python"></span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="739" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="754" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -739,7 +754,7 @@ class NNDescent(object):</td>

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<pre style="margin: 0;"> <span id="LC754" class="line" lang="python">            <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">_angular_trees</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">False</span></span>

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<td class="new_line diff-line-num" data-linenumber="755" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC755" class="line" lang="python"></span>

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<td class="old_line diff-line-num" data-linenumber="741" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

741

</td>

<td class="new_line diff-line-num" data-linenumber="756" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

756

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<pre style="margin: 0;"> <span id="LC756" class="line" lang="python">        <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">metric</span> <span class="o" style="font-weight: 600;">==</span> <span class="s" style="color: #d14;">"dot"</span><span class="p">:</span></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="742" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

742

</td>

<td class="new_line diff-line-num old" data-linenumber="757" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

</td>

<td class="line_content old" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#fbe9eb">

<pre style="margin: 0;">-<span id="LC742" class="line" lang="python">            <span class="n" style="color: #333;">data</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">normalize</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">,</span> <span class="n" style="color: #333;">norm</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"l2"</span><span class="p">,</span> <span class="n" style="color: #333;">copy</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;"><span class="idiff left right">Fals</span>e</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="743" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="757" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

757

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<pre style="margin: 0;">+<span id="LC757" class="line" lang="python">            <span class="n" style="color: #333;">data</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">normalize</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">,</span> <span class="n" style="color: #333;">norm</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"l2"</span><span class="p">,</span> <span class="n" style="color: #333;">copy</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;"><span class="idiff left right">copy_on_normaliz</span>e</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="743" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

743

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<td class="new_line diff-line-num" data-linenumber="758" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

758

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC758" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="744" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

744

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<td class="new_line diff-line-num" data-linenumber="759" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

759

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<pre style="margin: 0;"> <span id="LC759" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">rng_state</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">current_random_state</span><span class="p">.</span><span class="n" style="color: #333;">randint</span><span class="p">(</span><span class="n" style="color: #333;">INT32_MIN</span><span class="p">,</span> <span class="n" style="color: #333;">INT32_MAX</span><span class="p">,</span> <span class="mi" style="color: #099;">3</span><span class="p">).</span><span class="n" style="color: #333;">astype</span><span class="p">(</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="745" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

745

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<td class="new_line diff-line-num" data-linenumber="760" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

760

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<pre style="margin: 0;"> <span id="LC760" class="line" lang="python">            <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">int64</span></span>

</pre>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="1171" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="1186" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -1171,6 +1186,7 @@ class NNDescent(object):</td>

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<td class="old_line diff-line-num" data-linenumber="1171" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1171

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<td class="new_line diff-line-num" data-linenumber="1186" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1186

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<pre style="margin: 0;"> <span id="LC1186" class="line" lang="python">        <span class="n" style="color: #333;">indices</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">_search_graph</span><span class="p">.</span><span class="n" style="color: #333;">indices</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1172" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1172

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<td class="new_line diff-line-num" data-linenumber="1187" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1187

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<pre style="margin: 0;"> <span id="LC1187" class="line" lang="python">        <span class="n" style="color: #333;">dist</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">_distance_func</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1173" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1173

</td>

<td class="new_line diff-line-num" data-linenumber="1188" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1188

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<pre style="margin: 0;"> <span id="LC1188" class="line" lang="python">        <span class="n" style="color: #333;">n_neighbors</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">n_neighbors</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="1174" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1189" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1189

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<pre style="margin: 0;">+<span id="LC1189" class="line" lang="python">        <span class="n" style="color: #333;">parallel_search</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">parallel_batch_queries</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1174" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1174

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<td class="new_line diff-line-num" data-linenumber="1190" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1190

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1190" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1175" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1175

</td>

<td class="new_line diff-line-num" data-linenumber="1191" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1191

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1191" class="line" lang="python">        <span class="o" style="font-weight: 600;">@</span><span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">njit</span><span class="p">(</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1176" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1176

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<td class="new_line diff-line-num" data-linenumber="1192" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1192

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<pre style="margin: 0;"> <span id="LC1192" class="line" lang="python">            <span class="n" style="color: #333;">fastmath</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">,</span></span>

</pre>

</td>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="1193" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="1209" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -1193,6 +1209,7 @@ class NNDescent(object):</td>

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<td class="old_line diff-line-num" data-linenumber="1193" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1193

</td>

<td class="new_line diff-line-num" data-linenumber="1209" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1209

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1209" class="line" lang="python">                <span class="s" style="color: #d14;">"distance_bound"</span><span class="p">:</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">float32</span><span class="p">,</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1194" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1194

</td>

<td class="new_line diff-line-num" data-linenumber="1210" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1210

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1210" class="line" lang="python">                <span class="s" style="color: #d14;">"seed_scale"</span><span class="p">:</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">float32</span><span class="p">,</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1195" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1195

</td>

<td class="new_line diff-line-num" data-linenumber="1211" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1211

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<pre style="margin: 0;"> <span id="LC1211" class="line" lang="python">            <span class="p">},</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC1212" class="line" lang="python">            <span class="n" style="color: #333;">parallel</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">parallel_batch_queries</span><span class="p">,</span></span>

</pre>

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<td class="new_line diff-line-num" data-linenumber="1213" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1213

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<pre style="margin: 0;"> <span id="LC1213" class="line" lang="python">        <span class="p">)</span></span>

</pre>

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<pre style="margin: 0;"> <span id="LC1214" class="line" lang="python">        <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">search_closure</span><span class="p">(</span><span class="n" style="color: #333;">query_points</span><span class="p">,</span> <span class="n" style="color: #333;">k</span><span class="p">,</span> <span class="n" style="color: #333;">epsilon</span><span class="p">,</span> <span class="n" style="color: #333;">visited</span><span class="p">,</span> <span class="n" style="color: #333;">rng_state</span><span class="p">):</span></span>

</pre>

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1198

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<td class="new_line diff-line-num" data-linenumber="1215" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1215

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<pre style="margin: 0;"> <span id="LC1215" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="1200" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="1217" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -1200,8 +1217,14 @@ class NNDescent(object):</td>

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<pre style="margin: 0;"> <span id="LC1217" class="line" lang="python">            <span class="n" style="color: #333;">distance_scale</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">1.0</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">epsilon</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1201" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1201

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<td class="new_line diff-line-num" data-linenumber="1218" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1218

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<pre style="margin: 0;"> <span id="LC1218" class="line" lang="python">            <span class="n" style="color: #333;">internal_rng_state</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">copy</span><span class="p">(</span><span class="n" style="color: #333;">rng_state</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1202" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1202

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<td class="new_line diff-line-num" data-linenumber="1219" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1219

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<pre style="margin: 0;"> <span id="LC1219" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="1203" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="1220" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC1203" class="line" lang="python">            <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="n" style="color: #333;">query_points</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]):</span></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="1204" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

1204

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<td class="new_line diff-line-num old" data-linenumber="1220" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC1204" class="line" lang="python">                <span class="n" style="color: #333;">visited</span><span class="p">[:]</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="1220" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC1220" class="line" lang="python">            <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">prange</span><span class="p">(</span><span class="n" style="color: #333;">query_points</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]):</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="1221" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC1221" class="line" lang="python">                <span class="c1" style="color: #998; font-style: italic;"># Avoid races on visited if parallel</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="1205" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="1222" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC1222" class="line" lang="python">                <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">parallel_search</span><span class="p">:</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="1205" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="1223" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC1223" class="line" lang="python">                    <span class="n" style="color: #333;">visited_nodes</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">zeros_like</span><span class="p">(</span><span class="n" style="color: #333;">visited</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="1205" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1224" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC1224" class="line" lang="python">                <span class="k" style="font-weight: 600;">else</span><span class="p">:</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="1205" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1225" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1225

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<pre style="margin: 0;">+<span id="LC1225" class="line" lang="python">                    <span class="n" style="color: #333;">visited_nodes</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">visited</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="1205" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1226" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1226

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<pre style="margin: 0;">+<span id="LC1226" class="line" lang="python">                    <span class="n" style="color: #333;">visited_nodes</span><span class="p">[:]</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="1205" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1227" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1227

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<pre style="margin: 0;">+<span id="LC1227" class="line" lang="python"></span>

</pre>

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1205

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<td class="new_line diff-line-num" data-linenumber="1228" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1228

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<pre style="margin: 0;"> <span id="LC1228" class="line" lang="python">                <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">dist</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">alternative_dot</span> <span class="ow" style="font-weight: 600;">or</span> <span class="n" style="color: #333;">dist</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">alternative_cosine</span><span class="p">:</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1206" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1206

</td>

<td class="new_line diff-line-num" data-linenumber="1229" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1229

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<pre style="margin: 0;"> <span id="LC1229" class="line" lang="python">                    <span class="n" style="color: #333;">norm</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">sqrt</span><span class="p">((</span><span class="n" style="color: #333;">query_points</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">**</span> <span class="mi" style="color: #099;">2</span><span class="p">).</span><span class="nb" style="color: #0086b3;">sum</span><span class="p">())</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1207" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1207

</td>

<td class="new_line diff-line-num" data-linenumber="1230" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1230

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<pre style="margin: 0;"> <span id="LC1230" class="line" lang="python">                    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">norm</span> <span class="o" style="font-weight: 600;">></span> <span class="mf" style="color: #099;">0.0</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="1225" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="1248" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -1225,24 +1248,24 @@ class NNDescent(object):</td>

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1225

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<td class="new_line diff-line-num" data-linenumber="1248" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1248

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<pre style="margin: 0;"> <span id="LC1248" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1226" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1226

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<td class="new_line diff-line-num" data-linenumber="1249" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1249

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<pre style="margin: 0;"> <span id="LC1249" class="line" lang="python">                <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">j</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="n" style="color: #333;">n_initial_points</span><span class="p">):</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1227" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1227

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<td class="new_line diff-line-num" data-linenumber="1250" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1250

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<pre style="margin: 0;"> <span id="LC1250" class="line" lang="python">                    <span class="n" style="color: #333;">candidate</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">candidate_indices</span><span class="p">[</span><span class="n" style="color: #333;">j</span><span class="p">]</span></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="1228" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

1228

</td>

<td class="new_line diff-line-num old" data-linenumber="1251" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC1228" class="line" lang="python">                    <span class="n" style="color: #333;">d</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">dist</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">[</span><span class="n" style="color: #333;">candidate</span><span class="p">],</span> <span class="n" style="color: #333;">current_query</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="1229" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1251" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1251

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<pre style="margin: 0;">+<span id="LC1251" class="line" lang="python">                    <span class="n" style="color: #333;">d</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">np</span></span><span class="p"><span class="idiff">.</span></span><span class="n" style="color: #333;"><span class="idiff">float32</span></span><span class="p"><span class="idiff">(</span></span><span class="n" style="color: #333;">dist</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">[</span><span class="n" style="color: #333;">candidate</span><span class="p">],</span> <span class="n" style="color: #333;">current_query</span><span class="p">)<span class="idiff right">)</span></span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1229" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1229

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<td class="new_line diff-line-num" data-linenumber="1252" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1252

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<pre style="margin: 0;"> <span id="LC1252" class="line" lang="python">                    <span class="c1" style="color: #998; font-style: italic;"># indices are guaranteed different</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1230" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1230

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<td class="new_line diff-line-num" data-linenumber="1253" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1253

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<pre style="margin: 0;"> <span id="LC1253" class="line" lang="python">                    <span class="n" style="color: #333;">simple_heap_push</span><span class="p">(</span><span class="n" style="color: #333;">heap_priorities</span><span class="p">,</span> <span class="n" style="color: #333;">heap_indices</span><span class="p">,</span> <span class="n" style="color: #333;">d</span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1231" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1231

</td>

<td class="new_line diff-line-num" data-linenumber="1254" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1254

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<pre style="margin: 0;"> <span id="LC1254" class="line" lang="python">                    <span class="n" style="color: #333;">heapq</span><span class="p">.</span><span class="n" style="color: #333;">heappush</span><span class="p">(</span><span class="n" style="color: #333;">seed_set</span><span class="p">,</span> <span class="p">(</span><span class="n" style="color: #333;">d</span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span><span class="p">))</span></span>

</pre>

</td>

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<td class="old_line diff-line-num old" data-linenumber="1232" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

1232

</td>

<td class="new_line diff-line-num old" data-linenumber="1255" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#fbe9eb">

<pre style="margin: 0;">-<span id="LC1232" class="line" lang="python">                    <span class="n" style="color: #333;">mark_visited</span><span class="p">(</span><span class="n" style="color: #333;">visited</span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="1233" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1255" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1255

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1255" class="line" lang="python">                    <span class="n" style="color: #333;">mark_visited</span><span class="p">(</span><span class="n" style="color: #333;">visited<span class="idiff left right">_nodes</span></span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1233" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1233

</td>

<td class="new_line diff-line-num" data-linenumber="1256" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1256

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1256" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1234" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1234

</td>

<td class="new_line diff-line-num" data-linenumber="1257" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1257

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<pre style="margin: 0;"> <span id="LC1257" class="line" lang="python">                <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">n_random_samples</span> <span class="o" style="font-weight: 600;">></span> <span class="mi" style="color: #099;">0</span><span class="p">:</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1235" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1235

</td>

<td class="new_line diff-line-num" data-linenumber="1258" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1258

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1258" class="line" lang="python">                    <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">j</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="n" style="color: #333;">n_random_samples</span><span class="p">):</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1236" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1236

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<td class="new_line diff-line-num" data-linenumber="1259" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1259

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<pre style="margin: 0;"> <span id="LC1259" class="line" lang="python">                        <span class="n" style="color: #333;">candidate</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">int32</span><span class="p">(</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1237" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1237

</td>

<td class="new_line diff-line-num" data-linenumber="1260" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1260

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1260" class="line" lang="python">                            <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="nb" style="color: #0086b3;">abs</span><span class="p">(</span><span class="n" style="color: #333;">tau_rand_int</span><span class="p">(</span><span class="n" style="color: #333;">internal_rng_state</span><span class="p">))</span> <span class="o" style="font-weight: 600;">%</span> <span class="n" style="color: #333;">data</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1238" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1238

</td>

<td class="new_line diff-line-num" data-linenumber="1261" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1261

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1261" class="line" lang="python">                        <span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="1239" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

1239

</td>

<td class="new_line diff-line-num old" data-linenumber="1262" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#fbe9eb">

<pre style="margin: 0;">-<span id="LC1239" class="line" lang="python">                        <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">has_been_visited</span><span class="p">(</span><span class="n" style="color: #333;">visited</span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span><span class="p">)</span> <span class="o" style="font-weight: 600;">==</span> <span class="mi" style="color: #099;">0</span><span class="p">:</span></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="1240" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

1240

</td>

<td class="new_line diff-line-num old" data-linenumber="1262" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC1240" class="line" lang="python">                            <span class="n" style="color: #333;">d</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">dist</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">[</span><span class="n" style="color: #333;">candidate</span><span class="p">],</span> <span class="n" style="color: #333;">current_query</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="1241" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1262" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1262

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1262" class="line" lang="python">                        <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">has_been_visited</span><span class="p">(</span><span class="n" style="color: #333;">visited<span class="idiff left right">_nodes</span></span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span><span class="p">)</span> <span class="o" style="font-weight: 600;">==</span> <span class="mi" style="color: #099;">0</span><span class="p">:</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="1241" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1263" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1263

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1263" class="line" lang="python">                            <span class="n" style="color: #333;">d</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">np</span></span><span class="p"><span class="idiff">.</span></span><span class="n" style="color: #333;"><span class="idiff">float32</span></span><span class="p"><span class="idiff">(</span></span><span class="n" style="color: #333;">dist</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">[</span><span class="n" style="color: #333;">candidate</span><span class="p">],</span> <span class="n" style="color: #333;">current_query</span><span class="p">)<span class="idiff right">)</span></span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1241" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1241

</td>

<td class="new_line diff-line-num" data-linenumber="1264" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1264

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1264" class="line" lang="python">                            <span class="n" style="color: #333;">simple_heap_push</span><span class="p">(</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1242" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1242

</td>

<td class="new_line diff-line-num" data-linenumber="1265" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1265

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1265" class="line" lang="python">                                <span class="n" style="color: #333;">heap_priorities</span><span class="p">,</span> <span class="n" style="color: #333;">heap_indices</span><span class="p">,</span> <span class="n" style="color: #333;">d</span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1243" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1243

</td>

<td class="new_line diff-line-num" data-linenumber="1266" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1266

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1266" class="line" lang="python">                            <span class="p">)</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1244" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1244

</td>

<td class="new_line diff-line-num" data-linenumber="1267" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1267

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1267" class="line" lang="python">                            <span class="n" style="color: #333;">heapq</span><span class="p">.</span><span class="n" style="color: #333;">heappush</span><span class="p">(</span><span class="n" style="color: #333;">seed_set</span><span class="p">,</span> <span class="p">(</span><span class="n" style="color: #333;">d</span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span><span class="p">))</span></span>

</pre>

</td>

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<tr class="line_holder old" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num old" data-linenumber="1245" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

1245

</td>

<td class="new_line diff-line-num old" data-linenumber="1268" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

</td>

<td class="line_content old" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#fbe9eb">

<pre style="margin: 0;">-<span id="LC1245" class="line" lang="python">                            <span class="n" style="color: #333;">mark_visited</span><span class="p">(</span><span class="n" style="color: #333;">visited</span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span><span class="p">)</span></span>

</pre>

</td>

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<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="1246" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1268" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1268

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1268" class="line" lang="python">                            <span class="n" style="color: #333;">mark_visited</span><span class="p">(</span><span class="n" style="color: #333;">visited<span class="idiff left right">_nodes</span></span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span><span class="p">)</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1246" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1246

</td>

<td class="new_line diff-line-num" data-linenumber="1269" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1269

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1269" class="line" lang="python"></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1247" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1247

</td>

<td class="new_line diff-line-num" data-linenumber="1270" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1270

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1270" class="line" lang="python">                <span class="c1" style="color: #998; font-style: italic;">############ Search ##############</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1248" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1248

</td>

<td class="new_line diff-line-num" data-linenumber="1271" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1271

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1271" class="line" lang="python">                <span class="n" style="color: #333;">distance_bound</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">distance_scale</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">heap_priorities</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span></span>

</pre>

</td>

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<tr class="line_holder match" id="" style="line-height: 1.6;">

<td class="diff-line-num unfold js-unfold old_line" data-linenumber="1256" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="1279" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -1256,10 +1279,10 @@ class NNDescent(object):</td>

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1256

</td>

<td class="new_line diff-line-num" data-linenumber="1279" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1279

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1279" class="line" lang="python"></span>

</pre>

</td>

</tr>

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<td class="old_line diff-line-num" data-linenumber="1257" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1257

</td>

<td class="new_line diff-line-num" data-linenumber="1280" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1280

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1280" class="line" lang="python">                        <span class="n" style="color: #333;">candidate</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">indices</span><span class="p">[</span><span class="n" style="color: #333;">j</span><span class="p">]</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1258" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1258

</td>

<td class="new_line diff-line-num" data-linenumber="1281" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1281

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1281" class="line" lang="python"></span>

</pre>

</td>

</tr>

<tr class="line_holder old" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num old" data-linenumber="1259" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

1259

</td>

<td class="new_line diff-line-num old" data-linenumber="1282" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

</td>

<td class="line_content old" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#fbe9eb">

<pre style="margin: 0;">-<span id="LC1259" class="line" lang="python">                        <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">has_been_visited</span><span class="p">(</span><span class="n" style="color: #333;">visited</span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span><span class="p">)</span> <span class="o" style="font-weight: 600;">==</span> <span class="mi" style="color: #099;">0</span><span class="p">:</span></span>

</pre>

</td>

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<td class="old_line diff-line-num old" data-linenumber="1260" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

1260

</td>

<td class="new_line diff-line-num old" data-linenumber="1282" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

</td>

<td class="line_content old" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#fbe9eb">

<pre style="margin: 0;">-<span id="LC1260" class="line" lang="python">                            <span class="n" style="color: #333;">mark_visited</span><span class="p">(</span><span class="n" style="color: #333;">visited</span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span><span class="p">)</span></span>

</pre>

</td>

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<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="1261" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1282" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1282

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1282" class="line" lang="python">                        <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">has_been_visited</span><span class="p">(</span><span class="n" style="color: #333;">visited<span class="idiff left right">_nodes</span></span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span><span class="p">)</span> <span class="o" style="font-weight: 600;">==</span> <span class="mi" style="color: #099;">0</span><span class="p">:</span></span>

</pre>

</td>

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<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="1261" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1283" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1283

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1283" class="line" lang="python">                            <span class="n" style="color: #333;">mark_visited</span><span class="p">(</span><span class="n" style="color: #333;">visited<span class="idiff left right">_nodes</span></span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span><span class="p">)</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1261" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1261

</td>

<td class="new_line diff-line-num" data-linenumber="1284" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1284

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1284" class="line" lang="python"></span>

</pre>

</td>

</tr>

<tr class="line_holder old" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num old" data-linenumber="1262" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

1262

</td>

<td class="new_line diff-line-num old" data-linenumber="1285" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

</td>

<td class="line_content old" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#fbe9eb">

<pre style="margin: 0;">-<span id="LC1262" class="line" lang="python">                            <span class="n" style="color: #333;">d</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">dist</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">[</span><span class="n" style="color: #333;">candidate</span><span class="p">],</span> <span class="n" style="color: #333;">current_query</span><span class="p">)</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="1263" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1285" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1285

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1285" class="line" lang="python">                            <span class="n" style="color: #333;">d</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">np</span></span><span class="p"><span class="idiff">.</span></span><span class="n" style="color: #333;"><span class="idiff">float32</span></span><span class="p"><span class="idiff">(</span></span><span class="n" style="color: #333;">dist</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">[</span><span class="n" style="color: #333;">candidate</span><span class="p">],</span> <span class="n" style="color: #333;">current_query</span><span class="p">)<span class="idiff right">)</span></span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1263" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1263

</td>

<td class="new_line diff-line-num" data-linenumber="1286" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1286

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1286" class="line" lang="python"></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1264" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1264

</td>

<td class="new_line diff-line-num" data-linenumber="1287" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1287

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1287" class="line" lang="python">                            <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">d</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">distance_bound</span><span class="p">:</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1265" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1265

</td>

<td class="new_line diff-line-num" data-linenumber="1288" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1288

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1288" class="line" lang="python">                                <span class="n" style="color: #333;">simple_heap_push</span><span class="p">(</span></span>

</pre>

</td>

</tr>

<tr class="line_holder match" id="" style="line-height: 1.6;">

<td class="diff-line-num unfold js-unfold old_line" data-linenumber="1332" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="1355" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -1332,6 +1355,7 @@ class NNDescent(object):</td>

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<td class="old_line diff-line-num" data-linenumber="1332" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1332

</td>

<td class="new_line diff-line-num" data-linenumber="1355" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1355

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<pre style="margin: 0;"> <span id="LC1355" class="line" lang="python">        <span class="n" style="color: #333;">indices</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">_search_graph</span><span class="p">.</span><span class="n" style="color: #333;">indices</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1333" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1333

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<td class="new_line diff-line-num" data-linenumber="1356" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1356

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1356" class="line" lang="python">        <span class="n" style="color: #333;">dist</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">_distance_func</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1334" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1334

</td>

<td class="new_line diff-line-num" data-linenumber="1357" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1357

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1357" class="line" lang="python">        <span class="n" style="color: #333;">n_neighbors</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">n_neighbors</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="1335" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1358" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1358

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1358" class="line" lang="python">        <span class="n" style="color: #333;">parallel_search</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">parallel_batch_queries</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1335" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1335

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<td class="new_line diff-line-num" data-linenumber="1359" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1359

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<pre style="margin: 0;"> <span id="LC1359" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1336" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1336

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<td class="new_line diff-line-num" data-linenumber="1360" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1360

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<pre style="margin: 0;"> <span id="LC1360" class="line" lang="python">        <span class="o" style="font-weight: 600;">@</span><span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">njit</span><span class="p">(</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1337" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1337

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<td class="new_line diff-line-num" data-linenumber="1361" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1361

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<pre style="margin: 0;"> <span id="LC1361" class="line" lang="python">            <span class="n" style="color: #333;">fastmath</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">,</span></span>

</pre>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="1350" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="1374" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -1350,6 +1374,7 @@ class NNDescent(object):</td>

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<td class="old_line diff-line-num" data-linenumber="1350" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1350

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<td class="new_line diff-line-num" data-linenumber="1374" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1374

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<pre style="margin: 0;"> <span id="LC1374" class="line" lang="python">                <span class="s" style="color: #d14;">"distance_scale"</span><span class="p">:</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">float32</span><span class="p">,</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1351" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1351

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<td class="new_line diff-line-num" data-linenumber="1375" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1375

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<pre style="margin: 0;"> <span id="LC1375" class="line" lang="python">                <span class="s" style="color: #d14;">"seed_scale"</span><span class="p">:</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">float32</span><span class="p">,</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1352" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1352

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<td class="new_line diff-line-num" data-linenumber="1376" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1376

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<pre style="margin: 0;"> <span id="LC1376" class="line" lang="python">            <span class="p">},</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="1353" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="1377" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1377

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<pre style="margin: 0;">+<span id="LC1377" class="line" lang="python">            <span class="n" style="color: #333;">parallel</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">parallel_batch_queries</span><span class="p">,</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1353" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1353

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<td class="new_line diff-line-num" data-linenumber="1378" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1378

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<pre style="margin: 0;"> <span id="LC1378" class="line" lang="python">        <span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1354" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1354

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<td class="new_line diff-line-num" data-linenumber="1379" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1379

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<pre style="margin: 0;"> <span id="LC1379" class="line" lang="python">        <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">search_closure</span><span class="p">(</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1355" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1355

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<td class="new_line diff-line-num" data-linenumber="1380" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1380

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<pre style="margin: 0;"> <span id="LC1380" class="line" lang="python">            <span class="n" style="color: #333;">query_inds</span><span class="p">,</span> <span class="n" style="color: #333;">query_indptr</span><span class="p">,</span> <span class="n" style="color: #333;">query_data</span><span class="p">,</span> <span class="n" style="color: #333;">k</span><span class="p">,</span> <span class="n" style="color: #333;">epsilon</span><span class="p">,</span> <span class="n" style="color: #333;">visited</span><span class="p">,</span> <span class="n" style="color: #333;">rng_state</span></span>

</pre>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="1361" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="1386" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -1361,8 +1386,13 @@ class NNDescent(object):</td>

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<td class="old_line diff-line-num" data-linenumber="1361" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1361

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<td class="new_line diff-line-num" data-linenumber="1386" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1386

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<pre style="margin: 0;"> <span id="LC1386" class="line" lang="python">            <span class="n" style="color: #333;">distance_scale</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">1.0</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">epsilon</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1362" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1362

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<td class="new_line diff-line-num" data-linenumber="1387" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1387

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1387" class="line" lang="python">            <span class="n" style="color: #333;">internal_rng_state</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">copy</span><span class="p">(</span><span class="n" style="color: #333;">rng_state</span><span class="p">)</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1363" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1363

</td>

<td class="new_line diff-line-num" data-linenumber="1388" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1388

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1388" class="line" lang="python"></span>

</pre>

</td>

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<td class="old_line diff-line-num old" data-linenumber="1364" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

1364

</td>

<td class="new_line diff-line-num old" data-linenumber="1389" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#fbe9eb">

<pre style="margin: 0;">-<span id="LC1364" class="line" lang="python">            <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="n" style="color: #333;">n_query_points</span><span class="p">):</span></span>

</pre>

</td>

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<td class="old_line diff-line-num old" data-linenumber="1365" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

1365

</td>

<td class="new_line diff-line-num old" data-linenumber="1389" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

</td>

<td class="line_content old" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#fbe9eb">

<pre style="margin: 0;">-<span id="LC1365" class="line" lang="python">                <span class="n" style="color: #333;">visited</span><span class="p">[:]</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="1366" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1389" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1389

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1389" class="line" lang="python">            <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">prange</span><span class="p">(</span><span class="n" style="color: #333;">n_query_points</span><span class="p">):</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="1366" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1390" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1390

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<pre style="margin: 0;">+<span id="LC1390" class="line" lang="python">                <span class="c1" style="color: #998; font-style: italic;"># Avoid races on visited if parallel</span></span>

</pre>

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</td>

<td class="new_line diff-line-num new" data-linenumber="1391" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1391

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<pre style="margin: 0;">+<span id="LC1391" class="line" lang="python">                <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">parallel_search</span><span class="p">:</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="1366" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1392" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1392

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<pre style="margin: 0;">+<span id="LC1392" class="line" lang="python">                    <span class="n" style="color: #333;">visited_nodes</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">zeros_like</span><span class="p">(</span><span class="n" style="color: #333;">visited</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="1366" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1393" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1393

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<pre style="margin: 0;">+<span id="LC1393" class="line" lang="python">                <span class="k" style="font-weight: 600;">else</span><span class="p">:</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="1366" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1394" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1394

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<pre style="margin: 0;">+<span id="LC1394" class="line" lang="python">                    <span class="n" style="color: #333;">visited_nodes</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">visited</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="1366" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1395" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1395

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<pre style="margin: 0;">+<span id="LC1395" class="line" lang="python">                    <span class="n" style="color: #333;">visited_nodes</span><span class="p">[:]</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1366" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1366

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<td class="new_line diff-line-num" data-linenumber="1396" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1396

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<pre style="margin: 0;"> <span id="LC1396" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1367" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1367

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<td class="new_line diff-line-num" data-linenumber="1397" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1397

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<pre style="margin: 0;"> <span id="LC1397" class="line" lang="python">                <span class="n" style="color: #333;">current_query_inds</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">query_inds</span><span class="p">[</span><span class="n" style="color: #333;">query_indptr</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="p">:</span> <span class="n" style="color: #333;">query_indptr</span><span class="p">[</span><span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">+</span> <span class="mi" style="color: #099;">1</span><span class="p">]]</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1368" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1368

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<td class="new_line diff-line-num" data-linenumber="1398" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1398

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<pre style="margin: 0;"> <span id="LC1398" class="line" lang="python">                <span class="n" style="color: #333;">current_query_data</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">query_data</span><span class="p">[</span><span class="n" style="color: #333;">query_indptr</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="p">:</span> <span class="n" style="color: #333;">query_indptr</span><span class="p">[</span><span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">+</span> <span class="mi" style="color: #099;">1</span><span class="p">]]</span></span>

</pre>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="1398" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="1428" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -1398,20 +1428,20 @@ class NNDescent(object):</td>

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1398

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<td class="new_line diff-line-num" data-linenumber="1428" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1428

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<pre style="margin: 0;"> <span id="LC1428" class="line" lang="python">                        <span class="n" style="color: #333;">data_indptr</span><span class="p">[</span><span class="n" style="color: #333;">candidate</span><span class="p">]</span> <span class="p">:</span> <span class="n" style="color: #333;">data_indptr</span><span class="p">[</span><span class="n" style="color: #333;">candidate</span> <span class="o" style="font-weight: 600;">+</span> <span class="mi" style="color: #099;">1</span><span class="p">]</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1399" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1399

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<td class="new_line diff-line-num" data-linenumber="1429" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1429

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<pre style="margin: 0;"> <span id="LC1429" class="line" lang="python">                    <span class="p">]</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1400" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1400

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<td class="new_line diff-line-num" data-linenumber="1430" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1430

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1430" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="1401" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

1401

</td>

<td class="new_line diff-line-num old" data-linenumber="1431" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC1401" class="line" lang="python">                    <span class="n" style="color: #333;">d</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">dist</span><span class="p">(</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="1402" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1431" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1431

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1431" class="line" lang="python">                    <span class="n" style="color: #333;">d</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">np</span></span><span class="p"><span class="idiff">.</span></span><span class="n" style="color: #333;"><span class="idiff">float32</span></span><span class="p"><span class="idiff right">(</span></span><span class="n" style="color: #333;">dist</span><span class="p">(</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1402" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1402

</td>

<td class="new_line diff-line-num" data-linenumber="1432" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1432

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<pre style="margin: 0;"> <span id="LC1432" class="line" lang="python">                        <span class="n" style="color: #333;">from_inds</span><span class="p">,</span> <span class="n" style="color: #333;">from_data</span><span class="p">,</span> <span class="n" style="color: #333;">current_query_inds</span><span class="p">,</span> <span class="n" style="color: #333;">current_query_data</span></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="1403" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

1403

</td>

<td class="new_line diff-line-num old" data-linenumber="1433" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC1403" class="line" lang="python">                    <span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="1404" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1433" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1433

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1433" class="line" lang="python">                    <span class="p">)<span class="idiff left right">)</span></span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1404" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1404

</td>

<td class="new_line diff-line-num" data-linenumber="1434" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1434

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<pre style="margin: 0;"> <span id="LC1434" class="line" lang="python">                    <span class="c1" style="color: #998; font-style: italic;"># indices are guaranteed different</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1405" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1405

</td>

<td class="new_line diff-line-num" data-linenumber="1435" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1435

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1435" class="line" lang="python">                    <span class="n" style="color: #333;">simple_heap_push</span><span class="p">(</span><span class="n" style="color: #333;">heap_priorities</span><span class="p">,</span> <span class="n" style="color: #333;">heap_indices</span><span class="p">,</span> <span class="n" style="color: #333;">d</span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span><span class="p">)</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1406" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1406

</td>

<td class="new_line diff-line-num" data-linenumber="1436" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1436

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1436" class="line" lang="python">                    <span class="n" style="color: #333;">heapq</span><span class="p">.</span><span class="n" style="color: #333;">heappush</span><span class="p">(</span><span class="n" style="color: #333;">seed_set</span><span class="p">,</span> <span class="p">(</span><span class="n" style="color: #333;">d</span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span><span class="p">))</span></span>

</pre>

</td>

</tr>

<tr class="line_holder old" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num old" data-linenumber="1407" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

1407

</td>

<td class="new_line diff-line-num old" data-linenumber="1437" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

</td>

<td class="line_content old" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#fbe9eb">

<pre style="margin: 0;">-<span id="LC1407" class="line" lang="python">                    <span class="n" style="color: #333;">mark_visited</span><span class="p">(</span><span class="n" style="color: #333;">visited</span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span><span class="p">)</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="1408" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1437" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1437

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1437" class="line" lang="python">                    <span class="n" style="color: #333;">mark_visited</span><span class="p">(</span><span class="n" style="color: #333;">visited<span class="idiff left right">_nodes</span></span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span><span class="p">)</span></span>

</pre>

</td>

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<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1408" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1408

</td>

<td class="new_line diff-line-num" data-linenumber="1438" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1438

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1438" class="line" lang="python"></span>

</pre>

</td>

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<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1409" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1409

</td>

<td class="new_line diff-line-num" data-linenumber="1439" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1439

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1439" class="line" lang="python">                <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">n_random_samples</span> <span class="o" style="font-weight: 600;">></span> <span class="mi" style="color: #099;">0</span><span class="p">:</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1410" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1410

</td>

<td class="new_line diff-line-num" data-linenumber="1440" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1440

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1440" class="line" lang="python">                    <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">j</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="n" style="color: #333;">n_random_samples</span><span class="p">):</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1411" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1411

</td>

<td class="new_line diff-line-num" data-linenumber="1441" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1441

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1441" class="line" lang="python">                        <span class="n" style="color: #333;">candidate</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">int32</span><span class="p">(</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1412" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1412

</td>

<td class="new_line diff-line-num" data-linenumber="1442" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1442

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1442" class="line" lang="python">                            <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="nb" style="color: #0086b3;">abs</span><span class="p">(</span><span class="n" style="color: #333;">tau_rand_int</span><span class="p">(</span><span class="n" style="color: #333;">internal_rng_state</span><span class="p">))</span> <span class="o" style="font-weight: 600;">%</span> <span class="n" style="color: #333;">n_index_points</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1413" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1413

</td>

<td class="new_line diff-line-num" data-linenumber="1443" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1443

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1443" class="line" lang="python">                        <span class="p">)</span></span>

</pre>

</td>

</tr>

<tr class="line_holder old" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num old" data-linenumber="1414" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

1414

</td>

<td class="new_line diff-line-num old" data-linenumber="1444" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

</td>

<td class="line_content old" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#fbe9eb">

<pre style="margin: 0;">-<span id="LC1414" class="line" lang="python">                        <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">has_been_visited</span><span class="p">(</span><span class="n" style="color: #333;">visited</span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span><span class="p">)</span> <span class="o" style="font-weight: 600;">==</span> <span class="mi" style="color: #099;">0</span><span class="p">:</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="1415" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1444" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1444

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1444" class="line" lang="python">                        <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">has_been_visited</span><span class="p">(</span><span class="n" style="color: #333;">visited<span class="idiff left right">_nodes</span></span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span><span class="p">)</span> <span class="o" style="font-weight: 600;">==</span> <span class="mi" style="color: #099;">0</span><span class="p">:</span></span>

</pre>

</td>

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<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1415" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1415

</td>

<td class="new_line diff-line-num" data-linenumber="1445" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1445

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1445" class="line" lang="python">                            <span class="n" style="color: #333;">from_inds</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">data_inds</span><span class="p">[</span></span>

</pre>

</td>

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<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1416" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1416

</td>

<td class="new_line diff-line-num" data-linenumber="1446" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1446

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1446" class="line" lang="python">                                <span class="n" style="color: #333;">data_indptr</span><span class="p">[</span><span class="n" style="color: #333;">candidate</span><span class="p">]</span> <span class="p">:</span> <span class="n" style="color: #333;">data_indptr</span><span class="p">[</span><span class="n" style="color: #333;">candidate</span> <span class="o" style="font-weight: 600;">+</span> <span class="mi" style="color: #099;">1</span><span class="p">]</span></span>

</pre>

</td>

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<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1417" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1417

</td>

<td class="new_line diff-line-num" data-linenumber="1447" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1447

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1447" class="line" lang="python">                            <span class="p">]</span></span>

</pre>

</td>

</tr>

<tr class="line_holder match" id="" style="line-height: 1.6;">

<td class="diff-line-num unfold js-unfold old_line" data-linenumber="1419" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="1449" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -1419,18 +1449,18 @@ class NNDescent(object):</td>

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<td class="old_line diff-line-num" data-linenumber="1419" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1419

</td>

<td class="new_line diff-line-num" data-linenumber="1449" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1449

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1449" class="line" lang="python">                                <span class="n" style="color: #333;">data_indptr</span><span class="p">[</span><span class="n" style="color: #333;">candidate</span><span class="p">]</span> <span class="p">:</span> <span class="n" style="color: #333;">data_indptr</span><span class="p">[</span><span class="n" style="color: #333;">candidate</span> <span class="o" style="font-weight: 600;">+</span> <span class="mi" style="color: #099;">1</span><span class="p">]</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1420" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1420

</td>

<td class="new_line diff-line-num" data-linenumber="1450" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1450

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1450" class="line" lang="python">                            <span class="p">]</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1421" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1421

</td>

<td class="new_line diff-line-num" data-linenumber="1451" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1451

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1451" class="line" lang="python"></span>

</pre>

</td>

</tr>

<tr class="line_holder old" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num old" data-linenumber="1422" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

1422

</td>

<td class="new_line diff-line-num old" data-linenumber="1452" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

</td>

<td class="line_content old" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#fbe9eb">

<pre style="margin: 0;">-<span id="LC1422" class="line" lang="python">                            <span class="n" style="color: #333;">d</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">dist</span><span class="p">(</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="1423" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1452" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1452

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1452" class="line" lang="python">                            <span class="n" style="color: #333;">d</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">np</span></span><span class="p"><span class="idiff">.</span></span><span class="n" style="color: #333;"><span class="idiff">float32</span></span><span class="p"><span class="idiff right">(</span></span><span class="n" style="color: #333;">dist</span><span class="p">(</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1423" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1423

</td>

<td class="new_line diff-line-num" data-linenumber="1453" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1453

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1453" class="line" lang="python">                                <span class="n" style="color: #333;">from_inds</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1424" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1424

</td>

<td class="new_line diff-line-num" data-linenumber="1454" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1454

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1454" class="line" lang="python">                                <span class="n" style="color: #333;">from_data</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1425" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1425

</td>

<td class="new_line diff-line-num" data-linenumber="1455" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1455

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1455" class="line" lang="python">                                <span class="n" style="color: #333;">current_query_inds</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1426" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1426

</td>

<td class="new_line diff-line-num" data-linenumber="1456" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1456

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1456" class="line" lang="python">                                <span class="n" style="color: #333;">current_query_data</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder old" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num old" data-linenumber="1427" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

1427

</td>

<td class="new_line diff-line-num old" data-linenumber="1457" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

</td>

<td class="line_content old" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#fbe9eb">

<pre style="margin: 0;">-<span id="LC1427" class="line" lang="python">                            <span class="p">)</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="1428" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1457" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1457

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1457" class="line" lang="python">                            <span class="p">)<span class="idiff left right">)</span></span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1428" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1428

</td>

<td class="new_line diff-line-num" data-linenumber="1458" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1458

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1458" class="line" lang="python"></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1429" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1429

</td>

<td class="new_line diff-line-num" data-linenumber="1459" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1459

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1459" class="line" lang="python">                            <span class="n" style="color: #333;">simple_heap_push</span><span class="p">(</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1430" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1430

</td>

<td class="new_line diff-line-num" data-linenumber="1460" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1460

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1460" class="line" lang="python">                                <span class="n" style="color: #333;">heap_priorities</span><span class="p">,</span> <span class="n" style="color: #333;">heap_indices</span><span class="p">,</span> <span class="n" style="color: #333;">d</span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1431" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1431

</td>

<td class="new_line diff-line-num" data-linenumber="1461" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1461

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1461" class="line" lang="python">                            <span class="p">)</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1432" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1432

</td>

<td class="new_line diff-line-num" data-linenumber="1462" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1462

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1462" class="line" lang="python">                            <span class="n" style="color: #333;">heapq</span><span class="p">.</span><span class="n" style="color: #333;">heappush</span><span class="p">(</span><span class="n" style="color: #333;">seed_set</span><span class="p">,</span> <span class="p">(</span><span class="n" style="color: #333;">d</span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span><span class="p">))</span></span>

</pre>

</td>

</tr>

<tr class="line_holder old" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num old" data-linenumber="1433" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

1433

</td>

<td class="new_line diff-line-num old" data-linenumber="1463" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

</td>

<td class="line_content old" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#fbe9eb">

<pre style="margin: 0;">-<span id="LC1433" class="line" lang="python">                            <span class="n" style="color: #333;">mark_visited</span><span class="p">(</span><span class="n" style="color: #333;">visited</span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span><span class="p">)</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="1434" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1463" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1463

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1463" class="line" lang="python">                            <span class="n" style="color: #333;">mark_visited</span><span class="p">(</span><span class="n" style="color: #333;">visited<span class="idiff left right">_nodes</span></span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span><span class="p">)</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1434" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1434

</td>

<td class="new_line diff-line-num" data-linenumber="1464" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1464

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1464" class="line" lang="python"></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1435" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1435

</td>

<td class="new_line diff-line-num" data-linenumber="1465" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1465

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1465" class="line" lang="python">                <span class="c1" style="color: #998; font-style: italic;">############ Search ##############</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1436" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1436

</td>

<td class="new_line diff-line-num" data-linenumber="1466" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1466

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1466" class="line" lang="python">                <span class="n" style="color: #333;">distance_bound</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">distance_scale</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">heap_priorities</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="1444" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="1474" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -1444,8 +1474,8 @@ class NNDescent(object):</td>

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<td class="old_line diff-line-num" data-linenumber="1444" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1444

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<td class="new_line diff-line-num" data-linenumber="1474" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1474

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<pre style="margin: 0;"> <span id="LC1474" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1445" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1445

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<td class="new_line diff-line-num" data-linenumber="1475" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1475

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<pre style="margin: 0;"> <span id="LC1475" class="line" lang="python">                        <span class="n" style="color: #333;">candidate</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">indices</span><span class="p">[</span><span class="n" style="color: #333;">j</span><span class="p">]</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1446" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1446

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<td class="new_line diff-line-num" data-linenumber="1476" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1476

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<pre style="margin: 0;"> <span id="LC1476" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="1447" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

1447

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<td class="new_line diff-line-num old" data-linenumber="1477" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC1447" class="line" lang="python">                        <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">has_been_visited</span><span class="p">(</span><span class="n" style="color: #333;">visited</span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span><span class="p">)</span> <span class="o" style="font-weight: 600;">==</span> <span class="mi" style="color: #099;">0</span><span class="p">:</span></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="1448" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

1448

</td>

<td class="new_line diff-line-num old" data-linenumber="1477" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC1448" class="line" lang="python">                            <span class="n" style="color: #333;">mark_visited</span><span class="p">(</span><span class="n" style="color: #333;">visited</span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="1449" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1477" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1477

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<pre style="margin: 0;">+<span id="LC1477" class="line" lang="python">                        <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">has_been_visited</span><span class="p">(</span><span class="n" style="color: #333;">visited<span class="idiff left right">_nodes</span></span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span><span class="p">)</span> <span class="o" style="font-weight: 600;">==</span> <span class="mi" style="color: #099;">0</span><span class="p">:</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="1449" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1478" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1478

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<pre style="margin: 0;">+<span id="LC1478" class="line" lang="python">                            <span class="n" style="color: #333;">mark_visited</span><span class="p">(</span><span class="n" style="color: #333;">visited<span class="idiff left right">_nodes</span></span><span class="p">,</span> <span class="n" style="color: #333;">candidate</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1449" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1449

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<td class="new_line diff-line-num" data-linenumber="1479" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1479

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1479" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1450" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1450

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<td class="new_line diff-line-num" data-linenumber="1480" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1480

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<pre style="margin: 0;"> <span id="LC1480" class="line" lang="python">                            <span class="n" style="color: #333;">from_inds</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">data_inds</span><span class="p">[</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1451" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1451

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<td class="new_line diff-line-num" data-linenumber="1481" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1481

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<pre style="margin: 0;"> <span id="LC1481" class="line" lang="python">                                <span class="n" style="color: #333;">data_indptr</span><span class="p">[</span><span class="n" style="color: #333;">candidate</span><span class="p">]</span> <span class="p">:</span> <span class="n" style="color: #333;">data_indptr</span><span class="p">[</span><span class="n" style="color: #333;">candidate</span> <span class="o" style="font-weight: 600;">+</span> <span class="mi" style="color: #099;">1</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="1454" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="1484" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -1454,12 +1484,12 @@ class NNDescent(object):</td>

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<td class="old_line diff-line-num" data-linenumber="1454" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1454

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<td class="new_line diff-line-num" data-linenumber="1484" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1484

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<pre style="margin: 0;"> <span id="LC1484" class="line" lang="python">                                <span class="n" style="color: #333;">data_indptr</span><span class="p">[</span><span class="n" style="color: #333;">candidate</span><span class="p">]</span> <span class="p">:</span> <span class="n" style="color: #333;">data_indptr</span><span class="p">[</span><span class="n" style="color: #333;">candidate</span> <span class="o" style="font-weight: 600;">+</span> <span class="mi" style="color: #099;">1</span><span class="p">]</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1455" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1455

</td>

<td class="new_line diff-line-num" data-linenumber="1485" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1485

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1485" class="line" lang="python">                            <span class="p">]</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1456" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1456

</td>

<td class="new_line diff-line-num" data-linenumber="1486" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1486

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1486" class="line" lang="python"></span>

</pre>

</td>

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<td class="old_line diff-line-num old" data-linenumber="1457" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

1457

</td>

<td class="new_line diff-line-num old" data-linenumber="1487" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

</td>

<td class="line_content old" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#fbe9eb">

<pre style="margin: 0;">-<span id="LC1457" class="line" lang="python">                            <span class="n" style="color: #333;">d</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">dist</span><span class="p">(</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="1458" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1487" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1487

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1487" class="line" lang="python">                            <span class="n" style="color: #333;">d</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">np</span></span><span class="p"><span class="idiff">.</span></span><span class="n" style="color: #333;"><span class="idiff">float32</span></span><span class="p"><span class="idiff right">(</span></span><span class="n" style="color: #333;">dist</span><span class="p">(</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1458" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1458

</td>

<td class="new_line diff-line-num" data-linenumber="1488" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1488

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1488" class="line" lang="python">                                <span class="n" style="color: #333;">from_inds</span><span class="p">,</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1459" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1459

</td>

<td class="new_line diff-line-num" data-linenumber="1489" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1489

</td>

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<pre style="margin: 0;"> <span id="LC1489" class="line" lang="python">                                <span class="n" style="color: #333;">from_data</span><span class="p">,</span></span>

</pre>

</td>

</tr>

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<td class="old_line diff-line-num" data-linenumber="1460" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1460

</td>

<td class="new_line diff-line-num" data-linenumber="1490" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1490

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1490" class="line" lang="python">                                <span class="n" style="color: #333;">current_query_inds</span><span class="p">,</span></span>

</pre>

</td>

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<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1461" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1461

</td>

<td class="new_line diff-line-num" data-linenumber="1491" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1491

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1491" class="line" lang="python">                                <span class="n" style="color: #333;">current_query_data</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder old" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num old" data-linenumber="1462" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

1462

</td>

<td class="new_line diff-line-num old" data-linenumber="1492" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

</td>

<td class="line_content old" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#fbe9eb">

<pre style="margin: 0;">-<span id="LC1462" class="line" lang="python">                            <span class="p">)</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="1463" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1492" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1492

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1492" class="line" lang="python">                            <span class="p">)<span class="idiff left right">)</span></span></span>

</pre>

</td>

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<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1463" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1463

</td>

<td class="new_line diff-line-num" data-linenumber="1493" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1493

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1493" class="line" lang="python"></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1464" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1464

</td>

<td class="new_line diff-line-num" data-linenumber="1494" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1494

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<pre style="margin: 0;"> <span id="LC1494" class="line" lang="python">                            <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">d</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">distance_bound</span><span class="p">:</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1465" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1465

</td>

<td class="new_line diff-line-num" data-linenumber="1495" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1495

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1495" class="line" lang="python">                                <span class="n" style="color: #333;">simple_heap_push</span><span class="p">(</span></span>

</pre>

</td>

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<tr class="line_holder match" id="" style="line-height: 1.6;">

<td class="diff-line-num unfold js-unfold old_line" data-linenumber="1604" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="1634" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -1604,6 +1634,9 @@ class NNDescent(object):</td>

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<td class="old_line diff-line-num" data-linenumber="1604" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1604

</td>

<td class="new_line diff-line-num" data-linenumber="1634" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1634

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<pre style="margin: 0;"> <span id="LC1634" class="line" lang="python">        <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">indices</span><span class="p">,</span> <span class="n" style="color: #333;">dists</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1605" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1605

</td>

<td class="new_line diff-line-num" data-linenumber="1635" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1635

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1635" class="line" lang="python"></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1606" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1606

</td>

<td class="new_line diff-line-num" data-linenumber="1636" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1636

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1636" class="line" lang="python">    <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">update</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">X</span><span class="p">):</span></span>

</pre>

</td>

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<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="1607" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1637" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1637

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1637" class="line" lang="python">        <span class="k" style="font-weight: 600;">if</span> <span class="ow" style="font-weight: 600;">not</span> <span class="nb" style="color: #0086b3;">hasattr</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="s" style="color: #d14;">"_search_graph"</span><span class="p">):</span></span>

</pre>

</td>

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<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="1607" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1638" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1638

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1638" class="line" lang="python">            <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">_init_search_graph</span><span class="p">()</span></span>

</pre>

</td>

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<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="1607" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1639" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1639

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1639" class="line" lang="python"></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1607" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1607

</td>

<td class="new_line diff-line-num" data-linenumber="1640" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1640

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1640" class="line" lang="python">        <span class="n" style="color: #333;">current_random_state</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">check_random_state</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">random_state</span><span class="p">)</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1608" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1608

</td>

<td class="new_line diff-line-num" data-linenumber="1641" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1641

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1641" class="line" lang="python">        <span class="n" style="color: #333;">rng_state</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">current_random_state</span><span class="p">.</span><span class="n" style="color: #333;">randint</span><span class="p">(</span><span class="n" style="color: #333;">INT32_MIN</span><span class="p">,</span> <span class="n" style="color: #333;">INT32_MAX</span><span class="p">,</span> <span class="mi" style="color: #099;">3</span><span class="p">).</span><span class="n" style="color: #333;">astype</span><span class="p">(</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1609" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1609

</td>

<td class="new_line diff-line-num" data-linenumber="1642" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1642

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1642" class="line" lang="python">            <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">int64</span></span>

</pre>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="1705" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="1738" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -1705,6 +1738,8 @@ class PyNNDescentTransformer(BaseEstimator, TransformerMixin):</td>

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<td class="old_line diff-line-num" data-linenumber="1705" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1705

</td>

<td class="new_line diff-line-num" data-linenumber="1738" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1738

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1738" class="line" lang="python"><span class="s" style="color: #d14;">            * sokalmichener</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1706" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1706

</td>

<td class="new_line diff-line-num" data-linenumber="1739" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1739

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1739" class="line" lang="python"><span class="s" style="color: #d14;">            * sokalsneath</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1707" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1707

</td>

<td class="new_line diff-line-num" data-linenumber="1740" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1740

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1740" class="line" lang="python"><span class="s" style="color: #d14;">            * yule</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="1708" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1741" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1741

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1741" class="line" lang="python"><span class="s" style="color: #d14;">            * hellinger</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="1708" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1742" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1742

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1742" class="line" lang="python"><span class="s" style="color: #d14;">            * wasserstein-1d</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1708" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1708

</td>

<td class="new_line diff-line-num" data-linenumber="1743" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1743

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1743" class="line" lang="python"><span class="s" style="color: #d14;">        Metrics that take arguments (such as minkowski, mahalanobis etc.)</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1709" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1709

</td>

<td class="new_line diff-line-num" data-linenumber="1744" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1744

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1744" class="line" lang="python"><span class="s" style="color: #d14;">        can have arguments passed via the metric_kwds dictionary. At this</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1710" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1710

</td>

<td class="new_line diff-line-num" data-linenumber="1745" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1745

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1745" class="line" lang="python"><span class="s" style="color: #d14;">        time care must be taken and dictionary elements must be ordered</span></span>

</pre>

</td>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="1794" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="1829" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -1794,6 +1829,11 @@ class PyNNDescentTransformer(BaseEstimator, TransformerMixin):</td>

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<td class="old_line diff-line-num" data-linenumber="1794" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1794

</td>

<td class="new_line diff-line-num" data-linenumber="1829" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1829

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<pre style="margin: 0;"> <span id="LC1829" class="line" lang="python"><span class="s" style="color: #d14;">        and less accurate searching. Don't tweak this value unless you know</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1795" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1795

</td>

<td class="new_line diff-line-num" data-linenumber="1830" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1830

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1830" class="line" lang="python"><span class="s" style="color: #d14;">        what you're doing.</span></span>

</pre>

</td>

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<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1796" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1796

</td>

<td class="new_line diff-line-num" data-linenumber="1831" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1831

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1831" class="line" lang="python"></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="1797" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1832" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1832

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<pre style="margin: 0;">+<span id="LC1832" class="line" lang="python"><span class="s" style="color: #d14;">    parallel_batch_queries: bool (optional, default=False)</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="1797" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1833" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1833

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1833" class="line" lang="python"><span class="s" style="color: #d14;">        Whether to use parallelism of batched queries. This can be useful for large</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="1797" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1834" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1834

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1834" class="line" lang="python"><span class="s" style="color: #d14;">        batches of queries on multicore machines, but results in performance degradation</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="1797" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1835" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1835

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1835" class="line" lang="python"><span class="s" style="color: #d14;">        for single queries, so is poor for streaming use.</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="1797" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1836" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1836

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1836" class="line" lang="python"></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1797" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1797

</td>

<td class="new_line diff-line-num" data-linenumber="1837" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1837

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<pre style="margin: 0;"> <span id="LC1837" class="line" lang="python"><span class="s" style="color: #d14;">    verbose: bool (optional, default=False)</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1798" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1798

</td>

<td class="new_line diff-line-num" data-linenumber="1838" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1838

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1838" class="line" lang="python"><span class="s" style="color: #d14;">        Whether to print status graph_data during the computation.</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1799" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1799

</td>

<td class="new_line diff-line-num" data-linenumber="1839" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1839

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1839" class="line" lang="python"></span>

</pre>

</td>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="1825" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="1865" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -1825,6 +1865,7 @@ class PyNNDescentTransformer(BaseEstimator, TransformerMixin):</td>

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<td class="old_line diff-line-num" data-linenumber="1825" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1825

</td>

<td class="new_line diff-line-num" data-linenumber="1865" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1865

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1865" class="line" lang="python">        <span class="n" style="color: #333;">max_candidates</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">None</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1826" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1826

</td>

<td class="new_line diff-line-num" data-linenumber="1866" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1866

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1866" class="line" lang="python">        <span class="n" style="color: #333;">n_iters</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">None</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1827" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1827

</td>

<td class="new_line diff-line-num" data-linenumber="1867" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1867

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1867" class="line" lang="python">        <span class="n" style="color: #333;">early_termination_value</span><span class="o" style="font-weight: 600;">=</span><span class="mf" style="color: #099;">0.001</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="1828" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1868" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1868

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1868" class="line" lang="python">        <span class="n" style="color: #333;">parallel_batch_queries</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">False</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1828" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1828

</td>

<td class="new_line diff-line-num" data-linenumber="1869" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1869

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1869" class="line" lang="python">        <span class="n" style="color: #333;">verbose</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">False</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="1829" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1829

</td>

<td class="new_line diff-line-num" data-linenumber="1870" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1870

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1870" class="line" lang="python">    <span class="p">):</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1830" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1830

</td>

<td class="new_line diff-line-num" data-linenumber="1871" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1871

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1871" class="line" lang="python"></span>

</pre>

</td>

</tr>

<tr class="line_holder match" id="" style="line-height: 1.6;">

<td class="diff-line-num unfold js-unfold old_line" data-linenumber="1844" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="1885" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -1844,6 +1885,7 @@ class PyNNDescentTransformer(BaseEstimator, TransformerMixin):</td>

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<td class="old_line diff-line-num" data-linenumber="1844" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1844

</td>

<td class="new_line diff-line-num" data-linenumber="1885" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1885

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1885" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">n_iters</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">n_iters</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1845" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1845

</td>

<td class="new_line diff-line-num" data-linenumber="1886" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1886

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1886" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">early_termination_value</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">early_termination_value</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1846" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1846

</td>

<td class="new_line diff-line-num" data-linenumber="1887" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1887

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1887" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">n_jobs</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">n_jobs</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="1847" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1888" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1888

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1888" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">parallel_batch_queries</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">parallel_batch_queries</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1847" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1847

</td>

<td class="new_line diff-line-num" data-linenumber="1889" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1889

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1889" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">verbose</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">verbose</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1848" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1848

</td>

<td class="new_line diff-line-num" data-linenumber="1890" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1890

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1890" class="line" lang="python"></span>

</pre>

</td>

</tr>

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<td class="old_line diff-line-num" data-linenumber="1849" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1849

</td>

<td class="new_line diff-line-num" data-linenumber="1891" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1891

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1891" class="line" lang="python">    <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">fit</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">X</span><span class="p">,</span> <span class="n" style="color: #333;">compress_index</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">):</span></span>

</pre>

</td>

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<tr class="line_holder match" id="" style="line-height: 1.6;">

<td class="diff-line-num unfold js-unfold old_line" data-linenumber="1892" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="1934" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -1892,6 +1934,7 @@ class PyNNDescentTransformer(BaseEstimator, TransformerMixin):</td>

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<td class="old_line diff-line-num" data-linenumber="1892" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1892

</td>

<td class="new_line diff-line-num" data-linenumber="1934" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1934

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1934" class="line" lang="python">            <span class="n" style="color: #333;">delta</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">early_termination_value</span><span class="p">,</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1893" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1893

</td>

<td class="new_line diff-line-num" data-linenumber="1935" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1935

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1935" class="line" lang="python">            <span class="n" style="color: #333;">n_jobs</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">n_jobs</span><span class="p">,</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="1894" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1894

</td>

<td class="new_line diff-line-num" data-linenumber="1936" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1936

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1936" class="line" lang="python">            <span class="n" style="color: #333;">compressed</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">compress_index</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="1895" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1937" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1937

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<pre style="margin: 0;">+<span id="LC1937" class="line" lang="python">            <span class="n" style="color: #333;">parallel_batch_queries</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">parallel_batch_queries</span><span class="p">,</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1895" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1895

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<td class="new_line diff-line-num" data-linenumber="1938" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1938

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<pre style="margin: 0;"> <span id="LC1938" class="line" lang="python">            <span class="n" style="color: #333;">verbose</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">verbose</span><span class="p">,</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1896" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1896

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<td class="new_line diff-line-num" data-linenumber="1939" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1939

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<pre style="margin: 0;"> <span id="LC1939" class="line" lang="python">        <span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="1897" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1897

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<td class="new_line diff-line-num" data-linenumber="1940" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1940

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<pre style="margin: 0;"> <span id="LC1940" class="line" lang="python"></span>

</pre>

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<br>

</li>

<li id="885448843ac2f66159a855652c2b9de14f19503c">

<a href="https://salsa.debian.org/python-team/packages/python-pynndescent/-/commit/a90e87aed0b939012379dc24250bf52fe3744ddf#885448843ac2f66159a855652c2b9de14f19503c"><strong>pynndescent/rp_trees.py</strong></a>

<hr>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="8" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="8" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -8,7 +8,7 @@ import numpy as np</td>

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<td class="old_line diff-line-num" data-linenumber="8" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

8

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<td class="new_line diff-line-num" data-linenumber="8" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

8

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<pre style="margin: 0;"> <span id="LC8" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">numba</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="9" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

9

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<td class="new_line diff-line-num" data-linenumber="9" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

9

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<pre style="margin: 0;"> <span id="LC9" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">scipy.sparse</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="10" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

10

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<td class="new_line diff-line-num" data-linenumber="10" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

10

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<pre style="margin: 0;"> <span id="LC10" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="11" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

11

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<td class="new_line diff-line-num old" data-linenumber="11" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC11" class="line" lang="python"><span class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">pynndescent.sparse</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">sparse_mul</span><span class="p">,</span> <span class="n" style="color: #333;">sparse_diff</span><span class="p">,</span> <span class="n" style="color: #333;">sparse_sum</span><span class="p">,</span> <span class="n" style="color: #333;">arr_intersect</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="12" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="11" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

11

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<pre style="margin: 0;">+<span id="LC11" class="line" lang="python"><span class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">pynndescent.sparse</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">sparse_mul</span><span class="p">,</span> <span class="n" style="color: #333;">sparse_diff</span><span class="p">,</span> <span class="n" style="color: #333;">sparse_sum</span><span class="p">,</span> <span class="n" style="color: #333;">arr_intersect</span><span class="p"><span class="idiff left">,</span></span><span class="idiff"> </span><span class="n" style="color: #333;"><span class="idiff right">sparse_dot_product</span></span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="12" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

12

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<td class="new_line diff-line-num" data-linenumber="12" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

12

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<pre style="margin: 0;"> <span id="LC12" class="line" lang="python"><span class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">pynndescent.utils</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">tau_rand_int</span><span class="p">,</span> <span class="n" style="color: #333;">norm</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="13" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

13

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<td class="new_line diff-line-num" data-linenumber="13" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

13

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<pre style="margin: 0;"> <span id="LC13" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">joblib</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="14" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

14

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<td class="new_line diff-line-num" data-linenumber="14" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

14

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC14" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="908" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="908" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -908,10 +908,7 @@ def sparse_select_side(hyperplane, offset, point_inds, point_data, rng_state):</td>

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<td class="old_line diff-line-num" data-linenumber="908" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

908

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<td class="new_line diff-line-num" data-linenumber="908" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

908

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<pre style="margin: 0;"> <span id="LC908" class="line" lang="python">    <span class="n" style="color: #333;">hyperplane_inds</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">hyperplane</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="p">:</span><span class="n" style="color: #333;">hyperplane_size</span><span class="p">].</span><span class="n" style="color: #333;">astype</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">int32</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="909" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

909

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<td class="new_line diff-line-num" data-linenumber="909" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

909

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<pre style="margin: 0;"> <span id="LC909" class="line" lang="python">    <span class="n" style="color: #333;">hyperplane_data</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">hyperplane</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="p">:</span><span class="n" style="color: #333;">hyperplane_size</span><span class="p">]</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="910" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

910

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<td class="new_line diff-line-num" data-linenumber="910" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

910

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<pre style="margin: 0;"> <span id="LC910" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="911" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

911

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<td class="new_line diff-line-num old" data-linenumber="911" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC911" class="line" lang="python">    <span class="n" style="color: #333;">_</span><span class="p">,</span> <span class="n" style="color: #333;">aux_data</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">sparse_mul</span><span class="p">(</span><span class="n" style="color: #333;">hyperplane_inds</span><span class="p">,</span> <span class="n" style="color: #333;">hyperplane_data</span><span class="p">,</span> <span class="n" style="color: #333;">point_inds</span><span class="p">,</span> <span class="n" style="color: #333;">point_data</span><span class="p">)</span></span>

</pre>

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<td class="new_line diff-line-num old" data-linenumber="911" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#fbe9eb">

<pre style="margin: 0;">-<span id="LC912" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="913" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

913

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<td class="new_line diff-line-num old" data-linenumber="911" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC913" class="line" lang="python">    <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">val</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">aux_data</span><span class="p">:</span></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="914" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

914

</td>

<td class="new_line diff-line-num old" data-linenumber="911" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC914" class="line" lang="python">        <span class="n" style="color: #333;">margin</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">val</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="915" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="911" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC911" class="line" lang="python">    <span class="n" style="color: #333;">margin</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">sparse_dot_product</span><span class="p">(</span><span class="n" style="color: #333;">hyperplane_inds</span><span class="p">,</span> <span class="n" style="color: #333;">hyperplane_data</span><span class="p">,</span> <span class="n" style="color: #333;">point_inds</span><span class="p">,</span> <span class="n" style="color: #333;">point_data</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="915" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

915

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<td class="new_line diff-line-num" data-linenumber="912" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

912

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<pre style="margin: 0;"> <span id="LC912" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="916" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

916

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<td class="new_line diff-line-num" data-linenumber="913" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

913

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<pre style="margin: 0;"> <span id="LC913" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="nb" style="color: #0086b3;">abs</span><span class="p">(</span><span class="n" style="color: #333;">margin</span><span class="p">)</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">EPS</span><span class="p">:</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="917" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

917

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<td class="new_line diff-line-num" data-linenumber="914" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

914

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<pre style="margin: 0;"> <span id="LC914" class="line" lang="python">        <span class="n" style="color: #333;">side</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">tau_rand_int</span><span class="p">(</span><span class="n" style="color: #333;">rng_state</span><span class="p">)</span> <span class="o" style="font-weight: 600;">%</span> <span class="mi" style="color: #099;">2</span></span>

</pre>

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<br>

</li>

<li id="ba635fefc1186a7b2c54329edce850410eb15c6e">

<a href="https://salsa.debian.org/python-team/packages/python-pynndescent/-/commit/a90e87aed0b939012379dc24250bf52fe3744ddf#ba635fefc1186a7b2c54329edce850410eb15c6e"><strong>pynndescent/sparse.py</strong></a>

<hr>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="53" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="53" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -53,6 +53,60 @@ def arr_intersect(ar1, ar2):</td>

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<pre style="margin: 0;"> <span id="LC53" class="line" lang="python">    <span class="n" style="color: #333;">aux</span><span class="p">.</span><span class="n" style="color: #333;">sort</span><span class="p">()</span></span>

</pre>

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<pre style="margin: 0;"> <span id="LC54" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">aux</span><span class="p">[:</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">][</span><span class="n" style="color: #333;">aux</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">:]</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">aux</span><span class="p">[:</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">]]</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="55" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<td class="new_line diff-line-num" data-linenumber="55" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC55" class="line" lang="python"></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="56" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC56" class="line" lang="python"><span class="c1" style="color: #998; font-style: italic;"># Some things require size of intersection; do this quickly; assume sorted arrays for speed</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="57" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC57" class="line" lang="python"><span class="o" style="font-weight: 600;">@</span><span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">njit</span><span class="p">(</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="58" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC58" class="line" lang="python">    <span class="p">[</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="56" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="59" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC59" class="line" lang="python">        <span class="s" style="color: #d14;">"i4(i4[:],i4[:])"</span><span class="p">,</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="56" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="60" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

60

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<pre style="margin: 0;">+<span id="LC60" class="line" lang="python">        <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">int32</span><span class="p">(</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="56" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="61" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC61" class="line" lang="python">            <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">Array</span><span class="p">(</span><span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">int32</span><span class="p">,</span> <span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="s" style="color: #d14;">"C"</span><span class="p">,</span> <span class="n" style="color: #333;">readonly</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">),</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="62" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC62" class="line" lang="python">            <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">Array</span><span class="p">(</span><span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">int32</span><span class="p">,</span> <span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="s" style="color: #d14;">"C"</span><span class="p">,</span> <span class="n" style="color: #333;">readonly</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">),</span></span>

</pre>

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63

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<pre style="margin: 0;">+<span id="LC63" class="line" lang="python">        <span class="p">),</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="64" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

64

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<pre style="margin: 0;">+<span id="LC64" class="line" lang="python">    <span class="p">],</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="65" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

65

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<pre style="margin: 0;">+<span id="LC65" class="line" lang="python">    <span class="nb" style="color: #0086b3;">locals</span><span class="o" style="font-weight: 600;">=</span><span class="p">{</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="66" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

66

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<pre style="margin: 0;">+<span id="LC66" class="line" lang="python">        <span class="s" style="color: #d14;">"i1"</span><span class="p">:</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">uint16</span><span class="p">,</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="67" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

67

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<pre style="margin: 0;">+<span id="LC67" class="line" lang="python">        <span class="s" style="color: #d14;">"i2"</span><span class="p">:</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">uint16</span><span class="p">,</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="68" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

68

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<pre style="margin: 0;">+<span id="LC68" class="line" lang="python">    <span class="p">}</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="69" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

69

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<pre style="margin: 0;">+<span id="LC69" class="line" lang="python"><span class="p">)</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="70" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC70" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">fast_intersection_size</span><span class="p">(</span><span class="n" style="color: #333;">ar1</span><span class="p">,</span> <span class="n" style="color: #333;">ar2</span><span class="p">):</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="71" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC71" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">ar1</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">==</span> <span class="mi" style="color: #099;">0</span> <span class="ow" style="font-weight: 600;">or</span> <span class="n" style="color: #333;">ar2</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">==</span> <span class="mi" style="color: #099;">0</span><span class="p">:</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC72" class="line" lang="python">        <span class="k" style="font-weight: 600;">return</span> <span class="mi" style="color: #099;">0</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="73" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC73" class="line" lang="python"></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="74" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC74" class="line" lang="python">    <span class="c1" style="color: #998; font-style: italic;"># NOTE: We assume arrays are sorted; if they are not this will break</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC75" class="line" lang="python">    <span class="n" style="color: #333;">i1</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC76" class="line" lang="python">    <span class="n" style="color: #333;">i2</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="77" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC77" class="line" lang="python">    <span class="n" style="color: #333;">limit1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ar1</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">-</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="78" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC78" class="line" lang="python">    <span class="n" style="color: #333;">limit2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ar2</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">-</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="79" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC79" class="line" lang="python">    <span class="n" style="color: #333;">j1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ar1</span><span class="p">[</span><span class="n" style="color: #333;">i1</span><span class="p">]</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="80" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

80

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC80" class="line" lang="python">    <span class="n" style="color: #333;">j2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ar2</span><span class="p">[</span><span class="n" style="color: #333;">i2</span><span class="p">]</span></span>

</pre>

</td>

</tr>

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<td class="old_line diff-line-num new" data-linenumber="56" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="81" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

81

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC81" class="line" lang="python"></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="56" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="82" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

82

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC82" class="line" lang="python">    <span class="n" style="color: #333;">result</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="56" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="83" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

83

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC83" class="line" lang="python"></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="56" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="84" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

84

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC84" class="line" lang="python">    <span class="k" style="font-weight: 600;">while</span> <span class="bp" style="color: #999;">True</span><span class="p">:</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="56" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="85" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

85

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC85" class="line" lang="python">        <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">j1</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">j2</span><span class="p">:</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="56" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="86" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

86

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC86" class="line" lang="python">            <span class="n" style="color: #333;">result</span> <span class="o" style="font-weight: 600;">+=</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="56" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="87" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

87

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC87" class="line" lang="python">            <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">i1</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">limit1</span><span class="p">:</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="56" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="88" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

88

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC88" class="line" lang="python">                <span class="n" style="color: #333;">i1</span> <span class="o" style="font-weight: 600;">+=</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

</td>

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<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="56" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="89" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

89

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC89" class="line" lang="python">                <span class="n" style="color: #333;">j1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ar1</span><span class="p">[</span><span class="n" style="color: #333;">i1</span><span class="p">]</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="56" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="90" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

90

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC90" class="line" lang="python">            <span class="k" style="font-weight: 600;">else</span><span class="p">:</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="56" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="91" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

91

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC91" class="line" lang="python">                <span class="k" style="font-weight: 600;">break</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="56" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="92" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

92

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC92" class="line" lang="python"></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="56" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="93" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

93

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC93" class="line" lang="python">            <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">i2</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">limit2</span><span class="p">:</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="56" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="94" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

94

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC94" class="line" lang="python">                <span class="n" style="color: #333;">i2</span> <span class="o" style="font-weight: 600;">+=</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="56" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="95" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

95

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC95" class="line" lang="python">                <span class="n" style="color: #333;">j2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ar2</span><span class="p">[</span><span class="n" style="color: #333;">i2</span><span class="p">]</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="56" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="96" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

96

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC96" class="line" lang="python">            <span class="k" style="font-weight: 600;">else</span><span class="p">:</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="56" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="97" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

97

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC97" class="line" lang="python">                <span class="k" style="font-weight: 600;">break</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="56" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="98" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

98

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC98" class="line" lang="python"></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="56" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="99" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

99

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<pre style="margin: 0;">+<span id="LC99" class="line" lang="python">        <span class="k" style="font-weight: 600;">elif</span> <span class="n" style="color: #333;">j1</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">j2</span> <span class="ow" style="font-weight: 600;">and</span> <span class="n" style="color: #333;">i1</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">limit1</span><span class="p">:</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="100" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC100" class="line" lang="python">            <span class="n" style="color: #333;">i1</span> <span class="o" style="font-weight: 600;">+=</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="56" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="101" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

101

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<pre style="margin: 0;">+<span id="LC101" class="line" lang="python">            <span class="n" style="color: #333;">j1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ar1</span><span class="p">[</span><span class="n" style="color: #333;">i1</span><span class="p">]</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="102" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC102" class="line" lang="python">        <span class="k" style="font-weight: 600;">elif</span> <span class="n" style="color: #333;">j2</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">j1</span> <span class="ow" style="font-weight: 600;">and</span> <span class="n" style="color: #333;">i2</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">limit2</span><span class="p">:</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="56" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="103" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

103

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<pre style="margin: 0;">+<span id="LC103" class="line" lang="python">            <span class="n" style="color: #333;">i2</span> <span class="o" style="font-weight: 600;">+=</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="104" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC104" class="line" lang="python">            <span class="n" style="color: #333;">j2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ar2</span><span class="p">[</span><span class="n" style="color: #333;">i2</span><span class="p">]</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="105" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC105" class="line" lang="python">        <span class="k" style="font-weight: 600;">else</span><span class="p">:</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="106" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC106" class="line" lang="python">            <span class="k" style="font-weight: 600;">break</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="107" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC107" class="line" lang="python"></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="108" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC108" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">result</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC109" class="line" lang="python"></span>

</pre>

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56

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<pre style="margin: 0;"> <span id="LC110" class="line" lang="python"></span>

</pre>

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<td class="new_line diff-line-num" data-linenumber="111" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC111" class="line" lang="python"><span class="o" style="font-weight: 600;">@</span><span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">njit</span><span class="p">(</span></span>

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<pre style="margin: 0;"> <span id="LC112" class="line" lang="python">    <span class="p">[</span></span>

</pre>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="147" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="201" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -147,7 +201,6 @@ def sparse_sum(ind1, data1, ind2, data2):</td>

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<pre style="margin: 0;"> <span id="LC201" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">sparse_diff</span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">,</span> <span class="n" style="color: #333;">data2</span><span class="p">):</span></span>

</pre>

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<pre style="margin: 0;"> <span id="LC202" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">sparse_sum</span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">,</span> <span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">data2</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;"> <span id="LC203" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">-<span id="LC150" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;"> <span id="LC204" class="line" lang="python"><span class="o" style="font-weight: 600;">@</span><span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">njit</span><span class="p">(</span></span>

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<pre style="margin: 0;"> <span id="LC205" class="line" lang="python">    <span class="p">[</span></span>

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<pre style="margin: 0;"> <span id="LC206" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># "Tuple((i4[::1],f4[::1]))(i4[::1],f4[::1],i4[::1],f4[::1])",</span></span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="199" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

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<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -199,6 +252,63 @@ def sparse_mul(ind1, data1, ind2, data2):</td>

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<pre style="margin: 0;"> <span id="LC252" class="line" lang="python"></span>

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<pre style="margin: 0;"> <span id="LC253" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">result_ind</span><span class="p">,</span> <span class="n" style="color: #333;">result_data</span></span>

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<pre style="margin: 0;"> <span id="LC254" class="line" lang="python"></span>

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<pre style="margin: 0;">+<span id="LC255" class="line" lang="python"><span class="o" style="font-weight: 600;">@</span><span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">njit</span><span class="p">(</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="256" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC256" class="line" lang="python">    <span class="p">[</span></span>

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<td class="new_line diff-line-num new" data-linenumber="257" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC257" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># "Tuple((i4[::1],f4[::1]))(i4[::1],f4[::1],i4[::1],f4[::1])",</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="258" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC258" class="line" lang="python">        <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">float32</span><span class="p">(</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="259" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC259" class="line" lang="python">            <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">Array</span><span class="p">(</span><span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">int32</span><span class="p">,</span> <span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="s" style="color: #d14;">"C"</span><span class="p">,</span> <span class="n" style="color: #333;">readonly</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">),</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="260" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC260" class="line" lang="python">            <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">Array</span><span class="p">(</span><span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">float32</span><span class="p">,</span> <span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="s" style="color: #d14;">"C"</span><span class="p">,</span> <span class="n" style="color: #333;">readonly</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">),</span></span>

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<pre style="margin: 0;">+<span id="LC261" class="line" lang="python">            <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">Array</span><span class="p">(</span><span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">int32</span><span class="p">,</span> <span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="s" style="color: #d14;">"C"</span><span class="p">,</span> <span class="n" style="color: #333;">readonly</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">),</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC262" class="line" lang="python">            <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">Array</span><span class="p">(</span><span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">float32</span><span class="p">,</span> <span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="s" style="color: #d14;">"C"</span><span class="p">,</span> <span class="n" style="color: #333;">readonly</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">),</span></span>

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<pre style="margin: 0;">+<span id="LC263" class="line" lang="python">        <span class="p">)</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="264" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC264" class="line" lang="python">    <span class="p">],</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="265" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC265" class="line" lang="python">    <span class="n" style="color: #333;">fastmath</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">,</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC266" class="line" lang="python">    <span class="nb" style="color: #0086b3;">locals</span><span class="o" style="font-weight: 600;">=</span><span class="p">{</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="267" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC267" class="line" lang="python">        <span class="s" style="color: #d14;">"result"</span><span class="p">:</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">float32</span><span class="p">,</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="268" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC268" class="line" lang="python">        <span class="s" style="color: #d14;">"val"</span><span class="p">:</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">float32</span><span class="p">,</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="269" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

269

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<pre style="margin: 0;">+<span id="LC269" class="line" lang="python">        <span class="s" style="color: #d14;">"i1"</span><span class="p">:</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">uint16</span><span class="p">,</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="270" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

270

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<pre style="margin: 0;">+<span id="LC270" class="line" lang="python">        <span class="s" style="color: #d14;">"i2"</span><span class="p">:</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">uint16</span><span class="p">,</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="271" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

271

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<pre style="margin: 0;">+<span id="LC271" class="line" lang="python">        <span class="s" style="color: #d14;">"j1"</span><span class="p">:</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">int32</span><span class="p">,</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="272" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

272

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<pre style="margin: 0;">+<span id="LC272" class="line" lang="python">        <span class="s" style="color: #d14;">"j2"</span><span class="p">:</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">int32</span><span class="p">,</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="273" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC273" class="line" lang="python">    <span class="p">},</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="274" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

274

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<pre style="margin: 0;">+<span id="LC274" class="line" lang="python">    <span class="n" style="color: #333;">cache</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">,</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="202" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="275" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC275" class="line" lang="python"><span class="p">)</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="276" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC276" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">sparse_dot_product</span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">,</span> <span class="n" style="color: #333;">data2</span><span class="p">):</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="277" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC277" class="line" lang="python">    <span class="n" style="color: #333;">dim1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ind1</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="278" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC278" class="line" lang="python">    <span class="n" style="color: #333;">dim2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ind2</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="279" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC279" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="202" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="280" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

280

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<pre style="margin: 0;">+<span id="LC280" class="line" lang="python">    <span class="n" style="color: #333;">result</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.0</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="202" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="281" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC281" class="line" lang="python"></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="282" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC282" class="line" lang="python">    <span class="n" style="color: #333;">i1</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="283" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC283" class="line" lang="python">    <span class="n" style="color: #333;">i2</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC284" class="line" lang="python">    <span class="n" style="color: #333;">j1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ind1</span><span class="p">[</span><span class="n" style="color: #333;">i1</span><span class="p">]</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="285" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC285" class="line" lang="python">    <span class="n" style="color: #333;">j2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ind2</span><span class="p">[</span><span class="n" style="color: #333;">i2</span><span class="p">]</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="286" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC286" class="line" lang="python"></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="287" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC287" class="line" lang="python">    <span class="c1" style="color: #998; font-style: italic;"># pass through both index lists</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="288" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC288" class="line" lang="python">    <span class="k" style="font-weight: 600;">while</span> <span class="bp" style="color: #999;">True</span><span class="p">:</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="289" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC289" class="line" lang="python">        <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">j1</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">j2</span><span class="p">:</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="290" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC290" class="line" lang="python">            <span class="n" style="color: #333;">val</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">data1</span><span class="p">[</span><span class="n" style="color: #333;">i1</span><span class="p">]</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">data2</span><span class="p">[</span><span class="n" style="color: #333;">i2</span><span class="p">]</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="291" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC291" class="line" lang="python">            <span class="n" style="color: #333;">result</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">val</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="292" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC292" class="line" lang="python">            <span class="n" style="color: #333;">i1</span> <span class="o" style="font-weight: 600;">+=</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="293" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC293" class="line" lang="python">            <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">i1</span> <span class="o" style="font-weight: 600;">>=</span> <span class="n" style="color: #333;">dim1</span><span class="p">:</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="294" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC294" class="line" lang="python">                <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">result</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="295" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC295" class="line" lang="python">            <span class="n" style="color: #333;">j1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ind1</span><span class="p">[</span><span class="n" style="color: #333;">i1</span><span class="p">]</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="296" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC296" class="line" lang="python">            <span class="n" style="color: #333;">i2</span> <span class="o" style="font-weight: 600;">+=</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="297" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC297" class="line" lang="python">            <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">i2</span> <span class="o" style="font-weight: 600;">>=</span> <span class="n" style="color: #333;">dim2</span><span class="p">:</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="298" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC298" class="line" lang="python">                <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">result</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="299" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC299" class="line" lang="python">            <span class="n" style="color: #333;">j2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ind2</span><span class="p">[</span><span class="n" style="color: #333;">i2</span><span class="p">]</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="300" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC300" class="line" lang="python">        <span class="k" style="font-weight: 600;">elif</span> <span class="n" style="color: #333;">j1</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">j2</span><span class="p">:</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="202" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="301" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC301" class="line" lang="python">            <span class="n" style="color: #333;">i1</span> <span class="o" style="font-weight: 600;">+=</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

</td>

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<pre style="margin: 0;">+<span id="LC302" class="line" lang="python">            <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">i1</span> <span class="o" style="font-weight: 600;">>=</span> <span class="n" style="color: #333;">dim1</span><span class="p">:</span></span>

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<pre style="margin: 0;">+<span id="LC303" class="line" lang="python">                <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">result</span></span>

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<pre style="margin: 0;">+<span id="LC304" class="line" lang="python">            <span class="n" style="color: #333;">j1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ind1</span><span class="p">[</span><span class="n" style="color: #333;">i1</span><span class="p">]</span></span>

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<pre style="margin: 0;">+<span id="LC305" class="line" lang="python">        <span class="k" style="font-weight: 600;">else</span><span class="p">:</span></span>

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<pre style="margin: 0;">+<span id="LC306" class="line" lang="python">            <span class="n" style="color: #333;">i2</span> <span class="o" style="font-weight: 600;">+=</span> <span class="mi" style="color: #099;">1</span></span>

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<pre style="margin: 0;">+<span id="LC307" class="line" lang="python">            <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">i2</span> <span class="o" style="font-weight: 600;">>=</span> <span class="n" style="color: #333;">dim2</span><span class="p">:</span></span>

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<pre style="margin: 0;">+<span id="LC308" class="line" lang="python">                <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">result</span></span>

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<pre style="margin: 0;">+<span id="LC309" class="line" lang="python">            <span class="n" style="color: #333;">j2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ind2</span><span class="p">[</span><span class="n" style="color: #333;">i2</span><span class="p">]</span></span>

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<td class="new_line diff-line-num new" data-linenumber="310" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC310" class="line" lang="python"></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="311" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC311" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">result</span> <span class="c1" style="color: #998; font-style: italic;"># unreachable</span></span>

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<pre style="margin: 0;"> <span id="LC312" class="line" lang="python"></span>

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<pre style="margin: 0;"> <span id="LC313" class="line" lang="python"><span class="c1" style="color: #998; font-style: italic;"># Return dense vectors supported on the union of the non-zero valued indices</span></span>

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<pre style="margin: 0;"> <span id="LC314" class="line" lang="python"><span class="o" style="font-weight: 600;">@</span><span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">njit</span><span class="p">()</span></span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="380" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

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<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -380,8 +490,8 @@ def sparse_bray_curtis(ind1, data1, ind2, data2):  # pragma: no cover</td>

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<pre style="margin: 0;"> <span id="LC490" class="line" lang="python"></span>

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<pre style="margin: 0;"> <span id="LC491" class="line" lang="python"><span class="o" style="font-weight: 600;">@</span><span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">njit</span><span class="p">()</span></span>

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<pre style="margin: 0;"> <span id="LC492" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">sparse_jaccard</span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">,</span> <span class="n" style="color: #333;">data2</span><span class="p">):</span></span>

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<pre style="margin: 0;">-<span id="LC383" class="line" lang="python">    <span class="n" style="color: #333;">num_<span class="idiff left">non_zero</span></span><span class="idiff"> </span><span class="o" style="font-weight: 600;"><span class="idiff">=</span></span><span class="idiff"> </span><span class="n" style="color: #333;"><span class="idiff">arr_union</span></span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">)<span class="idiff">.</span></span><span class="n" style="color: #333;"><span class="idiff">shape</span></span><span class="p"><span class="idiff">[</span></span><span class="mi" style="color: #099;"><span class="idiff">0</span></span><span class="p"><span class="idiff right">]</span></span></span>

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<pre style="margin: 0;">-<span id="LC384" class="line" lang="python">    <span class="n" style="color: #333;">num_<span class="idiff left">equal</span></span><span class="idiff"> </span><span class="o" style="font-weight: 600;"><span class="idiff">=</span></span><span class="idiff"> </span><span class="n" style="color: #333;"><span class="idiff">arr_intersect</span></span><span class="p"><span class="idiff">(</span></span><span class="n" style="color: #333;"><span class="idiff">ind1</span></span><span class="p"><span class="idiff">,</span></span> <span class="n" style="color: #333;">ind2</span><span class="p"><span class="idiff right">)</span>.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="493" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC493" class="line" lang="python">    <span class="n" style="color: #333;">num_<span class="idiff left">equal</span></span><span class="idiff"> </span><span class="o" style="font-weight: 600;"><span class="idiff">=</span></span><span class="idiff"> </span><span class="n" style="color: #333;"><span class="idiff right">fast_intersection_size</span></span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="385" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="494" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC494" class="line" lang="python">    <span class="n" style="color: #333;">num_<span class="idiff left">non_zero</span></span><span class="idiff"> </span><span class="o" style="font-weight: 600;"><span class="idiff">=</span></span><span class="idiff"> </span><span class="n" style="color: #333;"><span class="idiff">ind1</span></span><span class="p"><span class="idiff">.</span></span><span class="n" style="color: #333;"><span class="idiff">shape</span></span><span class="p"><span class="idiff">[</span></span><span class="mi" style="color: #099;"><span class="idiff">0</span></span><span class="p"><span class="idiff">]</span></span><span class="idiff"> </span><span class="o" style="font-weight: 600;"><span class="idiff">+</span></span> <span class="n" style="color: #333;">ind2</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span><span class="idiff"> </span><span class="o" style="font-weight: 600;"><span class="idiff">-</span></span><span class="idiff"> </span><span class="n" style="color: #333;"><span class="idiff right">num_equal</span></span></span>

</pre>

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<td class="new_line diff-line-num" data-linenumber="495" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC495" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;"> <span id="LC496" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">num_non_zero</span> <span class="o" style="font-weight: 600;">==</span> <span class="mi" style="color: #099;">0</span><span class="p">:</span></span>

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<pre style="margin: 0;"> <span id="LC497" class="line" lang="python">        <span class="k" style="font-weight: 600;">return</span> <span class="mf" style="color: #099;">0.0</span></span>

</pre>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="403" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="513" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -403,24 +513,28 @@ def sparse_jaccard(ind1, data1, ind2, data2):</td>

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<pre style="margin: 0;"> <span id="LC513" class="line" lang="python">    <span class="nb" style="color: #0086b3;">locals</span><span class="o" style="font-weight: 600;">=</span><span class="p">{</span><span class="s" style="color: #d14;">"num_non_zero"</span><span class="p">:</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">intp</span><span class="p">,</span> <span class="s" style="color: #d14;">"num_equal"</span><span class="p">:</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">intp</span><span class="p">},</span></span>

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<pre style="margin: 0;"> <span id="LC514" class="line" lang="python"><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;"> <span id="LC515" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">sparse_alternative_jaccard</span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">,</span> <span class="n" style="color: #333;">data2</span><span class="p">):</span></span>

</pre>

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<pre style="margin: 0;">-<span id="LC406" class="line" lang="python">    <span class="n" style="color: #333;">num_<span class="idiff left">non_zero</span></span><span class="idiff"> </span><span class="o" style="font-weight: 600;"><span class="idiff">=</span></span><span class="idiff"> </span><span class="n" style="color: #333;"><span class="idiff">arr_union</span></span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">)<span class="idiff">.</span></span><span class="n" style="color: #333;"><span class="idiff">shape</span></span><span class="p"><span class="idiff">[</span></span><span class="mi" style="color: #099;"><span class="idiff">0</span></span><span class="p"><span class="idiff right">]</span></span></span>

</pre>

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<pre style="margin: 0;">-<span id="LC407" class="line" lang="python">    <span class="n" style="color: #333;">num_<span class="idiff left">equal</span></span><span class="idiff"> </span><span class="o" style="font-weight: 600;"><span class="idiff">=</span></span><span class="idiff"> </span><span class="n" style="color: #333;"><span class="idiff">arr_intersect</span></span><span class="p"><span class="idiff">(</span></span><span class="n" style="color: #333;"><span class="idiff">ind1</span></span><span class="p"><span class="idiff">,</span></span> <span class="n" style="color: #333;">ind2</span><span class="p"><span class="idiff right">)</span>.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="516" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC516" class="line" lang="python">    <span class="n" style="color: #333;">num_<span class="idiff left">equal</span></span><span class="idiff"> </span><span class="o" style="font-weight: 600;"><span class="idiff">=</span></span><span class="idiff"> </span><span class="n" style="color: #333;"><span class="idiff right">fast_intersection_size</span></span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">)</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="517" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC517" class="line" lang="python">    <span class="n" style="color: #333;">num_<span class="idiff left">non_zero</span></span><span class="idiff"> </span><span class="o" style="font-weight: 600;"><span class="idiff">=</span></span><span class="idiff"> </span><span class="n" style="color: #333;"><span class="idiff">ind1</span></span><span class="p"><span class="idiff">.</span></span><span class="n" style="color: #333;"><span class="idiff">shape</span></span><span class="p"><span class="idiff">[</span></span><span class="mi" style="color: #099;"><span class="idiff">0</span></span><span class="p"><span class="idiff">]</span></span><span class="idiff"> </span><span class="o" style="font-weight: 600;"><span class="idiff">+</span></span> <span class="n" style="color: #333;">ind2</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span><span class="idiff"> </span><span class="o" style="font-weight: 600;"><span class="idiff">-</span></span><span class="idiff"> </span><span class="n" style="color: #333;"><span class="idiff right">num_equal</span></span></span>

</pre>

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<td class="new_line diff-line-num" data-linenumber="518" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC518" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;"> <span id="LC519" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">num_non_zero</span> <span class="o" style="font-weight: 600;">==</span> <span class="mi" style="color: #099;">0</span><span class="p">:</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="410" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

410

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<td class="new_line diff-line-num" data-linenumber="520" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

520

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<pre style="margin: 0;"> <span id="LC520" class="line" lang="python">        <span class="k" style="font-weight: 600;">return</span> <span class="mf" style="color: #099;">0.0</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="411" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="521" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

521

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<pre style="margin: 0;">+<span id="LC521" class="line" lang="python">    <span class="k" style="font-weight: 600;">elif</span> <span class="n" style="color: #333;">num_equal</span> <span class="o" style="font-weight: 600;">==</span> <span class="mi" style="color: #099;">0</span><span class="p">:</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="411" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="522" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC522" class="line" lang="python">        <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">FLOAT32_MAX</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="411" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

411

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<td class="new_line diff-line-num" data-linenumber="523" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC523" class="line" lang="python">    <span class="k" style="font-weight: 600;">else</span><span class="p">:</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="412" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

412

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<td class="new_line diff-line-num" data-linenumber="524" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

524

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<pre style="margin: 0;"> <span id="LC524" class="line" lang="python">        <span class="k" style="font-weight: 600;">return</span> <span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">log2</span><span class="p">(</span><span class="n" style="color: #333;">num_equal</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">num_non_zero</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="413" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="525" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

525

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<pre style="margin: 0;">+<span id="LC525" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># return (num_non_zero - num_equal) / num_equal</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="413" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

413

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<td class="new_line diff-line-num" data-linenumber="526" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

526

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<pre style="margin: 0;"> <span id="LC526" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="414" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

414

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<td class="new_line diff-line-num" data-linenumber="527" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

527

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC527" class="line" lang="python"></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="415" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

415

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<td class="new_line diff-line-num" data-linenumber="528" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

528

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<pre style="margin: 0;"> <span id="LC528" class="line" lang="python"><span class="o" style="font-weight: 600;">@</span><span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">vectorize</span><span class="p">(</span><span class="n" style="color: #333;">fastmath</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="416" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

416

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<td class="new_line diff-line-num" data-linenumber="529" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

529

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<pre style="margin: 0;"> <span id="LC529" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">correct_alternative_jaccard</span><span class="p">(</span><span class="n" style="color: #333;">v</span><span class="p">):</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="417" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

417

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<td class="new_line diff-line-num" data-linenumber="530" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

530

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<pre style="margin: 0;"> <span id="LC530" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="mf" style="color: #099;">1.0</span> <span class="o" style="font-weight: 600;">-</span> <span class="nb" style="color: #0086b3;">pow</span><span class="p">(</span><span class="mf" style="color: #099;">2.0</span><span class="p">,</span> <span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">v</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="418" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="531" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

531

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<pre style="margin: 0;">+<span id="LC531" class="line" lang="python">    <span class="c1" style="color: #998; font-style: italic;"># return v / (v + 1)</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="418" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

418

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<td class="new_line diff-line-num" data-linenumber="532" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

532

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC532" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="419" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

419

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<td class="new_line diff-line-num" data-linenumber="533" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

533

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC533" class="line" lang="python"></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="420" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

420

</td>

<td class="new_line diff-line-num" data-linenumber="534" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

534

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC534" class="line" lang="python"><span class="o" style="font-weight: 600;">@</span><span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">njit</span><span class="p">()</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="421" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

421

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<td class="new_line diff-line-num" data-linenumber="535" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

535

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<pre style="margin: 0;"> <span id="LC535" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">sparse_matching</span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">,</span> <span class="n" style="color: #333;">data2</span><span class="p">,</span> <span class="n" style="color: #333;">n_features</span><span class="p">):</span></span>

</pre>

</td>

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<td class="old_line diff-line-num old" data-linenumber="422" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

422

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<td class="new_line diff-line-num old" data-linenumber="536" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC422" class="line" lang="python">    <span class="n" style="color: #333;">num_true_true</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">arr</span>_intersect</span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">)<span class="idiff">.</span></span><span class="n" style="color: #333;"><span class="idiff">shape</span></span><span class="p"><span class="idiff">[</span></span><span class="mi" style="color: #099;"><span class="idiff">0</span></span><span class="p"><span class="idiff right">]</span></span></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="423" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

423

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<td class="new_line diff-line-num old" data-linenumber="536" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC423" class="line" lang="python">    <span class="n" style="color: #333;">num_non_zero</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">arr_union</span></span><span class="p"><span class="idiff">(</span></span><span class="n" style="color: #333;"><span class="idiff">ind1</span></span><span class="p"><span class="idiff">,</span></span> <span class="n" style="color: #333;">ind2</span><span class="p"><span class="idiff right">)</span>.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span></span>

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<pre style="margin: 0;">+<span id="LC536" class="line" lang="python">    <span class="n" style="color: #333;">num_true_true</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">fast</span>_intersect<span class="idiff right">ion_size</span></span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC537" class="line" lang="python">    <span class="n" style="color: #333;">num_non_zero</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">ind1</span></span><span class="p"><span class="idiff">.</span></span><span class="n" style="color: #333;"><span class="idiff">shape</span></span><span class="p"><span class="idiff">[</span></span><span class="mi" style="color: #099;"><span class="idiff">0</span></span><span class="p"><span class="idiff">]</span></span><span class="idiff"> </span><span class="o" style="font-weight: 600;"><span class="idiff">+</span></span> <span class="n" style="color: #333;">ind2</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span><span class="idiff"> </span><span class="o" style="font-weight: 600;"><span class="idiff">-</span></span><span class="idiff"> </span><span class="n" style="color: #333;"><span class="idiff right">num_true_true</span></span></span>

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<pre style="margin: 0;"> <span id="LC538" class="line" lang="python">    <span class="n" style="color: #333;">num_not_equal</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">num_non_zero</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">num_true_true</span></span>

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<pre style="margin: 0;"> <span id="LC539" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;"> <span id="LC540" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="nb" style="color: #0086b3;">float</span><span class="p">(</span><span class="n" style="color: #333;">num_not_equal</span><span class="p">)</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">n_features</span></span>

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<td class="diff-line-num unfold js-unfold new_line" data-linenumber="542" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -428,8 +542,8 @@ def sparse_matching(ind1, data1, ind2, data2, n_features):</td>

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<pre style="margin: 0;"> <span id="LC542" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;"> <span id="LC543" class="line" lang="python"><span class="o" style="font-weight: 600;">@</span><span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">njit</span><span class="p">()</span></span>

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<pre style="margin: 0;"> <span id="LC544" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">sparse_dice</span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">,</span> <span class="n" style="color: #333;">data2</span><span class="p">):</span></span>

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<pre style="margin: 0;">-<span id="LC431" class="line" lang="python">    <span class="n" style="color: #333;">num_true_true</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">arr</span>_intersect</span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">)<span class="idiff">.</span></span><span class="n" style="color: #333;"><span class="idiff">shape</span></span><span class="p"><span class="idiff">[</span></span><span class="mi" style="color: #099;"><span class="idiff">0</span></span><span class="p"><span class="idiff right">]</span></span></span>

</pre>

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<pre style="margin: 0;">-<span id="LC432" class="line" lang="python">    <span class="n" style="color: #333;">num_non_zero</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">arr_union</span></span><span class="p"><span class="idiff">(</span></span><span class="n" style="color: #333;"><span class="idiff">ind1</span></span><span class="p"><span class="idiff">,</span></span> <span class="n" style="color: #333;">ind2</span><span class="p"><span class="idiff right">)</span>.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC545" class="line" lang="python">    <span class="n" style="color: #333;">num_true_true</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">fast</span>_intersect<span class="idiff right">ion_size</span></span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC546" class="line" lang="python">    <span class="n" style="color: #333;">num_non_zero</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">ind1</span></span><span class="p"><span class="idiff">.</span></span><span class="n" style="color: #333;"><span class="idiff">shape</span></span><span class="p"><span class="idiff">[</span></span><span class="mi" style="color: #099;"><span class="idiff">0</span></span><span class="p"><span class="idiff">]</span></span><span class="idiff"> </span><span class="o" style="font-weight: 600;"><span class="idiff">+</span></span> <span class="n" style="color: #333;">ind2</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span><span class="idiff"> </span><span class="o" style="font-weight: 600;"><span class="idiff">-</span></span><span class="idiff"> </span><span class="n" style="color: #333;"><span class="idiff right">num_true_true</span></span></span>

</pre>

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<pre style="margin: 0;"> <span id="LC547" class="line" lang="python">    <span class="n" style="color: #333;">num_not_equal</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">num_non_zero</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">num_true_true</span></span>

</pre>

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<pre style="margin: 0;"> <span id="LC548" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;"> <span id="LC549" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">num_not_equal</span> <span class="o" style="font-weight: 600;">==</span> <span class="mf" style="color: #099;">0.0</span><span class="p">:</span></span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="440" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="554" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -440,8 +554,8 @@ def sparse_dice(ind1, data1, ind2, data2):</td>

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440

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<pre style="margin: 0;"> <span id="LC554" class="line" lang="python"></span>

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441

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<pre style="margin: 0;"> <span id="LC555" class="line" lang="python"><span class="o" style="font-weight: 600;">@</span><span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">njit</span><span class="p">()</span></span>

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442

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<td class="new_line diff-line-num" data-linenumber="556" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC556" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">sparse_kulsinski</span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">,</span> <span class="n" style="color: #333;">data2</span><span class="p">,</span> <span class="n" style="color: #333;">n_features</span><span class="p">):</span></span>

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<td class="new_line diff-line-num old" data-linenumber="557" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC443" class="line" lang="python">    <span class="n" style="color: #333;">num_true_true</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">arr</span>_intersect</span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">)<span class="idiff">.</span></span><span class="n" style="color: #333;"><span class="idiff">shape</span></span><span class="p"><span class="idiff">[</span></span><span class="mi" style="color: #099;"><span class="idiff">0</span></span><span class="p"><span class="idiff right">]</span></span></span>

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<td class="new_line diff-line-num old" data-linenumber="557" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC444" class="line" lang="python">    <span class="n" style="color: #333;">num_non_zero</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">arr_union</span></span><span class="p"><span class="idiff">(</span></span><span class="n" style="color: #333;"><span class="idiff">ind1</span></span><span class="p"><span class="idiff">,</span></span> <span class="n" style="color: #333;">ind2</span><span class="p"><span class="idiff right">)</span>.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="445" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="557" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC557" class="line" lang="python">    <span class="n" style="color: #333;">num_true_true</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">fast</span>_intersect<span class="idiff right">ion_size</span></span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">)</span></span>

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<td class="old_line diff-line-num new" data-linenumber="445" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="558" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC558" class="line" lang="python">    <span class="n" style="color: #333;">num_non_zero</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">ind1</span></span><span class="p"><span class="idiff">.</span></span><span class="n" style="color: #333;"><span class="idiff">shape</span></span><span class="p"><span class="idiff">[</span></span><span class="mi" style="color: #099;"><span class="idiff">0</span></span><span class="p"><span class="idiff">]</span></span><span class="idiff"> </span><span class="o" style="font-weight: 600;"><span class="idiff">+</span></span> <span class="n" style="color: #333;">ind2</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span><span class="idiff"> </span><span class="o" style="font-weight: 600;"><span class="idiff">-</span></span><span class="idiff"> </span><span class="n" style="color: #333;"><span class="idiff right">num_true_true</span></span></span>

</pre>

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445

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<td class="new_line diff-line-num" data-linenumber="559" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC559" class="line" lang="python">    <span class="n" style="color: #333;">num_not_equal</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">num_non_zero</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">num_true_true</span></span>

</pre>

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446

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<td class="new_line diff-line-num" data-linenumber="560" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC560" class="line" lang="python"></span>

</pre>

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447

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<td class="new_line diff-line-num" data-linenumber="561" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

561

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<pre style="margin: 0;"> <span id="LC561" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">num_not_equal</span> <span class="o" style="font-weight: 600;">==</span> <span class="mi" style="color: #099;">0</span><span class="p">:</span></span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="454" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="568" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -454,8 +568,8 @@ def sparse_kulsinski(ind1, data1, ind2, data2, n_features):</td>

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<td class="new_line diff-line-num" data-linenumber="568" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC568" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="455" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

455

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<td class="new_line diff-line-num" data-linenumber="569" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

569

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<pre style="margin: 0;"> <span id="LC569" class="line" lang="python"><span class="o" style="font-weight: 600;">@</span><span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">njit</span><span class="p">()</span></span>

</pre>

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456

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<td class="new_line diff-line-num" data-linenumber="570" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC570" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">sparse_rogers_tanimoto</span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">,</span> <span class="n" style="color: #333;">data2</span><span class="p">,</span> <span class="n" style="color: #333;">n_features</span><span class="p">):</span></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="457" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

457

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<td class="new_line diff-line-num old" data-linenumber="571" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC457" class="line" lang="python">    <span class="n" style="color: #333;">num_true_true</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">arr</span>_intersect</span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">)<span class="idiff">.</span></span><span class="n" style="color: #333;"><span class="idiff">shape</span></span><span class="p"><span class="idiff">[</span></span><span class="mi" style="color: #099;"><span class="idiff">0</span></span><span class="p"><span class="idiff right">]</span></span></span>

</pre>

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458

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<pre style="margin: 0;">-<span id="LC458" class="line" lang="python">    <span class="n" style="color: #333;">num_non_zero</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">arr_union</span></span><span class="p"><span class="idiff">(</span></span><span class="n" style="color: #333;"><span class="idiff">ind1</span></span><span class="p"><span class="idiff">,</span></span> <span class="n" style="color: #333;">ind2</span><span class="p"><span class="idiff right">)</span>.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC571" class="line" lang="python">    <span class="n" style="color: #333;">num_true_true</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">fast</span>_intersect<span class="idiff right">ion_size</span></span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="459" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="572" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

572

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<pre style="margin: 0;">+<span id="LC572" class="line" lang="python">    <span class="n" style="color: #333;">num_non_zero</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">ind1</span></span><span class="p"><span class="idiff">.</span></span><span class="n" style="color: #333;"><span class="idiff">shape</span></span><span class="p"><span class="idiff">[</span></span><span class="mi" style="color: #099;"><span class="idiff">0</span></span><span class="p"><span class="idiff">]</span></span><span class="idiff"> </span><span class="o" style="font-weight: 600;"><span class="idiff">+</span></span> <span class="n" style="color: #333;">ind2</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span><span class="idiff"> </span><span class="o" style="font-weight: 600;"><span class="idiff">-</span></span><span class="idiff"> </span><span class="n" style="color: #333;"><span class="idiff right">num_true_true</span></span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="459" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

459

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<td class="new_line diff-line-num" data-linenumber="573" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

573

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<pre style="margin: 0;"> <span id="LC573" class="line" lang="python">    <span class="n" style="color: #333;">num_not_equal</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">num_non_zero</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">num_true_true</span></span>

</pre>

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460

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<td class="new_line diff-line-num" data-linenumber="574" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

574

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<pre style="margin: 0;"> <span id="LC574" class="line" lang="python"></span>

</pre>

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461

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<td class="new_line diff-line-num" data-linenumber="575" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

575

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<pre style="margin: 0;"> <span id="LC575" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="p">(</span><span class="mf" style="color: #099;">2.0</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">num_not_equal</span><span class="p">)</span> <span class="o" style="font-weight: 600;">/</span> <span class="p">(</span><span class="n" style="color: #333;">n_features</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">num_not_equal</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="466" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="580" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -466,7 +580,7 @@ def sparse_russellrao(ind1, data1, ind2, data2, n_features):</td>

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<td class="old_line diff-line-num" data-linenumber="466" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

466

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<td class="new_line diff-line-num" data-linenumber="580" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

580

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<pre style="margin: 0;"> <span id="LC580" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">ind1</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">ind2</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="ow" style="font-weight: 600;">and</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="nb" style="color: #0086b3;">all</span><span class="p">(</span><span class="n" style="color: #333;">ind1</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">ind2</span><span class="p">):</span></span>

</pre>

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467

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<td class="new_line diff-line-num" data-linenumber="581" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

581

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<pre style="margin: 0;"> <span id="LC581" class="line" lang="python">        <span class="k" style="font-weight: 600;">return</span> <span class="mf" style="color: #099;">0.0</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="468" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

468

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<td class="new_line diff-line-num" data-linenumber="582" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

582

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<pre style="margin: 0;"> <span id="LC582" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="469" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

469

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<td class="new_line diff-line-num old" data-linenumber="583" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC469" class="line" lang="python">    <span class="n" style="color: #333;">num_true_true</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">arr</span>_intersect</span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">)<span class="idiff">.</span></span><span class="n" style="color: #333;"><span class="idiff">shape</span></span><span class="p"><span class="idiff">[</span></span><span class="mi" style="color: #099;"><span class="idiff">0</span></span><span class="p"><span class="idiff right">]</span></span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="470" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="583" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

583

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<pre style="margin: 0;">+<span id="LC583" class="line" lang="python">    <span class="n" style="color: #333;">num_true_true</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">fast</span>_intersect<span class="idiff right">ion_size</span></span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">)</span></span>

</pre>

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470

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<td class="new_line diff-line-num" data-linenumber="584" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

584

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC584" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="471" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

471

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<td class="new_line diff-line-num" data-linenumber="585" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

585

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<pre style="margin: 0;"> <span id="LC585" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">num_true_true</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="nb" style="color: #0086b3;">sum</span><span class="p">(</span><span class="n" style="color: #333;">data1</span> <span class="o" style="font-weight: 600;">!=</span> <span class="mi" style="color: #099;">0</span><span class="p">)</span> <span class="ow" style="font-weight: 600;">and</span> <span class="n" style="color: #333;">num_true_true</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="nb" style="color: #0086b3;">sum</span><span class="p">(</span><span class="n" style="color: #333;">data2</span> <span class="o" style="font-weight: 600;">!=</span> <span class="mi" style="color: #099;">0</span><span class="p">):</span></span>

</pre>

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472

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<td class="new_line diff-line-num" data-linenumber="586" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

586

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<pre style="margin: 0;"> <span id="LC586" class="line" lang="python">        <span class="k" style="font-weight: 600;">return</span> <span class="mf" style="color: #099;">0.0</span></span>

</pre>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="476" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

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<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -476,8 +590,8 @@ def sparse_russellrao(ind1, data1, ind2, data2, n_features):</td>

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<pre style="margin: 0;"> <span id="LC590" class="line" lang="python"></span>

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<pre style="margin: 0;"> <span id="LC591" class="line" lang="python"><span class="o" style="font-weight: 600;">@</span><span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">njit</span><span class="p">()</span></span>

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<pre style="margin: 0;"> <span id="LC592" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">sparse_sokal_michener</span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">,</span> <span class="n" style="color: #333;">data2</span><span class="p">,</span> <span class="n" style="color: #333;">n_features</span><span class="p">):</span></span>

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<pre style="margin: 0;">-<span id="LC479" class="line" lang="python">    <span class="n" style="color: #333;">num_true_true</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">arr</span>_intersect</span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">)<span class="idiff">.</span></span><span class="n" style="color: #333;"><span class="idiff">shape</span></span><span class="p"><span class="idiff">[</span></span><span class="mi" style="color: #099;"><span class="idiff">0</span></span><span class="p"><span class="idiff right">]</span></span></span>

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<pre style="margin: 0;">-<span id="LC480" class="line" lang="python">    <span class="n" style="color: #333;">num_non_zero</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">arr_union</span></span><span class="p"><span class="idiff">(</span></span><span class="n" style="color: #333;"><span class="idiff">ind1</span></span><span class="p"><span class="idiff">,</span></span> <span class="n" style="color: #333;">ind2</span><span class="p"><span class="idiff right">)</span>.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span></span>

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<pre style="margin: 0;">+<span id="LC593" class="line" lang="python">    <span class="n" style="color: #333;">num_true_true</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">fast</span>_intersect<span class="idiff right">ion_size</span></span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">)</span></span>

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<td class="new_line diff-line-num new" data-linenumber="594" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC594" class="line" lang="python">    <span class="n" style="color: #333;">num_non_zero</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">ind1</span></span><span class="p"><span class="idiff">.</span></span><span class="n" style="color: #333;"><span class="idiff">shape</span></span><span class="p"><span class="idiff">[</span></span><span class="mi" style="color: #099;"><span class="idiff">0</span></span><span class="p"><span class="idiff">]</span></span><span class="idiff"> </span><span class="o" style="font-weight: 600;"><span class="idiff">+</span></span> <span class="n" style="color: #333;">ind2</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span><span class="idiff"> </span><span class="o" style="font-weight: 600;"><span class="idiff">-</span></span><span class="idiff"> </span><span class="n" style="color: #333;"><span class="idiff right">num_true_true</span></span></span>

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<pre style="margin: 0;"> <span id="LC595" class="line" lang="python">    <span class="n" style="color: #333;">num_not_equal</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">num_non_zero</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">num_true_true</span></span>

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<pre style="margin: 0;"> <span id="LC596" class="line" lang="python"></span>

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<td class="new_line diff-line-num" data-linenumber="597" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC597" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="p">(</span><span class="mf" style="color: #099;">2.0</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">num_not_equal</span><span class="p">)</span> <span class="o" style="font-weight: 600;">/</span> <span class="p">(</span><span class="n" style="color: #333;">n_features</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">num_not_equal</span><span class="p">)</span></span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="485" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="599" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -485,8 +599,8 @@ def sparse_sokal_michener(ind1, data1, ind2, data2, n_features):</td>

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<pre style="margin: 0;"> <span id="LC599" class="line" lang="python"></span>

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<pre style="margin: 0;"> <span id="LC600" class="line" lang="python"><span class="o" style="font-weight: 600;">@</span><span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">njit</span><span class="p">()</span></span>

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<pre style="margin: 0;"> <span id="LC601" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">sparse_sokal_sneath</span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">,</span> <span class="n" style="color: #333;">data2</span><span class="p">):</span></span>

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<pre style="margin: 0;">-<span id="LC488" class="line" lang="python">    <span class="n" style="color: #333;">num_true_true</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">arr</span>_intersect</span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">)<span class="idiff">.</span></span><span class="n" style="color: #333;"><span class="idiff">shape</span></span><span class="p"><span class="idiff">[</span></span><span class="mi" style="color: #099;"><span class="idiff">0</span></span><span class="p"><span class="idiff right">]</span></span></span>

</pre>

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<pre style="margin: 0;">-<span id="LC489" class="line" lang="python">    <span class="n" style="color: #333;">num_non_zero</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">arr_union</span></span><span class="p"><span class="idiff">(</span></span><span class="n" style="color: #333;"><span class="idiff">ind1</span></span><span class="p"><span class="idiff">,</span></span> <span class="n" style="color: #333;">ind2</span><span class="p"><span class="idiff right">)</span>.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC602" class="line" lang="python">    <span class="n" style="color: #333;">num_true_true</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">fast</span>_intersect<span class="idiff right">ion_size</span></span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC603" class="line" lang="python">    <span class="n" style="color: #333;">num_non_zero</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left">ind1</span></span><span class="p"><span class="idiff">.</span></span><span class="n" style="color: #333;"><span class="idiff">shape</span></span><span class="p"><span class="idiff">[</span></span><span class="mi" style="color: #099;"><span class="idiff">0</span></span><span class="p"><span class="idiff">]</span></span><span class="idiff"> </span><span class="o" style="font-weight: 600;"><span class="idiff">+</span></span> <span class="n" style="color: #333;">ind2</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span><span class="idiff"> </span><span class="o" style="font-weight: 600;"><span class="idiff">-</span></span><span class="idiff"> </span><span class="n" style="color: #333;"><span class="idiff right">num_true_true</span></span></span>

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<pre style="margin: 0;"> <span id="LC604" class="line" lang="python">    <span class="n" style="color: #333;">num_not_equal</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">num_non_zero</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">num_true_true</span></span>

</pre>

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<td class="new_line diff-line-num" data-linenumber="605" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC605" class="line" lang="python"></span>

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<pre style="margin: 0;"> <span id="LC606" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">num_not_equal</span> <span class="o" style="font-weight: 600;">==</span> <span class="mf" style="color: #099;">0.0</span><span class="p">:</span></span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="553" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="667" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -553,11 +667,7 @@ def sparse_correct_alternative_cosine(d):</td>

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<pre style="margin: 0;"> <span id="LC667" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;"> <span id="LC668" class="line" lang="python"><span class="o" style="font-weight: 600;">@</span><span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">njit</span><span class="p">()</span></span>

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<pre style="margin: 0;"> <span id="LC669" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">sparse_dot</span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">,</span> <span class="n" style="color: #333;">data2</span><span class="p">):</span></span>

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<pre style="margin: 0;">-<span id="LC556" class="line" lang="python">    <span class="n" style="color: #333;">_</span><span class="p">,</span> <span class="n" style="color: #333;">aux_data</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">sparse_mul</span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">,</span> <span class="n" style="color: #333;">data2</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">-<span id="LC557" class="line" lang="python">    <span class="n" style="color: #333;">result</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.0</span></span>

</pre>

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<td class="new_line diff-line-num old" data-linenumber="670" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC558" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">-<span id="LC559" class="line" lang="python">    <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">val</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">aux_data</span><span class="p">:</span></span>

</pre>

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<pre style="margin: 0;">-<span id="LC560" class="line" lang="python">        <span class="n" style="color: #333;">result</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">val</span></span>

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<td class="new_line diff-line-num new" data-linenumber="670" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC670" class="line" lang="python">    <span class="n" style="color: #333;">result</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">sparse_dot_product</span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">,</span> <span class="n" style="color: #333;">data2</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;"> <span id="LC671" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;"> <span id="LC672" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="mf" style="color: #099;">1.0</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">result</span></span>

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<pre style="margin: 0;"> <span id="LC673" class="line" lang="python"></span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="567" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

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<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -567,16 +677,10 @@ def sparse_dot(ind1, data1, ind2, data2):</td>

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<pre style="margin: 0;"> <span id="LC677" class="line" lang="python">    <span class="n" style="color: #333;">fastmath</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">,</span></span>

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<pre style="margin: 0;"> <span id="LC678" class="line" lang="python">    <span class="nb" style="color: #0086b3;">locals</span><span class="o" style="font-weight: 600;">=</span><span class="p">{</span></span>

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<pre style="margin: 0;"> <span id="LC679" class="line" lang="python">        <span class="s" style="color: #d14;">"result"</span><span class="p">:</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">float32</span><span class="p">,</span></span>

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<pre style="margin: 0;">-<span id="LC570" class="line" lang="python">        <span class="s" style="color: #d14;">"dim"</span><span class="p">:</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">intp</span><span class="p">,</span></span>

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<pre style="margin: 0;">-<span id="LC571" class="line" lang="python">        <span class="s" style="color: #d14;">"i"</span><span class="p">:</span> <span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">types</span><span class="p">.</span><span class="n" style="color: #333;">uint16</span><span class="p">,</span></span>

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<pre style="margin: 0;"> <span id="LC680" class="line" lang="python">    <span class="p">},</span></span>

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<pre style="margin: 0;"> <span id="LC681" class="line" lang="python"><span class="p">)</span></span>

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<pre style="margin: 0;"> <span id="LC682" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">sparse_alternative_dot</span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">,</span> <span class="n" style="color: #333;">data2</span><span class="p">):</span></span>

</pre>

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<pre style="margin: 0;">-<span id="LC575" class="line" lang="python">    <span class="n" style="color: #333;">_</span><span class="p">,</span> <span class="n" style="color: #333;">aux_data</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">sparse_mul</span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">,</span> <span class="n" style="color: #333;">data2</span><span class="p">)</span></span>

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<pre style="margin: 0;">-<span id="LC576" class="line" lang="python">    <span class="n" style="color: #333;">result</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.0</span></span>

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<pre style="margin: 0;">-<span id="LC577" class="line" lang="python">    <span class="n" style="color: #333;">dim</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">aux_data</span><span class="p">)</span></span>

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<pre style="margin: 0;">-<span id="LC578" class="line" lang="python">    <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="n" style="color: #333;">dim</span><span class="p">):</span></span>

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<td class="old_line diff-line-num old" data-linenumber="579" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

579

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<pre style="margin: 0;">-<span id="LC579" class="line" lang="python">        <span class="n" style="color: #333;">result</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">aux_data</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span></span>

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<td class="old_line diff-line-num new" data-linenumber="580" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="683" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC683" class="line" lang="python">    <span class="n" style="color: #333;">result</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">sparse_dot_product</span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">,</span> <span class="n" style="color: #333;">data2</span><span class="p">)</span></span>

</pre>

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580

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<td class="new_line diff-line-num" data-linenumber="684" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC684" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;"> <span id="LC685" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">result</span> <span class="o" style="font-weight: 600;"><=</span> <span class="mf" style="color: #099;">0.0</span><span class="p">:</span></span>

</pre>

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582

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<td class="new_line diff-line-num" data-linenumber="686" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC686" class="line" lang="python">        <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">FLOAT32_MAX</span></span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="758" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="862" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -758,6 +862,65 @@ def sparse_kantorovich(ind1, data1, ind2, data2, ground_metric=dummy_ground_metr</td>

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<td class="old_line diff-line-num" data-linenumber="758" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

758

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<pre style="margin: 0;"> <span id="LC862" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">kantorovich</span><span class="p">(</span><span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">data2</span><span class="p">,</span> <span class="n" style="color: #333;">cost_matrix</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="759" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

759

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<td class="new_line diff-line-num" data-linenumber="863" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

863

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<pre style="margin: 0;"> <span id="LC863" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="760" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

760

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<td class="new_line diff-line-num" data-linenumber="864" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

864

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<pre style="margin: 0;"> <span id="LC864" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="865" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

865

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<pre style="margin: 0;">+<span id="LC865" class="line" lang="python"><span class="o" style="font-weight: 600;">@</span><span class="n" style="color: #333;">numba</span><span class="p">.</span><span class="n" style="color: #333;">njit</span><span class="p">()</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="866" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

866

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<pre style="margin: 0;">+<span id="LC866" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">sparse_wasserstein_1d</span><span class="p">(</span><span class="n" style="color: #333;">ind1</span><span class="p">,</span> <span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">ind2</span><span class="p">,</span> <span class="n" style="color: #333;">data2</span><span class="p">,</span> <span class="n" style="color: #333;">p</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">1</span><span class="p">):</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="867" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

867

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<pre style="margin: 0;">+<span id="LC867" class="line" lang="python">    <span class="n" style="color: #333;">result</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.0</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="868" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

868

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<pre style="margin: 0;">+<span id="LC868" class="line" lang="python">    <span class="n" style="color: #333;">old_ind</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="869" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

869

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<pre style="margin: 0;">+<span id="LC869" class="line" lang="python">    <span class="n" style="color: #333;">delta</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.0</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="870" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

870

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<pre style="margin: 0;">+<span id="LC870" class="line" lang="python">    <span class="n" style="color: #333;">i1</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="871" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

871

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<pre style="margin: 0;">+<span id="LC871" class="line" lang="python">    <span class="n" style="color: #333;">i2</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="872" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

872

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<pre style="margin: 0;">+<span id="LC872" class="line" lang="python">    <span class="n" style="color: #333;">cdf1</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.0</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="873" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC873" class="line" lang="python">    <span class="n" style="color: #333;">cdf2</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.0</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="874" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC874" class="line" lang="python">    <span class="n" style="color: #333;">l1_norm_x</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="nb" style="color: #0086b3;">sum</span><span class="p">(</span><span class="n" style="color: #333;">data1</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="875" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

875

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<pre style="margin: 0;">+<span id="LC875" class="line" lang="python">    <span class="n" style="color: #333;">l1_norm_y</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="nb" style="color: #0086b3;">sum</span><span class="p">(</span><span class="n" style="color: #333;">data2</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="876" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

876

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC876" class="line" lang="python"></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="877" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC877" class="line" lang="python">    <span class="n" style="color: #333;">norm</span> <span class="o" style="font-weight: 600;">=</span> <span class="k" style="font-weight: 600;">lambda</span> <span class="n" style="color: #333;">x</span><span class="p">,</span> <span class="n" style="color: #333;">p</span><span class="p">:</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">power</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="p">.</span><span class="nb" style="color: #0086b3;">abs</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">),</span> <span class="n" style="color: #333;">p</span><span class="p">)</span></span>

</pre>

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</td>

<td class="new_line diff-line-num new" data-linenumber="878" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

878

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC878" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="879" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

879

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<pre style="margin: 0;">+<span id="LC879" class="line" lang="python">    <span class="c1" style="color: #998; font-style: italic;"># pass through both index lists</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="880" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

880

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<pre style="margin: 0;">+<span id="LC880" class="line" lang="python">    <span class="k" style="font-weight: 600;">while</span> <span class="n" style="color: #333;">i1</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">ind1</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="ow" style="font-weight: 600;">and</span> <span class="n" style="color: #333;">i2</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">ind2</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]:</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="881" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

881

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<pre style="margin: 0;">+<span id="LC881" class="line" lang="python">        <span class="n" style="color: #333;">j1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ind1</span><span class="p">[</span><span class="n" style="color: #333;">i1</span><span class="p">]</span></span>

</pre>

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</td>

<td class="new_line diff-line-num new" data-linenumber="882" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

882

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<pre style="margin: 0;">+<span id="LC882" class="line" lang="python">        <span class="n" style="color: #333;">j2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ind2</span><span class="p">[</span><span class="n" style="color: #333;">i2</span><span class="p">]</span></span>

</pre>

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</td>

<td class="new_line diff-line-num new" data-linenumber="883" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

883

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC883" class="line" lang="python"></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="884" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

884

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<pre style="margin: 0;">+<span id="LC884" class="line" lang="python">        <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">j1</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">j2</span><span class="p">:</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="885" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

885

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<pre style="margin: 0;">+<span id="LC885" class="line" lang="python">            <span class="n" style="color: #333;">result</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">delta</span> <span class="o" style="font-weight: 600;">*</span> <span class="p">(</span><span class="n" style="color: #333;">j1</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">old_ind</span><span class="p">)</span></span>

</pre>

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</td>

<td class="new_line diff-line-num new" data-linenumber="886" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

886

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<pre style="margin: 0;">+<span id="LC886" class="line" lang="python">            <span class="n" style="color: #333;">cdf1</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">data1</span><span class="p">[</span><span class="n" style="color: #333;">i1</span><span class="p">]</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">l1_norm_x</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="887" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

887

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<pre style="margin: 0;">+<span id="LC887" class="line" lang="python">            <span class="n" style="color: #333;">cdf2</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">data2</span><span class="p">[</span><span class="n" style="color: #333;">i2</span><span class="p">]</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">l1_norm_y</span></span>

</pre>

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</td>

<td class="new_line diff-line-num new" data-linenumber="888" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

888

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<pre style="margin: 0;">+<span id="LC888" class="line" lang="python">            <span class="n" style="color: #333;">delta</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">norm</span><span class="p">(</span><span class="n" style="color: #333;">cdf1</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">cdf2</span><span class="p">,</span> <span class="n" style="color: #333;">p</span><span class="p">)</span></span>

</pre>

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</td>

<td class="new_line diff-line-num new" data-linenumber="889" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

889

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<pre style="margin: 0;">+<span id="LC889" class="line" lang="python">            <span class="n" style="color: #333;">old_ind</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">j1</span></span>

</pre>

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</td>

<td class="new_line diff-line-num new" data-linenumber="890" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

890

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<pre style="margin: 0;">+<span id="LC890" class="line" lang="python">            <span class="n" style="color: #333;">i1</span> <span class="o" style="font-weight: 600;">+=</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="891" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

891

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<pre style="margin: 0;">+<span id="LC891" class="line" lang="python">            <span class="n" style="color: #333;">i2</span> <span class="o" style="font-weight: 600;">+=</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

</td>

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</td>

<td class="new_line diff-line-num new" data-linenumber="892" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

892

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC892" class="line" lang="python">        <span class="k" style="font-weight: 600;">elif</span> <span class="n" style="color: #333;">j1</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">j2</span><span class="p">:</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="893" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

893

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<pre style="margin: 0;">+<span id="LC893" class="line" lang="python">            <span class="n" style="color: #333;">result</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">delta</span> <span class="o" style="font-weight: 600;">*</span> <span class="p">(</span><span class="n" style="color: #333;">j1</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">old_ind</span><span class="p">)</span></span>

</pre>

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</td>

<td class="new_line diff-line-num new" data-linenumber="894" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

894

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<pre style="margin: 0;">+<span id="LC894" class="line" lang="python">            <span class="n" style="color: #333;">cdf1</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">data1</span><span class="p">[</span><span class="n" style="color: #333;">i1</span><span class="p">]</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">l1_norm_x</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="895" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

895

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<pre style="margin: 0;">+<span id="LC895" class="line" lang="python">            <span class="n" style="color: #333;">delta</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">norm</span><span class="p">(</span><span class="n" style="color: #333;">cdf1</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">cdf2</span><span class="p">,</span> <span class="n" style="color: #333;">p</span><span class="p">)</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="896" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

896

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<pre style="margin: 0;">+<span id="LC896" class="line" lang="python">            <span class="n" style="color: #333;">old_ind</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">j1</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="897" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

897

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<pre style="margin: 0;">+<span id="LC897" class="line" lang="python">            <span class="n" style="color: #333;">i1</span> <span class="o" style="font-weight: 600;">+=</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="898" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

898

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<pre style="margin: 0;">+<span id="LC898" class="line" lang="python">        <span class="k" style="font-weight: 600;">else</span><span class="p">:</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="899" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

899

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC899" class="line" lang="python">            <span class="n" style="color: #333;">result</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">delta</span> <span class="o" style="font-weight: 600;">*</span> <span class="p">(</span><span class="n" style="color: #333;">j2</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">old_ind</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="900" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

900

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<pre style="margin: 0;">+<span id="LC900" class="line" lang="python">            <span class="n" style="color: #333;">cdf2</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">data2</span><span class="p">[</span><span class="n" style="color: #333;">i2</span><span class="p">]</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">l1_norm_y</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="901" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

901

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<pre style="margin: 0;">+<span id="LC901" class="line" lang="python">            <span class="n" style="color: #333;">delta</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">norm</span><span class="p">(</span><span class="n" style="color: #333;">cdf1</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">cdf2</span><span class="p">,</span> <span class="n" style="color: #333;">p</span><span class="p">)</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="902" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

902

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<pre style="margin: 0;">+<span id="LC902" class="line" lang="python">            <span class="n" style="color: #333;">old_ind</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">j2</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="903" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

903

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<pre style="margin: 0;">+<span id="LC903" class="line" lang="python">            <span class="n" style="color: #333;">i2</span> <span class="o" style="font-weight: 600;">+=</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="904" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

904

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<pre style="margin: 0;">+<span id="LC904" class="line" lang="python">            <span class="c1" style="color: #998; font-style: italic;"># pass over the tails</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="905" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

905

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC905" class="line" lang="python">    <span class="k" style="font-weight: 600;">while</span> <span class="n" style="color: #333;">i1</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">ind1</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]:</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="906" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

906

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC906" class="line" lang="python">        <span class="n" style="color: #333;">j1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ind1</span><span class="p">[</span><span class="n" style="color: #333;">i1</span><span class="p">]</span></span>

</pre>

</td>

</tr>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="907" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

907

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC907" class="line" lang="python">        <span class="n" style="color: #333;">result</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">delta</span> <span class="o" style="font-weight: 600;">*</span> <span class="p">(</span><span class="n" style="color: #333;">j1</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">old_ind</span><span class="p">)</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="908" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

908

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC908" class="line" lang="python">        <span class="n" style="color: #333;">cdf1</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">data1</span><span class="p">[</span><span class="n" style="color: #333;">i1</span><span class="p">]</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">l1_norm_x</span></span>

</pre>

</td>

</tr>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="909" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

909

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC909" class="line" lang="python">        <span class="n" style="color: #333;">delta</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">norm</span><span class="p">(</span><span class="n" style="color: #333;">cdf1</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">cdf2</span><span class="p">,</span> <span class="n" style="color: #333;">p</span><span class="p">)</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="910" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

910

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC910" class="line" lang="python">        <span class="n" style="color: #333;">old_ind</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">j1</span></span>

</pre>

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</td>

<td class="new_line diff-line-num new" data-linenumber="911" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

911

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<pre style="margin: 0;">+<span id="LC911" class="line" lang="python">        <span class="n" style="color: #333;">i1</span> <span class="o" style="font-weight: 600;">+=</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

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</td>

<td class="new_line diff-line-num new" data-linenumber="912" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

912

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<pre style="margin: 0;">+<span id="LC912" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="913" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

913

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<pre style="margin: 0;">+<span id="LC913" class="line" lang="python">    <span class="k" style="font-weight: 600;">while</span> <span class="n" style="color: #333;">i2</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">ind2</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]:</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="914" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

914

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<pre style="margin: 0;">+<span id="LC914" class="line" lang="python">        <span class="n" style="color: #333;">j2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ind2</span><span class="p">[</span><span class="n" style="color: #333;">i2</span><span class="p">]</span></span>

</pre>

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</td>

<td class="new_line diff-line-num new" data-linenumber="915" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

915

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<pre style="margin: 0;">+<span id="LC915" class="line" lang="python">        <span class="n" style="color: #333;">result</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">delta</span> <span class="o" style="font-weight: 600;">*</span> <span class="p">(</span><span class="n" style="color: #333;">j2</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">old_ind</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="916" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

916

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<pre style="margin: 0;">+<span id="LC916" class="line" lang="python">        <span class="n" style="color: #333;">cdf2</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">data2</span><span class="p">[</span><span class="n" style="color: #333;">i2</span><span class="p">]</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">l1_norm_y</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="917" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

917

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<pre style="margin: 0;">+<span id="LC917" class="line" lang="python">        <span class="n" style="color: #333;">delta</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">norm</span><span class="p">(</span><span class="n" style="color: #333;">cdf1</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">cdf2</span><span class="p">,</span> <span class="n" style="color: #333;">p</span><span class="p">)</span></span>

</pre>

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</td>

<td class="new_line diff-line-num new" data-linenumber="918" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

918

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<pre style="margin: 0;">+<span id="LC918" class="line" lang="python">        <span class="n" style="color: #333;">old_ind</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">j2</span></span>

</pre>

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</td>

<td class="new_line diff-line-num new" data-linenumber="919" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

919

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<pre style="margin: 0;">+<span id="LC919" class="line" lang="python">        <span class="n" style="color: #333;">i2</span> <span class="o" style="font-weight: 600;">+=</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

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</td>

<td class="new_line diff-line-num new" data-linenumber="920" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

920

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<pre style="margin: 0;">+<span id="LC920" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="921" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

921

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<pre style="margin: 0;">+<span id="LC921" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">power</span><span class="p">(</span><span class="n" style="color: #333;">result</span><span class="p">,</span> <span class="mf" style="color: #099;">1.0</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">p</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="922" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

922

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<pre style="margin: 0;">+<span id="LC922" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="923" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

923

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<pre style="margin: 0;">+<span id="LC923" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="761" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

761

</td>

<td class="new_line diff-line-num" data-linenumber="924" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

924

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<pre style="margin: 0;"> <span id="LC924" class="line" lang="python"><span class="c1" style="color: #998; font-style: italic;"># Because of the EPS values and the need to normalize after adding them (and then average those for jensen_shannon)</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="762" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

762

</td>

<td class="new_line diff-line-num" data-linenumber="925" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

925

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<pre style="margin: 0;"> <span id="LC925" class="line" lang="python"><span class="c1" style="color: #998; font-style: italic;"># it seems like we might as well just take the dense union (dense vectors supported on the union of indices)</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="763" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

763

</td>

<td class="new_line diff-line-num" data-linenumber="926" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

926

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<pre style="margin: 0;"> <span id="LC926" class="line" lang="python"><span class="c1" style="color: #998; font-style: italic;"># and call the dense distance functions</span></span>

</pre>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="917" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="1080" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -917,6 +1080,10 @@ sparse_named_distances = {</td>

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<td class="old_line diff-line-num" data-linenumber="917" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

917

</td>

<td class="new_line diff-line-num" data-linenumber="1080" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1080

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<pre style="margin: 0;"> <span id="LC1080" class="line" lang="python">    <span class="c1" style="color: #998; font-style: italic;"># Distribution distances</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="918" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

918

</td>

<td class="new_line diff-line-num" data-linenumber="1081" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1081

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1081" class="line" lang="python">    <span class="s" style="color: #d14;">"kantorovich"</span><span class="p">:</span> <span class="n" style="color: #333;">sparse_kantorovich</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="919" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

919

</td>

<td class="new_line diff-line-num" data-linenumber="1082" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1082

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1082" class="line" lang="python">    <span class="s" style="color: #d14;">"wasserstein"</span><span class="p">:</span> <span class="n" style="color: #333;">sparse_kantorovich</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="920" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1083" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1083

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1083" class="line" lang="python">    <span class="s" style="color: #d14;">"wasserstein_1d"</span><span class="p">:</span> <span class="n" style="color: #333;">sparse_wasserstein_1d</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="920" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1084" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1084

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1084" class="line" lang="python">    <span class="s" style="color: #d14;">"wasserstein-1d"</span><span class="p">:</span> <span class="n" style="color: #333;">sparse_wasserstein_1d</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="920" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1085" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1085

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1085" class="line" lang="python">    <span class="s" style="color: #d14;">"kantorovich-1d"</span><span class="p">:</span> <span class="n" style="color: #333;">sparse_wasserstein_1d</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="920" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="1086" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

1086

</td>

<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC1086" class="line" lang="python">    <span class="s" style="color: #d14;">"kantorovich-1d"</span><span class="p">:</span> <span class="n" style="color: #333;">sparse_wasserstein_1d</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="920" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

920

</td>

<td class="new_line diff-line-num" data-linenumber="1087" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1087

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1087" class="line" lang="python">    <span class="s" style="color: #d14;">"hellinger"</span><span class="p">:</span> <span class="n" style="color: #333;">sparse_hellinger</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="921" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

921

</td>

<td class="new_line diff-line-num" data-linenumber="1088" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1088

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1088" class="line" lang="python">    <span class="s" style="color: #d14;">"jensen-shannon"</span><span class="p">:</span> <span class="n" style="color: #333;">sparse_jensen_shannon_divergence</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="922" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

922

</td>

<td class="new_line diff-line-num" data-linenumber="1089" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

1089

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC1089" class="line" lang="python">    <span class="s" style="color: #d14;">"jensen_shannon"</span><span class="p">:</span> <span class="n" style="color: #333;">sparse_jensen_shannon_divergence</span><span class="p">,</span></span>

</pre>

</td>

</tr>

</table>

<br>

</li>

<li id="b18dc095c827a7b0b2c653fa1e7e4a705361cccf">

<a href="https://salsa.debian.org/python-team/packages/python-pynndescent/-/commit/a90e87aed0b939012379dc24250bf52fe3744ddf#b18dc095c827a7b0b2c653fa1e7e4a705361cccf"><strong>pynndescent/tests/test_distances.py</strong></a>

<hr>

<table class="code white" style="font-family: monospace; font-size: 90%;" bgcolor="#fff" width="100%" cellpadding="0" cellspacing="0">

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="366" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="366" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -366,9 +366,29 @@ def test_sparse_jensen_shannon():</td>

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366

</td>

<td class="new_line diff-line-num" data-linenumber="366" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

366

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC366" class="line" lang="python">                <span class="o" style="font-weight: 600;">/</span> <span class="mf" style="color: #099;">2.0</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="367" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

367

</td>

<td class="new_line diff-line-num" data-linenumber="367" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

367

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC367" class="line" lang="python">            <span class="p">)</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="368" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

368

</td>

<td class="new_line diff-line-num" data-linenumber="368" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

368

</td>

<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC368" class="line" lang="python">            <span class="n" style="color: #333;">d2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">spdist</span><span class="p">.</span><span class="n" style="color: #333;">sparse_jensen_shannon_divergence</span><span class="p">(</span></span>

</pre>

</td>

</tr>

<tr class="line_holder old" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num old" data-linenumber="369" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

369

</td>

<td class="new_line diff-line-num old" data-linenumber="369" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

</td>

<td class="line_content old" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#fbe9eb">

<pre style="margin: 0;">-<span id="LC369" class="line" lang="python">                <span class="idiff left right">    </span><span class="n" style="color: #333;">sparse_test_data</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">].</span><span class="n" style="color: #333;">indices</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder old" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num old" data-linenumber="370" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

370

</td>

<td class="new_line diff-line-num old" data-linenumber="369" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

</td>

<td class="line_content old" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#fbe9eb">

<pre style="margin: 0;">-<span id="LC370" class="line" lang="python">                <span class="idiff left right">    </span><span class="n" style="color: #333;">sparse_test_data</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">].</span><span class="n" style="color: #333;">data</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder old" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num old" data-linenumber="371" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

371

</td>

<td class="new_line diff-line-num old" data-linenumber="369" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

</td>

<td class="line_content old" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#fbe9eb">

<pre style="margin: 0;">-<span id="LC371" class="line" lang="python">                <span class="idiff left right">    </span><span class="n" style="color: #333;">sparse_test_data</span><span class="p">[</span><span class="n" style="color: #333;">j</span><span class="p">].</span><span class="n" style="color: #333;">indices</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder old" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num old" data-linenumber="372" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

372

</td>

<td class="new_line diff-line-num old" data-linenumber="369" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

</td>

<td class="line_content old" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#fbe9eb">

<pre style="margin: 0;">-<span id="LC372" class="line" lang="python">                <span class="idiff left right">    </span><span class="n" style="color: #333;">sparse_test_data</span><span class="p">[</span><span class="n" style="color: #333;">j</span><span class="p">].</span><span class="n" style="color: #333;">data</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder old" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num old" data-linenumber="373" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

373

</td>

<td class="new_line diff-line-num old" data-linenumber="369" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

</td>

<td class="line_content old" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#fbe9eb">

<pre style="margin: 0;">-<span id="LC373" class="line" lang="python">            <span class="idiff left right">    </span><span class="p">)</span></span>

</pre>

</td>

</tr>

<tr class="line_holder new" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num new" data-linenumber="374" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="369" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

369

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<pre style="margin: 0;">+<span id="LC369" class="line" lang="python">                <span class="n" style="color: #333;">sparse_test_data</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">].</span><span class="n" style="color: #333;">indices</span><span class="p">,</span></span>

</pre>

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370

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<pre style="margin: 0;">+<span id="LC370" class="line" lang="python">                <span class="n" style="color: #333;">sparse_test_data</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">].</span><span class="n" style="color: #333;">data</span><span class="p">,</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="371" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

371

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<pre style="margin: 0;">+<span id="LC371" class="line" lang="python">                <span class="n" style="color: #333;">sparse_test_data</span><span class="p">[</span><span class="n" style="color: #333;">j</span><span class="p">].</span><span class="n" style="color: #333;">indices</span><span class="p">,</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="372" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

372

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<pre style="margin: 0;">+<span id="LC372" class="line" lang="python">                <span class="n" style="color: #333;">sparse_test_data</span><span class="p">[</span><span class="n" style="color: #333;">j</span><span class="p">].</span><span class="n" style="color: #333;">data</span><span class="p">,</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="373" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

373

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<pre style="margin: 0;">+<span id="LC373" class="line" lang="python">            <span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="374" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

374

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<td class="new_line diff-line-num" data-linenumber="374" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC374" class="line" lang="python">            <span class="k" style="font-weight: 600;">assert</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">isclose</span><span class="p">(</span><span class="n" style="color: #333;">d1</span><span class="p">,</span> <span class="n" style="color: #333;">d2</span><span class="p">,</span> <span class="n" style="color: #333;">rtol</span><span class="o" style="font-weight: 600;">=</span><span class="mf" style="color: #099;">1e-3</span><span class="p">)</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="375" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

375

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<pre style="margin: 0;">+<span id="LC375" class="line" lang="python"></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="376" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC376" class="line" lang="python"></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="377" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC377" class="line" lang="python"><span class="o" style="font-weight: 600;">@</span><span class="n" style="color: #333;">pytest</span><span class="p">.</span><span class="n" style="color: #333;">mark</span><span class="p">.</span><span class="n" style="color: #333;">parametrize</span><span class="p">(</span><span class="s" style="color: #d14;">"p"</span><span class="p">,</span> <span class="p">[</span><span class="mf" style="color: #099;">1.0</span><span class="p">,</span> <span class="mf" style="color: #099;">2.0</span><span class="p">,</span> <span class="mf" style="color: #099;">3.0</span><span class="p">,</span> <span class="mf" style="color: #099;">0.5</span><span class="p">])</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="378" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC378" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">test_wasserstein_1d</span><span class="p">(</span><span class="n" style="color: #333;">p</span><span class="p">):</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="379" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

379

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<pre style="margin: 0;">+<span id="LC379" class="line" lang="python">    <span class="n" style="color: #333;">test_data</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">random</span><span class="p">.</span><span class="n" style="color: #333;">random</span><span class="p">(</span><span class="n" style="color: #333;">size</span><span class="o" style="font-weight: 600;">=</span><span class="p">(</span><span class="mi" style="color: #099;">10</span><span class="p">,</span> <span class="mi" style="color: #099;">100</span><span class="p">))</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="380" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

380

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<pre style="margin: 0;">+<span id="LC380" class="line" lang="python">    <span class="c1" style="color: #998; font-style: italic;"># sparsify</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="381" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC381" class="line" lang="python">    <span class="n" style="color: #333;">test_data</span><span class="p">[</span><span class="n" style="color: #333;">test_data</span> <span class="o" style="font-weight: 600;"><=</span> <span class="mf" style="color: #099;">0.5</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.0</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="382" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

382

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<pre style="margin: 0;">+<span id="LC382" class="line" lang="python">    <span class="n" style="color: #333;">sparse_test_data</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">csr_matrix</span><span class="p">(</span><span class="n" style="color: #333;">test_data</span><span class="p">)</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="383" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

383

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC383" class="line" lang="python"></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="384" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

384

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<pre style="margin: 0;">+<span id="LC384" class="line" lang="python">    <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="n" style="color: #333;">test_data</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]):</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="385" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

385

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<pre style="margin: 0;">+<span id="LC385" class="line" lang="python">        <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">j</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">+</span> <span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="n" style="color: #333;">test_data</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]):</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="386" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

386

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<pre style="margin: 0;">+<span id="LC386" class="line" lang="python">            <span class="n" style="color: #333;">d1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">dist</span><span class="p">.</span><span class="n" style="color: #333;">wasserstein_1d</span><span class="p">(</span><span class="n" style="color: #333;">test_data</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">],</span> <span class="n" style="color: #333;">test_data</span><span class="p">[</span><span class="n" style="color: #333;">j</span><span class="p">],</span> <span class="n" style="color: #333;">p</span><span class="p">)</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="387" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

387

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<pre style="margin: 0;">+<span id="LC387" class="line" lang="python">            <span class="n" style="color: #333;">d2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">spdist</span><span class="p">.</span><span class="n" style="color: #333;">sparse_wasserstein_1d</span><span class="p">(</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="375" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="388" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

388

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<pre style="margin: 0;">+<span id="LC388" class="line" lang="python">                <span class="n" style="color: #333;">sparse_test_data</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">].</span><span class="n" style="color: #333;">indices</span><span class="p">,</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="389" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

389

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<pre style="margin: 0;">+<span id="LC389" class="line" lang="python">                <span class="n" style="color: #333;">sparse_test_data</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">].</span><span class="n" style="color: #333;">data</span><span class="p">,</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="375" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="390" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

390

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC390" class="line" lang="python">                <span class="n" style="color: #333;">sparse_test_data</span><span class="p">[</span><span class="n" style="color: #333;">j</span><span class="p">].</span><span class="n" style="color: #333;">indices</span><span class="p">,</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="375" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="391" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

391

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC391" class="line" lang="python">                <span class="n" style="color: #333;">sparse_test_data</span><span class="p">[</span><span class="n" style="color: #333;">j</span><span class="p">].</span><span class="n" style="color: #333;">data</span><span class="p">,</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="375" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="392" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

392

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<pre style="margin: 0;">+<span id="LC392" class="line" lang="python">                <span class="n" style="color: #333;">p</span><span class="p">,</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="375" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="393" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

393

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<pre style="margin: 0;">+<span id="LC393" class="line" lang="python">            <span class="p">)</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="375" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="394" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

394

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC394" class="line" lang="python">            <span class="k" style="font-weight: 600;">assert</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">isclose</span><span class="p">(</span><span class="n" style="color: #333;">d1</span><span class="p">,</span> <span class="n" style="color: #333;">d2</span><span class="p">)</span></span></pre>

</td>

</tr>

</table>

<br>

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<li id="8e2edce0d507e1297474f25c00cae94258db38d8">

<a href="https://salsa.debian.org/python-team/packages/python-pynndescent/-/commit/a90e87aed0b939012379dc24250bf52fe3744ddf#8e2edce0d507e1297474f25c00cae94258db38d8"><strong>setup.py</strong></a>

<hr>

<table class="code white" style="font-family: monospace; font-size: 90%;" bgcolor="#fff" width="100%" cellpadding="0" cellspacing="0">

<tr class="line_holder match" id="" style="line-height: 1.6;">

<td class="diff-line-num unfold js-unfold old_line" data-linenumber="8" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="8" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -8,7 +8,7 @@ def readme():</td>

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<td class="old_line diff-line-num" data-linenumber="8" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

8

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<td class="new_line diff-line-num" data-linenumber="8" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

8

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC8" class="line" lang="python"></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="9" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

9

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<td class="new_line diff-line-num" data-linenumber="9" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

9

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC9" class="line" lang="python"><span class="n" style="color: #333;">configuration</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">{</span></span>

</pre>

</td>

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<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="10" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

10

</td>

<td class="new_line diff-line-num" data-linenumber="10" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

10

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC10" class="line" lang="python">    <span class="s" style="color: #d14;">"name"</span><span class="p">:</span> <span class="s" style="color: #d14;">"pynndescent"</span><span class="p">,</span></span>

</pre>

</td>

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<tr class="line_holder old" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num old" data-linenumber="11" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

11

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<td class="new_line diff-line-num old" data-linenumber="11" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

</td>

<td class="line_content old" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#fbe9eb">

<pre style="margin: 0;">-<span id="LC11" class="line" lang="python">    <span class="s" style="color: #d14;">"version"</span><span class="p">:</span> <span class="s" style="color: #d14;">"0.5.<span class="idiff left right">5</span>"</span><span class="p">,</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="12" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="11" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

11

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<td class="line_content new" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC11" class="line" lang="python">    <span class="s" style="color: #d14;">"version"</span><span class="p">:</span> <span class="s" style="color: #d14;">"0.5.<span class="idiff left right">6</span>"</span><span class="p">,</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="12" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

12

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<td class="new_line diff-line-num" data-linenumber="12" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

12

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC12" class="line" lang="python">    <span class="s" style="color: #d14;">"description"</span><span class="p">:</span> <span class="s" style="color: #d14;">"Nearest Neighbor Descent"</span><span class="p">,</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="13" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

13

</td>

<td class="new_line diff-line-num" data-linenumber="13" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

13

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC13" class="line" lang="python">    <span class="s" style="color: #d14;">"long_description"</span><span class="p">:</span> <span class="n" style="color: #333;">readme</span><span class="p">(),</span></span>

</pre>

</td>

</tr>

<tr class="line_holder" id="" style="line-height: 1.6;">

<td class="old_line diff-line-num" data-linenumber="14" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

14

</td>

<td class="new_line diff-line-num" data-linenumber="14" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

14

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<td class="line_content" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC14" class="line" lang="python">    <span class="s" style="color: #d14;">"classifiers"</span><span class="p">:</span> <span class="p">[</span></span>

</pre>

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